🗺️ GIS & RS/💽 공간 데이터 저장소

[공간자료] 서울빅데이터 캠퍼스 :: 그랜데이터 서울시민 라이프스타일 재현 - 서울 시민의 금융 생활 재현 데이터

김 홍시 2024. 10. 31. 17:28
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총 1000개 중 100개 행 발췌 

 

https://bigdata.seoul.go.kr/data/selectSampleData.do?r_id=P213&sample_data_seq=331&tab_type=&file_id=&sch_text=%EC%B9%B4%EB%93%9C&sch_order=U&currentPage=1

 

서울 시민의 금융 생활 재현 데이터.csv
0.21MB

 

서울시와 민간 3사(통신사, 카드사, 신용평가사) 간 가명정보 결합을 통해 확보한 가명정보 결합 데이터를 원본 데이터로 하여, 통계적 특성이 유사하고 실제 원본 데이터 분석 결과와 유사한 결과를 얻을 수 있도록 가상으로 재현한 데이터를 생성하였습니다.

서울시민 라이프스타일 재현데이터는 두 가지 주제로 테이블을 구성하고 데이터를 재현하였습니다. 

첫 번째 데이터셋은 서울 시민의 금융 생활 분석을 위한 재현데이터로, 전체 가명정보 결합데이터에서 서울 시민의 자산, 대출, 카드 사용이력, 사업자 정보 컬럼들로 원본 테이블을 구성하고, 원본 데이터 분포를 고려하여 데이터를 재현하였습니다.
두 번째 데이터셋은 서울 시민의 소비 패턴 및 이동 이력 분석을 위한 재현 데이터로, 전체 가명정보 결합데이터에서 통신사, 카드사 정보 컬럼을 활용하여 서울 시민의 소비 정보, 이동 정보 분석이 가능한 원본 테이블을 구성하였고, 이를 기반으로 데이터를 재현하였습니다.

※ 기존 가명정보 결합 데이터 정보 
- 재현 대상 데이터 수집 시점 : 2022년 3분기
- 컬럼별 가명 처리 : 일부 컬럼은 특이값 노출 위험 제거를 위해 상단 0.1% 또는 상단 0.01% 기준으로 상한값 일괄 처리하였습니다.
※ 재현 데이터 생성 과정
- 재현 대상 원본 데이터는 전체 서울시민 데이터가 아닌 약 10% 규모로 추출한 일부 샘플만으로 축소하였고, 이를 재현 알고리즘을 통해 최종 재현 데이터셋을 생성하였습니다.
- 재현 데이터는 R의 Synthpop 라이브러리를 활용하여 '순차적 재현' 방식으로 재현하였습니다.
※ 최종 재현 데이터
- 최종 생성된 재현데이터에서 실제 원본 데이터와 일치하는 데이터를 전부 삭제 처리하였습니다.
- k-익명성 적용을 통해 k=5 기준으로 데이터를 일부 삭제 처리하였습니다. (기준 준식별자 : 자치구명+생년월일+성별+직업군 컬럼 활용) 
- 최종 재현 데이터셋과 원본 실제 데이터셋의 분포 비교 결과, 컬럼별 평균값 간 오차는 평균 약 4% 수준으로 발생하였습니다.

 

 

 

자치구명 생년월일 성별 동일세대_학령기인구수 동일세대_미취학아동수 직업군 세대주여부 1인가구여부 주택보유여부 대출여부 연체여부 사업자여부 동일세대_세대원_수 추정연소득 추정연소득_백분위 총자산평가금액 순자산평가금액 차량보유 주택보유건수 자가거주여부 주택보유건수_가구기준 자가거주여부_가구기준 총대출약정금액 총대출건수 총대출잔액 은행업종대출잔액 주택담보대출잔액 신용대출잔액 자동차대출잔액 LTV 가구단위_LTV 연체건수 연체금액 연체일수 주택담보대출분기상환금액 카드소비금액 신용카드소비금액 체크카드소비금액 일시불이용금액 할부이용금액 현금서비스이용금액 해외카드이용금액 생애최초주택구입연월 카드사_최근1년월평균_이용금액 온라인 카드사용 금액 오프라인 카드사용 금액 온라인_카드사용금액_백분위수 오프라인_카드사용금액_백분위수 사업체건수 사업자카드이용액 사업자대출잔액 연매출추정금액 가구_추정연소득 가구_총자산평가금액 가구_순자산평가금액 가구_차량보유수 가구_총대출약정금액 가구_대출건수 가구_총대출잔액 가구_대출연체건수 가구_카드연체건수 가구_대출연체금액 가구_카드연체금액 가구_신용카드소비금액 가구_체크카드소비금액
관악구 2002 여 4 0 910 0 0 0 0 0 0 10 16000 95 126900 126000 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2128 0 2128 2175 0 0 24 NA NA NA NA NA NA 0 0 0 0 211870 1759290 1708330 0 60000 3 28913 0 0 0 0 32620 4881
양천구 1976 여 2 0 910 0 0 0 0 0 0 10 26000 64 627020 621710 0 0 3 2 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 147000 2815030 2821160 0 23700 2 4716 0 0 0 0 9317 6596
마포구 1997 남 3 0 910 0 0 0 0 0 0 10 20000 85 1271910 1218750 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 304000 3296650 3262130 1 20000 3 14334 0 0 0 0 16633 3760
강북구 1977 여 4 1 910 0 0 0 0 0 0 10 35000 36 130000 104140 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4221 1524 2697 2892 59 0 0 NA 1 382000 0 61 100 0 0 0 0 104000 1185100 1135100 0 0 0 0 0 0 0 0 14168 8679
강남구 2002 남 3 1 910 0 0 0 0 0 0 10 16000 95 183890 189800 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA 1 0 0 100 100 0 0 0 0 142000 1558410 1558410 0 0 0 0 0 0 0 0 2969 304
금천구 2002 남 6 0 910 0 0 0 0 0 0 10 16000 95 472480 474670 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1508 0 1508 1471 0 0 0 NA NA NA NA NA NA 0 0 0 0 313070 3561490 3395160 1 0 0 0 0 0 0 0 18331 7774
중랑구 1999 남 0 0 910 0 0 0 1 0 0 10 20000 85 160000 157820 0 0 3 0 0 3000 1 0 0 0 0 0 0 0 0 0 0 0 2758 0 2758 2711 0 0 0 NA 1 0 0 100 100 0 0 0 0 77390 710580 818160 1 80000 10 35270 0 0 0 0 13165 11493
중구 1941 여 1 0 910 0 0 0 0 0 0 10 17000 94 295680 276510 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 12707 0 12707 26086 0 0 0 NA NA NA NA NA NA 0 0 0 0 171000 1054720 997680 1 0 0 0 0 0 0 0 18858 39626
은평구 1972 여 2 0 910 0 0 0 0 0 0 10 29000 54 130110 104140 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 349 0 349 378 0 0 0 NA NA NA NA NA NA 0 0 0 0 253000 1627920 1627920 0 331900 2 194167 0 0 0 0 16959 1255
강남구 1967 남 1 0 420 0 0 0 0 0 0 10 50000 15 183890 183890 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7495 7495 0 7451 655 0 457 200508 3 4122000 4765000 7 8 0 0 0 0 637230 9818190 9818190 0 1391000 6 893617 0 0 0 0 63729 1255
중구 1929 여 0 1 910 0 0 0 1 0 0 10 17000 94 223380 223380 0 0 3 0 0 386600 2 194167 238544 410000 0 0 0 0 0 0 0 2861 4683 4683 0 12 4266 0 0 NA 1 0 0 100 100 0 0 0 0 184000 2521270 2521270 0 287050 4 280000 0 0 0 0 20500 1642
은평구 1946 여 5 0 510 0 0 0 0 0 0 10 32000 44 162340 163010 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 2569 1578 991 1550 0 0 0 NA NA NA NA NA NA 0 0 0 0 142000 1054720 974490 0 0 0 0 0 0 0 0 0 1255
강남구 1977 여 3 2 420 0 0 0 0 0 0 10 50000 15 1626980 1626980 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 866 819 47 886 0 0 0 NA 1 403000 0 60 100 0 0 0 0 229000 9726270 9820320 0 390265 1 60000 0 0 0 0 18955 0
용산구 1947 남 3 1 420 0 0 1 0 0 0 10 27000 60 1157500 1200000 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1592 1592 0 1665 0 0 0 199812 NA NA NA NA NA 0 0 0 0 238000 3443790 3443790 0 20000 1 20000 0 0 0 0 2621 230
동작구 1984 여 1 4 910 0 0 0 0 0 0 10 33000 42 928700 928100 0 0 3 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 134000 4391840 4627550 0 0 0 0 0 0 0 0 22382 1288
동대문구 2001 여 3 0 910 0 0 0 0 0 0 10 21000 82 374500 376740 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 603 0 603 556 0 0 0 NA NA NA NA NA NA 0 0 0 0 263880 2524780 2533360 0 444000 2 388713 0 0 0 0 15847 3832
관악구 1949 여 3 0 910 0 0 1 0 0 0 10 21000 82 700000 697380 0 1 3 1 3 0 0 0 0 0 0 0 0 0.01 0 0 0 0 1457 1457 0 1822 193 0 0 NA 1 10000 0 97 100 0 0 0 0 152000 2341130 2336820 0 50000 3 40000 0 0 0 0 6826 6119
양천구 1966 남 6 0 910 0 0 1 0 0 0 10 28000 57 1713570 1743360 0 1 1 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 208 0 208 264 0 0 0 201106 NA NA NA NA NA 0 0 0 0 140000 2821160 2821160 0 0 0 0 0 0 0 0 6440 5993
송파구 1988 여 2 1 420 0 0 0 0 0 0 10 32000 44 811600 808660 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 2116 0 2116 2095 0 0 0 NA 1 0 786000 100 55 0 0 0 0 237140 3421360 3408360 0 386600 3 376427 0 0 0 0 46164 3461
구로구 1977 남 4 0 910 0 0 0 0 0 0 10 44000 20 130070 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2560 227 2333 2341 0 0 0 NA NA NA NA NA NA 0 0 0 0 166000 701200 688680 0 28669 2 22520 0 0 0 0 14257 2341
서초구 1999 여 3 1 420 0 0 0 0 0 0 10 32000 44 0 0 0 0 0 2 3 0 0 0 0 0 0 0 0 0 0 0 0 0 4440 4167 273 3568 0 0 0 NA NA NA NA NA NA 0 0 0 0 264000 8101010 8101010 0 520540 4 511137 0 0 0 0 47076 904
서초구 1978 여 2 3 420 0 0 0 0 0 0 10 39000 28 1514710 1531750 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 317070 13185080 13730486 1 610000 4 306001 0 0 0 0 47076 1034
도봉구 1975 여 4 0 910 0 0 0 0 0 0 10 29000 54 126900 104140 0 0 3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 205000 2178150 2178150 0 0 0 0 0 0 0 0 21760 25
노원구 1949 남 3 0 420 0 0 0 0 0 0 10 37000 32 471280 474670 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4861 4790 71 4919 0 0 0 NA NA NA NA NA NA 0 0 0 0 160000 1576860 1627920 1 92670 3 119624 0 0 0 0 23167 6020
동대문구 1974 남 4 0 420 0 0 1 1 0 0 10 131920 1 905000 702740 0 2 3 0 1 405000 3 409016 131556 162321 0 0 0 0 0 0 0 1531 15834 15834 0 2522 7413 0 452 200612 1 0 0 100 100 0 0 0 0 385170 3771340 3653210 1 20000 3 14334 0 0 0 0 44138 5367
강서구 1980 남 3 0 910 0 0 0 0 0 0 10 31000 47 30900 30900 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 174000 1108920 974490 1 299100 2 235050 0 0 0 0 11297 11452
송파구 1939 남 1 0 910 0 0 0 0 0 0 10 21000 82 1502410 1502410 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 863 863 0 211 0 0 0 NA 1 0 290000 100 75 0 0 0 0 514230 11755850 11755850 0 362900 10 227783 0 0 0 0 204071 3500
중랑구 1962 여 1 2 910 0 0 0 1 0 0 10 22000 78 450220 450220 0 0 3 0 3 6900 10 7801 9770 0 10160 0 0 0 0 0 0 0 499 416 83 416 0 0 0 NA 1 0 0 100 100 0 0 0 0 120000 415290 352570 1 66000 8 29167 0 0 0 0 22356 4451
강북구 2001 여 1 0 910 0 0 0 0 0 0 10 17000 94 96190 96190 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1948 0 1948 1948 0 0 0 NA 1 320000 573000 65 62 0 0 0 0 254400 1494640 1301020 1 166500 11 103023 0 0 0 0 21444 5781
구로구 1943 남 0 1 910 0 0 0 0 0 0 10 31000 47 222610 223950 0 0 3 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 16213 0 16213 22815 0 0 45 NA 1 0 6708000 100 5 0 0 0 0 296000 5235250 5235250 0 0 0 0 0 0 0 0 17767 17781
구로구 1972 남 0 0 420 0 0 0 0 0 0 10 61000 9 163010 160000 0 0 3 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 9187 7999 1188 9102 0 0 0 NA 1 0 0 100 100 0 0 0 0 299000 6882030 6618730 0 0 0 0 0 0 0 0 17767 1642
동작구 1949 남 1 4 420 0 0 1 1 0 0 10 51000 14 1063570 1090460 0 1 1 3 1 346000 3 103398 0 98778 7000 0 0 0 0 0 0 3312 9694 9520 174 8367 1283 0 0 201304 1 87000 0 83 100 0 0 0 0 254000 2896490 2864620 1 57849 3 41207 0 0 0 0 16959 4561
강북구 2003 남 1 0 910 0 0 0 0 0 0 10 16000 95 91250 90000 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 197000 1855440 1705440 0 0 0 0 0 0 0 0 16860 679
동작구 1980 남 1 4 910 0 0 0 0 0 0 10 28000 57 1255910 1276630 0 0 3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 327 0 327 271 0 0 0 NA NA NA NA NA NA 0 0 0 0 172000 3895210 3865000 0 0 0 0 0 0 0 0 18045 38
광진구 1978 여 3 0 420 0 0 0 0 0 0 10 43000 22 104690 107960 0 0 3 15 1 0 0 0 0 0 0 0 0 0 0 0 0 0 631 631 0 589 419 0 182 NA NA NA NA NA NA 0 0 0 0 346750 4446020 4446020 0 20000 3 3013 0 0 0 0 31270 39626
강서구 1998 여 6 1 910 0 0 0 0 0 0 10 20000 85 99870 94240 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 614 0 614 667 0 0 0 NA 1 0 0 100 100 0 0 0 0 72000 0 215920 0 50000 10 50000 0 0 0 0 62123 10302
강서구 1988 여 1 0 910 0 0 0 1 1 0 10 35000 36 343780 340000 0 0 3 1 1 18600 3 13806 11815 0 13800 0 0 0 1 0 0 0 11385 6995 4390 5039 3338 0 1025 NA 1 316000 0 65 100 0 0 0 0 299000 2879760 2879760 0 520540 9 441529 0 0 0 0 42344 5367
서초구 1990 여 0 3 910 0 0 0 0 0 0 10 38000 30 758290 758290 0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 12259 12259 0 10555 0 0 0 201702 NA NA NA NA NA 0 0 0 0 265000 13800360 13730486 0 799000 5 709479 0 0 0 0 66394 18417
강동구 1960 남 4 0 420 0 0 0 0 0 0 10 31000 47 249270 249270 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2714 2714 0 1739 0 0 0 NA NA NA NA NA NA 0 0 0 0 234000 2894620 2896490 2 642300 12 470837 0 0 0 0 30962 14462
광진구 1994 여 1 0 910 0 0 0 0 0 0 10 22000 78 196000 196000 0 0 3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1960 0 1960 1928 0 0 0 NA NA NA NA NA NA 0 0 0 0 151000 1106040 1108920 0 0 0 0 0 0 0 0 0 8736
중구 2002 남 2 0 910 0 0 0 0 0 0 10 NA NA 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 171000 4391840 4391840 0 0 0 0 0 0 0 0 227 119
종로구 1979 여 0 0 910 0 0 0 0 0 0 10 41000 24 686430 695000 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 111000 2400000 2383010 0 0 0 0 0 0 0 0 6277 757
광진구 1976 남 4 0 420 0 0 1 0 0 0 10 63000 8 861100 861100 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 10460 10460 0 11050 1649 0 0 200610 NA NA NA NA NA 0 0 0 0 216000 3408360 3365010 0 992812 9 680854 0 0 0 0 11628 12505
송파구 1975 여 3 0 910 0 0 0 0 0 0 10 27000 60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1033 82 951 908 0 0 0 NA NA NA NA NA NA 0 0 7650000 0 429690 3239120 3262130 1 70000 3 19193 0 0 0 0 204071 9101
강남구 1954 여 3 1 910 0 0 0 0 0 0 10 28000 57 849400 853790 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 5245 5245 0 4339 98 0 0 NA 1 0 0 100 100 0 0 0 0 216000 2894620 2913590 0 697800 9 659550 0 0 0 0 31703 3169
강동구 1947 남 4 0 510 0 0 0 1 0 1 10 26000 64 628700 637010 0 0 3 0 1 200000 5 161774 164950 0 11774 0 0 0 0 0 0 0 6159 6159 0 8584 4236 1300 837 199906 2 2181000 2313000 17 24 1 0 200000 607000 134000 2400000 2408060 0 280000 6 275068 0 0 0 0 25946 1109
관악구 2009 남 3 0 910 0 0 0 0 0 0 10 16000 95 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 148 0 148 195 0 0 0 NA NA NA NA NA NA 0 0 0 0 140000 2042310 2006230 0 0 0 0 0 0 0 0 5892 481
강북구 2008 여 3 0 910 0 0 0 0 0 0 10 15000 98 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 151 0 151 151 0 0 0 NA NA NA NA NA NA 0 0 0 0 239000 1982050 1982050 1 240000 11 154778 0 0 0 0 21444 8033
서초구 1977 남 3 1 410 0 0 1 0 0 0 10 110000 2 669340 669340 0 1 1 1 1 0 0 0 0 0 0 0 0 0.05 0 0 0 0 3427 3342 85 3501 80 0 0 201106 NA NA NA NA NA 0 0 0 0 221000 3421360 3382600 0 240000 5 165647 0 0 0 0 66394 2593
관악구 2002 남 2 0 910 0 0 0 0 0 0 10 17000 94 131880 134250 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1660 0 1660 1629 0 0 0 NA NA NA NA NA NA 0 0 0 0 385170 3771340 3653210 2 731380 18 584079 0 0 0 0 44138 5367
구로구 1952 여 4 0 510 0 0 1 0 0 0 10 63000 8 364520 314520 0 1 3 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 227 227 0 0 0 0 0 201306 NA NA NA NA NA 0 0 0 0 155000 701200 696570 1 62000 2 50000 0 0 0 0 14257 2235
동대문구 1970 남 0 0 420 0 0 0 0 0 0 10 36000 34 289030 279460 0 0 3 2 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 299000 5039520 4979020 0 171400 2 186224 0 0 0 0 20609 8961
서초구 1954 여 2 1 420 0 0 1 0 0 0 10 30000 51 1250000 1231660 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 199504 NA NA NA NA NA 0 0 0 0 223000 5104860 4979020 0 222433 6 164950 0 0 0 0 69961 0
강남구 1972 남 3 1 420 0 0 0 0 0 0 10 62000 8 425300 430750 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 7999 7999 0 8148 0 0 32 NA 2 1431000 766000 27 55 0 0 0 0 416220 4294140 4315000 0 531000 6 436955 0 0 0 0 44138 0
관악구 1974 여 4 0 510 0 0 0 0 0 0 10 30000 51 480450 480450 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 261120 1627920 1511530 2 642300 15 327064 0 0 0 0 38584 11833
양천구 1980 남 4 0 420 0 0 0 1 0 0 10 46000 18 327460 327890 0 0 3 3 0 30000 2 23570 2891 0 23466 0 0 0 0 0 0 0 16767 16690 77 16780 0 0 0 NA NA NA NA NA NA 0 0 0 0 135000 1106040 1108920 0 25800 3 5971 0 0 0 0 9317 0
서초구 1941 여 2 1 910 0 0 0 0 0 0 10 32000 44 1250000 1218750 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 682 682 0 863 0 0 0 NA NA NA NA NA NA 0 0 0 0 229000 5273430 5276080 0 240000 8 182156 0 0 0 0 66394 2777
성동구 1995 여 2 0 910 0 0 0 0 0 0 10 24000 71 860000 755460 0 0 3 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 826 0 826 779 0 0 0 NA 1 85000 0 83 100 0 0 0 0 152000 2109240 2042310 0 5000 1 0 0 0 0 0 1185 679
은평구 1966 남 3 0 510 0 0 0 1 0 0 10 56000 11 405350 406770 0 0 3 1 1 80000 2 5523 4375 0 0 0 0 0 0 0 0 0 11115 11115 0 8550 891 0 0 NA 2 3392000 4491000 9 9 0 0 0 0 160000 1746870 1688630 0 28669 2 36667 0 0 0 0 28700 1835
강서구 1968 남 3 0 510 0 0 0 1 0 0 10 65000 7 87910 104690 0 0 3 0 0 20000 1 13806 0 0 12868 0 0 0 0 0 0 0 1890 0 1890 1938 0 230 0 NA NA NA NA NA NA 0 0 0 0 187000 789100 734100 1 299100 2 235050 0 0 0 0 10229 11579
영등포구 2000 여 0 0 910 0 0 0 0 0 0 10 23000 74 195870 196000 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA 1 0 235000 100 78 0 0 0 0 160000 1349720 1221560 0 0 0 0 0 0 0 0 5892 4248
강동구 1998 여 4 0 910 0 0 0 1 0 0 10 22000 78 480450 450000 0 0 3 0 0 24400 1 15000 0 0 0 0 0 0 0 0 0 0 1269 0 1269 1333 0 0 0 NA 1 0 0 100 100 0 0 0 0 311000 13800360 13045332 0 85000 2 100871 0 0 0 0 47074 1837
양천구 1969 여 2 0 420 0 0 0 0 0 0 10 48000 16 637010 637010 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 5987 1468 4519 4874 0 0 0 NA 1 0 0 100 100 0 0 0 0 129230 2513290 2521270 0 0 0 0 0 0 0 0 10130 2302
양천구 1952 남 4 1 420 0 0 1 0 0 0 10 35000 36 875830 860000 0 1 1 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 4891 4790 101 5226 0 0 0 199902 NA NA NA NA NA 0 0 0 0 88000 2796090 2820000 0 0 0 0 0 0 0 0 7746 74
강남구 1942 남 1 1 420 0 0 1 1 0 0 10 33000 42 1372460 1386040 0 1 1 3 1 3800 1 6004 0 0 0 0 0 0 0 0 0 0 19630 14328 5302 12255 0 7950 0 200508 1 0 122000 100 86 0 0 0 0 112000 4391840 4627550 1 10000 8 0 0 0 0 0 32225 22436
성동구 1966 남 1 0 910 0 0 1 0 0 0 10 32000 44 1889520 2036800 0 1 3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 51 0 51 47 0 0 0 201501 NA NA NA NA NA 0 0 0 0 456000 12362690 11750250 0 485000 4 306001 0 0 0 0 32468 2171
강동구 1980 여 3 2 420 0 0 0 0 0 0 10 37000 32 353160 346450 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 6122 6122 0 6945 0 0 51 NA NA NA NA NA NA 0 0 0 0 107000 1477800 1480700 0 0 0 0 0 0 0 0 18045 0
동대문구 2006 여 5 0 910 0 0 0 0 0 0 10 15000 98 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 151 0 151 127 0 0 0 NA NA NA NA NA NA 0 0 0 0 178450 2402250 2402250 0 60000 2 28913 0 0 0 0 14257 2593
강남구 1967 남 1 0 510 0 0 1 0 0 0 10 49000 15 1455490 1459420 0 1 3 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 253 253 0 82 0 0 403 201204 1 0 62000 100 91 0 0 0 0 637230 11186540 11116666 2 1697000 6 1505554 0 0 0 0 63729 20930
강북구 2003 여 3 0 910 0 0 0 0 0 0 10 16000 95 96190 99870 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 657 0 657 623 0 0 0 NA 1 15000 0 95 100 0 0 0 0 211870 1613020 1521730 0 25800 1 13800 0 0 0 0 16860 7421
강북구 1952 여 3 0 910 0 0 0 1 0 0 10 21000 82 1364720 1294840 0 0 3 0 0 8000 13 3013 0 0 2193 0 0 0 0 0 0 0 0 0 0 0 0 2400 0 NA NA NA NA NA NA 0 0 0 0 172000 3357180 3426860 0 0 0 0 0 0 0 0 5454 1188
관악구 1961 여 2 3 510 0 0 1 0 0 0 10 37000 32 224780 235580 0 1 1 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 5865 5865 0 2757 4948 0 0 201802 1 4208000 49000 6 93 0 0 0 0 180200 2521270 2688330 0 68900 1 35474 0 0 0 0 12617 4881
강서구 1998 남 3 1 910 0 0 0 0 0 0 10 20000 85 223380 223380 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1128 0 1128 1441 0 0 0 NA 1 0 193000 100 80 0 0 0 0 148830 1558410 1558410 0 92670 18 55156 1 0 4439 0 29481 11452
서초구 1949 남 4 0 440 0 0 1 1 0 1 10 98000 2 1912000 1713010 0 1 1 1 1 300000 2 201312 280876 190000 92839 0 0.16 0 0 0 0 2906 23096 23096 0 6576 6289 0 0 200212 NA NA NA NA NA 2 0 39000 2834000 311000 8570740 8302352 1 610700 5 469765 0 0 0 0 63040 20930
중랑구 2000 남 0 0 420 0 0 0 0 0 0 10 34000 39 377730 377730 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 5470 873 4597 4598 439 0 0 NA 1 0 0 100 100 0 0 0 0 77390 415290 507380 1 14900 10 13109 0 0 0 0 416 8961
동대문구 1971 여 1 0 910 0 0 1 1 0 0 10 35000 36 1807500 1807500 0 18 1 23 1 3800 1 2193 1335 0 0 0 0 0 0 0 0 0 12422 12360 62 10745 3110 0 0 200509 3 3392000 2313000 9 24 0 0 0 0 86000 1783520 1641780 0 80000 3 66627 0 0 0 0 16541 7
강남구 1966 여 0 0 910 0 0 0 0 0 0 10 32000 44 807200 810830 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 682 682 0 743 0 0 0 NA NA NA NA NA NA 0 0 0 0 319000 6090550 6111546 0 531000 3 511137 0 0 0 0 28320 0
서대문구 1982 여 0 0 410 0 0 1 1 0 0 10 101820 2 960000 934320 0 1 3 2 3 600000 2 542812 578899 276000 0 0 0 0 0 0 0 3312 14723 14723 0 16538 0 0 618 201410 NA NA NA NA NA 0 0 0 0 294940 6090550 6111546 0 0 0 0 0 0 0 0 20609 8833
마포구 1973 여 3 0 420 0 0 0 0 0 0 10 30000 51 235170 240000 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 739 NA NA NA NA NA NA 0 0 0 0 418000 2830380 2830380 1 0 0 0 0 0 0 0 9282 3760
강서구 1931 남 2 0 910 0 0 1 1 0 0 10 46000 18 697380 725000 0 1 1 1 1 15000 2 4029 5971 0 5382 0 0 0 0 0 0 0 24856 24773 83 18518 602 0 0 201506 4 6820000 12298000 3 2 0 0 0 0 216000 4756690 4979020 0 0 0 0 0 0 0 0 31871 7042
관악구 1968 여 3 1 510 0 0 0 1 0 1 10 45000 19 500000 489500 0 0 3 0 3 14400 2 4082 0 0 0 0 0 0 0 0 0 0 1146 1146 0 765 854 0 0 NA 1 0 0 100 100 1 0 10340 334000 197000 1855440 1746870 0 82200 3 130000 0 0 0 0 32468 481
영등포구 1953 여 3 0 510 0 0 0 0 0 0 10 35000 36 613690 600000 0 0 3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 6122 6122 0 5149 1574 0 0 NA 2 1400000 1243000 28 42 0 0 0 0 311000 5039520 4979020 1 45000 4 0 0 0 0 0 38525 746
강동구 1977 남 5 0 520 0 0 1 0 0 1 10 168000 1 841640 734510 0 2 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 21663 21663 0 36781 0 0 4139 201709 NA NA NA NA NA 1 4039 113343 1043000 534230 8570740 7917186 0 563000 12 436955 0 0 0 0 66787 1573
노원구 1981 여 5 0 420 0 0 0 0 0 0 10 51000 14 318100 322500 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 9556 9387 169 7808 4236 0 0 NA 1 0 367000 100 71 0 0 0 0 160000 1716210 1716210 0 299100 1 306142 0 0 0 0 35993 676
구로구 2008 여 3 0 910 0 0 0 0 0 0 10 13000 100 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 185000 1133680 978570 0 132500 4 130000 0 0 0 0 23376 421
영등포구 1944 여 3 0 510 0 0 1 1 0 0 10 30000 51 1264250 913340 0 1 3 0 0 160000 4 148919 12853 0 0 0 0 0 0 0 0 0 10621 10621 0 10813 0 0 10 200203 NA NA NA NA NA 0 0 0 0 215240 6710000 6459000 0 697800 11 659550 0 0 0 0 28695 846
강서구 1998 남 2 1 910 0 0 0 0 0 0 10 22000 78 223380 222900 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1333 0 1333 1208 0 0 0 NA 1 0 0 100 100 0 0 0 0 173000 1558410 1558410 0 92670 18 106728 1 0 4439 0 32225 11452
서초구 1967 남 2 0 440 0 0 0 0 0 0 10 147000 1 1276630 1218750 0 0 3 1 1 0 0 0 0 0 0 0 0 0.05 0 0 0 0 11282 11282 0 8985 98 0 0 NA NA NA NA NA NA 0 0 0 0 385000 8442100 8101010 1 165647 1 169503 0 0 0 0 189336 59878
용산구 2004 여 7 2 910 0 0 1 0 0 0 10 16000 95 371000 370000 0 2 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 232 0 232 242 0 0 0 NA NA NA NA NA NA 0 0 0 0 238000 2647580 2582540 0 20000 1 15000 0 0 0 0 2935 230
노원구 1976 여 6 1 510 0 0 1 1 0 1 10 71000 6 915280 702740 0 1 1 1 1 554913 3 409016 131556 280330 17002 0 0.2 0.3 0 0 0 3200 36204 33443 2761 5544 5202 20350 0 201004 1 189000 1565000 73 35 2 2941 330000 140000 239000 6181420 5706720 0 817000 10 498324 0 0 0 0 66394 17293
강서구 1931 남 1 0 910 0 0 1 1 0 0 10 31000 47 980000 980000 0 1 1 2 1 3800 3 5000 6063 0 4189 0 0 0 0 0 0 0 3389 3389 0 3153 0 4000 0 201505 NA NA NA NA NA 0 0 0 0 216000 6062000 6111546 1 0 0 0 0 0 0 0 29364 20321
서초구 1982 여 5 0 910 0 0 0 1 0 0 10 37000 32 1429680 1481520 0 0 3 0 3 37300 2 1513 2328 0 0 0 0 0 0 0 0 0 7038 765 6273 6602 70 0 0 NA NA NA NA NA NA 0 0 0 0 229000 5177770 5276080 0 0 0 0 0 0 0 0 25117 11833
관악구 1961 여 0 3 910 0 0 1 1 0 0 10 20000 85 107960 107960 0 1 1 0 0 75000 13 99000 105650 0 56421 0 0 0 0 0 0 0 6219 6162 57 2156 3076 0 215 201802 NA NA NA NA NA 0 0 0 0 172000 1708330 1641780 0 270000 5 186224 0 0 0 0 15634 2758
성동구 1969 남 1 0 420 0 0 0 1 0 0 10 38680 29 151530 151530 0 0 3 3 0 19000 1 4716 0 0 0 0 0 0 0 0 0 0 7195 7195 0 2436 5013 0 0 NA 1 461000 0 58 100 0 0 0 0 152000 1351360 1323740 0 80000 2 119624 0 0 0 0 21853 2171
영등포구 2010 여 3 0 910 0 0 0 0 0 0 10 NA NA 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 209000 3408360 3382600 1 149670 3 127950 0 0 0 0 32620 998
은평구 1998 남 2 0 910 0 0 1 0 0 0 10 18000 92 798900 796400 0 2 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 201609 NA NA NA NA NA 0 0 0 0 142000 1619920 1627920 0 0 0 0 0 0 0 0 340 8854
강남구 1982 남 3 0 420 0 0 0 0 0 0 10 53000 13 512620 510350 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 3009 3009 0 2804 197 0 635 NA 1 205000 0 72 100 0 0 0 0 142000 1820000 1688630 0 130500 3 106728 0 0 0 0 21853 1147
동작구 1994 남 0 0 910 0 0 0 1 0 0 10 23000 74 134250 127680 0 0 3 0 0 3000 1 2050 2328 0 0 0 0 0 0 0 0 0 20321 0 20321 32272 0 0 21942 NA 11 9246000 4035000 2 11 0 0 0 0 154480 3216850 3138480 0 59000 3 41207 0 0 0 0 4550 20930
성동구 1997 남 1 0 910 0 0 0 0 0 0 10 22000 78 507700 512620 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 NA NA NA NA NA NA 0 0 0 0 239680 3810920 3776410 0 43000 2 41207 0 0 0 0 5009 14696
용산구 1978 여 4 0 510 0 0 0 0 0 0 10 38000 30 700000 697740 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 76 0 76 71 0 0 0 NA NA NA NA NA NA 0 0 0 0 149400 2513290 2582540 1 5700 1 0 0 0 0 0 1185 2235
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