Submit/6.Scoring [Task2].ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "wired-gossip",
   "metadata": {},
   "source": [
    "# 6.Scoring [Task2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "infinite-enterprise",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pathlib\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import geopandas as gpd\n",
    "import folium\n",
    "from folium.plugins import DualMap\n",
    "from haversine import haversine\n",
    "import seaborn as sns\n",
    "import json\n",
    "from shapely.geometry import Point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "hungarian-excellence",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Font\n",
    "import matplotlib\n",
    "from matplotlib import font_manager\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "matplotlib.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "font_fname = '/opt/app-root/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/malgun.ttf'\n",
    "font_family = font_manager.FontProperties(fname=font_fname).get_name()\n",
    "plt.rcParams[\"font.family\"] = font_family\n",
    "sns.set(font=font_family)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "amino-gather",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = pathlib.Path('./data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "deadly-flavor",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig_path = pathlib.Path('./figures')\n",
    "if not fig_path.is_dir():\n",
    "    fig_path.mkdir()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "endangered-pilot",
   "metadata": {},
   "outputs": [],
   "source": [
    "주정차단속 = pd.read_csv(os.path.join(path,'1.오산시_주정차단속(2018~2020).csv'),encoding=\"utf-8\")\n",
    "어린이교통사고_격자 = gpd.read_file(os.path.join(path,'2.오산시_어린이교통사고_격자.geojson'))\n",
    "차량등록현황_격자 = gpd.read_file(os.path.join(path,'3.오산시_차량등록현황_격자.geojson'))\n",
    "거주인구격자_총인구 = gpd.read_file(os.path.join(path,'4.오산시_연령별_거주인구격자(총인구).geojson'))\n",
    "거주인구격자_유소년 = gpd.read_file(os.path.join(path,'5.오산시_연령별_거주인구격자(유소년).geojson'))\n",
    "거주인구격자_생산가능 = gpd.read_file(os.path.join(path,'6.오산시_연령별_거주인구격자(생산가능인구).geojson'))\n",
    "거주인구격자_고령 = gpd.read_file(os.path.join(path,'7.오산시_연령별_거주인구격자(고령).geojson'))\n",
    "유동인구 = pd.read_csv(os.path.join(path,'8.오산시_유동인구(2019).csv'),encoding=\"utf-8\")\n",
    "어린이보호구역 = pd.read_csv(os.path.join(path,'9.오산시_어린이보호구역.csv'),encoding=\"utf-8\")\n",
    "학교위치정보 = pd.read_csv(os.path.join(path,'10.오산시_학교위치정보.csv'),encoding=\"utf-8\")\n",
    "초등학교_통학구 = gpd.read_file(os.path.join(path,'11.오산시_초등학교_통학구.geojson'))\n",
    "중학교_학군 = gpd.read_file(os.path.join(path,'12.오산시_중학교_학군.geojson'))\n",
    "어린이집_유치원현황 = pd.read_csv(os.path.join(path,'13.오산시_어린이집_유치원현황.csv'),encoding=\"utf-8\")\n",
    "기상데이터 = pd.read_csv(os.path.join(path,'14.오산시_기상데이터(2010~2019).csv'),encoding=\"utf-8\")\n",
    "무인교통단속카메라 = pd.read_csv(os.path.join(path,'15.오산시_무인교통단속카메라.csv'),encoding=\"utf-8\")\n",
    "도로안전표지 = pd.read_csv(os.path.join(path,'16.오산시_도로안전표지표준데이터.csv'),encoding=\"utf-8\")\n",
    "횡단보도 = gpd.read_file(os.path.join(path,'17.오산시_횡단보도.geojson'))\n",
    "과속방지턱 = pd.read_csv(os.path.join(path,'18.오산시_과속방지턱표준데이터.csv'),encoding=\"utf-8\")\n",
    "신호등 = gpd.read_file(os.path.join(path,'19.오산시_신호등.geojson'))\n",
    "CCTV설치현황 = pd.read_csv(os.path.join(path,'20.오산시_CCTV설치현황.csv'),encoding=\"utf-8\")\n",
    "인도 = gpd.read_file(os.path.join(path,'21.오산시_인도.geojson'))\n",
    "버스정류장 = pd.read_csv(os.path.join(path,'22.오산시_버스정류장.csv'),encoding=\"utf-8\")\n",
    "상세도로망 = gpd.read_file(os.path.join(path,'23.오산시_상세도로망_LV6.geojson'))\n",
    "시간대별_추정교통량 = pd.read_csv(os.path.join(path,'24.평일_전일,시간대별_오산시_추정교통량_Level6.csv'),encoding=\"utf-8\")\n",
    "혼잡빈도강도 = pd.read_csv(os.path.join(path,'25.평일_전일_오산시_혼잡빈도강도_Level6.csv'),encoding=\"utf-8\")\n",
    "혼잡시간강도 = pd.read_csv(os.path.join(path,'26.평일_전일_오산시_혼잡시간강도_Level6.csv'),encoding=\"utf-8\")\n",
    "도로명주소_건물 = gpd.read_file(os.path.join(path,'27.오산시_도로명주소_건물.geojson'))\n",
    "건물연면적_격자 = gpd.read_file(os.path.join(path,'28.오산시_건물연면적_격자.geojson'))\n",
    "체육시설현황 = pd.read_csv(os.path.join(path,'29.오산시_체육시설현황.csv'),encoding=\"utf-8\")\n",
    "학원_및_교습소_현황 = pd.read_csv(os.path.join(path,'30.오산시_학원_및_교습소_현황.csv'),encoding=\"utf-8\")\n",
    "법정경계_시군구 = gpd.read_file(os.path.join(path,'31.오산시_법정경계(시군구).geojson'))\n",
    "행정경계_읍면동 = gpd.read_file(os.path.join(path,'32.오산시_행정경계(읍면동).geojson'))\n",
    "법정경계_읍면동 = gpd.read_file(os.path.join(path,'33.오산시_법정경계(읍면동).geojson'))\n",
    "지적도 = gpd.read_file(os.path.join(path,'34.오산시_지적도.geojson'))\n",
    "\n",
    "# 관심학원_현황= pd.read_csv(os.path.join(path,'관심학원_현황.csv'),encoding=\"utf-8\")\n",
    "# 초등학교위치정보= pd.read_csv(os.path.join(path,'초등학교위치정보.csv'),encoding=\"utf-8\")\n",
    "# 평균유동인구= pd.read_csv(os.path.join(path,'평균유동인구.csv'),encoding=\"utf-8\")\n",
    "과제2데이터 = pd.read_csv(os.path.join(path,'data_for_task2.csv'),encoding=\"utf-8\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "expanded-packaging",
   "metadata": {},
   "source": [
    "# 교통안전시설물 설치 후보지 20곳 선정"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "challenging-supplement",
   "metadata": {},
   "source": [
    "## 1. 컬럼 선정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "lucky-leone",
   "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>시설명</th>\n",
       "      <th>보호구역_경도</th>\n",
       "      <th>보호구역_위도</th>\n",
       "      <th>시설종류</th>\n",
       "      <th>CCTV설치대수</th>\n",
       "      <th>보호구역도로폭</th>\n",
       "      <th>어린이교통사고횟수</th>\n",
       "      <th>과속방지턱수</th>\n",
       "      <th>이동형CCTV단속횟수</th>\n",
       "      <th>평균유동인구</th>\n",
       "      <th>거주인구_유소년</th>\n",
       "      <th>등록차량대수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>성심학교</td>\n",
       "      <td>127.017521</td>\n",
       "      <td>37.176762</td>\n",
       "      <td>특수학교</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39.944379</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>가수초등학교</td>\n",
       "      <td>127.047957</td>\n",
       "      <td>37.148103</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>93.085020</td>\n",
       "      <td>521.0</td>\n",
       "      <td>1335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>광성초등학교</td>\n",
       "      <td>127.039709</td>\n",
       "      <td>37.184197</td>\n",
       "      <td>초등학교</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>904.784352</td>\n",
       "      <td>901.0</td>\n",
       "      <td>1509</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      시설명     보호구역_경도    보호구역_위도  시설종류  CCTV설치대수  보호구역도로폭  어린이교통사고횟수  과속방지턱수  \\\n",
       "0    성심학교  127.017521  37.176762  특수학교         0       25          0       0   \n",
       "1  가수초등학교  127.047957  37.148103  초등학교         1       12          2       0   \n",
       "2  광성초등학교  127.039709  37.184197  초등학교         2       12          8       0   \n",
       "\n",
       "   이동형CCTV단속횟수      평균유동인구  거주인구_유소년  등록차량대수  \n",
       "0            0   39.944379       0.0      40  \n",
       "1           57   93.085020     521.0    1335  \n",
       "2            0  904.784352     901.0    1509  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col_list=['시설명', '보호구역_경도', '보호구역_위도', '시설종류', 'CCTV설치대수', \n",
    "      '보호구역도로폭', '어린이교통사고횟수', '과속방지턱수', \n",
    "      '이동형CCTV단속횟수', '평균유동인구', '거주인구_유소년', '등록차량대수']\n",
    "data2=과제2데이터[col_list]\n",
    "\n",
    "data2.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "unlikely-workstation",
   "metadata": {},
   "source": [
    "## 2. 스코어 데이터프레임 생성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "grave-seminar",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 스코어 데이터프레임 생성\n",
    "score=pd.DataFrame()\n",
    "score['시설명']=data2['시설명']\n",
    "score['보호구역_경도']=data2['보호구역_경도']\n",
    "score['보호구역_위도']=data2['보호구역_위도']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "infinite-boost",
   "metadata": {},
   "source": [
    "> __시설종류__\n",
    "> * 특수학교 -> 0\n",
    "> * 어린이집 -> 1\n",
    "> * 유치원 -> 0.25\n",
    "> * 초등학교 -> 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "funded-aquarium",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "어린이집    48\n",
       "초등학교    24\n",
       "유치원     17\n",
       "특수학교     1\n",
       "Name: 시설종류, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2['시설종류'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "peaceful-philadelphia",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data2.groupby('시설종류').sum()['어린이교통사고횟수'].plot(kind='bar')\n",
    "plt.title('시설종류별 어린이교통사고횟수', fontsize=18)\n",
    "plt.ylabel('어린이교통사고횟수')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "chinese-journey",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "시설종류\n",
       "어린이집    394\n",
       "유치원     132\n",
       "초등학교    230\n",
       "특수학교      0\n",
       "Name: 어린이교통사고횟수, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2.groupby('시설종류').sum()['어린이교통사고횟수']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "speaking-despite",
   "metadata": {},
   "outputs": [],
   "source": [
    "score['시설종류']=data2['시설종류'].map({'어린이집':1, '초등학교': 0.5, '유치원': 0.25,'특수학교': 0})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "funded-river",
   "metadata": {},
   "source": [
    "> __CCTV설치대수__\n",
    "> * 0대 -> 1\n",
    "> * 1대 -> 0.7\n",
    "> * 2대 -> 0.5\n",
    "> * 3대 -> 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "smart-arrangement",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(15,5))\n",
    "\n",
    "sns.boxplot(data2['CCTV설치대수'], ax=axes[0])\n",
    "sns.boxplot(data2['CCTV설치대수'], data2['어린이교통사고횟수'], ax=axes[1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "subtle-trouble",
   "metadata": {},
   "outputs": [],
   "source": [
    "score['CCTV설치대수']=data2['CCTV설치대수'].map({0: 0, 1: 0.2, 2: 1, 3: 0})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "beneficial-crown",
   "metadata": {},
   "source": [
    "> __보호구역도로폭__\n",
    "> * ~6미만 -> 0.2\n",
    "> * 6이상 12이하 -> 1\n",
    "> * 12초과~ -> 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "assumed-terry",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    90.000000\n",
       "mean      8.422222\n",
       "std       4.773470\n",
       "min       3.000000\n",
       "25%       6.000000\n",
       "50%       6.000000\n",
       "75%      12.000000\n",
       "max      25.000000\n",
       "Name: 보호구역도로폭, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2['보호구역도로폭'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "official-arrow",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9eyolJcVjdQMAQgNhCgDgtyIjI6vcKELSBY9/rqbrnjIzM90/d+/eXd27d69fgQCAkEaYAgD4rSZNmmjQoEEXfX7btm266aab1KBBAx9WBQS4iLCqUwCmcc0UACAg7dy5UwsWLFBZWZnVpQABJezma2Vvkaiwm6+1uhQg4PGRBAAgoBQXF+uNN97Qxx9/rD/96U+Kj4+3uiQgoDiuaibHVc2sLgMICoQpAIDfmzZtmiTp5MmT2rdvn8aOHavly5crLIxuzJsax0UorBZfSFrXL0qtKCvV6QLOKAIIfPRCAAC/N2jQIBmGoZMnT+rzzz/XO++8o44dO6pLly5WlxbUwiIite3Vu2tcrvhMyf9Nf6zV8j3/86+SrAtTcfHhigiPqnG5uobEsvISFeSX17s+AIGDMAUA8Hs333yz++f+/fsrJydHTzzxhL777jsNHz7cwsoQiCLCozT/zdQalztdWPF/02O1Wv6JYZslEaaAUMINKACEvPz803ruuVkqKMi3upQ6y88/ralTpwZk7fWRlJSkJUuWKDMzU19++aXV5QAAQhRhCkDI27RpvQ4e3K+NGzOsLqXONm1ar2+++SYga6+vsLAwvfDCC+rYsaPVpQAAQhRhCkBIy88/re3bt8owDG3f/klAneEJ5Nrr69ChQyopKVFMTIxsNpvV5QAAQpRXr5kqKMhXQUGB5s+f7c1mLik83KHy8kpTry0tLZEMOmlfc1WU6MiR7y09buqjPsdcKDty5HslJib4vN1Nm9bL5TIkSS6XSxs3ZmjUqHE+r8OMQK69vn7729/qv/7rv9S2bVurSwEAhDDOTAEIaTt2fKrKyrMXmVdWVmjHjk8trqj2Arn2ulixYoWys7OVnZ2t3/zmN5IkwzgbIsvKyrRw4UL99re/VXk5F/4DAHzLq2em4uLiFRcXryee+H/ebOaSkpJilZNTaOq1Dz98v4pL6Zx9zR4WpStbNrH0uKmP+hxzoWz+/NkKD3f4vN1u3brrk08+VmVlhRyOMHXr1t3nNZgVyLXXxdq1a9W0aVMZhqF//OMfVZ578cUX5XA4ZBiGFi9erMmTJ1tUJQAgFHFmCkBI699/kOz2s8N57Xa7BgwYbHFFtRfItdfXueukdu7cqUmTJmnChAnasWOHxVUBAEINYQpASIuPb6wePXrJZrOpR49bFBcXb3VJtRbItdfH8uXLdeTIEUn/ClUOh4MbUQAAfI4v7QUQ8vr3H6Rjx34IyDM7/fsP0smTxwOydrPOXS8lqUqAIkwBAHyNM1MAQl58fGNNnfpUQJ7ZiY9vrOeeey4gazdr9OjRatmypSSpsvLsnTMNw5DL5bKyLABACOLMFADAr505c0a7du2SYRgqKCio8lyXLl20ePFiGYahrl27WlQhACBUEaYAAH5twIAB7p/79etX5blHH31UL7zwgvtnBK74+HCFh0fVuJzDYXNPk5Jia1y+vLxE+fncmReAdxCmAAB+beLEiRd9LiIiQlOmTPFdMfCa8PAorVqWWuNyhWcq/m96rFbLDx+zWRJhCoB3EKYAAAFn4sSJuuKKK6wuA4CPxMZHKyq85n9b63rmsqS8QoX5xfWuD6GLMAUACDjJycnun/ft26e2bdtaWA0Ab4sKD9M9azfXuFyR8ydJ0o/On2q1/IYhqSqsd3UIZdzNDwAQ0KZNm2Z1CQCAEMWZKQCA3xs3bpwkyW63KyIiQo0aNVKHDh00cuTIKt87Zcb69eu1YsUKORwO9e7dWw899JAnSgYAhADCFADA7504cUJ/+MMfZBiGioqKVFRUpIYNG0qq35f1FhYWasmSJdq4caPCwsI0atQopaamqk2bNp4qHQAQxAhTAAC/FxkZqV/84heSpB9++EEOh0OSlJWVpZKSEtPrjYiIUEREhJxOpyIjI1VWVqaYmJhavz4xsfbL1vXC+GDny30QrG35Un22y9+PfY6P+gvW7aoNwhQAIKB8+OGH+uKLL9yPc3NzTa8rMjJSY8aMUd++fRUeHq7hw4erWbNmtX59bq5TLlfthhlWVhruaU5OYFzy7s1/kM7fB8Halq95a9vqs12eOPY5PuovWLfL2+x22yU/OCNMAQACyujRozV69Gj344EDB5pe1/79+/XXv/5VH330kcLCwvT4449rx44d6tatmwcqBQAEO8IUACCgfPXVVzpx4oT7sdPpNL2ubdu26c4771SDBg0knQ1mW7ZsCYowtXv3Lm3atF79+w9S584pVpcDAEGJMAUACChHjx7Vvn373I/rc81UcnKyMjIylJaWJpvNpk8++SRovrNqzZqVOnz4kEpKiglTAOAlhCkAgN9LSEhw/9yvXz/169fP/Xj79u2m19urVy998803Gj58uCSpffv2uvfee80X6keKi0uqTAEAnkeYAgD4vaVLl170ufp+z9SDDz6oBx98sF7rAACEJrvVBQAAUB9z5syxugQAQIgiTAEAAtr1119vdQkAgBDFMD8AgN8qKyvTqVOnar385Zdf7sVqAACoijAFAPBbhw4d0ty5c2u1rM1m0yuvvKLo6GgvVwUAwFmEKQCA32rbtq3eeOMNq8sAAKBaXDMFAAgoeXl5qqiosLoMAAA4MwUA8H/FxcV67rnntH37djVr1kxOp1NxcXGaNm2a2rVrZ2ltCXFRckSE17icw2FzT5OSYmtcvrKsXHkFfEcUAPgzwhQAwO/NnDlTycnJev/99+VwOCRJBw4c0LRp0/TnP/9ZjRo1sqw2R0S4cl5eUeNylQWF7mltlk96MF0SYQoA/BnD/AAAfu/bb7/Vfffd5w5SknTNNdeoX79++p//+R8LKwMAhDLCFADA7zkcDuXl5V0w/+DBg2ratKkFFQEAwDA/AEAAmDBhgtLT0zV8+HC1bt1ahYWFeu+99xQXF6frrrvO6vIAACGKMAUA8Hu9evVS27Zt9e6772rbtm2Ki4vTqFGjlJKSYnVpAIAQRpgCAASEZs2aacyYMVaXAQCAG9dMAQAAAIAJnJkCAPitwsJC7du375LLdOnSRZK0YsUKpaen+6IsAAAkEaYAAH7s5MmTWr169UWft9ls7jC1bt06whQAwKcIUwAAv9WmTRstWLDggvllZWWSpIiICPc8wzB8VhcAABLXTAEAAtBrr72mzMzMKvNsNptF1cCXwsOrTgHASpyZAgD4tQ4dOujyyy9XWVmZevbsqVmzZqlJkybKycmxujRY4KaOdn39jaEO7QjPAKxHmAIA+LU2bdro7bff1pdffql169ZJOju8Ly8vz+LKYIUrr7DryiusrgIAziJMAQD82rnhez8fxme32+VyuVRUVKSCggIZhqHy8nKrSgQAhCjCFAAg4NhsNrlcLm3fvl0rVqyQJDVu3NjUupxOp55++mkdPnxYYWFheuGFF3TZZZd5slwAQJAiTAEA/NrP79L37rvv6h//+IeKioo0bNgwpaamKjU1tV7rnzt3rm655RY9//zzF7QHAMClEKYAAH7t7bffliR17NhRu3bt8ui6c3NzdeTIEc2bN889j7sCAgBqizAFAAhZBw4c0OWXX67JkyfrxIkT6tSpkx577DE5HI5avT4xMcar9SUlxZp+rcNhc0/rsx5v8WVNwdqWL3EsBl5bvhSs21UbhCkAQMjKzc3Vt99+q+XLlys+Pl4zZsxQRkaGhg4dWsvXO70aqHJyCk2/trLScE/Nrseb/yCdX1OwtuVr3to2jkXvtOVLwbpd3ma32y75Pk+YAgD4rT179mjSpEnuoXeGYej06dNq3LhxleF4hmHIZrNp48aNatiwYa3Xn5iYqBtvvFEJCQmSpNTUVG3fvt2zGwEACFqEKQCA3+rYsaO2bNlSZd7DDz+sBQsWqEGDBvVef6dOnbRgwQI5nU7FxMTos88+U/v27eu9XgBAaCBMAQACSmVlpSorKz2yrujoaE2ePFn333+/HA6H2rVrp3vuuccj6wYABD/CFADA7xUXF2vhwoX69NNPFRcXpxEjRig+Pl5PPvmkrrvuunqtu0ePHurRo4eHKgVCR2x8lKLCw2tcri43oCgpL1dhfolH6gN8gTAFAPB7s2bN0jXXXKO//e1vstvtkqR9+/bpySef1Ouvv67Y2NC9kxRglajwcN299i81LlfiPHtzgh+dhTUu/9chI1UowhQCh93qAgAAqMnevXs1duxYd5CSpLZt2+qXv/yl9uzZY2FlAIBQRpgCAPi9sLAw5eXlXTD/n//8p5KSkiyoCAAAhvkBAALAI488ovT0dI0YMUJXXXWVCgsLlZmZqejoaF177bVWlwcACFFeDVM9evTy5uoBBJEePXqpUaNoq8uAn+rTp4+uueYavfPOO/rggw8UFxenIUOG6N///d+tLg0AEMK8Gqa6d7/Fm6sHEES6d79FSUmxQf0t6qifFi1aaPz48VaXAQCAG9dMAQAAAIAJhCkAAAAAMIEwBQAAAAAmEKYAAAAAwATCFAAAAACYQJgCAAAAABMIUwAAAABgAmEKAAAAAEwgTAEAAACACYQpAAAAADCBMAUAAAAAJhCmAAAAAMAEwhQAAAAAmECYAgAAAAATCFMAAAAAYAJhCgAAAABMCLO6AAAArDZr1iyVlpZq7ty5VpdSo4S4SDkiImpczuGwuadJSbGXXLayrEx5BaUeqQ8AQglhCgAQ0g4cOKDPP/9cN9xwg9Wl1IojIkLHXny4xuUqCk66pzUt3+LhFyURpgB/tXv3Lm3atF79+w9S584pVpeDnyFMAQBCVllZmRYuXKhHHnlEW7durfPrExNjvFDVv9R0RilQ2/J1e8Hali8F8z4MhG1bv/4tHTx4UBUVZUpN7ePhquovWI/72iBMAQBC1pw5czRixAhFR0eben1urtOrgSonp/CCed76p8WXbVXXXrC25WvBcHyE0rFYW4WFRe6p2XX443YFArvddsn3eW5AAQAISStXrlRcXJx69+5tdSkAgADFmSkAQEhatWqVIiMjlZaWJqfTqdOnT+v3v/+9Jk6caHVpAIAAQZgCAISkTZs2uX/euXOnNm7cSJACANQJw/wAAAAAwATOTAEAQl7Xrl3VtWtXq8sIWJFhVacAECo4MwUAAOqlT4dwXdXUrj4dwq0uBQB8is+QAABAvVxzuUPXXO6wugwA8DnOTAEAAACACYQpAAAAADCBMAUAAAAAJhCmAAAAAMAEwhQAAAAAmECYAgAAAAATCFMAAAAAYAJhCgAAoBqOiKpTADgfYQoAAKAaV99kV+PmNl19E/8uAahemNUFAAAA+KOkK+1KutLqKgD4Mz5qAQAAAAATCFMAAAAAYAJhCgAAAABMIEwBAAAAgAmEKQAAAAAwgTAFAAAAACYQpgAAAADABMIUAAAAAJhAmAIAAAAAE8KsLgAAAKuUlpZq9uzZOnbsmAoKCvTAAw8oNTXV6rIAAAGCMAUACFlFRUUaPHiwOnfurIKCAg0aNEi33XabwsLoHgEANaO3AACErISEBCUkJEiS4uLiFB8fr+LiYsXGxlpcGQAgEBCmAACQ9OWXX6pRo0Z1ClKJiTFerEhKSvJdqPNlW75uL1jb8qVg3oeBsG0Oh8099cdjzB9r8hXCFAAg5G3evFlvvPGGnn/++Tq9LjfX6dVAlZNTeME8b/3T4su2qmsvWNvytWA4PkLpWKytykrDPTW7Dn/crkBgt9su+T5PmKqJq0I/ff+h1VWElMqSfElNrC4DQIh46aWX9OOPP+q1115TVFSU1eUAAAIIYeoSWrduo7y8U4qLi7e6FEuEhztUXl5pQctN1LJlKwvaBRBqsrKytGfPHr3yyitWlwIACECEqUuYMmWa1SVYKikpNqhP2wLA119/rYMHD2rUqFHueRMmTFBKSoqFVQEAAgVhCgAQsoYPH67hw4dbXQYAIEDZrS4AAAAAAAIRYQoAAAAATCBMAQAAAIAJhCkAAIJQdJi9yhQA4HncgAIAAB+IDguvMvW2wdcl6d2DefplcoJP2gNQd/HxDRUeXvMHHg6HzT2tzZfvlpe7lJ9fVO/6UDPCFAAAPjC0/Y3664Es3X3N9T5pr1PzGHVqHuOTtgCYEx5u1+sZOTUud8ZZ6Z7WZvnRg5PqXRtqhzAFAIAPdG7eUp2bt7S6DACABzGQGgAAAABMIEwBAAAAgAmEKQAAAHhPeHjVKRBECFMAAADwmvCbO8t++WUKv7mz1aUAHscNKAAAAOA1jlYt5WjFzVcQnDgzBQAAAAAmEKYAAAAAwATCFAAAAACYQJgCAAAAABMIUwAAAABgAmEKAAAAAEwgTAEAAACACYQpAAAAADCBMAUAAAAAJhCmAAAAAMAEwhQAIKRlZmZq8ODBSktL05IlS6wuBwAQQMJqWsBut/miDq8Khm2wCvvOHPabeew7c+q730J1vxcVFWnx4sVauXKloqOjNWrUKPXq1UvXXnttrV5/br/ZYxt6pb6L/V4csQk+aysypqnH27pYew1jmvmsrUYNfdeWrzVt0Mjj67zYdjVt4Plj/+JtRdX42p+SkmRERcgWG6cGtVj+Yu0lNQiv1WvrqtrjvkHN5zaaJjVRgyhDMbFNarX8xdqKjPHOeRR/OO69paZtsxmGYfioFgAA/MrmzZuVlZWlxx57TJK0atUqFRYWavz48RZXBgAIBAzzAwCErOPHj6tFixbux82bN1dOTo6FFQEAAglhCgAQssrKyuRwONyP7Xa77Ha6RgBA7dBjAABCVtOmTZWdne1+fOLECTVv3tzCigAAgYQwBQAIWT179tT777+vkpISVVZWatOmTbrjjjusLgsAECBqvJsfAADBKjExUePGjVN6eroMw9CQIUOqXEMFAMClcDc/AAAAADCBYX4AAAAAYAJhCgAAAABMIEwBAAAAgAmEKQAAAAAwgTAFAAAAACYE9a3R09LSJEmRkZGSpGXLllX5pnv8i2EY+uCDD/T6669rxYoVkqQvvvhC8+bNk8PhUMeOHTVt2jTZbDaLK/Uv1e23SZMm6dChQ2rUqJEkaeHChWrWrJmVZfqd0tJSzZ49W8eOHVNBQYEeeOABpaamKjMzUy+//LLCwsJ0++23a/z48VaX6ncutu94v/N/kydP1qlTp+R0OjV27Fj179/f623OmjVLpaWlmjt3rlfb8dXx53Q69fTTT+vw4cMKCwvTCy+8oMsuu8zj7UjSmjVrtHHjRvfj77//Xvfdd59Gjx7tlfZeeeUVbd26VRUVFUpLS9OQIUM8tu7q+qr58+dr//79On36tIYMGaKRI0d6tb1nn31W+/fv15kzZ9S/f3+NGzfOa215qx8+v62PP/5YS5cudT9/4sQJ9enTR08++aTH25Kkbdu2adGiRQoLC1Pbtm311FNPyW6v/3kRX/bJ1bXVu3fvatv31nZ5/P3KCGJDhw41Tp06ZXUZAeH+++83Zs+ebdx+++2GYRiGy+UyBg4caJw4ccIwDMOYPHmy8cEHH1hZol86f78ZhmFMnDjR2LNnj4VV+b/c3Fzjiy++MAzDMPLz840+ffoYTqfT6N+/v1FYWGhUVFQYw4cPN/bt22dxpf6nun1XXl7O+10AKCwsdE/79Onj9fb2799v3H333caTTz7p9bZ8dfxNnTrVePvtt92PXS6X19s0DMMoLS01Bg8e7P4detpnn31mPPLII4bL5TJKS0uNYcOGGcePH/fY+qvrq8716aWlpcbdd9/t7u+91d65fVdeXm7ccccdHtuXvuyHq2vr59LT042jR496ra1bb73VOHPmjGEYhjFlyhTj448/9khbvuyTq2vrYv2aN9ryRn8Z1GembDab4uLirC4jICxevFhRUVHaunWrJGnv3r1q3bq1+5Oce+65Rx9++KFuu+02K8v0O+fvt3Pi4+OtKShAJCQkKCEhQZIUFxen+Ph4vf/+++rVq5diYmIkSf3799fWrVt17bXXWlmq36lu3xUXF/N+FwDOHds//PCD2rRp49W2ysrKtHDhQj3yyCMXvD95gy+Ov9zcXB05ckTz5s2r0q4vZGRkqG/fvu7foaft3btX3bt3l81mU0REhG655Rbt2LFDgwYN8sj6q+urzvXnERERat26tU6fPu2xURTVtXdu3508eVKJiYlq0KCB19qSvNMPX6wt6exZozZt2uiKK67wWlsJCQnKz89XdHS0zpw54+4L6suXfXJ1bYWHh6tz585V5hUXFys2NtbjbXmjvwzqa6ZiYmI0ZswYjR49Wh999JHV5fi1qKioKo+PHz+uFi1auB83b95cOTk5vi7L752/3ySpQYMGevzxx5Wenq5169ZZUFVg+fLLL9WoUSMVFBRwzNXRuX0XGxvL+10AePvttzVgwAA9/PDD+u///m+vtjVnzhyNGDHCZwHbF8ffgQMHdPnll2vy5MkaMWKEfvOb36iystIrbf2cYRhatWqVhg0b5rU22rdvr/fff19lZWUqKSnR3//+d+Xl5Xls/dX1VeccPXpUR48eVXJyslfb+/TTTzV48GClpaVp4sSJHhmedrG2vNUPX2o/Ll26VGPHjvVqW5MnT9bAgQN15513KjExUR06dPBYe+f4sk/+eR92qXmebsvT71dBfWbq3DjWnJwc3Xfffbr66qvVsmVLi6sKDOXl5VXGj9rtdo+98QW7c9cmFBYW6qGHHlKrVq2UkpJicVX+afPmzXrjjTf0/PPPa8OGDWrYsKH7OY65S/v5vpN4vwsEAwcO1MCBA3Xw4EFNmjRJb775plfOdKxcuVJxcXHq3bu3du7c6fH1V8cXx19ubq6+/fZbLV++XPHx8ZoxY4YyMjI0dOhQj7Zzvh07dujGG2/0+D93P9etWzcdPHhQo0ePVlJSkpKTk9W4cWOvtXfO559/roULF2rBggVev8aye/fu6t69u44fP65f//rXevHFFz12Fud8vu6Hv//+e0VERKhVq1Zea+PUqVNatGiRMjMz1bhxY82bN0/r1q3Tvffe67E2fNknn9+HXWyeN9ry9PtVSPynkpSUpO7du2v//v1WlxIwmjZtquzsbPfjEydOeO0i32AVGxur1NRUZWVlWV2KX3rppZe0bds2vfbaa2rWrFm1x1zz5s0trNB/nb/vfo73O/+XnJys5ORkHT582CvrX7VqlXbs2KG0tDTNnDlTW7Zs0e9//3uvtHU+bx5/iYmJuvHGG5WQkCC73a7U1FQdOHDA4+2cb926derXr5/X2/nVr36lVatW6YUXXlBRUZGuvvpqr7aXkZGhZcuWacmSJV5v6+eaN2+unj17+qRv9FU/nJGRobvuusurbXz++ee6+eablZCQIJvNpqFDh+rDDz/02Pp92SdX14ddql/zdFvneOr9KmjDVEVFhQoLCyWdvfvP3//+d669qIMbbrhBe/bscQ8zODdeHDU7ffq0pLPXLHz00Udq3769xRX5n6ysLO3Zs0dz5sxxD2Xo2bOn3n//fZWUlKiyslKbNm3SHXfcYXGl/qe6fcf7nf/LycnRmTNnJEn5+fk6dOiQWrdu7ZW2Nm3apLVr12r16tV6+umndeutt2rixIleaUvy3fHXqVMn7d27V06nU5L02Wefef391TAMffnll7rpppu82o7L5ZLL5ZIkffXVVzp69KhuuOEGr7WXnZ2tVatWadGiRT4ZCup0Ot3/mJeUlGj37t1q166d19rzdT+8detW9e7d26ttXH311dq1a5fKysrcbXpqaKYv++Tq2qpunif4qr8M2mF+5eXlGj16tKKiolRZWan777+fIS91EBERoenTp+uBBx6QYRjq2bMnQ9VqaeLEiSorK1NlZaXuvvtudenSxeqS/M7XX3+tgwcPatSoUe55EyZM0Lhx45Seni7DMDRkyJAq47VxVnX77tFHH9W8efN4v/NjBQUFevzxxxUdHS2Hw6Hp06d77WYGvuar/jY6OlqTJ0/W/fffL4fDoXbt2umee+7xeDs/991336lly5ZeH3L8008/aezYsbLb7YqJialykw1v2L9/v44fP17lGp+RI0d67UPTsrIyPfroo+6hYqNHj9aVV17plbYk3/bDTqdTxcXFXr/xVHJysgYNGqRRo0YpLCxMl112mWbPnu2RdfuyT66urXPDXM9vv77/d/qqv7QZhmHUaw0AAAAAEIKCdpgfAAAAAHgTYQoAAAAATCBMAQAAAIAJhCkAAAAAMIEwhYDidDrdt8X1he+++04FBQU+aw8AALPoIwHfC9pboyM4rV27VmFhYUpPT7/oMq+//ro2bNhwwfyioiLdfPPNF9xK9KuvvtKCBQtUVFQkl8ulhx56SHfeeack6bXXXtOgQYPUtWtXz27IJQwdOtT9PRLni46O1ptvvumzWgAAgYM+kj4Svset0WGJuXPnqmvXrrr99turzH/vvfeUlZWlKVOmSJL27NmjZcuWuZ+vqKiQJIWF/etzgHHjxqlDhw41trljxw69++67mjVrlntefn6+Ro4cqT/+8Y9q2bKlTp06pTFjxsjhcEiSjh8/rsWLF1fpKJYsWaK//OUv1X6nxK9+9Svde++9VeYtWrRIW7duvWDZoqIipaSkaO7cuRc8t3TpUrVt21bdu3eXdPbL+Q4fPqwxY8bUuJ0AgMBGH0kficDBmSn4tY4dO+p3v/ud9uzZozVr1ujIkSOSpKuuukppaWm6/vrra70ul8ul8PDwKvN2796tbt26ub+wrUmTJhoyZIgkacyYMZo6dWq16/r1r3+t4cOH16rdCRMmaMKECRfM/+yzz/TOO+9U+5qysjL3t8VLZ7+tvrS0tFbtAQBCA33kWfSRsBJhCpZ59tlntXjx4irzCgsLddddd1WZt23bNi1atEhTp07VddddJ0n69ttv9fTTT2vKlCnq1q1brdorKytTVFRUlXmRkZEqKSmpMu+nn35SWFiYcnJyLnjOjNmzZ+uLL76Q3V71EsXS0tILas/NzdV//ud/Kjc3V3a7XStWrJAk5eXlSZI2b96spUuXqnHjxvWuCwDgv+gj6SMRGAhTsMyTTz550SEM58974IEHlJKS4p6XkpKi++67T++9916tOwqn06mGDRtWmZeSkqIFCxZoy5Yt6tatm7KysrRhwwZde+21ysrKUlZWVq0/XbuYnJwcPfPMM+rUqVONyyYmJiojI8P9eOnSpXI4HAxdAIAQQx95IfpI+CPCFCxT20/dunTpojfffFM33HCDmjVrJkk6ceKEVq9erbS0NPdyX3/9tWbMmFHltXl5eYqMjFTDhg3lcrkknf3k6rnnntN1112nyMhIvfrqq3r55Ze1dOlSNW/eXC+99JLatGkjSdUOYYiKitKf//xnvfnmmyopKZHNZlNkZKQkqXfv3po0aZKp/fHPf/5TL7/8cpV5hw4dkqQLOs+HH35YrVu3NtUOAMD/0UdWRR8Jf8UNKGC52nyytHHjRq1Zs0YnT56UJF122WX6j//4jws6lfPNnz9fHTt2VN++fU3V9t133ykpKUlxcXGma58/f74+++wzSf8aipCQkCBJatiwoVauXCnp7BCL2t5iNj4+/oKx7QCA4EMfSR8J/8aZKQSEAQMGaMCAAVq2bFmNt32tq9zcXI0bN67a56q7U1FdPfHEE+6fz911qbqOJSIiQklJSZo2bZq++eabateVlpamkSNHmq4FABB86CPPoo+EFQhT8KmLDTOQpPXr11eZP3fuXD311FMXLGuz2aqMmZbODodo27atqZoSExOr/c4NqeoQhrrUfm6IhBnz5s2rdv6GDRvcQxoAAMGHPrJm9JHwN4Qp+FSHDh0u+qZcnfM7BCvVtfasrKwLOrpzNm7cWOVxfTo6AEBwoI88iz4SgYQwBXjJ9ddf79GOLjw8/ILb1gIAEIjoIxEsuAEFglpxcbEcDociIiKsLgUAAL9CHwnUH2EKAAAAAEyw17wIAAAAAOB8hCkAAAAAMIEwBQAAAAAmEKYAAAAAwATCFAAAAACYQJgCAAAAABP+P6Sm/jPkQ46XAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(15,5))\n",
    "\n",
    "sns.boxplot(data2['보호구역도로폭'], ax=axes[0])\n",
    "sns.barplot(data2['보호구역도로폭'], data2['어린이교통사고횟수'], ax=axes[1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "sweet-plane",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(data2['보호구역도로폭'], data2['어린이교통사고횟수'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dietary-belle",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "123 553 80\n"
     ]
    }
   ],
   "source": [
    "# 어린이보호구역의 도로폭에 따른 어린이교통사고횟수 카운트\n",
    "x1=0\n",
    "x2=0 # iqr\n",
    "x3=0\n",
    "for row in data2.iloc:\n",
    "    if row['보호구역도로폭'] < 6:\n",
    "        x1 += row['어린이교통사고횟수']\n",
    "    elif row['보호구역도로폭'] > 12:\n",
    "        x3 += row['어린이교통사고횟수']\n",
    "    else:\n",
    "        x2 += row['어린이교통사고횟수']\n",
    "print(x1, x2, x3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "prepared-journalism",
   "metadata": {},
   "outputs": [],
   "source": [
    "def myfunc1(val):\n",
    "    if val < 6:\n",
    "        return 0.2\n",
    "    elif val > 12:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "score['보호구역도로폭']=data2['보호구역도로폭'].apply(myfunc1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "suited-price",
   "metadata": {},
   "source": [
    "> __과속방지턱 수__\n",
    "> * 0개 -> 1\n",
    "> * 1개 -> 0.5\n",
    "> * 2개 -> 0.3\n",
    "> * 3개 -> 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "tracked-philosophy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    90.000000\n",
       "mean      0.500000\n",
       "std       0.951049\n",
       "min       0.000000\n",
       "25%       0.000000\n",
       "50%       0.000000\n",
       "75%       1.000000\n",
       "max       3.000000\n",
       "Name: 과속방지턱수, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2['과속방지턱수'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "developmental-cylinder",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(15,5))\n",
    "\n",
    "sns.boxplot(data2['과속방지턱수'], ax=axes[0])\n",
    "sns.countplot(data2['과속방지턱수'], ax=axes[1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "headed-masters",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dwRACArP8N++pxaM/Ho98i1FwdUREFDGIhg0bhh07doR9rqqqCrfccgsAYMuWLZg7d64sxSVCY4SWM02tXQwiIiIFiHqOaObMmXj11VexZ88eDB8+HGPGjMHu3bsxadIk7Nq1Cy0tLSguLk5GrX0SqeVMjpktZ4hI2R6aP75f73e51XH+IWoQSZKE7du34+zZs/jVr36Fp59+Gn6/Hw8//DB+97vf4c0330xGnX2Wl2PEopLCHueI8m28YIGIlG3180fQ1Nq3Ux/rlhbD2dKZ4IrkETGI3G43mpqaAARuirdhwwbs3bsX7777LlwuF9auXYsDBw7g3nvvxQsvvACtVqF3P/MCRSNsePTH49HU2oUcczpDiIhIQSKmxyeffIL77rsvZFlWVha2bNmCzz//HADwgx/8AFdffTUqKyvlrbK/vEC+xYiJRd8KnBdiCBERKUbEICoqKgperGAwGNDW1obPPvsMjz76KK644org6+bNm4dXX31V/kqJiCglxXQ8bebMmSgrK8OBAwfwve99L2TyqsViQVFRkVz1ERFRiot6scKNN96I66+/Hq+++ipMJhM0Gk2Pew89+OCDshWYEBrA2eFB3akGZBj1sJj0ANvlEREpQtQguvfeewEAGRkZwWVPPfWUfBUlmgY4dqYFG3ZVB6+aqygrwuihVoYREZEC9OlSt+5QOn78eEKLkYOzwxMMISAwmXXDrmo4OzyCKyMiIqCPQdRt+fLliapDNs1t7rCdFZrb3YIqIiKiC0U9NNd9GE6n0yErKwtWqxWDBw/G+PHjVXFfomyzMWxnhezMNIFVERFRt6h7RK+99hqGDx+OYcOGwWKxoKWlBX/729+SUFpiWEx6VJQVwWjQAUDwHJElwyC4MiIiAmLYI7JYLPiHf/iHsM8p+h5E3SRg9FAr1i6ZgA6PDxkGXSCElL8zR0Q0IETdI1JF2EQjARaTAYUFubCYGEJEREoS1x1ad+3ahV/96lfQaDSQJElVh+iIiEiZ4gqiW2+9NXgfIkmScNddd8lSFBERDRwx3QaiW3p6OtLTv7mPj14fPcckScL+/fuxbds27Ny5E0Bgkuzp06dhsVgAAOvXrw/edlwWWsDhdONk3TnYzEbYzWmAP/rbiFSBnUOSh2Mti6hJMm7cuH6toLy8HJdddhnq6+tDlq9cuRLf+c53+vXZMdECNZ82YlPlN/cjWlxaiLEFNoYRqR87hyQPx1o2US9WWLFiRcTnYplHtHHjRjzyyCM9lmdnZ0d9byI4nO5gCAGByaybKmvhcHJCK6kfO4ckD8daPnGdI7rYqlWror7mwkN53TIyMnD//fdDr9ejpKQEt912W9zrttuzYnrdybpzYTsrNLW5MGqYPe71ipKbaxZdQp+wbnnVnWoIu313eHwoGGoTVFV8ONaR6Q16GAy+6C+MQC1jG1cQnT59Gj6fD8OHDwcAjBkzpk8rffzxxwEAra2tWLJkCS677DJcc801cX2Gw9EGvz/6HpktQmeFnCwjGhpa4ytckNxcs2pqvRDrll+GUR92+84w6FTxHQbaWMcbDF6PFx5P3+/kqaSx7e27x9Vr7uOPP0ZNTU2/C+pmNpsxZcoUHD16NGGfeTG7OQ2LSwtDOissLi2E3cIWP6R+7BySPBxr+UTcIzp79iz27NkTsuzEiRPw+Xyoq6vr8fry8nKkpcX2497U1IScnBy43W68++67WLx4cZxlx8EPjC2wYdWi69HU5kJOljEQQrxQgVIBO4ckD8daNhGDyGg0YsiQISHLLn58Ia029p2re+65B263Gz6fD//4j/+Ia6+9Nub39okfsGelYdQwe2BXlSFEqeTrziEFQ22B7Zs/jPLhWMsiYhANGjQIJSUlEd946NAhXH311SE3zOtNVVVV8M/btm2Lo0QiIkplfbof0QcffIB169bB7eYl0ERE1D9xXTXX2dmJHTt24He/+x2ef/75pM0F6jcdcL7ZheNnnbBbjci1GoG+XxFJ0XD2ORHFIWoQdd+F9fz58zh+/DjmzZuH7du3x9TeRxF0QPXJRmze801nhUUlhSgabmMYyYGzz4koTlEPzZWUlGDGjBmYMWMGJk+ejN/85jf4y1/+kozaEuJ8sysYQkBgAtrmPbU43+wSXFlq4uxzIopX1N2a733ve8E/T5s2DQ0NDXjggQdw6tQpzJo1S9biEqHR2RV2NnSjswt5ZqOgqlJXc5s77Hg3t7sD94IiIrpI3Bcr5ObmYsuWLaiqqkJ1dbUMJSWW3ZoenIDWzWjQwWbp2XqI+i/7604WFzIadMjO5ARiIgqvT1fN6fV6bNiwAWPHjk10PQmXazViUUloZ4VFJYXIy+bekBw4+5yI4hX3FQenT5/GJZdcgqys2JqOCucDiobb8Fj5eDQ5XcixGAMhxAsV5MHZ50QUp7j3iJ588kn13SLcB+SZjbixaEjgvBBDSF5fzz4vLMgNnBdiCBFRL3oNop07d6K+vh719fX4j//4DwDf3IPI7XZj/fr1ePLJJ+Hx8IooIiLqm14Pzb366qvIy8uDJEn44x//GPLcf//3f0On00GSJGzcuBHLli2TtVAiooHmofnj+/xel7vvt49ItrjPEWk0GgCBNj+vvPIKfD4fbr/99oQXRkQ00K1+/giaWmOb87huabGi7j8Uj7jOEW3fvh1nzpwB8E0g6XS64J8VSwM4Oz2oPdUAZ5cXUHi5RKRQ/C2RRVx7RN3nhwCEhI+ig4gtZ4goEfhbIpu49ojuuusuXHrppQAAny9w6ZkkSfD7lXuDH7acIaJE4G+JfHrdI3I6nfjwww8hSRJaWlpCnrv22muxceNGSJKE6667TtYi+4MtZ4goEfhbIp9e94huvfVWZGRkIDMzE1OnTg15rqKiAi6XC263GxUVFbIW2R9sOUNEicDfEvn0ukd0zz33RHwuLS0N9913X6LrSbjuljMXH9flbH8iigd/S+QT9+Xb99xzD771rW/JUYs82HKGiBKBvyWyibvFz/Dhw2EymQAAx48fT3hBsmDLGSJKBP6WyKJP3be7dd+9lYiIqK+iHpqbP38+AECr1SItLQ0WiwWFhYW48847Q+YVERER9UXUIKqrq8MvfvELSJKE9vZ2tLe3IzMzE4DCJ7JeSBOYA1B3qgEZRj0sJj13qSl1cPtOHi3gcLpxsu4cbGYj7OY0QLnTKFUjahAZjUZcfvnlAIAvvvgCOl3g8sWjR4+iq6tL3uoSgbOhKZVx+04eLVDzaSM2VdYGx3pxaSHGFtgYRv0U1zmi3/72t9i8eTM2b96MLVu2wOFwyFVXwnA2NKUybt/J43C6gyEEBMZ6U2UtHE634MrUL67Lt++66y7cddddwcczZsxIdD0Jx9nQlMq4fSePw9kVdqwdzi7YsziptT/iCqKPPvoIdXV1wcdtbW0JLyjRumdDX7gBcTY0pQpu38ljt6aHHWu7JV1gVakhrkNzn3/+OWpra4P/U8M5ou7Z0N2tOUJmQxOpHLfv5LGb07C4tDBkrBeXFsJuYej3V9Q9IpvNFvzz1KlTQ3rOHT58WJ6qEomzoSmVcftOHj8wtsCGVYuuR1ObCzlZxkAI8UKFfou6R7R169aIz6lmHhFnQ1Mq4/adPH7AnpWG6wsvCZwXYgglRL86K6xatSpRdRAR0QDVryAaM2ZMouogIqIBKuI5Irfbja+++irmD7rkkksSUhARxYmdFUjlIgbR6dOn8fjjj8f0IRqNBps3bw525SaiJGFnBUoBEYNo1KhR2LFjRzJrIaI4ReqssHbJBE5oJdWI6xxRY2MjvF6vXLUQUZx666xApBZR5xF1dnZizZo1OHz4MPLz89HW1gar1Yrly5fjyiuvTEaNRBQBOytQKogaRI899hiGDx+Od955J9h5+69//SuWL1+OX/7yl7BYLLIXSUThdXdWuPgcESe1kppEDaJjx45hzZo1IctGjBiBqVOn4i9/+QuKi4tlK46IomBnBUoBUc8R6XQ6NDY29lh+8uRJ5OXlyVIUEcWBnRVI5aLuES1duhSzZ8/GrFmzMGzYMLS2tuLtt9+G1WrF6NGjk1EjERGlsKhBVFxcjFGjRuGtt97CoUOHYLVaMWfOHFxzzTXJqI+IiFJcTPcjys/Px9y5c2UuhYiIBqJ+9ZqLhSRJqKqqwuzZs4PL/vSnP2HmzJn453/+Z6xevVr+Lt464HyrC4eqz6KhzQXo5F3dgKcBnJ0e1J5qgLPLC2hEF0REShZxj6i1tRXHjx/v9c3XXnstAGDnzp0hQXOh8vJyXHbZZaivrwcQCKZVq1Zh06ZNyM/Px09/+lMcOHAAkydP7ut36J0OqD7ZiM17aoOXty4qKUTRcBvgi/52ihNbzhAlzEPzx8f8Wo/Xj9xcc0yvdbm9cLZ09rWshIsYROfPn8euXbsivlGj0QSDaPfu3RGDaOPGjUhPT8fBgwcBAB9//DGGDRuG/Px8AMD06dPx29/+VrYgOt/sCoYQEJh1vnlPLR4rH488s1GWdQ5kbDlDlDirnz+CplZXwj933VJlTbuJGEQFBQVYt25dj+Vud6B1SFraNzO3ezu0lp4eej/3L7/8EkOGDAk+Hjx4MBoaGmKv+Gt2e1ZMrzt+1hm2BUqT04WrLh8U93pFifVfOqLVnWoIO94dHh8KhtoivEt51DLeF1Nj3WqsGUhO3XqDHgaDPIdulDTuMV2scKHnnnsOl112WcgtwzWa2E8CeDyeYIcGANBqtdBq4z9V5XC0we+PfqzHbg3fAiXHYkRDQ2vc6xUhN9esmlozjPqw451h0KnmO6hpvC+kxrrVWDPQ97rj/fH3erzweOTp75nsce/tu/eaAIWFhZgyZQomTZqEFStWAAAGDRrUpz2Ybnl5ecHzRQBQV1eHv/u7v+vz50WTazViUUkhjIZA+HWfI8rL5mE5OXS3nLlwvIMtZ4iIwuh1j6igoAB79+5FdXU1du/eDSBwSC5cp4VYfec738GKFSvQ2NgIm82GyspKzJo1q8+fF5UPKBpuw2Pl49HkdCHHYgyEEC9UkAdbzhBRnHoNou5DbhceetNqtfD7/Whvb0dLSwskSYLH44l5hWlpaXj44YexaNEiSJKEiRMnyj851gfkmY246vJBgd1RhpC8vm45UzDUFhhvhhAR9SLuc0QajQZ+vx+HDx/Gzp07AQA5OTlR31dVVRX88w033IAbbrgh3lUTEVEK6jWILrwa7q233sIf//hHtLe34/bbb8eUKVMwZcoU2QskIqLU1msQ7d27FwAwduxYfPjhh8moRx66wHyi42edsFuNyLXyHBERkVLEfWhOddhZgYhI0WTvNSdapM4K55sTP1uZiIjiF3GPqKamBvfee2/wijlJktDU1IScnJyQq+gkSYJGo8Hrr7+OzMxM+SuOU6OzK+xM/0ZnF1v8EBEpQMQgGjt2LA4cOBCy7O6778a6deuQkZEhe2GJYremh53pb7Ok9/IuIiJKlrgOzfl8Pvh86jqxws4KRETKFvVihc7OTqxfvx7vvfcerFYr7rjjDmRnZ+Ohhx5Sx63C2VmBiEjRogbRz372M4wYMQJvvvlmsDnp8ePH8dBDD2Hbtm0wm5XTwTUidlYgIlKsqIfmPv74Y8ybNy+kQ/aoUaPwwx/+EDU1NbIWR0REqS9qEOn1+rBNTj/99FPk5ubKUhQREQ0cUQ/N/eQnP8Hs2bNxxx134Nvf/jZaW1tRVVUFk8mEkSNHJqPG/mNnheTSAg6nGyfrzsFmNsJuTgP8oosiSgBN4C7EdacakGHUw2LSs6lvAkQNokmTJmHEiBH4zW9+g/3798NqtWLmzJmYMGFCMurrP3ZWSC4tUPNpIzZVfjPei0sLMbbAxjAiddMAx860YMOu6uC2XVFWhNFDrQyjfoqpxc+QIUNQXl4udy2yiNRZ4bHy8ZzQKgOH0x0MISAw3psqa7Fq0fWwZ6VFeTeRcjk7PMEQAgLb9oZd1Vi7ZAIsJt74sT9SvsVPb50VKPEcEcbbwfEmlWtuc4fdtpvb3YIqSh0pH0TdnRUuxM4K8ok03naON6lcttkYdtvOzuSefn+lfBCxs0Jy2c1pWFwaOt6LSwtht/AvK6mbxaRHRVlRyLZdUVYESwYPy/VX6t8Ggp0VkssPjC2wYdWi69HU5kJOljEQQrxQgdROAkYPtWLtkgno8PiQYdAFQogXKvRb6gcRwM4KyeYH7FlpGDXMHhhvhhClCgmwmAwoGGoLbNsMoYRI+UNzRESkbAwiIiISikFERERCMYiIiEgoBhEREQnFICIiIqEYREREJBSDiIiIhBoYE1qJiFToofnjZflcj9eP3Fxzr69xub1wtnTKsv6LMYiIiBRq9fNH0NTqErLudUuLk7YuHpojIiKhGERERCQUg4iIiIQaGOeI9EB9owvHvmiB3ZqOvBwj4BVdVArTBG6rXHeqARlGPSwmPbsUy0kbuEX7ybpzsJmNsJt52w3ZcNuWReoHkR6o/msjNu+phcvjC94Yr2iEjWEkBw1w7EwLNuyqDo53RVkRRg+18i+sHLRAzaeN2FT5zfa9uLQQYwtsDKNE47Ytm5Q/NFff6AqGEBC4x/zmPbWobxRzJUqqc3Z4gn9RgcB4b9hVDWeHR3BlqcnhdAdDCAiM96bKWjicbsGVpR5u2/JJ+SBqdHYFN5xuLo8PTa1dgipKbc1t7rDj3dzOH0Y5OCJs3w4nt+9E47Ytn5QPIrs1PXiP+W5Ggw455nRBFaW2bLMx7HhnZ6YJqii1Rdq+7RZu34nGbVs+KR9EeTlGLCopDG5A3eeI8m1GwZWlJotJj4qyopDxrigrgiXDILiy1GQ3p2Fxaej2vbi0EHYLfxwTjdu2fDSSJKnyNJvD0Qa/P8bSv75qrqm1Cznm9EAIqehChdxcMxoaWkWXEbuvryzq8PiQYdAF/qKqaCtT3Xh/fdVcU5sLOVnGQAip5EIF1Y11P7ftaG11Lia6s0Ii/9v09t1T/6o5APAC+RYjxhQMCgysikJIlSTAYjKgYKgtMN4qCiFV8gP2rDSMGmYPjLdKQkiVuG3LIuUPzRERkbIxiIiISCihh+bKysoAAEZj4MKBF154ATqdrre39A07KxBRIrCzgiyEnyN65plnYLfb5VsBOysQUSKws4JshB6a02g0sFqtsq6DnRWIKBHYWUE+QveIsrKyMHfuXOh0OsydOxeTJk2K+b12e1ZMrzv2RUvEzgpjCgbFVa9I8V72qRSsO7nUWLdaaq471RD2t6TD40PBUJss69Qb9DAYfNFfKJNk/bcRGkRbt24FADQ0NGDBggW44oorcOmll8b03ljnEXXPPL9wA+rurKCW+Quqm2vxNdadXGqsW001Zxj1YX9LMgy6mL9DvD/sXo8XHo+4cwjJmkekiKvmcnNzccMNN+DEiRMJ/2x2ViCiRGBnBfkI2yPyer3o7OyE2WxGW1sbjhw5gjvuuEOGFQFFI2x49MfjVdtZgYgUQAJGD7Vi7ZIJqu0aolTCgsjj8eCuu+5Ceno6fD4fFi5cGPNhubixswIRJQI7K8hCWBCZTCZUVlaKWj0RESmEIs4RERHRwCV8QmtSsLMCESUCOyvIIvWDiJ0ViCgR2FlBNil/aI6dFYgoEdhZQT4pH0SNzq6InRWIiGLV3OYO+1vS3O4WVFHqSPkg6u6scKHuzgpERLHKNhvD/pZkZ/K27P2V8kHEzgpElAjsrCCf1L9YgZ0ViCgR2FlBNqkfRAA7KxBRYrCzgixS/tAcEREpG4OIiIiEGhiH5oiIVOih+eOFrdvj9ff7xngutxfOls6orxsYQWQA6h0XtPixGQHOQSMihVv9/BE0tap38v26pcUxvS71g8gAVJ8I0+JnpI1hRESkACl/jqjeEaHFj0O9/8ogIkolKR9EbPFDRKRsKR9EbPFDRKRsKR9EebYILX7sbPFDRKQEqX+xggcoGnlRix87r5ojIlKK1A8iAPBc1OKHIUREpBgpf2iOiIiUjUFERERCDYwg0gKONjferz0HR7t7oHxrcTSAs9OD2lMNcHZ5AY3ogohIyVL/HJEWqPm0EZsqv+mssLi0EGMLbIBfdHEpSAMcO9OCDbuqg+NdUVaE0UOtbJlPRGGl/L6Bw+kOhhAQmMy6qbIWDifvMy8HZ4cnGEJAYLw37KqGs4NXiBBReAMgiMJ3VnA42VlBDs1t7rDj3dzO4Cei8FI+iCJ1VrBb2FlBDtlmY9jxzs5ME1QRESld6geROQ2LS0M7KywuLYTdwh9GOVhMelSUFYWMd0VZESwZBsGVEZFSpf7FCn5gbIENqxZdj6Y2F3KyjIEQ4oUK8pCA0UOtWLtkAjo8PmQYdIEQ4oUKRBRB6gcRAPgBe1YaRg2zBzorMITkJQEWkwEFQ22B8WYIEVEvUv7QHBERKRuDiIiIhBoYh+YMgTu1HvuiBXZrOvJs7L5NRKQUqR9EBqD6RGPwduHd9yMqGmljGBERKUDKH5qrd7iCIQQEJldu3lOLeodLcGVERAQMgCBqjNBZoamVnRWIiJQg5YMoUmeFHDM7KxARKUHKB1GezYhFJaGdFRaVFAZuF05ERMKl/sUKHqBopA2P/ng8mlq7kGNOD4QQL1QgIlKE1A8iAPAA+RYjxhQMCsz0ZwgRESlGyh+aIyIiZWMQERGRUEKDqKqqCqWlpSgrK8OWLVvkW5EBqHe68Pu/fIHzrS6AdyQgIlIMYeeI2tvbsXHjRrz00kswmUyYM2cOiouLMXLkyMSuiJ0ViIgUTdge0eHDh1FcXIysrCzodDpMmzYNBw8eTPh62FmBiEjZhO0RffnllxgyZEjw8eDBg3H69OmY32+3Z8X0umNftETsrDCmYFDM6xMtN9csuoQ+Yd3Jpca61VgzkJy6H5o/XvZ1yMnj9cc0TsKCyO12IzMzM/hYq9VCq419B83haIPfH/2Oa92dFS4Mo+7OCg0NrfEVLUhurlk1tV6IdSeXGutWY81A3+uON7xi/Z1Tg96+u7BDc3l5eaivrw8+rqurw+DBgxO/HnZWICJSNGF7RBMnTsS8efOwcOFCGAwGvPHGG1izZk3iV8TOCkREiiYsiOx2O+bPn4/Zs2dDkiTMnDkz5JxRQrGzAhGRYglt8TNjxgzMmDFDZAlERCQYOysQEZFQDCIiIhKKQUREREIxiIiISCgGERERCcUgIiIioRhEREQklGpvFa7VapL6PtFYd3Kx7uRRY82AeutWIo0kSanRUY+IiFSJh+aIiEgoBhEREQnFICIiIqEYREREJBSDiIiIhGIQERGRUAwiIiISikFERERCMYiIiEgoBhEREQml2l5zvamqqsIzzzwDvV6Pm2++GeXl5cHn2tvbsXz5cnz55ZcwmUx44oknMGTIEIHVfqO3un//+99j+fLluPzyywEAt956K/7pn/5JVKlBkiRh//792LZtG3bu3BnynJLHure6lTrWAOByubBy5UqcPXsWLS0tWLRoEaZMmRJ8/vz583jwwQfR3t6OnJwcrF27FlarVWDFAdHqfvnll/Hss88Gt48FCxbg+9//vqBqQy1btgxfffUV2traMG/ePEybNi34nFLHW3WkFNPW1iZNmzZNam1tlbxerzRr1izp+PHjwec3btwo7dy5U5IkSTp06JB09913iyo1RLS6Dx48KP37v/+7uAIjWLhwobRy5Urp5ptv7vGcUsdaknqvW6ljLUmS5HA4pD/96U+SJElSc3OzNGnSJMnj8QSff/DBB6V3331XkiRJeuWVV6TVq1eLKLOHaHW/9NJL0pYtW0SV16vW1tbg/0+aNCnkOaWOt9qk3KG5w4cPo7i4GFlZWdDpdJg2bRoOHjwYfH7//v0oKSkBANx44404duyYqFJDRKsbALKzs8UU14uNGzfikUceCfucUsca6L1uQJljDQA2mw3jxo0DAFitVmRnZ6OzszP4/J///OfgnsS0adPw3nvviSizh2h1A8od86ysLADAF198gYKCgpDnlDreapNyh+a+/PLLkMM/gwcPxunTp4OPu7q6kJGREXycnZ0Np9MJi8WS1DovFq1uvV6P/fv344MPPsCIESPw05/+VHjNAJCenh7xOaWONdB73Uod64tVV1fDYrHAbDYDAFpaWkJ+zDMyMuB2uwVVF9nFdQNAWloadu7cicrKSlx99dWoqKhAWlqawCq/sXfvXjz//PNob2/HM888E1yulvFWg5TbI3K73dDpdMHHWq0WWu03X9Pv94e8XqfThTwvSrS6J0yYgF//+td4+eWXcfnll2Pt2rUiyoyLUsc6GjWM9b59+7B+/fqQ2jweT8g2BARCVUnC1Q0At912G/bs2YOdO3fC5/PhueeeE1RhTzNmzMDrr7+OTZs2YdmyZWhrawOgjvFWC+X/KsQpLy8P9fX1wcd1dXUYPHhw8LFerw/5V0t7e3tw11ukaHVfaObMmTh69GiySuszpY51PJQ41k8//TQOHTqE5557Dvn5+cHlNpsNDocj+Lirq6vXPb9ki1T3hXQ6HUpKShQ35gAwfPhwDB8+HP/3f/8HQPnjrSYpF0QTJ07EO++8g66uLvh8Przxxhu45ZZbgs93/2sXAN577z0UFRUJqjRUtLqbmpqCf963bx+uuuoqEWXGRaljHY2Sx/ro0aOoqanBqlWrevzoabVaXH755fjggw8AAK+//jpuvvlmEWX20FvdgHLHvKGhAU6nEwDQ3NyM06dPY9iwYQCUPd5qk5J3aN27dy927twJSZIwc+ZMTJ48Gdu3b8d9992HlpYWPPDAA2hubkZmZibWrFmD3Nxc0SUD6L3uHTt2YM+ePTCZTBg0aBAeffRR5OTkiC456JZbbkFVVRXOnz+virHuFq5uJY/1xZc5A8DSpUtRU1ODBQsW4Ny5c3jwwQfhcrmQn5+PNWvWhJynEyVa3evWrcP//u//QqfT4YorrsAjjzwCo9EosOKAU6dO4f7774fJZIJOp8O//uu/Ijs7G4cOHVL0eKtNSgYRERGpR8odmiMiInVhEBERkVAMIiIiEopBREREQjGIiIhIKAYRKV5XVxeOHz8uy2d//vnneOutt+J6z7Fjx+ByuWJ+/d69e9Ha2hpvaUQDBoOIFK++vh5r1qyJ+PymTZvw7LPPRnz+4YcfDk46BIAPPvgADz/8MADg3LlzPZrLRrN69Wo0NDSELBszZgymT58e8r+3334bALB79260tLRE/LwtW7bghRdeiKsGolTCxkikCNu3b8fu3btDlp05cwZvvvlmr+/7/PPPUVVVBY1Gg6lTp+KSSy7pdy1PPfUUDhw4AK/Xi7Nnz+Kyyy4DACxfvhzjx48P+568vDy89tprfVrf4cOHkZ6ejrlz5/a1ZCJVYxCRIvzoRz/Cj370o5Bld955Z4+mkkDgpnZnzpzB66+/jpqaGjz55JPwer144IEHMHHiRJSWlmLQoEEh71m9enWwg7bT6cSYMWMi1rJ06VIsXboUX375JSoqKvA///M/UeuXJAnt7e3Bx+np6WFrv1BnZyfWrl2LkSNHQpIkrFq1CsuWLePMfBpwGESkWG63O2w341//+td4//338cMf/hA/+clP8Ic//AFarRYvvPAC3n77baxcuRKTJ0/GrbfeGnxPeXk5xo4dCwCoqanB+++/H3zuwIEDmD59Oh544AFMmDAhuLy+vh51dXUx1epwOHD33XcHH99777145ZVX8Mknn+DMmTMhr/3oo4/w+9//Hvv27cOdd96J22+/HUDgEN7s2bNxww034KabbsK1114b07qJ1I5BRIqybds2TJ8+HdnZ2XC73UhPT0drayv+9re/4fHHH8e4ceMwbdq0kNs1f/LJJ9DpdLjuuuswdepUTJ06tcfnDho0CN/61rcAAGfPng157gc/+EHYc1B//vOf4XA4cPr06eBtwyMZNGhQj/M8V155JQwGA+bMmROyvKmpCZdccglefvnlkG7kt912G6ZNm4YjR44o5l48RMnAICJF2b9/PyZPnozs7Gx4PJ7gYaqcnBxMnToVWq0W06dPD3lPV1cXNBoN9uzZE7J8zZo1GD16NIYMGdLj/jfRuiS73W7s3r0by5Ytw9atW/H444/3+vr09HSUlJRAo9FAp9MFm3euWrWqx2uLi4sjfk5aWhpuuummXtdFlGoYRKRYF+6FZGVlBW8jEe9FAUuWLMGSJUvCPpeTk4Mrr7yyx/L169fj1ltvxYIFC7Bw4ULs27cPU6ZMibiO3i6qWLJkCWw2G4DA7RBWrFgR8rzD4YBWq+3R4Xv16tUYNWpUxM8lShUMIlKsX/ziFxGfW758OT755JMey71eL2677TbMnz8/ZLnP58PmzZvx7rvvQqPRwO/3Q5IkfPe738U999wTfJ0kSVi/fj3Onz+P5cuXQ6PR4L/+67+wYMECdHR0oKSkJGw9Doejxzq7nTlzBm+88QYyMjIwZswYVFZWhjy/detWGI1GzJ49O+L3JUplDCISbvfu3di3bx98Ph9OnDiBZcuWIS0tDRqNBnq9HsuXL+/xnieeeCLsZ7322ms4ffp0j+Vbt25FXV0dXnzxxeD5F7/fj5dffhkrVqzAk08+CQDQaDT47ne/i2XLlkGj0QAAzGYzfvnLX/Y6F8hut0fcU7v4HBERhWIQkXDTp08PXnyg1+uh1YbOs/7ss8/6vQ6tVgu/399judfrDQZOt3DnjzIzM5GZmdnvOoioJwYRCRfuEu1EmzdvHp599lnceeed0Gg0kCQJPp8P48aNw2OPPSb7+okoMt6hlRTP7/ejs7Mzpj0St9sNn88Hk8kkWz3t7e0wmUw99twiaW1tRWZmZsTXf/bZZ9Bqtbj00ksTWSaRajCIiIhIKDY9JSIioRhEREQkFIOIiIiEYhAREZFQDCIiIhKKQUREREL9P6tdk7km0BINAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(data2['과속방지턱수'], data2['어린이교통사고횟수'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "according-concentration",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "487 144 50 75\n"
     ]
    }
   ],
   "source": [
    "# 과속방지턱수별 어린이교통사고횟수 카운트\n",
    "x0=0 # 과속방지턱수 0개\n",
    "x1=0 # 과속방지턱수 1개\n",
    "x2=0 # 과속방지턱수 2개\n",
    "x3=0 # 과속방지턱수 3개\n",
    "for row in data2.iloc:\n",
    "    if row['과속방지턱수']==0:\n",
    "        x0 += row['어린이교통사고횟수']\n",
    "    elif row['과속방지턱수']==1:\n",
    "        x1 += row['어린이교통사고횟수']\n",
    "    elif row['과속방지턱수']==2:\n",
    "        x2 += row['어린이교통사고횟수']\n",
    "    else:\n",
    "        x3 += row['어린이교통사고횟수']\n",
    "print(x0, x1, x2, x3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "incorrect-vertex",
   "metadata": {},
   "outputs": [],
   "source": [
    "score['과속방지턱수']=data2['과속방지턱수'].map({0: 1, 1: 0.4, 2: 0.3, 3: 0})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "saved-certificate",
   "metadata": {},
   "source": [
    "> __이동형CCTV단속횟수__\n",
    "> * 0번 -> 1\n",
    "> * 1번이상 -> 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cloudy-lobby",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    90.000000\n",
       "mean      1.955556\n",
       "std       8.309885\n",
       "min       0.000000\n",
       "25%       0.000000\n",
       "50%       0.000000\n",
       "75%       1.000000\n",
       "max      57.000000\n",
       "Name: 이동형CCTV단속횟수, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2['이동형CCTV단속횟수'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "seven-third",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(15,5))\n",
    "\n",
    "sns.boxplot(data2['이동형CCTV단속횟수'], ax=axes[0])\n",
    "sns.countplot(data2['이동형CCTV단속횟수'], ax=axes[1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "canadian-pierce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(data2['이동형CCTV단속횟수'], data2['어린이교통사고횟수'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "young-dakota",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "480 276\n"
     ]
    }
   ],
   "source": [
    "# 이동형CCTV단속횟수 0번 vs. 1번 이상에 따른 어린이교통사고횟수 카운트\n",
    "x0=0 # 이동형CCTV단속횟수 0번\n",
    "x1=0 # 이동형CCTV단속횟수 1번 이상\n",
    "for row in data2.iloc:\n",
    "    if row['이동형CCTV단속횟수']==0:\n",
    "        x0 += row['어린이교통사고횟수']\n",
    "    else:\n",
    "        x1 += row['어린이교통사고횟수']\n",
    "print(x0, x1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "egyptian-virgin",
   "metadata": {},
   "outputs": [],
   "source": [
    "score['이동형CCTV단속횟수']=data2['이동형CCTV단속횟수'].apply(lambda x: 1 if x==0 else 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "blind-central",
   "metadata": {},
   "source": [
    "> __평균유동인구__\n",
    "> * ~25%미만 -> 0\n",
    "> * ~75%이하 -> 0.8\n",
    "> * 75%초과~ -> 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "metallic-athens",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      90.000000\n",
       "mean      622.285441\n",
       "std       421.468969\n",
       "min        27.610148\n",
       "25%       297.546506\n",
       "50%       568.996966\n",
       "75%       849.347125\n",
       "max      1800.153568\n",
       "Name: 평균유동인구, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2['평균유동인구'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "attached-dialogue",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2qN1ubGxMY6PvxNgV3Hvvvbn55pszZ86cJKldL7tq1aqcffbZGTNmTFpaWtLU1FT7HfOrjx1nM3HixA7nsuO8mpqazKsOHn300Xz84x/PoEGDkthbu7LO5tDZXtrxeJL06VP3jyb3Ko899liuvfbaXHPNNbVZzJo1K0myfv36nHfeeRk9enT69u3r9bCOdmYm9tWuYdmyZenXr19Gjx5dO2ZvvaGuz26fffbJK6+8Uru9cuXKjBw5so4rIkl+8pOf5JFHHsnPf/7z2uUt2wwfPjxHHHFElixZ0uH83ve+93X3cvkf22bT0tLS4Vz22WefrFy5snb85ZdfNq86uOOOO/KlL32p3XF7a9fT2Rw620tDhw7Na6+9Vju+efPmt/xbXrrWnXfemZtuuik33nhjxowZ0+7ngwYNyjHHHJNnnnnG6+Eu4t+ZiX21a7jzzjtz3HHHdfiz3r636hpT48aNy+9+97ts3rw5ra2tufvuu/OFL3yhnkvq9Z555pksXrw4V1xxRe3FauvWrVm/fn2SZMOGDfnjH/+YD33oQ/nYxz6WxYsXZ/Xq1Un+93MgdJ+OZnPcccd1OJeRI0dm48aN+dvf/pYk+cUvfmFe3ayqqjz11FP5xCc+kcTe2tV1NofO9lJjY2MOPPDA/OlPf0qS3HXXXZkwYULd1t+bvPLKK7nlllty3XXXtfsM4rbPTjU3N+eBBx7IRz7yEa+HdbYzM7Gvdg0PPfRQ7XNr29hbb6jr+6TDhg3LWWedlTPOOCNVVeXkk0/e7vp0ut/TTz+dpUuX5mtf+1rt2Le//e1cddVV6d+/f1pbW3POOedk1KhRSZLLLrss06ZNS1VVGTduXA477LB6Lb1XamlpydSpU7ebzQEHHNDpXGbNmpVLL700bW1tOfjggzNx4sQ6P4Pe5a9//WtGjRpVu+Sho/nZW7uOfv367fRe+v73v59LLrkkP/zhDzNixIhcffXV9XwKvcaSJUvy8ssv5+tf/3rt2Omnn55jjz02559/fpqbm9Pa2pqJEyfmk5/8ZBKvh/W0szOxr+prw4YN2bRpU7svm7C33tBQVVVV70UAAAD0NO/tT4QBAAC8S8QUAABAATEFAABQQEwBAAAUEFMA7LT58+dn7dq19V5Gkeeeey5btmyp9zIAeA/wT0gD0M5tt92W2267rd3xz3/+8/nmN7+Z++67L+PHj699VW5n93/99dfzxS9+MRdeeGG7n/3yl7/MbbfdlpaWliRJnz59csopp+Skk05qd9+5c+fmjjvuaPdvCCXJqaeemtNPP327Y88//3xmzZqV119/PbvvvnsuvPDC2tf2Xnnllbnqqquy33771e4/f/78/OpXv2p37o0bN+bwww/PzJkz2/0MAMQUAO2cdtppOfzww7Np06YccsghefbZZzNgwIDsv//+nd7/tNNOa3f8nnvuydKlSzs8/tvf/jY//elPa4G0du3aXHzxxWlqasoJJ5zQ7nemT5+eU0455W3XvmHDhlx44YW57rrrMmbMmLzyyiuZNm1abrjhhowcObLD35k6dWqmTp3a7vijjz6a3/zmN2/7mAD0Ti7zA6BDzz77bP7whz8kSe6///48++yzmTFjRk488cQ888wz/9Y5Wltb07dv33bHn3jiiUyePHm7d5qGDBmS448/Pk8++eQ7WveTTz6Zww47LGPGjEmSjBgxIscff3wefvjhnT5XW1tbh+sHgMQ7UwB0Yrfddktzc3OSpLm5ObvvvnvOOOOMTJ48OTNmzPi3zrFly5b079+/3fEJEybk2muvzfDhw3PIIYckeSPe5s2bl4svvrjd/ffee+8sWLAgCxYsyOrVq5MkQ4cOTZKMGzcuF110Ue2+LS0t6dev33a/37dv39pz2RnNzc0drh8AEjEFQCf69+9f+6KGbVH0l7/8Jf/4xz+yfv36JMnTTz+dyy+/vNNzrFmzJkly99135+qrr86HP/zhJMlnPvOZ/OAHP8jtt9+e6667LkkyevTozJgxI2PHjm13nilTpmTKlClJknnz5qWpqSlnnnlmh485duzYzJkzJ2vXrs2QIUOyefPm3HPPPbniiit2+r/Bhg0bsscee+z07wHQO4gpANq59NJLs3jx4vzrX//KY489ltdeey0LFy7MgAEDsmDBgjz44INJko9+9KPbfXHDZZddluOPPz6f+tSnct55520XUDsaO3Zsh+H0Zi+88EJ+9rOfbXds6dKlaWhoyPPPP7/d8W984xvZf//9M2zYsFxwwQWZMmVKRo8enb///e8566yzctBBB7U7f0cxuHr16uy2227ZY4890tbWliS599573/K5ANA7iSkA2rnqqqve8ufjxo3LgAEDdvq8b46XjRs3pqqqDBw4MEmyfv36NDY21t4JuvrqqzNq1Kh239TXmeHDh9f+PH78+Bx11FFZsWJFRo4c2e6yv212jMEkmT17dsaOHZtjjz12p58fAL2LmAKgUy+88EKuv/76LFu2LI2NjWlsbEz//v0zderU2meWkje+5vzAAw982/O9OV4WLFiQLVu25Oyzz06S3HjjjRk0aFDtcr43/05zc3N+/OMfZ+HChWlsfOO7k9ra2nLkkUdm+vTpHcbSjBkzfKU5AO8qMQVAh6qqyrnnnptrrrkmhx56aO34q6++mnPPPTf77rtvDj744CTJkiVLMnDgwFx00UW1d6xmzpyZQYMGdcla5s6dm7a2ttx66621b9draWnJnDlzMnfu3A7/HatFixZ1eK6bb765S9YEAGIKgE5VVZWmpqbtjjU2NqahoaHD+++11161Pw8bNqzL1/LvHAOA7iKmAOhQQ0NDbrzxxvzoRz/KihUr0tDQULvMb/r06bV3pba58sorM3fu3HbnOeSQQ972M1hv51vf+lauv/76nHbaabW4a21tzbhx4zJ9+vQOf+fVV1/N5MmTO/zZtGnTctxxx72jNQFAQ+Wv9QCgZtOmTWlqaur0SysAYBsxBQAAUKCx3gsAAADoicQUAABAATEFAABQQEwBAAAUEFMAAAAFxBQAAECB/w+jy+G5f3mepQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, figsize=(15,5))\n",
    "\n",
    "sns.boxplot(data2['평균유동인구'], ax=axes)\n",
    "sns.jointplot(data2['평균유동인구'], data2['어린이교통사고횟수'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "lined-myanmar",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "46 349 361\n"
     ]
    }
   ],
   "source": [
    "# 평균유동인구 구간별 어린이교통사고횟수 카운트\n",
    "x0=0 # 평균유동인구 25% 미만\n",
    "x1=0 # 평균유동인구 iqr\n",
    "x2=0 # 평균유동인구 75% 초과\n",
    "for row in data2.iloc:\n",
    "    if row['평균유동인구'] < np.percentile(data2['평균유동인구'], 25):\n",
    "        x0 += row['어린이교통사고횟수']\n",
    "    elif row['평균유동인구'] > np.percentile(data2['평균유동인구'], 75):\n",
    "        x2 += row['어린이교통사고횟수']\n",
    "    else:\n",
    "        x1 += row['어린이교통사고횟수']\n",
    "\n",
    "print(x0, x1, x2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ceramic-advertising",
   "metadata": {},
   "outputs": [],
   "source": [
    "def myfunc2(val):\n",
    "    if val < np.percentile(data2['평균유동인구'], 25):\n",
    "        return 0\n",
    "    elif val > np.percentile(data2['평균유동인구'], 75):\n",
    "        return 1\n",
    "    else:\n",
    "        return 0.8\n",
    "\n",
    "score['평균유동인구']=data2['평균유동인구'].apply(myfunc2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sonic-science",
   "metadata": {},
   "source": [
    "> __거주인구_유소년__\n",
    "> * ~25%미만 -> 0\n",
    "> * ~75%이하 -> 1\n",
    "> * 75%초과~ -> 0.8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "critical-december",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      90.000000\n",
       "mean      519.466667\n",
       "std       458.691133\n",
       "min         0.000000\n",
       "25%       159.000000\n",
       "50%       378.000000\n",
       "75%       781.500000\n",
       "max      1671.000000\n",
       "Name: 거주인구_유소년, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2['거주인구_유소년'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "classical-parts",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4fX39Hv+llwNjzpw58dBDD8UDDzwQI0aMaPHz/v37xxlnnBGvvPKK19ZOYF/mZS92bHPmzIlx48a1+rP9sR87VXSNHj06/vCHP0R9fX00NTXFE088Eaeffnqll0UbXnnllVi8eHHceuut5ReVHTt2xObNmyMioq6uLv74xz/GJz7xifj0pz8dixcvjnXr1kXE/3/uhMprbWbjxo1rdV7Dhg2LLVu2xJtvvhkREb/5zW/MsYMoiiIWLVoUn/3sZyPCXuzM2ppRW/uvZ8+e8fGPfzz+9Kc/RUTE448/HqeddlrF1k/E6tWr49FHH4177rmnxecqd322q6GhIZ577rk47rjjvLZ2YO2Zl73Ysc2dO7f8ebtd9ud+7FTvaQ4ePDiuvPLKuOSSS6IoirjggguanddOx/Lyyy/Ha6+9Fpdeemn52Le//e2YMWNG9O7dO5qamuLqq6+OmpqaiIi46aabYtKkSVEURYwePTpOPPHESi2dD2hsbIwJEyY0m9mRRx7Z5rymT58eN954Y+zcuTOOPfbYGD9+fIWfARERr7/+etTU1JRPgWhtrvZi51BdXd3u/XfzzTfHlClT4sc//nEMHTo0br/99ko+hW5v6dKl8c4778QVV1xRPnbxxRfH2LFj47rrrouGhoZoamqK8ePHx+c+97mI8NraUbV3XvZix1RXVxfbtm1r8aUZ+3M/9iiKoshYPAAAAJ3s9EIAAIDORnQBAAAkEl0AAACJRBcAAEAi0QVAC4sWLUq77yVLlsT27dvT7r8SuuJzAmD/8e2FALRwyimnxLPPPhsREZs2bWr2px/ee++96NGjRwwePLh87OGHH44BAwaUL7/66qsxffr02LRpUxx88MFxww03lL9q99JLL40ZM2bEEUccUb7+7Nmz47HHHmuxji1btsTnP//5mDZt2j6t+/nnn48HH3wwtm7dWj721a9+Na644ory1+VnaO05AcAunervdAGwf9xxxx2xcOHC8uWNGzfGKaecEjfddFOL6w4YMKBZEF122WVRVVUVs2bNavW+6+rq4oYbboh77rknRowYEatXr45JkybF/fffH8OGDWv1NhMmTIgJEya0OL5w4cL4/e9/v0/P6cUXX4yZM2fGfffdF0OHDo2IiK1bt8att94a999/f1x77bVt3vaxxx6LRYsWxY9+9KM2r/PBEI2I2LBhQ+zcuTMi3v+7ZwDQFtEF0A1973vfa3b5gQceiL59++7xNg0NDXH77bfHMcccExERtbW1MXny5Kiqqmp2vb/97W9x4oknxogRIyIiYujQofG1r30t5s2bFxdeeGG71rlz584W99+WxYsXx1e+8pVycEVE9OnTJy644IKYOXPmHm+7cOHC2LJlS9TV1UW/fv326fHuvvvu2LJlS0RErFixYp9uA0D3JLoAiGeffTZqa2tb/dk///nPmD9/fvzqV7+K8847L66++uqIiHjkkUfiwgsvjLFjx8aoUaPiuOOOi4j33/Wprq5udh9VVVXR0NDQ7nU1NDRE79699+m6J510UnznO9+JY445Jk444YSoqqqK1157Le6+++4455xzWr1NXV1d/OQnP4mzzz47hg8fHtOmTYtrrrkmhg8fvtfHu+yyy6KpqSkiIt588819fk4AdD+iC6CbmzdvXhxyyCGxaNGimD17dkS8f+rcLsuWLYuI9z93NWTIkPLxSy65JM4555yYO3dubNq0qXx85MiRcdddd8WGDRti0KBBUV9fH7/73e/i1ltvbffa6urq9voO3C5HH3103HvvvfHoo4/Ggw8+GDt27Ihhw4bFxIkTY/To0c2u+8Ybb8QTTzwRy5Yti29961vld+9uuummuPfee6OxsTHGjh0bX/ziF9t8vMcff7z82bE1a9a0+7kB0H2ILoBubMWKFVFbWxs/+9nPorq6Oj75yU9GRMTTTz9dvs7YsWPbvH2/fv3izDPPbHZs8ODBMXny5Ljoooti+PDh8dZbb8WVV14ZRx99dIvbv/zyyzF16tRmx9atWxcHHXRQ9O3bt/yZqaeeeipuv/328vraMmLEiLj55pv3/KQjorq6OkaPHh3XXXddRLz/xR8rV66M008/PaZOnRr/+te/Yt26dS1ut2TJkiiKInbs2BFf+MIXYv369TFu3Lh49dVX9/qYAHRfogugm/rHP/4R119/fUyfPj1qamoiIsqfh9r1OapXXnklfvjDHza73dq1a6NHjx5x6KGHNjt+2223xbHHHhsREaeeemqMGTMm3n777Rg2bFiL0w13Of7441t8a2FtbW2MHDlyj7H3QatXr46JEydGRER9fX1s3749Bg4cGBER27Zti8bGxvI3K06ePDnGjBkTNTU15eccEfHWW2/FSy+9FKeffnpERBxxxBEtvonw/PPPj9/+9rdRKpXKUfjBd/4AoC2iC6CbaWpqittuuy1efPHF+OlPf9rqO1C7fOpTn4o5c+Y0OzZr1qwolUpx+eWX7/Fxbrnlln3+qvcPY+jQoeVwe+655+KFF14oh+KTTz4ZS5Ysie9+97sf+nGuvfbaWLhwYYwcOTL69Onzoe8PgO5DdAF0M6VSKcaOHRtTpkzZ528G/HcsWLCg1eMPP/xw2mPuiw++M7bL5s2bY+vWrfHnP/+52fFd74ztMnPmzJgxY0aL6Kr0cwKgYxNdAN3Qrj9U3B198J0xADgQRBcAKd599904++yzW/3ZpEmTYty4cQd4RfvHxIkTW32H8Nxzz93rKZcAdE89iqIoKr0IADqWPf2R4DfeeCMiIo466qiUx962bVuUSqVWv3zj0ksvbXHsnnvuafGlHgDQkYguAACARD0rvQAAAICuTHQBAAAkEl0AAACJRBcAAEAi0QUAAJBIdAEAACT6XyZkjpIUvqnyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, figsize=(15,5))\n",
    "\n",
    "sns.boxplot(data2['거주인구_유소년'], ax=axes)\n",
    "sns.jointplot(data2['거주인구_유소년'], data2['어린이교통사고횟수'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "generic-perth",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "140 318 298\n"
     ]
    }
   ],
   "source": [
    "# 유소년 거주인구 구간별 어린이교통사고횟수 카운트\n",
    "x0=0 # 거주인구_유소년 25% 미만\n",
    "x1=0 # 거주인구_유소년 iqr\n",
    "x2=0 # 거주인구_유소년 75% 초과\n",
    "for row in data2.iloc:\n",
    "    if row['거주인구_유소년'] < np.percentile(data2['거주인구_유소년'], 25):\n",
    "        x0 += row['어린이교통사고횟수']\n",
    "    elif row['거주인구_유소년'] > np.percentile(data2['거주인구_유소년'], 75):\n",
    "        x2 += row['어린이교통사고횟수']\n",
    "    else:\n",
    "        x1 += row['어린이교통사고횟수']\n",
    "\n",
    "print(x0, x1, x2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "optimum-application",
   "metadata": {},
   "outputs": [],
   "source": [
    "def myfunc3(val):\n",
    "    if val < np.percentile(data2['거주인구_유소년'], 25):\n",
    "        return 0\n",
    "    elif val > np.percentile(data2['거주인구_유소년'], 75):\n",
    "        return 0.8\n",
    "    else:\n",
    "        return 1\n",
    "\n",
    "score['거주인구_유소년']=data2['거주인구_유소년'].apply(myfunc3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "streaming-tenant",
   "metadata": {},
   "source": [
    "> __등록차량대수__\n",
    "> * ~25%미만 -> 0\n",
    "> * ~75%이하 -> 1\n",
    "> * 75%초과~ -> 0.8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "square-parcel",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      90.000000\n",
       "mean     1641.033333\n",
       "std      1183.662251\n",
       "min        23.000000\n",
       "25%       793.250000\n",
       "50%      1466.000000\n",
       "75%      2072.250000\n",
       "max      5232.000000\n",
       "Name: 등록차량대수, dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2['등록차량대수'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "stone-benjamin",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, figsize=(15,5))\n",
    "\n",
    "sns.boxplot(data2['등록차량대수'], ax=axes)\n",
    "sns.jointplot(data2['등록차량대수'], data2['어린이교통사고횟수'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "growing-position",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "102 334 320\n"
     ]
    }
   ],
   "source": [
    "# 등록차량대수 구간별 어린이교통사고횟수 카운트\n",
    "x0=0 # 등록차량대수 25% 미만\n",
    "x1=0 # 등록차량대수 iqr\n",
    "x2=0 # 등록차량대수 75% 초과\n",
    "for row in data2.iloc:\n",
    "    if row['등록차량대수'] < np.percentile(data2['등록차량대수'], 25):\n",
    "        x0 += row['어린이교통사고횟수']\n",
    "    elif row['등록차량대수'] > np.percentile(data2['등록차량대수'], 75):\n",
    "        x2 += row['어린이교통사고횟수']\n",
    "    else:\n",
    "        x1 += row['어린이교통사고횟수']\n",
    "\n",
    "print(x0, x1, x2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "alive-donor",
   "metadata": {},
   "outputs": [],
   "source": [
    "def myfunc4(val):\n",
    "    if val < np.percentile(data2['등록차량대수'], 25):\n",
    "        return 0\n",
    "    elif val > np.percentile(data2['등록차량대수'], 75):\n",
    "        return 0.8\n",
    "    else:\n",
    "        return 1\n",
    "\n",
    "score['등록차량대수']=data2['등록차량대수'].apply(myfunc3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "commercial-scenario",
   "metadata": {},
   "source": [
    "> __어린이교통사고횟수__\n",
    "> * 0번 -> 0\n",
    "> * 1번이상 -> 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "superb-mineral",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    90.000000\n",
       "mean      8.400000\n",
       "std       7.026115\n",
       "min       0.000000\n",
       "25%       3.000000\n",
       "50%       6.000000\n",
       "75%      14.000000\n",
       "max      27.000000\n",
       "Name: 어린이교통사고횟수, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2['어린이교통사고횟수'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "material-north",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(15,5))\n",
    "\n",
    "sns.boxplot(data2['어린이교통사고횟수'], ax=axes[0])\n",
    "sns.countplot(data2['어린이교통사고횟수'], ax=axes[1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "distributed-virtue",
   "metadata": {},
   "outputs": [],
   "source": [
    "score['어린이교통사고횟수']=data2['어린이교통사고횟수'].apply(lambda x: 0 if x==0 else 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "prerequisite-animal",
   "metadata": {},
   "source": [
    "> __weights 적용__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "through-lawrence",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "quant_only=data2.drop(['시설명', '보호구역_경도', '보호구역_위도', '시설종류'], axis=1)\n",
    "sns.heatmap(quant_only.corr())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "committed-heaven",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'평균유동인구': 7.5,\n",
       " '등록차량대수': 5.85,\n",
       " '거주인구_유소년': 5.16,\n",
       " '과속방지턱수': 1.53,\n",
       " 'CCTV설치대수': 1.06,\n",
       " '어린이교통사고횟수': 10}"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 가중치(weights) 딕셔너리 생성 & 어린이교통사고횟수는 가중치 기본으로 줌\n",
    "temp=quant_only.corr()['어린이교통사고횟수'].sort_values(ascending=False)[1:]\n",
    "weights=temp[temp>0.10].to_dict()\n",
    "weights['어린이교통사고횟수']=1\n",
    "\n",
    "# 가중치에 10 곱하기 & 소수점 2자리 반올림\n",
    "for w in weights.keys():\n",
    "    weights[w] = np.round(weights[w]*10, 2)\n",
    "\n",
    "weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "connected-electric",
   "metadata": {},
   "outputs": [],
   "source": [
    "sum_col = ['시설종류',\t'CCTV설치대수',\t'보호구역도로폭',\t'과속방지턱수',\t'이동형CCTV단속횟수',\t'평균유동인구',\t'거주인구_유소년',\t'등록차량대수', '어린이교통사고횟수']\n",
    "\n",
    "def score_sum(row):\n",
    "    s = 0\n",
    "    for col in sum_col:\n",
    "        if col in weights.keys():\n",
    "            s += row[col]*weights[col]\n",
    "        else:\n",
    "            s += row[col]\n",
    "    return s\n",
    "\n",
    "score['가중치합계']=score.apply(score_sum, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sudden-sleep",
   "metadata": {},
   "source": [
    "### 최종 스코어 데이터프레임"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "boring-maker",
   "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>시설명</th>\n",
       "      <th>보호구역_경도</th>\n",
       "      <th>보호구역_위도</th>\n",
       "      <th>시설종류</th>\n",
       "      <th>CCTV설치대수</th>\n",
       "      <th>보호구역도로폭</th>\n",
       "      <th>과속방지턱수</th>\n",
       "      <th>이동형CCTV단속횟수</th>\n",
       "      <th>평균유동인구</th>\n",
       "      <th>거주인구_유소년</th>\n",
       "      <th>등록차량대수</th>\n",
       "      <th>어린이교통사고횟수</th>\n",
       "      <th>가중치합계</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>성심학교</td>\n",
       "      <td>127.017521</td>\n",
       "      <td>37.176762</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>가수초등학교</td>\n",
       "      <td>127.047957</td>\n",
       "      <td>37.148103</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>22.082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>광성초등학교</td>\n",
       "      <td>127.039709</td>\n",
       "      <td>37.184197</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>30.398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>대호초등학교</td>\n",
       "      <td>127.057889</td>\n",
       "      <td>37.159106</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>26.340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>매홀초등학교</td>\n",
       "      <td>127.063282</td>\n",
       "      <td>37.162749</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>27.859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>삼미초등학교</td>\n",
       "      <td>127.060269</td>\n",
       "      <td>37.191356</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>31.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>성산초등학교</td>\n",
       "      <td>127.067040</td>\n",
       "      <td>37.150444</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>25.210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>성호초등학교</td>\n",
       "      <td>127.070953</td>\n",
       "      <td>37.150478</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>24.199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>수청초등학교</td>\n",
       "      <td>127.055474</td>\n",
       "      <td>37.170857</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>오산초등학교</td>\n",
       "      <td>127.050165</td>\n",
       "      <td>37.145158</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>21.870</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      시설명     보호구역_경도    보호구역_위도  시설종류  CCTV설치대수  보호구역도로폭  과속방지턱수  \\\n",
       "0    성심학교  127.017521  37.176762   0.0       0.0      1.0     1.0   \n",
       "1  가수초등학교  127.047957  37.148103   0.5       0.2      0.0     1.0   \n",
       "2  광성초등학교  127.039709  37.184197   0.5       1.0      0.0     1.0   \n",
       "3  대호초등학교  127.057889  37.159106   0.5       0.0      0.0     0.0   \n",
       "4  매홀초등학교  127.063282  37.162749   0.5       1.0      0.0     0.3   \n",
       "5  삼미초등학교  127.060269  37.191356   0.5       1.0      0.0     1.0   \n",
       "6  성산초등학교  127.067040  37.150444   0.5       0.0      0.0     1.0   \n",
       "7  성호초등학교  127.070953  37.150478   0.5       1.0      0.0     0.3   \n",
       "8  수청초등학교  127.055474  37.170857   0.5       0.0      1.0     1.0   \n",
       "9  오산초등학교  127.050165  37.145158   0.5       0.0      0.0     1.0   \n",
       "\n",
       "   이동형CCTV단속횟수  평균유동인구  거주인구_유소년  등록차량대수  어린이교통사고횟수   가중치합계  \n",
       "0            1     0.0       0.0     0.0          0   3.530  \n",
       "1            0     0.0       1.0     0.8          1  22.082  \n",
       "2            1     1.0       0.8     0.8          1  30.398  \n",
       "3            0     0.8       1.0     0.8          1  26.340  \n",
       "4            0     0.8       1.0     0.8          1  27.859  \n",
       "5            1     0.8       1.0     1.0          1  31.100  \n",
       "6            1     1.0       0.0     0.8          1  25.210  \n",
       "7            0     1.0       0.0     0.8          1  24.199  \n",
       "8            1     0.8       1.0     0.8          1  29.870  \n",
       "9            0     0.0       1.0     0.8          1  21.870  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "alike-ordinary",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "sns.distplot(score['가중치합계'], fit=norm, kde=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "satisfactory-interaction",
   "metadata": {},
   "source": [
    "## 3. 스코어가 높은 어린이보호구역 20곳 선정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "industrial-accuracy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19          금암초등학교\n",
       "89      세교복지타운어린이집\n",
       "50        시립가온어린이집\n",
       "33         동화마을유치원\n",
       "57        키즈청호어린이집\n",
       "5           삼미초등학교\n",
       "85        시립세마어린이집\n",
       "2           광성초등학교\n",
       "14          운산초등학교\n",
       "41          지예뜰유치원\n",
       "32           이림유치원\n",
       "8           수청초등학교\n",
       "48    로뎀장애아전담 어린이집\n",
       "77         지움 어린이집\n",
       "55         지구촌어린이집\n",
       "58          영락어린이집\n",
       "63       구세군샛별어린이집\n",
       "42    해에게서소년에게어린이집\n",
       "84         자람터어린이집\n",
       "83       시립생명숲어린이집\n",
       "Name: 시설명, dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates=score.sort_values(by='가중치합계', ascending=False)[:20]['시설명']\n",
    "candidates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "painted-gabriel",
   "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>시설명</th>\n",
       "      <th>보호구역_경도</th>\n",
       "      <th>보호구역_위도</th>\n",
       "      <th>시설종류</th>\n",
       "      <th>CCTV설치대수</th>\n",
       "      <th>보호구역도로폭</th>\n",
       "      <th>과속방지턱수</th>\n",
       "      <th>이동형CCTV단속횟수</th>\n",
       "      <th>평균유동인구</th>\n",
       "      <th>거주인구_유소년</th>\n",
       "      <th>등록차량대수</th>\n",
       "      <th>어린이교통사고횟수</th>\n",
       "      <th>가중치합계</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>금암초등학교</td>\n",
       "      <td>127.043949</td>\n",
       "      <td>37.178734</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>32.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>세교복지타운어린이집</td>\n",
       "      <td>127.044835</td>\n",
       "      <td>37.177752</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>32.220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>시립가온어린이집</td>\n",
       "      <td>127.077316</td>\n",
       "      <td>37.158869</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>32.082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>동화마을유치원</td>\n",
       "      <td>127.076416</td>\n",
       "      <td>37.157039</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>31.502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>키즈청호어린이집</td>\n",
       "      <td>127.083875</td>\n",
       "      <td>37.135319</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>31.282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>삼미초등학교</td>\n",
       "      <td>127.060269</td>\n",
       "      <td>37.191356</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>31.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>시립세마어린이집</td>\n",
       "      <td>127.044916</td>\n",
       "      <td>37.184608</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>30.752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>광성초등학교</td>\n",
       "      <td>127.039709</td>\n",
       "      <td>37.184197</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>30.398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>운산초등학교</td>\n",
       "      <td>127.077534</td>\n",
       "      <td>37.152640</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>30.398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>지예뜰유치원</td>\n",
       "      <td>127.083871</td>\n",
       "      <td>37.137570</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>30.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>이림유치원</td>\n",
       "      <td>127.085741</td>\n",
       "      <td>37.135543</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>30.202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>수청초등학교</td>\n",
       "      <td>127.055474</td>\n",
       "      <td>37.170857</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>로뎀장애아전담 어린이집</td>\n",
       "      <td>127.069042</td>\n",
       "      <td>37.157705</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>지움 어린이집</td>\n",
       "      <td>127.052993</td>\n",
       "      <td>37.139836</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>지구촌어린이집</td>\n",
       "      <td>127.072015</td>\n",
       "      <td>37.160732</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>영락어린이집</td>\n",
       "      <td>127.068317</td>\n",
       "      <td>37.157713</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>구세군샛별어린이집</td>\n",
       "      <td>127.073337</td>\n",
       "      <td>37.160625</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>해에게서소년에게어린이집</td>\n",
       "      <td>127.070583</td>\n",
       "      <td>37.161237</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>자람터어린이집</td>\n",
       "      <td>127.061924</td>\n",
       "      <td>37.159641</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>시립생명숲어린이집</td>\n",
       "      <td>127.048950</td>\n",
       "      <td>37.172348</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1</td>\n",
       "      <td>29.582</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             시설명     보호구역_경도    보호구역_위도  시설종류  CCTV설치대수  보호구역도로폭  과속방지턱수  \\\n",
       "19        금암초등학교  127.043949  37.178734  0.50       1.0      0.0     1.0   \n",
       "89    세교복지타운어린이집  127.044835  37.177752  1.00       0.2      1.0     1.0   \n",
       "50      시립가온어린이집  127.077316  37.158869  1.00       0.2      1.0     1.0   \n",
       "33       동화마을유치원  127.076416  37.157039  0.25       0.2      0.0     1.0   \n",
       "57      키즈청호어린이집  127.083875  37.135319  1.00       0.2      0.2     1.0   \n",
       "5         삼미초등학교  127.060269  37.191356  0.50       1.0      0.0     1.0   \n",
       "85      시립세마어린이집  127.044916  37.184608  1.00       0.2      0.0     1.0   \n",
       "2         광성초등학교  127.039709  37.184197  0.50       1.0      0.0     1.0   \n",
       "14        운산초등학교  127.077534  37.152640  0.50       1.0      0.0     1.0   \n",
       "41        지예뜰유치원  127.083871  37.137570  0.25       0.2      0.0     1.0   \n",
       "32         이림유치원  127.085741  37.135543  0.25       0.2      0.2     1.0   \n",
       "8         수청초등학교  127.055474  37.170857  0.50       0.0      1.0     1.0   \n",
       "48  로뎀장애아전담 어린이집  127.069042  37.157705  1.00       0.2      0.2     1.0   \n",
       "77       지움 어린이집  127.052993  37.139836  1.00       0.2      0.0     1.0   \n",
       "55       지구촌어린이집  127.072015  37.160732  1.00       0.2      0.0     1.0   \n",
       "58        영락어린이집  127.068317  37.157713  1.00       0.2      0.0     1.0   \n",
       "63     구세군샛별어린이집  127.073337  37.160625  1.00       0.2      0.0     1.0   \n",
       "42  해에게서소년에게어린이집  127.070583  37.161237  1.00       0.2      0.0     1.0   \n",
       "84       자람터어린이집  127.061924  37.159641  1.00       0.2      0.0     1.0   \n",
       "83     시립생명숲어린이집  127.048950  37.172348  1.00       0.2      0.0     1.0   \n",
       "\n",
       "    이동형CCTV단속횟수  평균유동인구  거주인구_유소년  등록차량대수  어린이교통사고횟수   가중치합계  \n",
       "19            1     1.0       1.0     1.0          1  32.600  \n",
       "89            1     1.0       0.8     1.0          1  32.220  \n",
       "50            1     1.0       1.0     0.8          1  32.082  \n",
       "33            1     1.0       1.0     1.0          1  31.502  \n",
       "57            1     1.0       1.0     0.8          1  31.282  \n",
       "5             1     0.8       1.0     1.0          1  31.100  \n",
       "85            1     0.8       1.0     1.0          1  30.752  \n",
       "2             1     1.0       0.8     0.8          1  30.398  \n",
       "14            1     1.0       0.8     0.8          1  30.398  \n",
       "41            1     1.0       1.0     0.8          1  30.332  \n",
       "32            1     0.8       1.0     1.0          1  30.202  \n",
       "8             1     0.8       1.0     0.8          1  29.870  \n",
       "48            1     0.8       1.0     0.8          1  29.782  \n",
       "77            1     0.8       1.0     0.8          1  29.582  \n",
       "55            1     0.8       1.0     0.8          1  29.582  \n",
       "58            1     0.8       1.0     0.8          1  29.582  \n",
       "63            1     0.8       1.0     0.8          1  29.582  \n",
       "42            1     0.8       1.0     0.8          1  29.582  \n",
       "84            1     0.8       1.0     0.8          1  29.582  \n",
       "83            1     0.8       1.0     0.8          1  29.582  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score.loc[candidates.index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "severe-basket",
   "metadata": {},
   "outputs": [],
   "source": [
    "score_output=score.loc[candidates.index]\n",
    "score_output.to_csv(os.path.join(path, 'data_for_task2_20kidszones.csv'), \n",
    "                    encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "devoted-imagination",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f86f88b1c50>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 지도에 시각화\n",
    "# 동별 경계, 기존 어린이보호구역 포함된 지도 우선 생성\n",
    "m = folium.Map(location=[37.1515948, 127.0359805], zoom_start=13)\n",
    "\n",
    "folium.GeoJson(\n",
    "    법정경계_읍면동,\n",
    "    name = \"동 경계\",\n",
    "    style_function=lambda feature: {\n",
    "        'color': '#000000',\n",
    "        'weight': 2,\n",
    "        'opacity':0.2,\n",
    "    }\n",
    ").add_to(m)\n",
    "\n",
    "for line in score.iloc:\n",
    "    if line['시설명'] in list(candidates):\n",
    "        folium.Circle(\n",
    "            location = [line['보호구역_위도'],line['보호구역_경도']],\n",
    "            radius=300,\n",
    "            stroke=False,\n",
    "            fill=True,\n",
    "            fill_color='purple',\n",
    "            fill_opacity=0.6,\n",
    "            tooltip=line['시설명']\n",
    ").add_to(m)\n",
    "        \n",
    "m"
   ]
  }
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