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HyeongWookKim/Ch 6. 19대 대선 결과 분석.ipynb

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[Ch 6. 19대 대선 결과 분석] from "파이썬으로 데이터 주무르기(민형기 지음)"
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Ch 6. 19대 대선 결과 분석.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 6장. 19대 대선 결과 분석\n",
"<분석 목적>\n",
"- 19대 대선 결과 득표율을 시각화해서, 어떤 후보가 어느 지역에서 승리했는지를 확인해보려 한다\n",
"\n",
"<데이터 설명>\n",
"- **중앙선거관리위원회의 선거통계시스템**으로부터 정보를 가져왔다\n",
"\n",
" <주의할 점>\n",
" - 교재를 집필 완료한 후, 선거관리 위원회 홈페이지가 재보궐선거로 구성화면이 변경되었다\n",
" - 그러므로 일일이 진입하던 코드를 생략하고, 바로 19대 대통령 선거 결과를 확인할 수 있는 페이지 [바로가기](http://info.nec.go.kr/main/showDocument.xhtml?electionId=0000000000&topMenuId=VC&secondMenuId=VCCP09)로 진입하였다\n",
" - 교재에 나온 6-1, 6-2절의 코드는 변경되었다. 6-3절부터 학습하는 경우라면 Github에서 배포하는 데이터를 사용하시면 된다"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Selenium과 Beautiful Soup을 이용한 데이터 획득 준비 작업"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**한글 문제를 해결해주기 위한 코드**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:33.458779Z",
"start_time": "2020-06-02T08:02:32.709197Z"
}
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"import platform\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline\n",
"\n",
"path = \"c:/Windows/Fonts/malgun.ttf\"\n",
"from matplotlib import font_manager, rc\n",
"if platform.system() == 'Darwin':\n",
" rc('font', family='AppleGothic')\n",
"elif platform.system() == 'Windows':\n",
" font_name = font_manager.FontProperties(fname=path).get_name()\n",
" rc('font', family = font_name)\n",
"else:\n",
" print('Unknown system... sorry~~~~') \n",
"\n",
"plt.rcParams['axes.unicode_minus'] = False"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:34.040695Z",
"start_time": "2020-06-02T08:02:33.934737Z"
}
},
"outputs": [],
"source": [
"from selenium import webdriver\n",
"import time"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**교재 p.236에 나온 주소의 페이지를 입력하면 안 된다!!**\n",
"- 반드시 아래의 페이지 주소를 사용할 것!!"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:38.811592Z",
"start_time": "2020-06-02T08:02:35.015138Z"
}
},
"outputs": [],
"source": [
"driver = webdriver.Chrome(\"../driver/chromedriver.exe\")\n",
"driver.get(\"http://info.nec.go.kr/main/showDocument.xhtml?electionId=0000000000&topMenuId=VC&secondMenuId=VCCP09\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 열린 크롬 홈페이지 창에서 **대통령선거**라는 글자 부분을 클릭한다\n",
" - 해당 글자에서 앞 장에서 설명한 크롬 개발자 도구로 코드를 확인하면, **id**가 **electionType1**임을 알 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:45.735770Z",
"start_time": "2020-06-02T08:02:40.667683Z"
}
},
"outputs": [],
"source": [
"driver.find_element_by_id('electionType1').click()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 이제 화면에 나타나는 선택 항목에서 **제 19대**를 선택하도록 해야 한다\n",
" - 크롬 개발자 도구에서 해당 위치의 **id**는 **electionName**임을 알 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:46.446868Z",
"start_time": "2020-06-02T08:02:46.356113Z"
}
},
"outputs": [],
"source": [
"driver.find_element_by_id('electionName').send_keys('제 19대')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 다음으로 나타나는 선택 항목에서 **대통령선거**를 선택하도록 해야 한다\n",
" - 크롬 개발자 도구에서 해당 위치의 **id**는 **electionCode**임을 알 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:47.529704Z",
"start_time": "2020-06-02T08:02:47.446930Z"
}
},
"outputs": [],
"source": [
"driver.find_element_by_id('electionCode').send_keys('대통령선거')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 이제 나타나는 **시도** 항목에서 선택 부분의 **XPath**를 찾고, 해당 리스트를 가져오겠다"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:48.697223Z",
"start_time": "2020-06-02T08:02:48.642337Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sido_list_raw = driver.find_element_by_xpath(\"\"\"//*[@id=\"cityCode\"]\"\"\")\n",
"sido_list = sido_list_raw.find_elements_by_tag_name('option')\n",
"sido_names_values = [option.text for option in sido_list]\n",
"sido_names_values = sido_names_values[2:] # 시도 명이 2번째 index부터 시작함\n",
"sido_names_values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 19대 대선 개표 결과 데이터 획득하기\n",
"\n",
"<img src=\"../img/002.jpg\" width=\"600\" height=\"400\"></img>\n",
"\n",
"- 위 그림이 지역을 선택하면 나타나는 화면중 하나인데 득표수에 득표율이 괄호()로 함께 나타난다\n",
"- 이를 제거하고 **(** 를 기준으로 왼쪽 숫자만 얻어서 콤마(,)를 제거하고, float형으로 변경하는 **get_num()** 함수를 만들겠다\n",
"\n",
"**<참고>**\n",
"- ```re.split(pattern, string)``` : string을 pattern을 기준으로 나눈다"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:49.866287Z",
"start_time": "2020-06-02T08:02:49.858308Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['수원', '에요']"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# re.split() 함수에 대한 이해를 돕기 위한 예시!\n",
"import re\n",
"\n",
"test = \"수원시에요\"\n",
"re.split('시', test)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:50.454458Z",
"start_time": "2020-06-02T08:02:50.448476Z"
}
},
"outputs": [],
"source": [
"import re\n",
"\n",
"def get_num(tmp):\n",
" return float(re.split('\\(', tmp)[0].replace(',', ''))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**교재에서는 다루고 있지 않지만, 아래 모듈을 import해서 ```wait.until``` 함수를 사용할 수도 있다**\n",
"\n",
"<img src=\"../img/003.jpg\" width=\"600\" height=\"200\"></img>\n",
"\n",
"- 이 함수는 **검색** 버튼이 클릭 가능할 때까지 기다리는 기능을 수행한다\n",
"- 그리고 광역시도 이름을 리스트에 전송하고, 검색 버튼을 누르는 역할을 수행해주는 **move_sido()** 함수를 만들겠다"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:51.415627Z",
"start_time": "2020-06-02T08:02:51.404658Z"
}
},
"outputs": [],
"source": [
"from selenium.webdriver.common.by import By\n",
"from selenium.webdriver.support.ui import WebDriverWait\n",
"from selenium.webdriver.support import expected_conditions as EC\n",
"\n",
"wait = WebDriverWait(driver, 10)\n",
"\n",
"def move_sido(name):\n",
" element = driver.find_element_by_id(\"cityCode\")\n",
" element.send_keys(name)\n",
" make_xpath = \"\"\"//*[@id=\"searchBtn\"]\"\"\"\n",
" wait.until(EC.element_to_be_clickable((By.XPATH, make_xpath)))\n",
" driver.find_element_by_xpath(make_xpath).click() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 미리 준비한 DataFrame에 ```append()``` 명령으로 읽은 데이터를 하나씩 추가해주는 **append_data()** 함수를 만들겠다\n",
"\n",
"<img src=\"../img/002.jpg\" width=\"600\" height=\"400\"></img>\n",
"\n",
"- 이 함수가 실행되면 전체 투표수, 문재인후보, 홍준표후보, 안철수후보의 득표수가 추가된다"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:52.774963Z",
"start_time": "2020-06-02T08:02:52.767979Z"
}
},
"outputs": [],
"source": [
"def append_data(df, sido_name, data):\n",
" for each in df[0].values[1:]:\n",
" data['광역시도'].append(sido_name)\n",
" data['시군'].append(each[0])\n",
" data['pop'].append(get_num(each[2]))\n",
" data['moon'].append(get_num(each[3]))\n",
" data['hong'].append(get_num(each[4]))\n",
" data['ahn'].append(get_num(each[5]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 미리 **election_result_raw** 라는 변수 하나를 만들어 놓겠다"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:53.694604Z",
"start_time": "2020-06-02T08:02:53.689622Z"
}
},
"outputs": [],
"source": [
"election_result_raw = {'광역시도': [],\n",
" '시군': [],\n",
" 'pop': [],\n",
" 'moon': [],\n",
" 'hong': [],\n",
" 'ahn': []}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- HTML 태그 중, table로 되어 있는 부분을 ```BeautifulSoup```으로 읽어서 pandas의 ```read_html```로 읽어오겠다\n",
" - **아래의 코드가 에러가 발생**한다...저자의 코드 그대로 입력했는데 이유가 뭐지? 일단은 만들어진 데이터 파일이 제공되므로, 그 데이터 파일로 분석을 이어가겠다"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:54.504813Z",
"start_time": "2020-06-02T08:02:54.499822Z"
}
},
"outputs": [],
"source": [
"# from bs4 import BeautifulSoup\n",
"\n",
"# for each_sido in sido_names_values:\n",
"# move_sido(each_sido)\n",
" \n",
"# html = driver.page_source\n",
"# soup = BeautifulSoup(html, 'html.parser')\n",
"# table = soup.find('table')\n",
" \n",
"# df = pd.read_html(str(table))\n",
" \n",
"# append_data(df, each_sido, election_result_raw)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:54.909482Z",
"start_time": "2020-06-02T08:02:54.905492Z"
}
},
"outputs": [],
"source": [
"# election_result = pd.DataFrame(election_result_raw, \n",
"# columns = ['광역시도', '시군', 'pop', 'moon', 'hong', 'ahn'])\n",
"# election_result"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:55.681930Z",
"start_time": "2020-06-02T08:02:55.677939Z"
}
},
"outputs": [],
"source": [
"# election_result.to_csv('../data/05. election_result.csv', encoding = 'utf-8', sep = ',')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:56.117340Z",
"start_time": "2020-06-02T08:02:56.045517Z"
}
},
"outputs": [],
"source": [
"driver.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 각 후보의 득표율과 지역 ID 정리하기"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:57.113046Z",
"start_time": "2020-06-02T08:02:57.085156Z"
}
},
"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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>서울특별시</td>\n",
" <td>종로구</td>\n",
" <td>102566.0</td>\n",
" <td>42512.0</td>\n",
" <td>22325.0</td>\n",
" <td>22313.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>서울특별시</td>\n",
" <td>중구</td>\n",
" <td>82852.0</td>\n",
" <td>34062.0</td>\n",
" <td>17901.0</td>\n",
" <td>19372.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>서울특별시</td>\n",
" <td>용산구</td>\n",
" <td>148157.0</td>\n",
" <td>58081.0</td>\n",
" <td>35230.0</td>\n",
" <td>32109.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>서울특별시</td>\n",
" <td>성동구</td>\n",
" <td>203175.0</td>\n",
" <td>86686.0</td>\n",
" <td>40566.0</td>\n",
" <td>45674.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>서울특별시</td>\n",
" <td>광진구</td>\n",
" <td>240030.0</td>\n",
" <td>105512.0</td>\n",
" <td>46368.0</td>\n",
" <td>52824.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn\n",
"0 서울특별시 종로구 102566.0 42512.0 22325.0 22313.0\n",
"1 서울특별시 중구 82852.0 34062.0 17901.0 19372.0\n",
"2 서울특별시 용산구 148157.0 58081.0 35230.0 32109.0\n",
"3 서울특별시 성동구 203175.0 86686.0 40566.0 45674.0\n",
"4 서울특별시 광진구 240030.0 105512.0 46368.0 52824.0"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result = pd.read_csv(\"../data/05. election_result.csv\", encoding = 'utf-8',\n",
" index_col = 0)\n",
"election_result.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- '광역시도' 이름에서 앞 두 글자만 따오겠다"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:58.085784Z",
"start_time": "2020-06-02T08:02:58.078803Z"
}
},
"outputs": [],
"source": [
"sido_candi = election_result['광역시도']\n",
"sido_candi = [name[:2] if name[:2] in ['서울', '부산', '대구', '광주', '인천', '대전', '울산']\n",
" else '' for name in sido_candi]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- '중구', '남구'와 같은 두 글자 이름은 그대로 보내고, '중랑구', '서초구'와 같은 두 글자 이상의 이름은 '중랑', '서초'와 같이 줄이기 위한 **cut_char_sigu()** 함수를 만들겠다"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:02:58.858261Z",
"start_time": "2020-06-02T08:02:58.853275Z"
}
},
"outputs": [],
"source": [
"def cut_char_sigu(name):\n",
" return name if len(name) == 2 else name[:-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**광역시가 아닌데 행정구를 가지고 있는 '시군'에 대해 처리해주겠다**\n",
"- **'수원', '성남', '안양', '안산', '고양', '용인', '청주', '천안', '전주', '포항', '창원'**에 대해 **'안양 만안', '안양 동안'**과 같이 정리!!"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:00.389468Z",
"start_time": "2020-06-02T08:03:00.363540Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['종로',\n",
" '중구',\n",
" '용산',\n",
" '성동',\n",
" '광진',\n",
" '동대문',\n",
" '중랑',\n",
" '성북',\n",
" '강북',\n",
" '도봉',\n",
" '노원',\n",
" '은평',\n",
" '서대문',\n",
" '마포',\n",
" '양천',\n",
" '강서',\n",
" '구로',\n",
" '금천',\n",
" '영등포',\n",
" '동작',\n",
" '관악',\n",
" '서초',\n",
" '강남',\n",
" '송파',\n",
" '강동',\n",
" '중구',\n",
" '서구',\n",
" '동구',\n",
" '영도',\n",
" '부산진',\n",
" '동래',\n",
" '남구',\n",
" '북구',\n",
" '해운대',\n",
" '기장',\n",
" '사하',\n",
" '금정',\n",
" '강서',\n",
" '연제',\n",
" '수영',\n",
" '사상',\n",
" '중구',\n",
" '동구',\n",
" '서구',\n",
" '남구',\n",
" '북구',\n",
" '수성',\n",
" '달서',\n",
" '달성',\n",
" '중구',\n",
" '동구',\n",
" '남구',\n",
" '연수',\n",
" '남동',\n",
" '부평',\n",
" '계양',\n",
" '서구',\n",
" '강화',\n",
" '옹진',\n",
" '동구',\n",
" '서구',\n",
" '남구',\n",
" '북구',\n",
" '광산',\n",
" '동구',\n",
" '중구',\n",
" '서구',\n",
" '유성',\n",
" '대덕',\n",
" '중구',\n",
" '남구',\n",
" '동구',\n",
" '북구',\n",
" '울주',\n",
" '세종특별자치',\n",
" '수원 장안',\n",
" '수원 권선',\n",
" '수원 팔달',\n",
" '수원 영통',\n",
" '성남 수정',\n",
" '성남 중원',\n",
" '성남 분당',\n",
" '의정부',\n",
" '안양 만안',\n",
" '안양 동안',\n",
" '부천',\n",
" '광명',\n",
" '평택',\n",
" '양주',\n",
" '동두천',\n",
" '안산 상록',\n",
" '안산 단원',\n",
" '고양 덕양',\n",
" '고양 일산동',\n",
" '고양 일산서',\n",
" '과천',\n",
" '의왕',\n",
" '구리',\n",
" '남양주',\n",
" '오산',\n",
" '화성',\n",
" '시흥',\n",
" '군포',\n",
" '하남',\n",
" '파주',\n",
" '여주',\n",
" '이천',\n",
" '용인 처인',\n",
" '용인 수지',\n",
" '용인 기흥',\n",
" '안성',\n",
" '김포',\n",
" '광주',\n",
" '포천',\n",
" '연천',\n",
" '양평',\n",
" '가평',\n",
" '춘천',\n",
" '원주',\n",
" '강릉',\n",
" '동해',\n",
" '삼척',\n",
" '태백',\n",
" '정선',\n",
" '속초',\n",
" '고성',\n",
" '양양',\n",
" '인제',\n",
" '홍천',\n",
" '횡성',\n",
" '영월',\n",
" '평창',\n",
" '화천',\n",
" '양구',\n",
" '철원',\n",
" '청주 상당',\n",
" '청주 서원',\n",
" '청주 흥덕',\n",
" '청주 청원',\n",
" '충주',\n",
" '제천',\n",
" '단양',\n",
" '영동',\n",
" '보은',\n",
" '옥천',\n",
" '음성',\n",
" '진천',\n",
" '괴산',\n",
" '증평',\n",
" '천안 서북',\n",
" '천안 동남',\n",
" '공주',\n",
" '보령',\n",
" '아산',\n",
" '서산',\n",
" '태안',\n",
" '금산',\n",
" '논산',\n",
" '계룡',\n",
" '당진',\n",
" '부여',\n",
" '서천',\n",
" '홍성',\n",
" '청양',\n",
" '예산',\n",
" '전주 완산',\n",
" '전주 덕진',\n",
" '군산',\n",
" '익산',\n",
" '정읍',\n",
" '남원',\n",
" '김제',\n",
" '완주',\n",
" '진안',\n",
" '무주',\n",
" '장수',\n",
" '임실',\n",
" '순창',\n",
" '고창',\n",
" '부안',\n",
" '목포',\n",
" '여수',\n",
" '순천',\n",
" '나주',\n",
" '광양',\n",
" '담양',\n",
" '장성',\n",
" '곡성',\n",
" '구례',\n",
" '고흥',\n",
" '보성',\n",
" '화순',\n",
" '장흥',\n",
" '강진',\n",
" '완도',\n",
" '해남',\n",
" '진도',\n",
" '영암',\n",
" '무안',\n",
" '영광',\n",
" '함평',\n",
" '신안',\n",
" '포항 북구',\n",
" '포항 남구',\n",
" '울릉',\n",
" '경주',\n",
" '김천',\n",
" '안동',\n",
" '구미',\n",
" '영주',\n",
" '영천',\n",
" '상주',\n",
" '문경',\n",
" '예천',\n",
" '경산',\n",
" '청도',\n",
" '고령',\n",
" '성주',\n",
" '칠곡',\n",
" '군위',\n",
" '의성',\n",
" '청송',\n",
" '영양',\n",
" '영덕',\n",
" '봉화',\n",
" '울진',\n",
" '창원 의창',\n",
" '창원 성산',\n",
" '창원 마산합포',\n",
" '창원 마산회원',\n",
" '창원 진해',\n",
" '진주',\n",
" '통영',\n",
" '고성',\n",
" '사천',\n",
" '김해',\n",
" '밀양',\n",
" '거제',\n",
" '의령',\n",
" '함안',\n",
" '창녕',\n",
" '양산',\n",
" '하동',\n",
" '남해',\n",
" '함양',\n",
" '산청',\n",
" '거창',\n",
" '합천',\n",
" '제주',\n",
" '서귀포']"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import re\n",
"\n",
"sigun_candi = [''] * len(election_result)\n",
"\n",
"for n in election_result.index:\n",
" each = election_result['시군'][n]\n",
" if each[:2] in ['수원', '성남', '안양', '안산', '고양', \n",
" '용인', '청주', '천안', '전주', '포항', '창원']:\n",
" sigun_candi[n] = re.split('시', each)[0] + ' ' + \\\n",
" cut_char_sigu(re.split('시', each)[1])\n",
" else:\n",
" sigun_candi[n] = cut_char_sigu(each)\n",
"\n",
"sigun_candi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- sido_candi 변수에서 그냥 공란이 있으면 첫 글자가 띄어쓰기가 될 수 있다\n",
" - 따라서 첫 글자가 공백인 경우, 그 다음 글자부터 읽어오도록 해주었다\n",
"- 또한, **'세종시'**의 경우는 예외로 따로 처리해주었다"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:05.241624Z",
"start_time": "2020-06-02T08:03:05.231650Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['서울 종로',\n",
" '서울 중구',\n",
" '서울 용산',\n",
" '서울 성동',\n",
" '서울 광진',\n",
" '서울 동대문',\n",
" '서울 중랑',\n",
" '서울 성북',\n",
" '서울 강북',\n",
" '서울 도봉',\n",
" '서울 노원',\n",
" '서울 은평',\n",
" '서울 서대문',\n",
" '서울 마포',\n",
" '서울 양천',\n",
" '서울 강서',\n",
" '서울 구로',\n",
" '서울 금천',\n",
" '서울 영등포',\n",
" '서울 동작',\n",
" '서울 관악',\n",
" '서울 서초',\n",
" '서울 강남',\n",
" '서울 송파',\n",
" '서울 강동',\n",
" '부산 중구',\n",
" '부산 서구',\n",
" '부산 동구',\n",
" '부산 영도',\n",
" '부산 부산진',\n",
" '부산 동래',\n",
" '부산 남구',\n",
" '부산 북구',\n",
" '부산 해운대',\n",
" '부산 기장',\n",
" '부산 사하',\n",
" '부산 금정',\n",
" '부산 강서',\n",
" '부산 연제',\n",
" '부산 수영',\n",
" '부산 사상',\n",
" '대구 중구',\n",
" '대구 동구',\n",
" '대구 서구',\n",
" '대구 남구',\n",
" '대구 북구',\n",
" '대구 수성',\n",
" '대구 달서',\n",
" '대구 달성',\n",
" '인천 중구',\n",
" '인천 동구',\n",
" '인천 남구',\n",
" '인천 연수',\n",
" '인천 남동',\n",
" '인천 부평',\n",
" '인천 계양',\n",
" '인천 서구',\n",
" '인천 강화',\n",
" '인천 옹진',\n",
" '광주 동구',\n",
" '광주 서구',\n",
" '광주 남구',\n",
" '광주 북구',\n",
" '광주 광산',\n",
" '대전 동구',\n",
" '대전 중구',\n",
" '대전 서구',\n",
" '대전 유성',\n",
" '대전 대덕',\n",
" '울산 중구',\n",
" '울산 남구',\n",
" '울산 동구',\n",
" '울산 북구',\n",
" '울산 울주',\n",
" '세종',\n",
" '수원 장안',\n",
" '수원 권선',\n",
" '수원 팔달',\n",
" '수원 영통',\n",
" '성남 수정',\n",
" '성남 중원',\n",
" '성남 분당',\n",
" '의정부',\n",
" '안양 만안',\n",
" '안양 동안',\n",
" '부천',\n",
" '광명',\n",
" '평택',\n",
" '양주',\n",
" '동두천',\n",
" '안산 상록',\n",
" '안산 단원',\n",
" '고양 덕양',\n",
" '고양 일산동',\n",
" '고양 일산서',\n",
" '과천',\n",
" '의왕',\n",
" '구리',\n",
" '남양주',\n",
" '오산',\n",
" '화성',\n",
" '시흥',\n",
" '군포',\n",
" '하남',\n",
" '파주',\n",
" '여주',\n",
" '이천',\n",
" '용인 처인',\n",
" '용인 수지',\n",
" '용인 기흥',\n",
" '안성',\n",
" '김포',\n",
" '광주',\n",
" '포천',\n",
" '연천',\n",
" '양평',\n",
" '가평',\n",
" '춘천',\n",
" '원주',\n",
" '강릉',\n",
" '동해',\n",
" '삼척',\n",
" '태백',\n",
" '정선',\n",
" '속초',\n",
" '고성',\n",
" '양양',\n",
" '인제',\n",
" '홍천',\n",
" '횡성',\n",
" '영월',\n",
" '평창',\n",
" '화천',\n",
" '양구',\n",
" '철원',\n",
" '청주 상당',\n",
" '청주 서원',\n",
" '청주 흥덕',\n",
" '청주 청원',\n",
" '충주',\n",
" '제천',\n",
" '단양',\n",
" '영동',\n",
" '보은',\n",
" '옥천',\n",
" '음성',\n",
" '진천',\n",
" '괴산',\n",
" '증평',\n",
" '천안 서북',\n",
" '천안 동남',\n",
" '공주',\n",
" '보령',\n",
" '아산',\n",
" '서산',\n",
" '태안',\n",
" '금산',\n",
" '논산',\n",
" '계룡',\n",
" '당진',\n",
" '부여',\n",
" '서천',\n",
" '홍성',\n",
" '청양',\n",
" '예산',\n",
" '전주 완산',\n",
" '전주 덕진',\n",
" '군산',\n",
" '익산',\n",
" '정읍',\n",
" '남원',\n",
" '김제',\n",
" '완주',\n",
" '진안',\n",
" '무주',\n",
" '장수',\n",
" '임실',\n",
" '순창',\n",
" '고창',\n",
" '부안',\n",
" '목포',\n",
" '여수',\n",
" '순천',\n",
" '나주',\n",
" '광양',\n",
" '담양',\n",
" '장성',\n",
" '곡성',\n",
" '구례',\n",
" '고흥',\n",
" '보성',\n",
" '화순',\n",
" '장흥',\n",
" '강진',\n",
" '완도',\n",
" '해남',\n",
" '진도',\n",
" '영암',\n",
" '무안',\n",
" '영광',\n",
" '함평',\n",
" '신안',\n",
" '포항 북구',\n",
" '포항 남구',\n",
" '울릉',\n",
" '경주',\n",
" '김천',\n",
" '안동',\n",
" '구미',\n",
" '영주',\n",
" '영천',\n",
" '상주',\n",
" '문경',\n",
" '예천',\n",
" '경산',\n",
" '청도',\n",
" '고령',\n",
" '성주',\n",
" '칠곡',\n",
" '군위',\n",
" '의성',\n",
" '청송',\n",
" '영양',\n",
" '영덕',\n",
" '봉화',\n",
" '울진',\n",
" '창원 의창',\n",
" '창원 성산',\n",
" '창원 마산합포',\n",
" '창원 마산회원',\n",
" '창원 진해',\n",
" '진주',\n",
" '통영',\n",
" '고성',\n",
" '사천',\n",
" '김해',\n",
" '밀양',\n",
" '거제',\n",
" '의령',\n",
" '함안',\n",
" '창녕',\n",
" '양산',\n",
" '하동',\n",
" '남해',\n",
" '함양',\n",
" '산청',\n",
" '거창',\n",
" '합천',\n",
" '제주',\n",
" '서귀포']"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ID_candi = [sido_candi[n] + ' ' + sigun_candi[n] for n in range(0, len(sigun_candi))]\n",
"\n",
"ID_candi = [name[1:] if name[0] == ' ' else name for name in ID_candi]\n",
"ID_candi = [name[:2] if name[:2] == '세종' else name for name in ID_candi]\n",
"\n",
"ID_candi"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:05.876984Z",
"start_time": "2020-06-02T08:03:05.858034Z"
}
},
"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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>서울특별시</td>\n",
" <td>종로구</td>\n",
" <td>102566.0</td>\n",
" <td>42512.0</td>\n",
" <td>22325.0</td>\n",
" <td>22313.0</td>\n",
" <td>서울 종로</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>서울특별시</td>\n",
" <td>중구</td>\n",
" <td>82852.0</td>\n",
" <td>34062.0</td>\n",
" <td>17901.0</td>\n",
" <td>19372.0</td>\n",
" <td>서울 중구</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>서울특별시</td>\n",
" <td>용산구</td>\n",
" <td>148157.0</td>\n",
" <td>58081.0</td>\n",
" <td>35230.0</td>\n",
" <td>32109.0</td>\n",
" <td>서울 용산</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>서울특별시</td>\n",
" <td>성동구</td>\n",
" <td>203175.0</td>\n",
" <td>86686.0</td>\n",
" <td>40566.0</td>\n",
" <td>45674.0</td>\n",
" <td>서울 성동</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>서울특별시</td>\n",
" <td>광진구</td>\n",
" <td>240030.0</td>\n",
" <td>105512.0</td>\n",
" <td>46368.0</td>\n",
" <td>52824.0</td>\n",
" <td>서울 광진</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>서울특별시</td>\n",
" <td>동대문구</td>\n",
" <td>236092.0</td>\n",
" <td>98958.0</td>\n",
" <td>51631.0</td>\n",
" <td>53359.0</td>\n",
" <td>서울 동대문</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>서울특별시</td>\n",
" <td>중랑구</td>\n",
" <td>265706.0</td>\n",
" <td>111450.0</td>\n",
" <td>56545.0</td>\n",
" <td>62778.0</td>\n",
" <td>서울 중랑</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>서울특별시</td>\n",
" <td>성북구</td>\n",
" <td>295866.0</td>\n",
" <td>129263.0</td>\n",
" <td>57584.0</td>\n",
" <td>66518.0</td>\n",
" <td>서울 성북</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>서울특별시</td>\n",
" <td>강북구</td>\n",
" <td>210614.0</td>\n",
" <td>89645.0</td>\n",
" <td>42268.0</td>\n",
" <td>51669.0</td>\n",
" <td>서울 강북</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>서울특별시</td>\n",
" <td>도봉구</td>\n",
" <td>229233.0</td>\n",
" <td>94898.0</td>\n",
" <td>47461.0</td>\n",
" <td>55600.0</td>\n",
" <td>서울 도봉</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID\n",
"0 서울특별시 종로구 102566.0 42512.0 22325.0 22313.0 서울 종로\n",
"1 서울특별시 중구 82852.0 34062.0 17901.0 19372.0 서울 중구\n",
"2 서울특별시 용산구 148157.0 58081.0 35230.0 32109.0 서울 용산\n",
"3 서울특별시 성동구 203175.0 86686.0 40566.0 45674.0 서울 성동\n",
"4 서울특별시 광진구 240030.0 105512.0 46368.0 52824.0 서울 광진\n",
"5 서울특별시 동대문구 236092.0 98958.0 51631.0 53359.0 서울 동대문\n",
"6 서울특별시 중랑구 265706.0 111450.0 56545.0 62778.0 서울 중랑\n",
"7 서울특별시 성북구 295866.0 129263.0 57584.0 66518.0 서울 성북\n",
"8 서울특별시 강북구 210614.0 89645.0 42268.0 51669.0 서울 강북\n",
"9 서울특별시 도봉구 229233.0 94898.0 47461.0 55600.0 서울 도봉"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result['ID'] = ID_candi\n",
"election_result.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 여기까지 해서 지도를 그리기 위한 기초 **ID** 변수를 만들어주는 작업을 완료하였다"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**문재인, 홍준표, 안철수 후보의 득표율을 계산해주겠다**\n",
"- **득표율 = 득표수 / 투표자수**"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:07.991691Z",
"start_time": "2020-06-02T08:03:07.954796Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
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" .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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>서울특별시</td>\n",
" <td>종로구</td>\n",
" <td>102566.0</td>\n",
" <td>42512.0</td>\n",
" <td>22325.0</td>\n",
" <td>22313.0</td>\n",
" <td>서울 종로</td>\n",
" <td>41.448433</td>\n",
" <td>21.766472</td>\n",
" <td>21.754773</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>서울특별시</td>\n",
" <td>중구</td>\n",
" <td>82852.0</td>\n",
" <td>34062.0</td>\n",
" <td>17901.0</td>\n",
" <td>19372.0</td>\n",
" <td>서울 중구</td>\n",
" <td>41.111862</td>\n",
" <td>21.605996</td>\n",
" <td>23.381451</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>서울특별시</td>\n",
" <td>용산구</td>\n",
" <td>148157.0</td>\n",
" <td>58081.0</td>\n",
" <td>35230.0</td>\n",
" <td>32109.0</td>\n",
" <td>서울 용산</td>\n",
" <td>39.202333</td>\n",
" <td>23.778829</td>\n",
" <td>21.672280</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>서울특별시</td>\n",
" <td>성동구</td>\n",
" <td>203175.0</td>\n",
" <td>86686.0</td>\n",
" <td>40566.0</td>\n",
" <td>45674.0</td>\n",
" <td>서울 성동</td>\n",
" <td>42.665682</td>\n",
" <td>19.966039</td>\n",
" <td>22.480128</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>서울특별시</td>\n",
" <td>광진구</td>\n",
" <td>240030.0</td>\n",
" <td>105512.0</td>\n",
" <td>46368.0</td>\n",
" <td>52824.0</td>\n",
" <td>서울 광진</td>\n",
" <td>43.957839</td>\n",
" <td>19.317585</td>\n",
" <td>22.007249</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"0 서울특별시 종로구 102566.0 42512.0 22325.0 22313.0 서울 종로 41.448433 \n",
"1 서울특별시 중구 82852.0 34062.0 17901.0 19372.0 서울 중구 41.111862 \n",
"2 서울특별시 용산구 148157.0 58081.0 35230.0 32109.0 서울 용산 39.202333 \n",
"3 서울특별시 성동구 203175.0 86686.0 40566.0 45674.0 서울 성동 42.665682 \n",
"4 서울특별시 광진구 240030.0 105512.0 46368.0 52824.0 서울 광진 43.957839 \n",
"\n",
" rate_hong rate_ahn \n",
"0 21.766472 21.754773 \n",
"1 21.605996 23.381451 \n",
"2 23.778829 21.672280 \n",
"3 19.966039 22.480128 \n",
"4 19.317585 22.007249 "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result[['rate_moon', 'rate_hong', 'rate_ahn']] = election_result[['moon', 'hong', 'ahn']].div(election_result['pop'], axis = 0)\n",
"election_result[['rate_moon', 'rate_hong', 'rate_ahn']] *= 100\n",
"election_result.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- **문재인** 후보가 높은 비율로 득표한 지역을 확인해보겠다\n",
" - **전라도**가 압도적으로 많다\n",
" - 문재인 후보는 고향이 경상남도 거제인데..? 의외로 전라도에서 높은 득표율을 보였다"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:09.114981Z",
"start_time": "2020-06-02T08:03:09.094036Z"
}
},
"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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>182</th>\n",
" <td>전라남도</td>\n",
" <td>순천시</td>\n",
" <td>181451.0</td>\n",
" <td>122595.0</td>\n",
" <td>4525.0</td>\n",
" <td>40429.0</td>\n",
" <td>순천</td>\n",
" <td>67.563695</td>\n",
" <td>2.493786</td>\n",
" <td>22.280946</td>\n",
" </tr>\n",
" <tr>\n",
" <th>166</th>\n",
" <td>전라북도</td>\n",
" <td>전주시덕진구</td>\n",
" <td>187921.0</td>\n",
" <td>125375.0</td>\n",
" <td>5183.0</td>\n",
" <td>40188.0</td>\n",
" <td>전주 덕진</td>\n",
" <td>66.716865</td>\n",
" <td>2.758074</td>\n",
" <td>21.385582</td>\n",
" </tr>\n",
" <tr>\n",
" <th>165</th>\n",
" <td>전라북도</td>\n",
" <td>전주시완산구</td>\n",
" <td>236383.0</td>\n",
" <td>157637.0</td>\n",
" <td>7003.0</td>\n",
" <td>50506.0</td>\n",
" <td>전주 완산</td>\n",
" <td>66.687114</td>\n",
" <td>2.962565</td>\n",
" <td>21.366173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>175</th>\n",
" <td>전라북도</td>\n",
" <td>장수군</td>\n",
" <td>16079.0</td>\n",
" <td>10714.0</td>\n",
" <td>717.0</td>\n",
" <td>3353.0</td>\n",
" <td>장수</td>\n",
" <td>66.633497</td>\n",
" <td>4.459233</td>\n",
" <td>20.853287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>전라남도</td>\n",
" <td>광양시</td>\n",
" <td>96384.0</td>\n",
" <td>63544.0</td>\n",
" <td>4100.0</td>\n",
" <td>20080.0</td>\n",
" <td>광양</td>\n",
" <td>65.927955</td>\n",
" <td>4.253818</td>\n",
" <td>20.833333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>173</th>\n",
" <td>전라북도</td>\n",
" <td>진안군</td>\n",
" <td>18107.0</td>\n",
" <td>11918.0</td>\n",
" <td>819.0</td>\n",
" <td>3904.0</td>\n",
" <td>진안</td>\n",
" <td>65.819849</td>\n",
" <td>4.523113</td>\n",
" <td>21.560722</td>\n",
" </tr>\n",
" <tr>\n",
" <th>172</th>\n",
" <td>전라북도</td>\n",
" <td>완주군</td>\n",
" <td>62470.0</td>\n",
" <td>41057.0</td>\n",
" <td>2107.0</td>\n",
" <td>13897.0</td>\n",
" <td>완주</td>\n",
" <td>65.722747</td>\n",
" <td>3.372819</td>\n",
" <td>22.245878</td>\n",
" </tr>\n",
" <tr>\n",
" <th>168</th>\n",
" <td>전라북도</td>\n",
" <td>익산시</td>\n",
" <td>192208.0</td>\n",
" <td>123422.0</td>\n",
" <td>6470.0</td>\n",
" <td>45737.0</td>\n",
" <td>익산</td>\n",
" <td>64.212728</td>\n",
" <td>3.366145</td>\n",
" <td>23.795576</td>\n",
" </tr>\n",
" <tr>\n",
" <th>170</th>\n",
" <td>전라북도</td>\n",
" <td>남원시</td>\n",
" <td>55371.0</td>\n",
" <td>35539.0</td>\n",
" <td>1939.0</td>\n",
" <td>13854.0</td>\n",
" <td>남원</td>\n",
" <td>64.183417</td>\n",
" <td>3.501833</td>\n",
" <td>25.020317</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>광주광역시</td>\n",
" <td>광산구</td>\n",
" <td>248209.0</td>\n",
" <td>159119.0</td>\n",
" <td>3630.0</td>\n",
" <td>65402.0</td>\n",
" <td>광주 광산</td>\n",
" <td>64.106862</td>\n",
" <td>1.462477</td>\n",
" <td>26.349568</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"182 전라남도 순천시 181451.0 122595.0 4525.0 40429.0 순천 67.563695 \n",
"166 전라북도 전주시덕진구 187921.0 125375.0 5183.0 40188.0 전주 덕진 66.716865 \n",
"165 전라북도 전주시완산구 236383.0 157637.0 7003.0 50506.0 전주 완산 66.687114 \n",
"175 전라북도 장수군 16079.0 10714.0 717.0 3353.0 장수 66.633497 \n",
"184 전라남도 광양시 96384.0 63544.0 4100.0 20080.0 광양 65.927955 \n",
"173 전라북도 진안군 18107.0 11918.0 819.0 3904.0 진안 65.819849 \n",
"172 전라북도 완주군 62470.0 41057.0 2107.0 13897.0 완주 65.722747 \n",
"168 전라북도 익산시 192208.0 123422.0 6470.0 45737.0 익산 64.212728 \n",
"170 전라북도 남원시 55371.0 35539.0 1939.0 13854.0 남원 64.183417 \n",
"63 광주광역시 광산구 248209.0 159119.0 3630.0 65402.0 광주 광산 64.106862 \n",
"\n",
" rate_hong rate_ahn \n",
"182 2.493786 22.280946 \n",
"166 2.758074 21.385582 \n",
"165 2.962565 21.366173 \n",
"175 4.459233 20.853287 \n",
"184 4.253818 20.833333 \n",
"173 4.523113 21.560722 \n",
"172 3.372819 22.245878 \n",
"168 3.366145 23.795576 \n",
"170 3.501833 25.020317 \n",
"63 1.462477 26.349568 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result.sort_values(['rate_moon'], ascending = [False]).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- **홍준표** 후보가 높은 비율로 득표한 지역을 확인해보겠다\n",
" - **경상도**의 지지율이 압도적이다\n",
" - 홍준표 후보의 고향이 경상남도 창녕이라는 점을 감안했을 때, 어찌보면 이러한 결과는 당연한(?) 결과인 것 같다"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:10.001087Z",
"start_time": "2020-06-02T08:03:09.981141Z"
}
},
"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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>219</th>\n",
" <td>경상북도</td>\n",
" <td>군위군</td>\n",
" <td>17627.0</td>\n",
" <td>2251.0</td>\n",
" <td>11651.0</td>\n",
" <td>1939.0</td>\n",
" <td>군위</td>\n",
" <td>12.770182</td>\n",
" <td>66.097464</td>\n",
" <td>11.000170</td>\n",
" </tr>\n",
" <tr>\n",
" <th>220</th>\n",
" <td>경상북도</td>\n",
" <td>의성군</td>\n",
" <td>37855.0</td>\n",
" <td>5365.0</td>\n",
" <td>23790.0</td>\n",
" <td>4767.0</td>\n",
" <td>의성</td>\n",
" <td>14.172500</td>\n",
" <td>62.845067</td>\n",
" <td>12.592788</td>\n",
" </tr>\n",
" <tr>\n",
" <th>223</th>\n",
" <td>경상북도</td>\n",
" <td>영덕군</td>\n",
" <td>26125.0</td>\n",
" <td>3786.0</td>\n",
" <td>16314.0</td>\n",
" <td>3231.0</td>\n",
" <td>영덕</td>\n",
" <td>14.491866</td>\n",
" <td>62.445933</td>\n",
" <td>12.367464</td>\n",
" </tr>\n",
" <tr>\n",
" <th>247</th>\n",
" <td>경상남도</td>\n",
" <td>합천군</td>\n",
" <td>33021.0</td>\n",
" <td>7143.0</td>\n",
" <td>19699.0</td>\n",
" <td>3077.0</td>\n",
" <td>합천</td>\n",
" <td>21.631689</td>\n",
" <td>59.655976</td>\n",
" <td>9.318313</td>\n",
" </tr>\n",
" <tr>\n",
" <th>216</th>\n",
" <td>경상북도</td>\n",
" <td>고령군</td>\n",
" <td>22396.0</td>\n",
" <td>3754.0</td>\n",
" <td>13248.0</td>\n",
" <td>2600.0</td>\n",
" <td>고령</td>\n",
" <td>16.761922</td>\n",
" <td>59.153420</td>\n",
" <td>11.609216</td>\n",
" </tr>\n",
" <tr>\n",
" <th>213</th>\n",
" <td>경상북도</td>\n",
" <td>예천군</td>\n",
" <td>32124.0</td>\n",
" <td>5261.0</td>\n",
" <td>18863.0</td>\n",
" <td>4427.0</td>\n",
" <td>예천</td>\n",
" <td>16.377163</td>\n",
" <td>58.719338</td>\n",
" <td>13.780974</td>\n",
" </tr>\n",
" <tr>\n",
" <th>215</th>\n",
" <td>경상북도</td>\n",
" <td>청도군</td>\n",
" <td>30398.0</td>\n",
" <td>5323.0</td>\n",
" <td>17678.0</td>\n",
" <td>3654.0</td>\n",
" <td>청도</td>\n",
" <td>17.511020</td>\n",
" <td>58.155142</td>\n",
" <td>12.020528</td>\n",
" </tr>\n",
" <tr>\n",
" <th>221</th>\n",
" <td>경상북도</td>\n",
" <td>청송군</td>\n",
" <td>18418.0</td>\n",
" <td>3218.0</td>\n",
" <td>10669.0</td>\n",
" <td>2387.0</td>\n",
" <td>청송</td>\n",
" <td>17.472038</td>\n",
" <td>57.927028</td>\n",
" <td>12.960148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>경상남도</td>\n",
" <td>창녕군</td>\n",
" <td>42878.0</td>\n",
" <td>10310.0</td>\n",
" <td>24464.0</td>\n",
" <td>3877.0</td>\n",
" <td>창녕</td>\n",
" <td>24.044965</td>\n",
" <td>57.054900</td>\n",
" <td>9.041933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>212</th>\n",
" <td>경상북도</td>\n",
" <td>문경시</td>\n",
" <td>49113.0</td>\n",
" <td>8616.0</td>\n",
" <td>27832.0</td>\n",
" <td>6905.0</td>\n",
" <td>문경</td>\n",
" <td>17.543217</td>\n",
" <td>56.669314</td>\n",
" <td>14.059414</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon rate_hong \\\n",
"219 경상북도 군위군 17627.0 2251.0 11651.0 1939.0 군위 12.770182 66.097464 \n",
"220 경상북도 의성군 37855.0 5365.0 23790.0 4767.0 의성 14.172500 62.845067 \n",
"223 경상북도 영덕군 26125.0 3786.0 16314.0 3231.0 영덕 14.491866 62.445933 \n",
"247 경상남도 합천군 33021.0 7143.0 19699.0 3077.0 합천 21.631689 59.655976 \n",
"216 경상북도 고령군 22396.0 3754.0 13248.0 2600.0 고령 16.761922 59.153420 \n",
"213 경상북도 예천군 32124.0 5261.0 18863.0 4427.0 예천 16.377163 58.719338 \n",
"215 경상북도 청도군 30398.0 5323.0 17678.0 3654.0 청도 17.511020 58.155142 \n",
"221 경상북도 청송군 18418.0 3218.0 10669.0 2387.0 청송 17.472038 57.927028 \n",
"240 경상남도 창녕군 42878.0 10310.0 24464.0 3877.0 창녕 24.044965 57.054900 \n",
"212 경상북도 문경시 49113.0 8616.0 27832.0 6905.0 문경 17.543217 56.669314 \n",
"\n",
" rate_ahn \n",
"219 11.000170 \n",
"220 12.592788 \n",
"223 12.367464 \n",
"247 9.318313 \n",
"216 11.609216 \n",
"213 13.780974 \n",
"215 12.020528 \n",
"221 12.960148 \n",
"240 9.041933 \n",
"212 14.059414 "
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result.sort_values(['rate_hong'], ascending = [False]).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 마지막으로 **안철수** 후보가 높은 비율로 득표한 지역을 확인해보겠다\n",
" - **전라도**의 지지율이 비교적 높은 편이다\n",
" - 하지만 자세히 보면, 문재인 후보의 지지율이 안철수 후보보다 더 높은 것을 확인할 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:10.740700Z",
"start_time": "2020-06-02T08:03:10.717797Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>196</th>\n",
" <td>전라남도</td>\n",
" <td>진도군</td>\n",
" <td>21189.0</td>\n",
" <td>10392.0</td>\n",
" <td>511.0</td>\n",
" <td>8855.0</td>\n",
" <td>진도</td>\n",
" <td>49.044315</td>\n",
" <td>2.411629</td>\n",
" <td>41.790552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>201</th>\n",
" <td>전라남도</td>\n",
" <td>신안군</td>\n",
" <td>28950.0</td>\n",
" <td>14370.0</td>\n",
" <td>713.0</td>\n",
" <td>12000.0</td>\n",
" <td>신안</td>\n",
" <td>49.637306</td>\n",
" <td>2.462867</td>\n",
" <td>41.450777</td>\n",
" </tr>\n",
" <tr>\n",
" <th>193</th>\n",
" <td>전라남도</td>\n",
" <td>강진군</td>\n",
" <td>25175.0</td>\n",
" <td>12476.0</td>\n",
" <td>753.0</td>\n",
" <td>10152.0</td>\n",
" <td>강진</td>\n",
" <td>49.557100</td>\n",
" <td>2.991063</td>\n",
" <td>40.325720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>195</th>\n",
" <td>전라남도</td>\n",
" <td>해남군</td>\n",
" <td>48351.0</td>\n",
" <td>25901.0</td>\n",
" <td>1158.0</td>\n",
" <td>18157.0</td>\n",
" <td>해남</td>\n",
" <td>53.568696</td>\n",
" <td>2.394987</td>\n",
" <td>37.552481</td>\n",
" </tr>\n",
" <tr>\n",
" <th>197</th>\n",
" <td>전라남도</td>\n",
" <td>영암군</td>\n",
" <td>36402.0</td>\n",
" <td>18999.0</td>\n",
" <td>825.0</td>\n",
" <td>13610.0</td>\n",
" <td>영암</td>\n",
" <td>52.192187</td>\n",
" <td>2.266359</td>\n",
" <td>37.388056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>180</th>\n",
" <td>전라남도</td>\n",
" <td>목포시</td>\n",
" <td>145476.0</td>\n",
" <td>77896.0</td>\n",
" <td>2584.0</td>\n",
" <td>53303.0</td>\n",
" <td>목포</td>\n",
" <td>53.545602</td>\n",
" <td>1.776238</td>\n",
" <td>36.640408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>광주광역시</td>\n",
" <td>동구</td>\n",
" <td>66287.0</td>\n",
" <td>37053.0</td>\n",
" <td>1308.0</td>\n",
" <td>23438.0</td>\n",
" <td>광주 동구</td>\n",
" <td>55.897838</td>\n",
" <td>1.973238</td>\n",
" <td>35.358366</td>\n",
" </tr>\n",
" <tr>\n",
" <th>192</th>\n",
" <td>전라남도</td>\n",
" <td>장흥군</td>\n",
" <td>27149.0</td>\n",
" <td>14821.0</td>\n",
" <td>636.0</td>\n",
" <td>9593.0</td>\n",
" <td>장흥</td>\n",
" <td>54.591329</td>\n",
" <td>2.342628</td>\n",
" <td>35.334635</td>\n",
" </tr>\n",
" <tr>\n",
" <th>190</th>\n",
" <td>전라남도</td>\n",
" <td>보성군</td>\n",
" <td>29967.0</td>\n",
" <td>16666.0</td>\n",
" <td>732.0</td>\n",
" <td>10514.0</td>\n",
" <td>보성</td>\n",
" <td>55.614509</td>\n",
" <td>2.442687</td>\n",
" <td>35.085260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>198</th>\n",
" <td>전라남도</td>\n",
" <td>무안군</td>\n",
" <td>52516.0</td>\n",
" <td>29516.0</td>\n",
" <td>983.0</td>\n",
" <td>18052.0</td>\n",
" <td>무안</td>\n",
" <td>56.203824</td>\n",
" <td>1.871810</td>\n",
" <td>34.374286</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"196 전라남도 진도군 21189.0 10392.0 511.0 8855.0 진도 49.044315 \n",
"201 전라남도 신안군 28950.0 14370.0 713.0 12000.0 신안 49.637306 \n",
"193 전라남도 강진군 25175.0 12476.0 753.0 10152.0 강진 49.557100 \n",
"195 전라남도 해남군 48351.0 25901.0 1158.0 18157.0 해남 53.568696 \n",
"197 전라남도 영암군 36402.0 18999.0 825.0 13610.0 영암 52.192187 \n",
"180 전라남도 목포시 145476.0 77896.0 2584.0 53303.0 목포 53.545602 \n",
"59 광주광역시 동구 66287.0 37053.0 1308.0 23438.0 광주 동구 55.897838 \n",
"192 전라남도 장흥군 27149.0 14821.0 636.0 9593.0 장흥 54.591329 \n",
"190 전라남도 보성군 29967.0 16666.0 732.0 10514.0 보성 55.614509 \n",
"198 전라남도 무안군 52516.0 29516.0 983.0 18052.0 무안 56.203824 \n",
"\n",
" rate_hong rate_ahn \n",
"196 2.411629 41.790552 \n",
"201 2.462867 41.450777 \n",
"193 2.991063 40.325720 \n",
"195 2.394987 37.552481 \n",
"197 2.266359 37.388056 \n",
"180 1.776238 36.640408 \n",
"59 1.973238 35.358366 \n",
"192 2.342628 35.334635 \n",
"190 2.442687 35.085260 \n",
"198 1.871810 34.374286 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result.sort_values(['rate_ahn'], ascending = [False]).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**전국 지도를 그리기 위해 이전 장에서 만들었던 draw_korea.csv 파일 블러오기**"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:11.472782Z",
"start_time": "2020-06-02T08:03:11.454831Z"
}
},
"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>y</th>\n",
" <th>x</th>\n",
" <th>ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>철원</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>화천</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>양구</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>10</td>\n",
" <td>고성(강원)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>양주</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" y x ID\n",
"0 0 7 철원\n",
"1 0 8 화천\n",
"2 0 9 양구\n",
"3 0 10 고성(강원)\n",
"4 1 3 양주"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"draw_korea = pd.read_csv(\"../data/05. draw_korea.csv\", encoding = 'utf-8', index_col = 0)\n",
"draw_korea.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**draw_korea의 ID와 election_result의 ID가 서로 일치하는지 확인해보겠다**\n",
"- 두 개를 집합으로 보고, 서로의 차집합을 구해서 둘 다 공집합이면 된다\n",
" - 집합으로 보기 위해, ```set()``` 함수를 사용한다"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:12.200981Z",
"start_time": "2020-06-02T08:03:12.191010Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'고성(강원)', '고성(경남)', '부천 소사', '부천 오정', '부천 원미', '창원 합포', '창원 회원'}"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"set(draw_korea['ID'].unique()) - set(election_result['ID'].unique())"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:12.531467Z",
"start_time": "2020-06-02T08:03:12.522496Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'고성', '부천', '창원 마산합포', '창원 마산회원'}"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"set(election_result['ID'].unique()) - set(draw_korea['ID'].unique())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**확인해보니, draw_korea의 ID와 election_result의 ID가 서로 일치하도록 만들어줘야 할 것 같다**\n",
"- 먼저 '고성'의 경우, **강원도 고성**과 **경남 고성**을 구분해주겠다"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:13.210268Z",
"start_time": "2020-06-02T08:03:13.189326Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" 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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>강원도</td>\n",
" <td>고성군</td>\n",
" <td>18692.0</td>\n",
" <td>5664.0</td>\n",
" <td>6511.0</td>\n",
" <td>3964.0</td>\n",
" <td>고성</td>\n",
" <td>30.301733</td>\n",
" <td>34.833084</td>\n",
" <td>21.206933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>233</th>\n",
" <td>경상남도</td>\n",
" <td>고성군</td>\n",
" <td>34603.0</td>\n",
" <td>9848.0</td>\n",
" <td>16797.0</td>\n",
" <td>4104.0</td>\n",
" <td>고성</td>\n",
" <td>28.459960</td>\n",
" <td>48.542034</td>\n",
" <td>11.860243</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon rate_hong \\\n",
"125 강원도 고성군 18692.0 5664.0 6511.0 3964.0 고성 30.301733 34.833084 \n",
"233 경상남도 고성군 34603.0 9848.0 16797.0 4104.0 고성 28.459960 48.542034 \n",
"\n",
" rate_ahn \n",
"125 21.206933 \n",
"233 11.860243 "
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result[election_result['ID'] == '고성']"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:13.690181Z",
"start_time": "2020-06-02T08:03:13.671266Z"
}
},
"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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>강원도</td>\n",
" <td>고성군</td>\n",
" <td>18692.0</td>\n",
" <td>5664.0</td>\n",
" <td>6511.0</td>\n",
" <td>3964.0</td>\n",
" <td>고성(강원)</td>\n",
" <td>30.301733</td>\n",
" <td>34.833084</td>\n",
" <td>21.206933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>233</th>\n",
" <td>경상남도</td>\n",
" <td>고성군</td>\n",
" <td>34603.0</td>\n",
" <td>9848.0</td>\n",
" <td>16797.0</td>\n",
" <td>4104.0</td>\n",
" <td>고성(경남)</td>\n",
" <td>28.459960</td>\n",
" <td>48.542034</td>\n",
" <td>11.860243</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"125 강원도 고성군 18692.0 5664.0 6511.0 3964.0 고성(강원) 30.301733 \n",
"233 경상남도 고성군 34603.0 9848.0 16797.0 4104.0 고성(경남) 28.459960 \n",
"\n",
" rate_hong rate_ahn \n",
"125 34.833084 21.206933 \n",
"233 48.542034 11.860243 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result.loc[125, 'ID'] = '고성(강원)'\n",
"election_result.loc[233, 'ID'] = '고성(경남)'\n",
"\n",
"election_result[election_result['시군'] == '고성군']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 경남에 창원시에는 옛 마산이 통합되면서 마산합포구와 마산회원구로 이름이 변경됐는데, 지도로 시각화하기에는 이름이 너무 길다\n",
" - 따라서 **창원시 마산합포구**는 **'합포'**라고 줄이고, **창원시 마산회원구**는 **'회원'**이라고 변경하겠다"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:14.841197Z",
"start_time": "2020-06-02T08:03:14.812277Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>226</th>\n",
" <td>경상남도</td>\n",
" <td>창원시의창구</td>\n",
" <td>164047.0</td>\n",
" <td>60757.0</td>\n",
" <td>56887.0</td>\n",
" <td>22830.0</td>\n",
" <td>창원 의창</td>\n",
" <td>37.036337</td>\n",
" <td>34.677257</td>\n",
" <td>13.916743</td>\n",
" </tr>\n",
" <tr>\n",
" <th>227</th>\n",
" <td>경상남도</td>\n",
" <td>창원시성산구</td>\n",
" <td>153327.0</td>\n",
" <td>63717.0</td>\n",
" <td>42052.0</td>\n",
" <td>22923.0</td>\n",
" <td>창원 성산</td>\n",
" <td>41.556282</td>\n",
" <td>27.426350</td>\n",
" <td>14.950400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>228</th>\n",
" <td>경상남도</td>\n",
" <td>창원시마산합포구</td>\n",
" <td>119281.0</td>\n",
" <td>35592.0</td>\n",
" <td>54488.0</td>\n",
" <td>14686.0</td>\n",
" <td>창원 마산합포</td>\n",
" <td>29.838784</td>\n",
" <td>45.680368</td>\n",
" <td>12.312103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>229</th>\n",
" <td>경상남도</td>\n",
" <td>창원시마산회원구</td>\n",
" <td>136757.0</td>\n",
" <td>45014.0</td>\n",
" <td>56340.0</td>\n",
" <td>17744.0</td>\n",
" <td>창원 마산회원</td>\n",
" <td>32.915317</td>\n",
" <td>41.197160</td>\n",
" <td>12.974839</td>\n",
" </tr>\n",
" <tr>\n",
" <th>230</th>\n",
" <td>경상남도</td>\n",
" <td>창원시진해구</td>\n",
" <td>114779.0</td>\n",
" <td>41249.0</td>\n",
" <td>40049.0</td>\n",
" <td>17435.0</td>\n",
" <td>창원 진해</td>\n",
" <td>35.937759</td>\n",
" <td>34.892271</td>\n",
" <td>15.190061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>231</th>\n",
" <td>경상남도</td>\n",
" <td>진주시</td>\n",
" <td>222813.0</td>\n",
" <td>73929.0</td>\n",
" <td>93751.0</td>\n",
" <td>26687.0</td>\n",
" <td>진주</td>\n",
" <td>33.179841</td>\n",
" <td>42.076091</td>\n",
" <td>11.977308</td>\n",
" </tr>\n",
" <tr>\n",
" <th>232</th>\n",
" <td>경상남도</td>\n",
" <td>통영시</td>\n",
" <td>82855.0</td>\n",
" <td>25477.0</td>\n",
" <td>36128.0</td>\n",
" <td>10738.0</td>\n",
" <td>통영</td>\n",
" <td>30.748899</td>\n",
" <td>43.603886</td>\n",
" <td>12.959990</td>\n",
" </tr>\n",
" <tr>\n",
" <th>233</th>\n",
" <td>경상남도</td>\n",
" <td>고성군</td>\n",
" <td>34603.0</td>\n",
" <td>9848.0</td>\n",
" <td>16797.0</td>\n",
" <td>4104.0</td>\n",
" <td>고성(경남)</td>\n",
" <td>28.459960</td>\n",
" <td>48.542034</td>\n",
" <td>11.860243</td>\n",
" </tr>\n",
" <tr>\n",
" <th>234</th>\n",
" <td>경상남도</td>\n",
" <td>사천시</td>\n",
" <td>71555.0</td>\n",
" <td>22370.0</td>\n",
" <td>32475.0</td>\n",
" <td>8350.0</td>\n",
" <td>사천</td>\n",
" <td>31.262665</td>\n",
" <td>45.384669</td>\n",
" <td>11.669345</td>\n",
" </tr>\n",
" <tr>\n",
" <th>235</th>\n",
" <td>경상남도</td>\n",
" <td>김해시</td>\n",
" <td>318253.0</td>\n",
" <td>147972.0</td>\n",
" <td>82880.0</td>\n",
" <td>45126.0</td>\n",
" <td>김해</td>\n",
" <td>46.495084</td>\n",
" <td>26.042174</td>\n",
" <td>14.179285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>236</th>\n",
" <td>경상남도</td>\n",
" <td>밀양시</td>\n",
" <td>70687.0</td>\n",
" <td>20842.0</td>\n",
" <td>32394.0</td>\n",
" <td>9073.0</td>\n",
" <td>밀양</td>\n",
" <td>29.484912</td>\n",
" <td>45.827380</td>\n",
" <td>12.835458</td>\n",
" </tr>\n",
" <tr>\n",
" <th>237</th>\n",
" <td>경상남도</td>\n",
" <td>거제시</td>\n",
" <td>150230.0</td>\n",
" <td>68291.0</td>\n",
" <td>38775.0</td>\n",
" <td>20359.0</td>\n",
" <td>거제</td>\n",
" <td>45.457632</td>\n",
" <td>25.810424</td>\n",
" <td>13.551887</td>\n",
" </tr>\n",
" <tr>\n",
" <th>238</th>\n",
" <td>경상남도</td>\n",
" <td>의령군</td>\n",
" <td>19258.0</td>\n",
" <td>5115.0</td>\n",
" <td>10134.0</td>\n",
" <td>1984.0</td>\n",
" <td>의령</td>\n",
" <td>26.560390</td>\n",
" <td>52.622287</td>\n",
" <td>10.302212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>경상남도</td>\n",
" <td>함안군</td>\n",
" <td>43866.0</td>\n",
" <td>13597.0</td>\n",
" <td>19809.0</td>\n",
" <td>5399.0</td>\n",
" <td>함안</td>\n",
" <td>30.996672</td>\n",
" <td>45.157981</td>\n",
" <td>12.307938</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>경상남도</td>\n",
" <td>창녕군</td>\n",
" <td>42878.0</td>\n",
" <td>10310.0</td>\n",
" <td>24464.0</td>\n",
" <td>3877.0</td>\n",
" <td>창녕</td>\n",
" <td>24.044965</td>\n",
" <td>57.054900</td>\n",
" <td>9.041933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>241</th>\n",
" <td>경상남도</td>\n",
" <td>양산시</td>\n",
" <td>199835.0</td>\n",
" <td>83412.0</td>\n",
" <td>58811.0</td>\n",
" <td>30945.0</td>\n",
" <td>양산</td>\n",
" <td>41.740436</td>\n",
" <td>29.429780</td>\n",
" <td>15.485275</td>\n",
" </tr>\n",
" <tr>\n",
" <th>242</th>\n",
" <td>경상남도</td>\n",
" <td>하동군</td>\n",
" <td>34324.0</td>\n",
" <td>11211.0</td>\n",
" <td>14864.0</td>\n",
" <td>4150.0</td>\n",
" <td>하동</td>\n",
" <td>32.662277</td>\n",
" <td>43.304976</td>\n",
" <td>12.090665</td>\n",
" </tr>\n",
" <tr>\n",
" <th>243</th>\n",
" <td>경상남도</td>\n",
" <td>남해군</td>\n",
" <td>30208.0</td>\n",
" <td>8680.0</td>\n",
" <td>14166.0</td>\n",
" <td>3906.0</td>\n",
" <td>남해</td>\n",
" <td>28.734110</td>\n",
" <td>46.894862</td>\n",
" <td>12.930350</td>\n",
" </tr>\n",
" <tr>\n",
" <th>244</th>\n",
" <td>경상남도</td>\n",
" <td>함양군</td>\n",
" <td>26640.0</td>\n",
" <td>7388.0</td>\n",
" <td>13008.0</td>\n",
" <td>3203.0</td>\n",
" <td>함양</td>\n",
" <td>27.732733</td>\n",
" <td>48.828829</td>\n",
" <td>12.023273</td>\n",
" </tr>\n",
" <tr>\n",
" <th>245</th>\n",
" <td>경상남도</td>\n",
" <td>산청군</td>\n",
" <td>24513.0</td>\n",
" <td>6561.0</td>\n",
" <td>12544.0</td>\n",
" <td>2753.0</td>\n",
" <td>산청</td>\n",
" <td>26.765390</td>\n",
" <td>51.172847</td>\n",
" <td>11.230776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>246</th>\n",
" <td>경상남도</td>\n",
" <td>거창군</td>\n",
" <td>41325.0</td>\n",
" <td>11256.0</td>\n",
" <td>19976.0</td>\n",
" <td>4923.0</td>\n",
" <td>거창</td>\n",
" <td>27.237750</td>\n",
" <td>48.338778</td>\n",
" <td>11.912886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>247</th>\n",
" <td>경상남도</td>\n",
" <td>합천군</td>\n",
" <td>33021.0</td>\n",
" <td>7143.0</td>\n",
" <td>19699.0</td>\n",
" <td>3077.0</td>\n",
" <td>합천</td>\n",
" <td>21.631689</td>\n",
" <td>59.655976</td>\n",
" <td>9.318313</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"226 경상남도 창원시의창구 164047.0 60757.0 56887.0 22830.0 창원 의창 37.036337 \n",
"227 경상남도 창원시성산구 153327.0 63717.0 42052.0 22923.0 창원 성산 41.556282 \n",
"228 경상남도 창원시마산합포구 119281.0 35592.0 54488.0 14686.0 창원 마산합포 29.838784 \n",
"229 경상남도 창원시마산회원구 136757.0 45014.0 56340.0 17744.0 창원 마산회원 32.915317 \n",
"230 경상남도 창원시진해구 114779.0 41249.0 40049.0 17435.0 창원 진해 35.937759 \n",
"231 경상남도 진주시 222813.0 73929.0 93751.0 26687.0 진주 33.179841 \n",
"232 경상남도 통영시 82855.0 25477.0 36128.0 10738.0 통영 30.748899 \n",
"233 경상남도 고성군 34603.0 9848.0 16797.0 4104.0 고성(경남) 28.459960 \n",
"234 경상남도 사천시 71555.0 22370.0 32475.0 8350.0 사천 31.262665 \n",
"235 경상남도 김해시 318253.0 147972.0 82880.0 45126.0 김해 46.495084 \n",
"236 경상남도 밀양시 70687.0 20842.0 32394.0 9073.0 밀양 29.484912 \n",
"237 경상남도 거제시 150230.0 68291.0 38775.0 20359.0 거제 45.457632 \n",
"238 경상남도 의령군 19258.0 5115.0 10134.0 1984.0 의령 26.560390 \n",
"239 경상남도 함안군 43866.0 13597.0 19809.0 5399.0 함안 30.996672 \n",
"240 경상남도 창녕군 42878.0 10310.0 24464.0 3877.0 창녕 24.044965 \n",
"241 경상남도 양산시 199835.0 83412.0 58811.0 30945.0 양산 41.740436 \n",
"242 경상남도 하동군 34324.0 11211.0 14864.0 4150.0 하동 32.662277 \n",
"243 경상남도 남해군 30208.0 8680.0 14166.0 3906.0 남해 28.734110 \n",
"244 경상남도 함양군 26640.0 7388.0 13008.0 3203.0 함양 27.732733 \n",
"245 경상남도 산청군 24513.0 6561.0 12544.0 2753.0 산청 26.765390 \n",
"246 경상남도 거창군 41325.0 11256.0 19976.0 4923.0 거창 27.237750 \n",
"247 경상남도 합천군 33021.0 7143.0 19699.0 3077.0 합천 21.631689 \n",
"\n",
" rate_hong rate_ahn \n",
"226 34.677257 13.916743 \n",
"227 27.426350 14.950400 \n",
"228 45.680368 12.312103 \n",
"229 41.197160 12.974839 \n",
"230 34.892271 15.190061 \n",
"231 42.076091 11.977308 \n",
"232 43.603886 12.959990 \n",
"233 48.542034 11.860243 \n",
"234 45.384669 11.669345 \n",
"235 26.042174 14.179285 \n",
"236 45.827380 12.835458 \n",
"237 25.810424 13.551887 \n",
"238 52.622287 10.302212 \n",
"239 45.157981 12.307938 \n",
"240 57.054900 9.041933 \n",
"241 29.429780 15.485275 \n",
"242 43.304976 12.090665 \n",
"243 46.894862 12.930350 \n",
"244 48.828829 12.023273 \n",
"245 51.172847 11.230776 \n",
"246 48.338778 11.912886 \n",
"247 59.655976 9.318313 "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result[election_result['광역시도'] == '경상남도']"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:15.178583Z",
"start_time": "2020-06-02T08:03:15.141682Z"
}
},
"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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>226</th>\n",
" <td>경상남도</td>\n",
" <td>창원시의창구</td>\n",
" <td>164047.0</td>\n",
" <td>60757.0</td>\n",
" <td>56887.0</td>\n",
" <td>22830.0</td>\n",
" <td>창원 의창</td>\n",
" <td>37.036337</td>\n",
" <td>34.677257</td>\n",
" <td>13.916743</td>\n",
" </tr>\n",
" <tr>\n",
" <th>227</th>\n",
" <td>경상남도</td>\n",
" <td>창원시성산구</td>\n",
" <td>153327.0</td>\n",
" <td>63717.0</td>\n",
" <td>42052.0</td>\n",
" <td>22923.0</td>\n",
" <td>창원 성산</td>\n",
" <td>41.556282</td>\n",
" <td>27.426350</td>\n",
" <td>14.950400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>228</th>\n",
" <td>경상남도</td>\n",
" <td>창원시마산합포구</td>\n",
" <td>119281.0</td>\n",
" <td>35592.0</td>\n",
" <td>54488.0</td>\n",
" <td>14686.0</td>\n",
" <td>창원 합포</td>\n",
" <td>29.838784</td>\n",
" <td>45.680368</td>\n",
" <td>12.312103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>229</th>\n",
" <td>경상남도</td>\n",
" <td>창원시마산회원구</td>\n",
" <td>136757.0</td>\n",
" <td>45014.0</td>\n",
" <td>56340.0</td>\n",
" <td>17744.0</td>\n",
" <td>창원 회원</td>\n",
" <td>32.915317</td>\n",
" <td>41.197160</td>\n",
" <td>12.974839</td>\n",
" </tr>\n",
" <tr>\n",
" <th>230</th>\n",
" <td>경상남도</td>\n",
" <td>창원시진해구</td>\n",
" <td>114779.0</td>\n",
" <td>41249.0</td>\n",
" <td>40049.0</td>\n",
" <td>17435.0</td>\n",
" <td>창원 진해</td>\n",
" <td>35.937759</td>\n",
" <td>34.892271</td>\n",
" <td>15.190061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>231</th>\n",
" <td>경상남도</td>\n",
" <td>진주시</td>\n",
" <td>222813.0</td>\n",
" <td>73929.0</td>\n",
" <td>93751.0</td>\n",
" <td>26687.0</td>\n",
" <td>진주</td>\n",
" <td>33.179841</td>\n",
" <td>42.076091</td>\n",
" <td>11.977308</td>\n",
" </tr>\n",
" <tr>\n",
" <th>232</th>\n",
" <td>경상남도</td>\n",
" <td>통영시</td>\n",
" <td>82855.0</td>\n",
" <td>25477.0</td>\n",
" <td>36128.0</td>\n",
" <td>10738.0</td>\n",
" <td>통영</td>\n",
" <td>30.748899</td>\n",
" <td>43.603886</td>\n",
" <td>12.959990</td>\n",
" </tr>\n",
" <tr>\n",
" <th>233</th>\n",
" <td>경상남도</td>\n",
" <td>고성군</td>\n",
" <td>34603.0</td>\n",
" <td>9848.0</td>\n",
" <td>16797.0</td>\n",
" <td>4104.0</td>\n",
" <td>고성(경남)</td>\n",
" <td>28.459960</td>\n",
" <td>48.542034</td>\n",
" <td>11.860243</td>\n",
" </tr>\n",
" <tr>\n",
" <th>234</th>\n",
" <td>경상남도</td>\n",
" <td>사천시</td>\n",
" <td>71555.0</td>\n",
" <td>22370.0</td>\n",
" <td>32475.0</td>\n",
" <td>8350.0</td>\n",
" <td>사천</td>\n",
" <td>31.262665</td>\n",
" <td>45.384669</td>\n",
" <td>11.669345</td>\n",
" </tr>\n",
" <tr>\n",
" <th>235</th>\n",
" <td>경상남도</td>\n",
" <td>김해시</td>\n",
" <td>318253.0</td>\n",
" <td>147972.0</td>\n",
" <td>82880.0</td>\n",
" <td>45126.0</td>\n",
" <td>김해</td>\n",
" <td>46.495084</td>\n",
" <td>26.042174</td>\n",
" <td>14.179285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>236</th>\n",
" <td>경상남도</td>\n",
" <td>밀양시</td>\n",
" <td>70687.0</td>\n",
" <td>20842.0</td>\n",
" <td>32394.0</td>\n",
" <td>9073.0</td>\n",
" <td>밀양</td>\n",
" <td>29.484912</td>\n",
" <td>45.827380</td>\n",
" <td>12.835458</td>\n",
" </tr>\n",
" <tr>\n",
" <th>237</th>\n",
" <td>경상남도</td>\n",
" <td>거제시</td>\n",
" <td>150230.0</td>\n",
" <td>68291.0</td>\n",
" <td>38775.0</td>\n",
" <td>20359.0</td>\n",
" <td>거제</td>\n",
" <td>45.457632</td>\n",
" <td>25.810424</td>\n",
" <td>13.551887</td>\n",
" </tr>\n",
" <tr>\n",
" <th>238</th>\n",
" <td>경상남도</td>\n",
" <td>의령군</td>\n",
" <td>19258.0</td>\n",
" <td>5115.0</td>\n",
" <td>10134.0</td>\n",
" <td>1984.0</td>\n",
" <td>의령</td>\n",
" <td>26.560390</td>\n",
" <td>52.622287</td>\n",
" <td>10.302212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>경상남도</td>\n",
" <td>함안군</td>\n",
" <td>43866.0</td>\n",
" <td>13597.0</td>\n",
" <td>19809.0</td>\n",
" <td>5399.0</td>\n",
" <td>함안</td>\n",
" <td>30.996672</td>\n",
" <td>45.157981</td>\n",
" <td>12.307938</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>경상남도</td>\n",
" <td>창녕군</td>\n",
" <td>42878.0</td>\n",
" <td>10310.0</td>\n",
" <td>24464.0</td>\n",
" <td>3877.0</td>\n",
" <td>창녕</td>\n",
" <td>24.044965</td>\n",
" <td>57.054900</td>\n",
" <td>9.041933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>241</th>\n",
" <td>경상남도</td>\n",
" <td>양산시</td>\n",
" <td>199835.0</td>\n",
" <td>83412.0</td>\n",
" <td>58811.0</td>\n",
" <td>30945.0</td>\n",
" <td>양산</td>\n",
" <td>41.740436</td>\n",
" <td>29.429780</td>\n",
" <td>15.485275</td>\n",
" </tr>\n",
" <tr>\n",
" <th>242</th>\n",
" <td>경상남도</td>\n",
" <td>하동군</td>\n",
" <td>34324.0</td>\n",
" <td>11211.0</td>\n",
" <td>14864.0</td>\n",
" <td>4150.0</td>\n",
" <td>하동</td>\n",
" <td>32.662277</td>\n",
" <td>43.304976</td>\n",
" <td>12.090665</td>\n",
" </tr>\n",
" <tr>\n",
" <th>243</th>\n",
" <td>경상남도</td>\n",
" <td>남해군</td>\n",
" <td>30208.0</td>\n",
" <td>8680.0</td>\n",
" <td>14166.0</td>\n",
" <td>3906.0</td>\n",
" <td>남해</td>\n",
" <td>28.734110</td>\n",
" <td>46.894862</td>\n",
" <td>12.930350</td>\n",
" </tr>\n",
" <tr>\n",
" <th>244</th>\n",
" <td>경상남도</td>\n",
" <td>함양군</td>\n",
" <td>26640.0</td>\n",
" <td>7388.0</td>\n",
" <td>13008.0</td>\n",
" <td>3203.0</td>\n",
" <td>함양</td>\n",
" <td>27.732733</td>\n",
" <td>48.828829</td>\n",
" <td>12.023273</td>\n",
" </tr>\n",
" <tr>\n",
" <th>245</th>\n",
" <td>경상남도</td>\n",
" <td>산청군</td>\n",
" <td>24513.0</td>\n",
" <td>6561.0</td>\n",
" <td>12544.0</td>\n",
" <td>2753.0</td>\n",
" <td>산청</td>\n",
" <td>26.765390</td>\n",
" <td>51.172847</td>\n",
" <td>11.230776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>246</th>\n",
" <td>경상남도</td>\n",
" <td>거창군</td>\n",
" <td>41325.0</td>\n",
" <td>11256.0</td>\n",
" <td>19976.0</td>\n",
" <td>4923.0</td>\n",
" <td>거창</td>\n",
" <td>27.237750</td>\n",
" <td>48.338778</td>\n",
" <td>11.912886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>247</th>\n",
" <td>경상남도</td>\n",
" <td>합천군</td>\n",
" <td>33021.0</td>\n",
" <td>7143.0</td>\n",
" <td>19699.0</td>\n",
" <td>3077.0</td>\n",
" <td>합천</td>\n",
" <td>21.631689</td>\n",
" <td>59.655976</td>\n",
" <td>9.318313</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"226 경상남도 창원시의창구 164047.0 60757.0 56887.0 22830.0 창원 의창 37.036337 \n",
"227 경상남도 창원시성산구 153327.0 63717.0 42052.0 22923.0 창원 성산 41.556282 \n",
"228 경상남도 창원시마산합포구 119281.0 35592.0 54488.0 14686.0 창원 합포 29.838784 \n",
"229 경상남도 창원시마산회원구 136757.0 45014.0 56340.0 17744.0 창원 회원 32.915317 \n",
"230 경상남도 창원시진해구 114779.0 41249.0 40049.0 17435.0 창원 진해 35.937759 \n",
"231 경상남도 진주시 222813.0 73929.0 93751.0 26687.0 진주 33.179841 \n",
"232 경상남도 통영시 82855.0 25477.0 36128.0 10738.0 통영 30.748899 \n",
"233 경상남도 고성군 34603.0 9848.0 16797.0 4104.0 고성(경남) 28.459960 \n",
"234 경상남도 사천시 71555.0 22370.0 32475.0 8350.0 사천 31.262665 \n",
"235 경상남도 김해시 318253.0 147972.0 82880.0 45126.0 김해 46.495084 \n",
"236 경상남도 밀양시 70687.0 20842.0 32394.0 9073.0 밀양 29.484912 \n",
"237 경상남도 거제시 150230.0 68291.0 38775.0 20359.0 거제 45.457632 \n",
"238 경상남도 의령군 19258.0 5115.0 10134.0 1984.0 의령 26.560390 \n",
"239 경상남도 함안군 43866.0 13597.0 19809.0 5399.0 함안 30.996672 \n",
"240 경상남도 창녕군 42878.0 10310.0 24464.0 3877.0 창녕 24.044965 \n",
"241 경상남도 양산시 199835.0 83412.0 58811.0 30945.0 양산 41.740436 \n",
"242 경상남도 하동군 34324.0 11211.0 14864.0 4150.0 하동 32.662277 \n",
"243 경상남도 남해군 30208.0 8680.0 14166.0 3906.0 남해 28.734110 \n",
"244 경상남도 함양군 26640.0 7388.0 13008.0 3203.0 함양 27.732733 \n",
"245 경상남도 산청군 24513.0 6561.0 12544.0 2753.0 산청 26.765390 \n",
"246 경상남도 거창군 41325.0 11256.0 19976.0 4923.0 거창 27.237750 \n",
"247 경상남도 합천군 33021.0 7143.0 19699.0 3077.0 합천 21.631689 \n",
"\n",
" rate_hong rate_ahn \n",
"226 34.677257 13.916743 \n",
"227 27.426350 14.950400 \n",
"228 45.680368 12.312103 \n",
"229 41.197160 12.974839 \n",
"230 34.892271 15.190061 \n",
"231 42.076091 11.977308 \n",
"232 43.603886 12.959990 \n",
"233 48.542034 11.860243 \n",
"234 45.384669 11.669345 \n",
"235 26.042174 14.179285 \n",
"236 45.827380 12.835458 \n",
"237 25.810424 13.551887 \n",
"238 52.622287 10.302212 \n",
"239 45.157981 12.307938 \n",
"240 57.054900 9.041933 \n",
"241 29.429780 15.485275 \n",
"242 43.304976 12.090665 \n",
"243 46.894862 12.930350 \n",
"244 48.828829 12.023273 \n",
"245 51.172847 11.230776 \n",
"246 48.338778 11.912886 \n",
"247 59.655976 9.318313 "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result.loc[228, 'ID'] = '창원 합포'\n",
"election_result.loc[229, 'ID'] = '창원 회원'\n",
"\n",
"election_result[election_result['광역시도'] == '경상남도']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- **2016년 6월부터 부천시는 소사, 오정, 원미구를 폐지**하고 책임동제를 실시하는 지역이 됐다\n",
" - 때문에 **draw_korea의 데이터에는 부천시의 구가 존재하고, election_result에는 없다**\n",
" - 원칙적으로는 각 동의 인구를 다시 조사하고 이를 엣 지역구에 맞춰야 하지만, **부천시**는 **단순히 '3'으로 나눠서 진행**하도록 하겠다\n",
" - 단, 득표율인 'rate_moon', 'rate_hong', 'rate_ahn'은 '3'으로 나눌 필요가 없다!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 데이터를 삽입할 index 번호를 확인!"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:16.598677Z",
"start_time": "2020-06-02T08:03:16.577733Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>경기도</td>\n",
" <td>부천시</td>\n",
" <td>543777.0</td>\n",
" <td>239697.0</td>\n",
" <td>100544.0</td>\n",
" <td>128297.0</td>\n",
" <td>부천</td>\n",
" <td>44.080018</td>\n",
" <td>18.489932</td>\n",
" <td>23.593679</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"85 경기도 부천시 543777.0 239697.0 100544.0 128297.0 부천 44.080018 \n",
"\n",
" rate_hong rate_ahn \n",
"85 18.489932 23.593679 "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result[election_result['시군'] == '부천시']"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:16.933527Z",
"start_time": "2020-06-02T08:03:16.910575Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>245</th>\n",
" <td>경상남도</td>\n",
" <td>산청군</td>\n",
" <td>24513.0</td>\n",
" <td>6561.0</td>\n",
" <td>12544.0</td>\n",
" <td>2753.0</td>\n",
" <td>산청</td>\n",
" <td>26.765390</td>\n",
" <td>51.172847</td>\n",
" <td>11.230776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>246</th>\n",
" <td>경상남도</td>\n",
" <td>거창군</td>\n",
" <td>41325.0</td>\n",
" <td>11256.0</td>\n",
" <td>19976.0</td>\n",
" <td>4923.0</td>\n",
" <td>거창</td>\n",
" <td>27.237750</td>\n",
" <td>48.338778</td>\n",
" <td>11.912886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>247</th>\n",
" <td>경상남도</td>\n",
" <td>합천군</td>\n",
" <td>33021.0</td>\n",
" <td>7143.0</td>\n",
" <td>19699.0</td>\n",
" <td>3077.0</td>\n",
" <td>합천</td>\n",
" <td>21.631689</td>\n",
" <td>59.655976</td>\n",
" <td>9.318313</td>\n",
" </tr>\n",
" <tr>\n",
" <th>248</th>\n",
" <td>제주특별자치도</td>\n",
" <td>제주시</td>\n",
" <td>273163.0</td>\n",
" <td>125717.0</td>\n",
" <td>48027.0</td>\n",
" <td>55971.0</td>\n",
" <td>제주</td>\n",
" <td>46.022704</td>\n",
" <td>17.581810</td>\n",
" <td>20.489964</td>\n",
" </tr>\n",
" <tr>\n",
" <th>249</th>\n",
" <td>제주특별자치도</td>\n",
" <td>서귀포시</td>\n",
" <td>101296.0</td>\n",
" <td>43776.0</td>\n",
" <td>20036.0</td>\n",
" <td>21890.0</td>\n",
" <td>서귀포</td>\n",
" <td>43.215922</td>\n",
" <td>19.779656</td>\n",
" <td>21.609935</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"245 경상남도 산청군 24513.0 6561.0 12544.0 2753.0 산청 26.765390 \n",
"246 경상남도 거창군 41325.0 11256.0 19976.0 4923.0 거창 27.237750 \n",
"247 경상남도 합천군 33021.0 7143.0 19699.0 3077.0 합천 21.631689 \n",
"248 제주특별자치도 제주시 273163.0 125717.0 48027.0 55971.0 제주 46.022704 \n",
"249 제주특별자치도 서귀포시 101296.0 43776.0 20036.0 21890.0 서귀포 43.215922 \n",
"\n",
" rate_hong rate_ahn \n",
"245 51.172847 11.230776 \n",
"246 48.338778 11.912886 \n",
"247 59.655976 9.318313 \n",
"248 17.581810 20.489964 \n",
"249 19.779656 21.609935 "
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result.tail()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:17.832307Z",
"start_time": "2020-06-02T08:03:17.794447Z"
}
},
"outputs": [],
"source": [
"# '부천시'는 단순히 '3(소사, 오정, 원미)'으로 나눠서 진행한다\n",
"ahn_tmp = election_result.loc[85, 'ahn'] / 3\n",
"hong_tmp = election_result.loc[85, 'hong'] / 3\n",
"moon_tmp = election_result.loc[85, 'moon'] / 3\n",
"pop_tmp = election_result.loc[85, 'pop'] / 3\n",
"\n",
"# 단, 득표율은 '3'으로 나눠주지 않는다\n",
"rate_moon_tmp = election_result.loc[85, 'rate_moon']\n",
"rate_hong_tmp = election_result.loc[85, 'rate_hong']\n",
"rate_ahn_tmp = election_result.loc[85, 'rate_ahn']\n",
"\n",
"election_result.loc[250] = [ahn_tmp, hong_tmp, moon_tmp, pop_tmp,\n",
" '경기도', '부천시', '부천 소사',\n",
" rate_moon_tmp, rate_hong_tmp, rate_ahn_tmp]\n",
"election_result.loc[251] = [ahn_tmp, hong_tmp, moon_tmp, pop_tmp,\n",
" '경기도', '부천시', '부천 오정',\n",
" rate_moon_tmp, rate_hong_tmp, rate_ahn_tmp]\n",
"election_result.loc[252] = [ahn_tmp, hong_tmp, moon_tmp, pop_tmp,\n",
" '경기도', '부천시', '부천 원미',\n",
" rate_moon_tmp, rate_hong_tmp, rate_ahn_tmp]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 이제 남아있는 '[85]부천시'는 제거해주겠다"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:18.737376Z",
"start_time": "2020-06-02T08:03:18.717430Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>경기도</td>\n",
" <td>부천시</td>\n",
" <td>543777.0</td>\n",
" <td>239697.0</td>\n",
" <td>100544</td>\n",
" <td>128297</td>\n",
" <td>부천</td>\n",
" <td>44.080018</td>\n",
" <td>18.489932</td>\n",
" <td>23.593679</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon rate_hong \\\n",
"85 경기도 부천시 543777.0 239697.0 100544 128297 부천 44.080018 18.489932 \n",
"\n",
" rate_ahn \n",
"85 23.593679 "
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result[election_result['시군'] == '부천시']"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:19.062633Z",
"start_time": "2020-06-02T08:03:19.047673Z"
}
},
"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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: [광역시도, 시군, pop, moon, hong, ahn, ID, rate_moon, rate_hong, rate_ahn]\n",
"Index: []"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"election_result.drop([85], inplace = True)\n",
"election_result[election_result['시군'] == '부천시']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**다시 한 번 draw_korea의 ID와 election_result의 ID가 서로 일치하는지 확인해보겠다**\n",
"- 확인해보니, 두 변수의 ID 데이터가 모두 일치한다!!"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:19.936365Z",
"start_time": "2020-06-02T08:03:19.929386Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"set()"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"set(draw_korea['ID'].unique()) - set(election_result['ID'].unique())"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:20.195472Z",
"start_time": "2020-06-02T08:03:20.187461Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"set()"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"set(election_result['ID'].unique()) - set(draw_korea['ID'].unique())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**최종 데이터 셋 생성!!**\n",
"- **election_result**와 **draw_korea**를 ```merge()```를 사용해서 최종 데이터 셋을 생성하겠다\n",
" - election_result에 draw_korea를 **'ID'를 기준**으로 **left join** 시키겠다"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:21.102046Z",
"start_time": "2020-06-02T08:03:21.076151Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" <th>y</th>\n",
" <th>x</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>서울특별시</td>\n",
" <td>종로구</td>\n",
" <td>102566.0</td>\n",
" <td>42512.0</td>\n",
" <td>22325</td>\n",
" <td>22313</td>\n",
" <td>서울 종로</td>\n",
" <td>41.448433</td>\n",
" <td>21.766472</td>\n",
" <td>21.754773</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>서울특별시</td>\n",
" <td>중구</td>\n",
" <td>82852.0</td>\n",
" <td>34062.0</td>\n",
" <td>17901</td>\n",
" <td>19372</td>\n",
" <td>서울 중구</td>\n",
" <td>41.111862</td>\n",
" <td>21.605996</td>\n",
" <td>23.381451</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>서울특별시</td>\n",
" <td>용산구</td>\n",
" <td>148157.0</td>\n",
" <td>58081.0</td>\n",
" <td>35230</td>\n",
" <td>32109</td>\n",
" <td>서울 용산</td>\n",
" <td>39.202333</td>\n",
" <td>23.778829</td>\n",
" <td>21.672280</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>서울특별시</td>\n",
" <td>성동구</td>\n",
" <td>203175.0</td>\n",
" <td>86686.0</td>\n",
" <td>40566</td>\n",
" <td>45674</td>\n",
" <td>서울 성동</td>\n",
" <td>42.665682</td>\n",
" <td>19.966039</td>\n",
" <td>22.480128</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>서울특별시</td>\n",
" <td>광진구</td>\n",
" <td>240030.0</td>\n",
" <td>105512.0</td>\n",
" <td>46368</td>\n",
" <td>52824</td>\n",
" <td>서울 광진</td>\n",
" <td>43.957839</td>\n",
" <td>19.317585</td>\n",
" <td>22.007249</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon rate_hong \\\n",
"0 서울특별시 종로구 102566.0 42512.0 22325 22313 서울 종로 41.448433 21.766472 \n",
"1 서울특별시 중구 82852.0 34062.0 17901 19372 서울 중구 41.111862 21.605996 \n",
"2 서울특별시 용산구 148157.0 58081.0 35230 32109 서울 용산 39.202333 23.778829 \n",
"3 서울특별시 성동구 203175.0 86686.0 40566 45674 서울 성동 42.665682 19.966039 \n",
"4 서울특별시 광진구 240030.0 105512.0 46368 52824 서울 광진 43.957839 19.317585 \n",
"\n",
" rate_ahn y x \n",
"0 21.754773 4 6 \n",
"1 23.381451 5 6 \n",
"2 21.672280 6 6 \n",
"3 22.480128 5 7 \n",
"4 22.007249 6 7 "
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"final_elect_data = pd.merge(election_result, draw_korea, how = 'left', on = ['ID'] )\n",
"final_elect_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**각 후보들 간의 득표율 차이를 계산**"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:21.989923Z",
"start_time": "2020-06-02T08:03:21.963993Z"
}
},
"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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" <th>y</th>\n",
" <th>x</th>\n",
" <th>moon_vs_hong</th>\n",
" <th>moon_vs_ahn</th>\n",
" <th>ahn_vs_hong</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>서울특별시</td>\n",
" <td>종로구</td>\n",
" <td>102566.0</td>\n",
" <td>42512.0</td>\n",
" <td>22325</td>\n",
" <td>22313</td>\n",
" <td>서울 종로</td>\n",
" <td>41.448433</td>\n",
" <td>21.766472</td>\n",
" <td>21.754773</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>19.681961</td>\n",
" <td>19.693661</td>\n",
" <td>-0.011700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>서울특별시</td>\n",
" <td>중구</td>\n",
" <td>82852.0</td>\n",
" <td>34062.0</td>\n",
" <td>17901</td>\n",
" <td>19372</td>\n",
" <td>서울 중구</td>\n",
" <td>41.111862</td>\n",
" <td>21.605996</td>\n",
" <td>23.381451</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>19.505866</td>\n",
" <td>17.730411</td>\n",
" <td>1.775455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>서울특별시</td>\n",
" <td>용산구</td>\n",
" <td>148157.0</td>\n",
" <td>58081.0</td>\n",
" <td>35230</td>\n",
" <td>32109</td>\n",
" <td>서울 용산</td>\n",
" <td>39.202333</td>\n",
" <td>23.778829</td>\n",
" <td>21.672280</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>15.423503</td>\n",
" <td>17.530053</td>\n",
" <td>-2.106549</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>서울특별시</td>\n",
" <td>성동구</td>\n",
" <td>203175.0</td>\n",
" <td>86686.0</td>\n",
" <td>40566</td>\n",
" <td>45674</td>\n",
" <td>서울 성동</td>\n",
" <td>42.665682</td>\n",
" <td>19.966039</td>\n",
" <td>22.480128</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>22.699643</td>\n",
" <td>20.185554</td>\n",
" <td>2.514089</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>서울특별시</td>\n",
" <td>광진구</td>\n",
" <td>240030.0</td>\n",
" <td>105512.0</td>\n",
" <td>46368</td>\n",
" <td>52824</td>\n",
" <td>서울 광진</td>\n",
" <td>43.957839</td>\n",
" <td>19.317585</td>\n",
" <td>22.007249</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>24.640253</td>\n",
" <td>21.950590</td>\n",
" <td>2.689664</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon rate_hong \\\n",
"0 서울특별시 종로구 102566.0 42512.0 22325 22313 서울 종로 41.448433 21.766472 \n",
"1 서울특별시 중구 82852.0 34062.0 17901 19372 서울 중구 41.111862 21.605996 \n",
"2 서울특별시 용산구 148157.0 58081.0 35230 32109 서울 용산 39.202333 23.778829 \n",
"3 서울특별시 성동구 203175.0 86686.0 40566 45674 서울 성동 42.665682 19.966039 \n",
"4 서울특별시 광진구 240030.0 105512.0 46368 52824 서울 광진 43.957839 19.317585 \n",
"\n",
" rate_ahn y x moon_vs_hong moon_vs_ahn ahn_vs_hong \n",
"0 21.754773 4 6 19.681961 19.693661 -0.011700 \n",
"1 23.381451 5 6 19.505866 17.730411 1.775455 \n",
"2 21.672280 6 6 15.423503 17.530053 -2.106549 \n",
"3 22.480128 5 7 22.699643 20.185554 2.514089 \n",
"4 22.007249 6 7 24.640253 21.950590 2.689664 "
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 문재인 후보와 홍준표 후보의 득표율 차이\n",
"final_elect_data['moon_vs_hong'] = final_elect_data['rate_moon'] - final_elect_data['rate_hong']\n",
"# 문재인 후보와 안철수 후보의 득표율 차이\n",
"final_elect_data['moon_vs_ahn'] = final_elect_data['rate_moon'] - final_elect_data['rate_ahn']\n",
"# 안철수 후보와 홍준표 후보의 득표율 차이\n",
"final_elect_data['ahn_vs_hong'] = final_elect_data['rate_ahn'] - final_elect_data['rate_hong']\n",
"\n",
"final_elect_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 재미삼아 문재인 후보와 홍준표 후보의 득표율 차이가 큰 지역들과 작은 지역들을 확인해보겠다\n",
" - **전라도**에서 **문재인 후보의 득표율이 압도적**으로 높기 때문에, 홍준표 후보와의 득표율 차이가 굉장히 높게 나왔다\n",
" - 반면, **경상도**의 경우에는 **홍준표 후보의 득표율이 훨씬 더 높게** 나왔다"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:23.250982Z",
"start_time": "2020-06-02T08:03:23.216037Z"
}
},
"outputs": [
{
"data": {
"text/html": [
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" }\n",
"\n",
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" 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>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" <th>y</th>\n",
" <th>x</th>\n",
" <th>moon_vs_hong</th>\n",
" <th>moon_vs_ahn</th>\n",
" <th>ahn_vs_hong</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>181</th>\n",
" <td>전라남도</td>\n",
" <td>순천시</td>\n",
" <td>181451.0</td>\n",
" <td>122595.0</td>\n",
" <td>4525</td>\n",
" <td>40429</td>\n",
" <td>순천</td>\n",
" <td>67.563695</td>\n",
" <td>2.493786</td>\n",
" <td>22.280946</td>\n",
" <td>22</td>\n",
" <td>4</td>\n",
" <td>65.069909</td>\n",
" <td>45.282749</td>\n",
" <td>19.787160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>165</th>\n",
" <td>전라북도</td>\n",
" <td>전주시덕진구</td>\n",
" <td>187921.0</td>\n",
" <td>125375.0</td>\n",
" <td>5183</td>\n",
" <td>40188</td>\n",
" <td>전주 덕진</td>\n",
" <td>66.716865</td>\n",
" <td>2.758074</td>\n",
" <td>21.385582</td>\n",
" <td>18</td>\n",
" <td>3</td>\n",
" <td>63.958791</td>\n",
" <td>45.331283</td>\n",
" <td>18.627508</td>\n",
" </tr>\n",
" <tr>\n",
" <th>164</th>\n",
" <td>전라북도</td>\n",
" <td>전주시완산구</td>\n",
" <td>236383.0</td>\n",
" <td>157637.0</td>\n",
" <td>7003</td>\n",
" <td>50506</td>\n",
" <td>전주 완산</td>\n",
" <td>66.687114</td>\n",
" <td>2.962565</td>\n",
" <td>21.366173</td>\n",
" <td>19</td>\n",
" <td>3</td>\n",
" <td>63.724549</td>\n",
" <td>45.320941</td>\n",
" <td>18.403608</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>광주광역시</td>\n",
" <td>광산구</td>\n",
" <td>248209.0</td>\n",
" <td>159119.0</td>\n",
" <td>3630</td>\n",
" <td>65402</td>\n",
" <td>광주 광산</td>\n",
" <td>64.106862</td>\n",
" <td>1.462477</td>\n",
" <td>26.349568</td>\n",
" <td>21</td>\n",
" <td>2</td>\n",
" <td>62.644384</td>\n",
" <td>37.757293</td>\n",
" <td>24.887091</td>\n",
" </tr>\n",
" <tr>\n",
" <th>171</th>\n",
" <td>전라북도</td>\n",
" <td>완주군</td>\n",
" <td>62470.0</td>\n",
" <td>41057.0</td>\n",
" <td>2107</td>\n",
" <td>13897</td>\n",
" <td>완주</td>\n",
" <td>65.722747</td>\n",
" <td>3.372819</td>\n",
" <td>22.245878</td>\n",
" <td>17</td>\n",
" <td>4</td>\n",
" <td>62.349928</td>\n",
" <td>43.476869</td>\n",
" <td>18.873059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>174</th>\n",
" <td>전라북도</td>\n",
" <td>장수군</td>\n",
" <td>16079.0</td>\n",
" <td>10714.0</td>\n",
" <td>717</td>\n",
" <td>3353</td>\n",
" <td>장수</td>\n",
" <td>66.633497</td>\n",
" <td>4.459233</td>\n",
" <td>20.853287</td>\n",
" <td>17</td>\n",
" <td>5</td>\n",
" <td>62.174265</td>\n",
" <td>45.780210</td>\n",
" <td>16.394054</td>\n",
" </tr>\n",
" <tr>\n",
" <th>183</th>\n",
" <td>전라남도</td>\n",
" <td>광양시</td>\n",
" <td>96384.0</td>\n",
" <td>63544.0</td>\n",
" <td>4100</td>\n",
" <td>20080</td>\n",
" <td>광양</td>\n",
" <td>65.927955</td>\n",
" <td>4.253818</td>\n",
" <td>20.833333</td>\n",
" <td>21</td>\n",
" <td>5</td>\n",
" <td>61.674137</td>\n",
" <td>45.094622</td>\n",
" <td>16.579515</td>\n",
" </tr>\n",
" <tr>\n",
" <th>172</th>\n",
" <td>전라북도</td>\n",
" <td>진안군</td>\n",
" <td>18107.0</td>\n",
" <td>11918.0</td>\n",
" <td>819</td>\n",
" <td>3904</td>\n",
" <td>진안</td>\n",
" <td>65.819849</td>\n",
" <td>4.523113</td>\n",
" <td>21.560722</td>\n",
" <td>18</td>\n",
" <td>4</td>\n",
" <td>61.296736</td>\n",
" <td>44.259126</td>\n",
" <td>17.037610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>180</th>\n",
" <td>전라남도</td>\n",
" <td>여수시</td>\n",
" <td>185487.0</td>\n",
" <td>117586.0</td>\n",
" <td>4281</td>\n",
" <td>50228</td>\n",
" <td>여수</td>\n",
" <td>63.393122</td>\n",
" <td>2.307978</td>\n",
" <td>27.078987</td>\n",
" <td>23</td>\n",
" <td>4</td>\n",
" <td>61.085143</td>\n",
" <td>36.314135</td>\n",
" <td>24.771008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>167</th>\n",
" <td>전라북도</td>\n",
" <td>익산시</td>\n",
" <td>192208.0</td>\n",
" <td>123422.0</td>\n",
" <td>6470</td>\n",
" <td>45737</td>\n",
" <td>익산</td>\n",
" <td>64.212728</td>\n",
" <td>3.366145</td>\n",
" <td>23.795576</td>\n",
" <td>16</td>\n",
" <td>3</td>\n",
" <td>60.846583</td>\n",
" <td>40.417152</td>\n",
" <td>20.429431</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon \\\n",
"181 전라남도 순천시 181451.0 122595.0 4525 40429 순천 67.563695 \n",
"165 전라북도 전주시덕진구 187921.0 125375.0 5183 40188 전주 덕진 66.716865 \n",
"164 전라북도 전주시완산구 236383.0 157637.0 7003 50506 전주 완산 66.687114 \n",
"63 광주광역시 광산구 248209.0 159119.0 3630 65402 광주 광산 64.106862 \n",
"171 전라북도 완주군 62470.0 41057.0 2107 13897 완주 65.722747 \n",
"174 전라북도 장수군 16079.0 10714.0 717 3353 장수 66.633497 \n",
"183 전라남도 광양시 96384.0 63544.0 4100 20080 광양 65.927955 \n",
"172 전라북도 진안군 18107.0 11918.0 819 3904 진안 65.819849 \n",
"180 전라남도 여수시 185487.0 117586.0 4281 50228 여수 63.393122 \n",
"167 전라북도 익산시 192208.0 123422.0 6470 45737 익산 64.212728 \n",
"\n",
" rate_hong rate_ahn y x moon_vs_hong moon_vs_ahn ahn_vs_hong \n",
"181 2.493786 22.280946 22 4 65.069909 45.282749 19.787160 \n",
"165 2.758074 21.385582 18 3 63.958791 45.331283 18.627508 \n",
"164 2.962565 21.366173 19 3 63.724549 45.320941 18.403608 \n",
"63 1.462477 26.349568 21 2 62.644384 37.757293 24.887091 \n",
"171 3.372819 22.245878 17 4 62.349928 43.476869 18.873059 \n",
"174 4.459233 20.853287 17 5 62.174265 45.780210 16.394054 \n",
"183 4.253818 20.833333 21 5 61.674137 45.094622 16.579515 \n",
"172 4.523113 21.560722 18 4 61.296736 44.259126 17.037610 \n",
"180 2.307978 27.078987 23 4 61.085143 36.314135 24.771008 \n",
"167 3.366145 23.795576 16 3 60.846583 40.417152 20.429431 "
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"final_elect_data.sort_values(['moon_vs_hong'], ascending = [False]).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:23.575623Z",
"start_time": "2020-06-02T08:03:23.549697Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
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"\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>광역시도</th>\n",
" <th>시군</th>\n",
" <th>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>ID</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" <th>y</th>\n",
" <th>x</th>\n",
" <th>moon_vs_hong</th>\n",
" <th>moon_vs_ahn</th>\n",
" <th>ahn_vs_hong</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>218</th>\n",
" <td>경상북도</td>\n",
" <td>군위군</td>\n",
" <td>17627.0</td>\n",
" <td>2251.0</td>\n",
" <td>11651</td>\n",
" <td>1939</td>\n",
" <td>군위</td>\n",
" <td>12.770182</td>\n",
" <td>66.097464</td>\n",
" <td>11.000170</td>\n",
" <td>11</td>\n",
" <td>10</td>\n",
" <td>-53.327282</td>\n",
" <td>1.770012</td>\n",
" <td>-55.097294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>219</th>\n",
" <td>경상북도</td>\n",
" <td>의성군</td>\n",
" <td>37855.0</td>\n",
" <td>5365.0</td>\n",
" <td>23790</td>\n",
" <td>4767</td>\n",
" <td>의성</td>\n",
" <td>14.172500</td>\n",
" <td>62.845067</td>\n",
" <td>12.592788</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>-48.672566</td>\n",
" <td>1.579712</td>\n",
" <td>-50.252278</td>\n",
" </tr>\n",
" <tr>\n",
" <th>222</th>\n",
" <td>경상북도</td>\n",
" <td>영덕군</td>\n",
" <td>26125.0</td>\n",
" <td>3786.0</td>\n",
" <td>16314</td>\n",
" <td>3231</td>\n",
" <td>영덕</td>\n",
" <td>14.491866</td>\n",
" <td>62.445933</td>\n",
" <td>12.367464</td>\n",
" <td>7</td>\n",
" <td>11</td>\n",
" <td>-47.954067</td>\n",
" <td>2.124402</td>\n",
" <td>-50.078469</td>\n",
" </tr>\n",
" <tr>\n",
" <th>215</th>\n",
" <td>경상북도</td>\n",
" <td>고령군</td>\n",
" <td>22396.0</td>\n",
" <td>3754.0</td>\n",
" <td>13248</td>\n",
" <td>2600</td>\n",
" <td>고령</td>\n",
" <td>16.761922</td>\n",
" <td>59.153420</td>\n",
" <td>11.609216</td>\n",
" <td>13</td>\n",
" <td>9</td>\n",
" <td>-42.391498</td>\n",
" <td>5.152706</td>\n",
" <td>-47.544204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>212</th>\n",
" <td>경상북도</td>\n",
" <td>예천군</td>\n",
" <td>32124.0</td>\n",
" <td>5261.0</td>\n",
" <td>18863</td>\n",
" <td>4427</td>\n",
" <td>예천</td>\n",
" <td>16.377163</td>\n",
" <td>58.719338</td>\n",
" <td>13.780974</td>\n",
" <td>10</td>\n",
" <td>8</td>\n",
" <td>-42.342174</td>\n",
" <td>2.596190</td>\n",
" <td>-44.938364</td>\n",
" </tr>\n",
" <tr>\n",
" <th>214</th>\n",
" <td>경상북도</td>\n",
" <td>청도군</td>\n",
" <td>30398.0</td>\n",
" <td>5323.0</td>\n",
" <td>17678</td>\n",
" <td>3654</td>\n",
" <td>청도</td>\n",
" <td>17.511020</td>\n",
" <td>58.155142</td>\n",
" <td>12.020528</td>\n",
" <td>13</td>\n",
" <td>10</td>\n",
" <td>-40.644121</td>\n",
" <td>5.490493</td>\n",
" <td>-46.134614</td>\n",
" </tr>\n",
" <tr>\n",
" <th>220</th>\n",
" <td>경상북도</td>\n",
" <td>청송군</td>\n",
" <td>18418.0</td>\n",
" <td>3218.0</td>\n",
" <td>10669</td>\n",
" <td>2387</td>\n",
" <td>청송</td>\n",
" <td>17.472038</td>\n",
" <td>57.927028</td>\n",
" <td>12.960148</td>\n",
" <td>10</td>\n",
" <td>11</td>\n",
" <td>-40.454990</td>\n",
" <td>4.511891</td>\n",
" <td>-44.966880</td>\n",
" </tr>\n",
" <tr>\n",
" <th>211</th>\n",
" <td>경상북도</td>\n",
" <td>문경시</td>\n",
" <td>49113.0</td>\n",
" <td>8616.0</td>\n",
" <td>27832</td>\n",
" <td>6905</td>\n",
" <td>문경</td>\n",
" <td>17.543217</td>\n",
" <td>56.669314</td>\n",
" <td>14.059414</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>-39.126097</td>\n",
" <td>3.483803</td>\n",
" <td>-42.609900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>210</th>\n",
" <td>경상북도</td>\n",
" <td>상주시</td>\n",
" <td>67717.0</td>\n",
" <td>12356.0</td>\n",
" <td>38171</td>\n",
" <td>9392</td>\n",
" <td>상주</td>\n",
" <td>18.246526</td>\n",
" <td>56.368416</td>\n",
" <td>13.869486</td>\n",
" <td>11</td>\n",
" <td>8</td>\n",
" <td>-38.121890</td>\n",
" <td>4.377040</td>\n",
" <td>-42.498929</td>\n",
" </tr>\n",
" <tr>\n",
" <th>246</th>\n",
" <td>경상남도</td>\n",
" <td>합천군</td>\n",
" <td>33021.0</td>\n",
" <td>7143.0</td>\n",
" <td>19699</td>\n",
" <td>3077</td>\n",
" <td>합천</td>\n",
" <td>21.631689</td>\n",
" <td>59.655976</td>\n",
" <td>9.318313</td>\n",
" <td>16</td>\n",
" <td>7</td>\n",
" <td>-38.024288</td>\n",
" <td>12.313376</td>\n",
" <td>-50.337664</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 광역시도 시군 pop moon hong ahn ID rate_moon rate_hong \\\n",
"218 경상북도 군위군 17627.0 2251.0 11651 1939 군위 12.770182 66.097464 \n",
"219 경상북도 의성군 37855.0 5365.0 23790 4767 의성 14.172500 62.845067 \n",
"222 경상북도 영덕군 26125.0 3786.0 16314 3231 영덕 14.491866 62.445933 \n",
"215 경상북도 고령군 22396.0 3754.0 13248 2600 고령 16.761922 59.153420 \n",
"212 경상북도 예천군 32124.0 5261.0 18863 4427 예천 16.377163 58.719338 \n",
"214 경상북도 청도군 30398.0 5323.0 17678 3654 청도 17.511020 58.155142 \n",
"220 경상북도 청송군 18418.0 3218.0 10669 2387 청송 17.472038 57.927028 \n",
"211 경상북도 문경시 49113.0 8616.0 27832 6905 문경 17.543217 56.669314 \n",
"210 경상북도 상주시 67717.0 12356.0 38171 9392 상주 18.246526 56.368416 \n",
"246 경상남도 합천군 33021.0 7143.0 19699 3077 합천 21.631689 59.655976 \n",
"\n",
" rate_ahn y x moon_vs_hong moon_vs_ahn ahn_vs_hong \n",
"218 11.000170 11 10 -53.327282 1.770012 -55.097294 \n",
"219 12.592788 11 11 -48.672566 1.579712 -50.252278 \n",
"222 12.367464 7 11 -47.954067 2.124402 -50.078469 \n",
"215 11.609216 13 9 -42.391498 5.152706 -47.544204 \n",
"212 13.780974 10 8 -42.342174 2.596190 -44.938364 \n",
"214 12.020528 13 10 -40.644121 5.490493 -46.134614 \n",
"220 12.960148 10 11 -40.454990 4.511891 -44.966880 \n",
"211 14.059414 8 10 -39.126097 3.483803 -42.609900 \n",
"210 13.869486 11 8 -38.121890 4.377040 -42.498929 \n",
"246 9.318313 16 7 -38.024288 12.313376 -50.337664 "
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"final_elect_data.sort_values(['moon_vs_hong'], ascending = [True]).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 19대 대선 결과 득표율 시각화하기\n",
"- 먼저 지도의 경계선을 그려주기 위해, BORDER_LINE 변수를 생성해주겠다\n",
"- 그 다음, 5장에서 만들었던 ```drawKorea()``` 함수를 동일하게 만들어 줄 것이다"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:28.197912Z",
"start_time": "2020-06-02T08:03:28.168989Z"
}
},
"outputs": [],
"source": [
"BORDER_LINES = [\n",
" [(5, 1), (5,2), (7,2), (7,3), (11,3), (11,0)], # 인천\n",
" \n",
" [(5,4), (5,5), (2,5), (2,7), (4,7), (4,9), (7,9), \n",
" (7,7), (9,7), (9,5), (10,5), (10,4), (5,4)], # 서울\n",
" \n",
" [(1,7), (1,8), (3,8), (3,10), (10,10), (10,7), \n",
" (12,7), (12,6), (11,6), (11,5), (12, 5), (12,4), \n",
" (11,4), (11,3)], # 경기도\n",
" \n",
" [(8,10), (8,11), (6,11), (6,12)], # 강원도\n",
" \n",
" [(12,5), (13,5), (13,4), (14,4), (14,5), (15,5), \n",
" (15,4), (16,4), (16,2)], # 충청북도\n",
" \n",
" [(16,4), (17,4), (17,5), (16,5), (16,6), (19,6), \n",
" (19,5), (20,5), (20,4), (21,4), (21,3), (19,3), (19,1)], # 전라북도\n",
" \n",
" [(13,5), (13,6), (16,6)], # 대전시\n",
" \n",
" [(13,5), (14,5)], # 세종시\n",
" \n",
" [(21,2), (21,3), (22,3), (22,4), (24,4), (24,2), (21,2)], # 광주\n",
" \n",
" [(20,5), (21,5), (21,6), (23,6)], # 전라남도\n",
" \n",
" [(10,8), (12,8), (12,9), (14,9), (14,8), (16,8), (16,6)], # 충청북도\n",
" \n",
" [(14,9), (14,11), (14,12), (13,12), (13,13)], # 경상북도\n",
" \n",
" [(15,8), (17,8), (17,10), (16,10), (16,11), (14,11)], # 대구\n",
" \n",
" [(17,9), (18,9), (18,8), (19,8), (19,9), (20,9), (20,10), (21,10)], # 부산\n",
" \n",
" [(16,11), (16,13)], # 울산\n",
" \n",
" [(27,5), (27,6), (25,6)],\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:29.299907Z",
"start_time": "2020-06-02T08:03:29.283953Z"
}
},
"outputs": [],
"source": [
"def drawKorea(targetData, blockedMap, cmapname):\n",
" gamma = 0.75\n",
"\n",
" whitelabelmin = 20.\n",
"\n",
" datalabel = targetData\n",
"\n",
" tmp_max = max([np.abs(min(blockedMap[targetData])), np.abs(max(blockedMap[targetData]))])\n",
" vmin, vmax = -tmp_max, tmp_max\n",
"\n",
" mapdata = blockedMap.pivot_table(index = 'y', columns = 'x', values = targetData)\n",
" masked_mapdata = np.ma.masked_where(np.isnan(mapdata), mapdata)\n",
" \n",
" plt.figure(figsize = (9, 11))\n",
" plt.pcolor(masked_mapdata, vmin = vmin, vmax = vmax, cmap = cmapname, \n",
" edgecolor = '#aaaaaa', linewidth = 0.5)\n",
"\n",
" # 지역 이름 표시\n",
" for idx, row in blockedMap.iterrows():\n",
" # 광역시는 구 이름이 겹치는 경우가 많아서 시단위 이름도 같이 표시한다\n",
" # (중구, 서구)\n",
" if len(row['ID'].split()) == 2:\n",
" dispname = '{}\\n{}'.format(row['ID'].split()[0], row['ID'].split()[1])\n",
" elif row['ID'][:2] == '고성':\n",
" dispname = '고성'\n",
" else:\n",
" dispname = row['ID']\n",
"\n",
" # 서대문구, 서귀포시 같이 이름이 3자 이상인 경우에 작은 글자로 표시한다\n",
" if len(dispname.splitlines()[-1]) >= 3:\n",
" fontsize, linespacing = 10.0, 1.1\n",
" else:\n",
" fontsize, linespacing = 11, 1.\n",
"\n",
" annocolor = 'white' if np.abs(row[targetData]) > whitelabelmin else 'black'\n",
" plt.annotate(dispname, (row['x'] + 0.5, row['y'] + 0.5), weight = 'bold',\n",
" fontsize = fontsize, ha = 'center', va = 'center', color = annocolor,\n",
" linespacing = linespacing)\n",
"\n",
" # 시도 경계 그린다\n",
" for path in BORDER_LINES:\n",
" ys, xs = zip(*path)\n",
" plt.plot(xs, ys, c = 'black', lw = 2)\n",
"\n",
" plt.gca().invert_yaxis()\n",
"\n",
" plt.axis('off')\n",
"\n",
" cb = plt.colorbar(shrink = 0.1, aspect = 10)\n",
" cb.set_label(datalabel)\n",
"\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**\"문재인 후보 vs 홍준표 후보\" 득표율 격차를 시각화**\n",
"- **문재인 후보**의 경우, **전라도**의 압도적인 지지율을 확인할 수 있다. 또한 **서울, 경기권**의 경우에도 문재인 후보의 지지율이 높은 것을 알 수 있다\n",
"- 반면, **홍준표 후보**는 **대구, 경북** 지역에서 우세를 보인다\n",
"- 하지만 **경남 창원, 김해, 부산** 지역은 **문재인 후보**가 홍준표 후보보다 **지지율이 높다**"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:31.841761Z",
"start_time": "2020-06-02T08:03:30.239092Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x792 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"drawKorea('moon_vs_hong', final_elect_data, 'RdBu')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**\"문재인 후보 vs 안철수 후보\" 득표율 격차를 시각화**\n",
"- 이건 뭐...딱 봐도 **문재인 후보**의 **대승**이다!!"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:37.304695Z",
"start_time": "2020-06-02T08:03:35.908163Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x792 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"drawKorea('moon_vs_ahn', final_elect_data, 'RdBu')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**\"안철수 후보 vs 홍준표 후보\" 득표율 격차를 시각화**\n",
"- 안철수 후보와 홍준표 후보의 지지율은 거의 **박빙**이다\n",
"- **안철수 후보**는 **전라도** 지역의 지지율이 높고, **홍준표 후보**는 **대구, 경북** 지역의 지지율이 높다"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:41.666692Z",
"start_time": "2020-06-02T08:03:40.263414Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x792 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"drawKorea('ahn_vs_hong', final_elect_data, 'RdBu')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**```Folium```을 사용해서, \"*문재인 후보 vs 홍준표 후보*\" 득표율 격차를 지도에 시각화**\n",
"- 지도 시각화 결과를 보면, **문재인 후보**가 **압도적인 승리**를 거뒀다는 것을 알 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:44.974501Z",
"start_time": "2020-06-02T08:03:44.615470Z"
}
},
"outputs": [],
"source": [
"import folium\n",
"import json\n",
"import warnings\n",
"warnings.simplefilter(action = 'ignore', category = FutureWarning)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:45.556557Z",
"start_time": "2020-06-02T08:03:45.527667Z"
}
},
"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>pop</th>\n",
" <th>moon</th>\n",
" <th>hong</th>\n",
" <th>ahn</th>\n",
" <th>rate_moon</th>\n",
" <th>rate_hong</th>\n",
" <th>rate_ahn</th>\n",
" <th>y</th>\n",
" <th>x</th>\n",
" <th>moon_vs_hong</th>\n",
" <th>moon_vs_ahn</th>\n",
" <th>ahn_vs_hong</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>서울 종로</th>\n",
" <td>102566.0</td>\n",
" <td>42512.0</td>\n",
" <td>22325</td>\n",
" <td>22313</td>\n",
" <td>41.448433</td>\n",
" <td>21.766472</td>\n",
" <td>21.754773</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>19.681961</td>\n",
" <td>19.693661</td>\n",
" <td>-0.011700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>서울 중구</th>\n",
" <td>82852.0</td>\n",
" <td>34062.0</td>\n",
" <td>17901</td>\n",
" <td>19372</td>\n",
" <td>41.111862</td>\n",
" <td>21.605996</td>\n",
" <td>23.381451</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>19.505866</td>\n",
" <td>17.730411</td>\n",
" <td>1.775455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>서울 용산</th>\n",
" <td>148157.0</td>\n",
" <td>58081.0</td>\n",
" <td>35230</td>\n",
" <td>32109</td>\n",
" <td>39.202333</td>\n",
" <td>23.778829</td>\n",
" <td>21.672280</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>15.423503</td>\n",
" <td>17.530053</td>\n",
" <td>-2.106549</td>\n",
" </tr>\n",
" <tr>\n",
" <th>서울 성동</th>\n",
" <td>203175.0</td>\n",
" <td>86686.0</td>\n",
" <td>40566</td>\n",
" <td>45674</td>\n",
" <td>42.665682</td>\n",
" <td>19.966039</td>\n",
" <td>22.480128</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>22.699643</td>\n",
" <td>20.185554</td>\n",
" <td>2.514089</td>\n",
" </tr>\n",
" <tr>\n",
" <th>서울 광진</th>\n",
" <td>240030.0</td>\n",
" <td>105512.0</td>\n",
" <td>46368</td>\n",
" <td>52824</td>\n",
" <td>43.957839</td>\n",
" <td>19.317585</td>\n",
" <td>22.007249</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>24.640253</td>\n",
" <td>21.950590</td>\n",
" <td>2.689664</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" pop moon hong ahn rate_moon rate_hong rate_ahn y \\\n",
"ID \n",
"서울 종로 102566.0 42512.0 22325 22313 41.448433 21.766472 21.754773 4 \n",
"서울 중구 82852.0 34062.0 17901 19372 41.111862 21.605996 23.381451 5 \n",
"서울 용산 148157.0 58081.0 35230 32109 39.202333 23.778829 21.672280 6 \n",
"서울 성동 203175.0 86686.0 40566 45674 42.665682 19.966039 22.480128 5 \n",
"서울 광진 240030.0 105512.0 46368 52824 43.957839 19.317585 22.007249 6 \n",
"\n",
" x moon_vs_hong moon_vs_ahn ahn_vs_hong \n",
"ID \n",
"서울 종로 6 19.681961 19.693661 -0.011700 \n",
"서울 중구 6 19.505866 17.730411 1.775455 \n",
"서울 용산 6 15.423503 17.530053 -2.106549 \n",
"서울 성동 7 22.699643 20.185554 2.514089 \n",
"서울 광진 7 24.640253 21.950590 2.689664 "
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 'ID'를 index로 잡겠다\n",
"pop_folium = final_elect_data.set_index('ID')\n",
"\n",
"# '광역시도', '시군' 변수는 필요가 없으므로 삭제하겠다\n",
"del pop_folium['광역시도']\n",
"del pop_folium['시군']\n",
"\n",
"pop_folium.head()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-02T08:03:46.743897Z",
"start_time": "2020-06-02T08:03:46.554407Z"
}
},
"outputs": [
{
"data": {
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"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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