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11-1 시군구별 인구 단계 구분도 만들기
단계 구분도(choropleth map): 지역별 통계치를 색깔 차이로 표현한 지도
시군구별 인구 단계 구분도 만들기
1. 시군구 경계 지도 데이터 준비하기
2. 시군구별 인구 데이터 준비하기
3. 단계 구분도 만들기
- (1) 배경 지도 만들기
- (2) 단계 구분도 만들기
- (3) 계급 구간 정하기
- (4) 디자인 수정하기
import json
geo = json.load(open('SIG.geojson', encoding = 'UTF-8'))# 행정 구역 코드 출력
geo['features'][0]['properties']
##출력: {'SIG_CD': '42110', 'SIG_ENG_NM': 'Chuncheon-si', 'SIG_KOR_NM': '춘천시'}# 위도, 경도 좌표 출력
geo['features'][0]['geometry']
"""
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"""import pandas as pd
df_pop = pd.read_csv('Population_SIG.csv')
df_pop.head()
df_pop.info()
"""
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 278 entries, 0 to 277
Data columns (total 3 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 code 278 non-null int64
1 region 278 non-null object
2 pop 278 non-null int64
dtypes: int64(2), object(1)
memory usage: 6.6+ KB
"""df_pop['code'] = df_pop['code'].astype(str)import folium
folium.Map(location = [35.95, 127.7], # 지도 중심 좌표
zoom_start = 8) # 확대 단계
map_sig = folium.Map(location = [35.95, 127.7], # 지도 중심 좌표
zoom_start = 8, # 확대 단계
tiles = 'cartodbpositron') # 지도 종류
map_sig
# 지도 데이터
# 통계 데이터
# df_pop 행정 구역 코드, 인구
# geo 행정 구역 코드
folium.Choropleth(geo_data = geo,
data = df_pop,
columns = ('code', 'pop'),
key_on = 'feature.properties.SIG_CD') \
.add_to(map_sig)
map_sigbins = list(df_pop['pop'].quantile([0, 0.2, 0.4, 0.6, 0.8, 1]))
bins
##출력: [8867.0, 50539.6, 142382.20000000004, 266978.6, 423107.20000000024, 13565450.0]## 배경 지도 만들기
# 지도 중심 좌표
# 확대 단계
# 지도 종류
map_sig = folium.Map(location = [35.95, 127.7],
zoom_start = 8,
tiles = 'cartodbpositron')
## 단계 구분도 만들기
# 지도 데이터
# 통계 데이터
# df_pop 행정 구역 코드, 인구
# geo 행정 구역 코드
# 컬러맵
# 투명도
# 경계선 투명도
# 계급 구간 기준값
# 배경 지도에 추가
folium.Choropleth(geo_data = geo,
data = df_pop,
columns = ('code', 'pop'),
key_on = 'feature.properties.SIG_CD',
fill_color = 'YlGnBu',
fill_opacity = 1,
line_opacity = 0.5,
bins = bins) \
.add_to(map_sig)
map_sig
※ 해당 내용은 <Do it! 파이썬 데이터 분석>의 내용을 토대로 학습하며 정리한 내용입니다.
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