[공간자료] 서울빅데이터 캠퍼스 :: 그랜데이터 - 서울시민 라이프스타일 재현 - 서울 시민의 소비 및 이동 패턴 재현 데이터

본 샘플데이터에는 총 1000행의 데이터가 포함되어 있다. 

본 포스팅에서는 본 샘플 데이터의 일부만 발췌하였다. 

 

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.

서울 시민의 금융 생활 재현 데이터.csv

0.21MB

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

서울특별시 빅데이터 캠퍼스

 

자치구명	생년월일	성별	동일세대_학령기인구수	동일세대_미취학아동수	직업군	평균_문자대상자수	평균_통화대상자수	평균_통화량	세대주여부	1인가구여부	주택보유여부	대출여부	연체여부	사업자여부	동일세대_세대원_수	추정연소득	추정연소득_백분위	총자산평가금액	순자산평가금액	차량보유	총대출약정금액	주택담보대출약정금액	신용대출약정금액	자동차대출약정금액	카드소비금액	신용카드소비금액	체크카드소비금액	일시불이용금액	할부이용금액	현금서비스이용금액	해외카드이용금액	신용카드기관수	체크카드기관수	카드사_최근1년_월평균_이용금액	가맹점합산이용금액	가맹점분류_이용비중1	가맹점분류_이용비중2	가맹점분류_이용비중3	가맹점분류_이용비중4	가맹점분류_이용비중5	가맹점분류_이용비중6	가맹점분류_이용비중7	가맹점분류_이용비중8	가맹점분류_이용비중9	가맹점분류_이용비중10	가맹점분류_이용비중11	가맹점분류_이용비중12	가맹점분류_이용비중13	가맹점분류_이용비중14	가맹점분류_이용비중15	가맹점분류_이용비중16	가맹점분류_이용비중17	가맹점분류_이용비중18	가맹점분류_이용비중19	배달앱_이용금액	제주도지역_이용금액	해외여행_이용금액	마케팅_슈퍼마켓_이용금액	마케팅_편의점_이용금액	마케팅_온라인쇼핑_이용금액	마케팅_소셜커머스_이용금액	온라인_카드사용_금액	온라인_카드사용_건수	오프라인_카드사용_금액	오프라인_카드사용_건수	주중_소비비중	3개월내_승인건수비중1	3개월내_승인건수비중2	3개월내_승인건수비중3	3개월내_승인건수비중4	3개월내_승인건수비중5	12개월내_월별_이용금액_평균	12개월내_월별_이용금액_표준편차	12개월내_월별_이용금액_최대값	12개월내_월별_이용금액_최소값	12개월내_이용금액_비중1	12개월내_이용금액_비중2	12개월내_이용금액_비중3	12개월내_이용금액_비중4	12개월내_이용금액_비중5	12개월내_이용금액_비중6	12개월내_이용금액_비중7	12개월내_이용금액_비중8	12개월내_이용금액_비중9	12개월내_이용금액_비중10	12개월내_이용금액_비중11	12개월내_이용금액_비중12	3개월내_택시_이용건수	3개월내_대중교통_총이용건수	3개월내_대중교통_이용건수1	3개월내_대중교통_이용건수2	3개월내_탑승정류장수	평일_이동_총횟수	휴일_이동_총횟수	평일_총이동거리	평일_이동속도_평균	휴일_총이동거리	휴일_이동속도_평균	택시이용_이동횟수	네비게이션이용_이동횟수	지하철_이동일수
강동구	1978	남	3	0	420	NA	NA	NA	세대주	0	1	0	0	0	6	59000	10	668310	666380	0	0	0	0	0	7996	7834	162	6296	595	0	87	3	2	1	2834000	0.158095069	0	0	0	0.113481455	0	0.003098168	0	0	0	0.013720457	0	0	0.006461893	0	0	0.032663539	0.140745331	0.531734089	130000	0	0	202000	19000	301000	0	1189000	17	2509000	178	0.62	0	0.24	0.02	0.21	0.04	2933000	4450832.85	17593000	80000	0.02	0.01	0.08	0	0	0.03	0	0	0	0	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
도봉구	1943	남	2	0	420	NA	NA	NA	세대주	0	0	0	0	0	6	26000	64	516280	520590	0	0	0	0	0	1625	130	1495	1278	0	0	0	1	3	1	1726000	0.532911392	0	0	0	0.068670886	0.196518987	0	0	0	0	0	0	0	0.201898734	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1648000	53	0.84	0.09	0.23	0.18	0.18	0	938000	1017021.09	3789000	168000	0	0	0	0	0	0.11	0	0.04	0	0	0	0.01	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
동작구	1956	남	2	0	420	NA	NA	NA	세대주	0	0	1	0	0	6	24000	71	831760	762500	0	27600	0	30000	0	249	131	118	145	0	0	0	2	2	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	343000	190645.85	574000	10000	0.04	0	0.01	0	0	0.28	0	0	0	0	0	0	0	41	1	0	4	NA	NA	NA	NA	NA	NA	NA	NA	NA
동대문구	1979	여	2	0	420	NA	NA	NA	세대주	0	1	1	0	0	6	46000	18	487500	491610	0	12990	0	5000	0	9078	9078	0	8786	1628	0	273	1	1	4	11210000	0.458368076	0	0	0.03061346	0.00405003	0.086837403	0.002144133	0.062775462	0	0.00238237	0.013341275	0.053722454	0.004526504	0.085765337	0	0	0	0	0.195473496	169000	0	0	0	0	0	0	3840000	116	10300000	315	0.52	0.26	0.1	0.21	0.15	0.01	3714000	1358077.36	5999000	852000	0.01	0	0.24	0	0	0.26	0	0	0.02	0	0.04	0.01	18	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
서초구	1941	여	0	0	420	28	6	91	세대주	0	1	0	0	0	6	30000	51	2956000	2956170	0	0	0	0	0	1347	0	1347	1378	0	0	67	1	1	1	1132000	0.426296171	0	0	0	0.182480515	0	0	0	0	0	0	0.032531345	0	0.358691969	0	0	0	0	0	0	0	0	0	0	0	0	99000	1	1018000	32	0.72	0.41	0.52	0	0.11	0	614000	196372.66	683000	156000	0.05	0	0.23	0	0	0.16	0	0.09	0	0	0	0.03	0	0	0	0	0	20	7	310	31	470	39	0	0	9
송파구	1997	남	0	1	420	84	25	320	세대주	0	0	1	0	0	6	113000	2	1250000	1083430	0	630000	583000	0	0	6514	5796	718	3958	1513	0	93	4	2	5	3704000	0.384929271	0.013601741	0	0.036860718	0.08297062	0	0.011833515	0	0	0.049102285	0	0	0.001224157	0.070184984	0	0	0.005032644	0	0.344260065	0	0	0	0	50000	30000	0	953000	18	2854000	106	0.5	0.07	0.2	0.28	0.25	0.04	4371000	10894564.23	43369000	332000	0	0	0.2	0	0	0.13	0	0	0	0	0.03	0	0	0	0	0	0	110	42	3900	50	1000	50	150	11	120
서대문구	1945	여	0	0	910	NA	NA	NA	세대주	0	1	0	0	0	6	21000	82	1560580	1265160	0	0	0	0	0	0	0	0	0	0	0	0	1	2	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	23000	3	0	0	1	1	0	0	0	0	28000	81368.37	242000	22000	0.04	0	0.31	0	0	0.43	0	0	0	0	0	0	0	28	1	2	11	NA	NA	NA	NA	NA	NA	NA	NA	NA
양천구	1975	남	1	0	420	NA	NA	NA	세대주	0	1	0	0	0	6	48000	16	958250	973540	0	0	0	0	0	703	703	0	457	0	0	0	4	2	1	274000	0	0	0	0	0.080726057	0	0	0	0	0	0	0.796114959	0	0.107395908	0.015763076	0	0	0	0	0	0	0	0	0	0	0	198000	7	282000	6	1	0	0	0.64	0.12	0	275000	150517.28	544000	0	0.08	0	0.01	0	0	0	0	0	0	0	0	0.05	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
도봉구	1976	남	2	0	440	NA	NA	NA	세대주	0	1	0	0	0	6	141000	1	325000	311770	0	0	0	0	0	15544	15233	311	14343	0	0	0	2	3	5	1861000	0.161905905	0	0	0	0.074291887	0	0.020043207	0	0	0	0	0.316970715	0	0	0	0	0	0.050768123	0.376020163	0	0	0	11000	2000	0	0	426000	11	102000	4	0.77	0.08	0.15	0.15	0.25	0.2	11595000	14685711.46	52208000	1346000	0	0	0.13	0	0	0.02	0	0	0	0	0	0	0	7	0	0	6	NA	NA	NA	NA	NA	NA	NA	NA	NA
강남구	1976	남	0	0	420	NA	NA	NA	세대주	0	1	0	0	0	6	74000	5	2100000	1986240	0	0	0	0	0	858	0	858	803	0	0	0	1	3	1	659000	0.364933212	0	0	0.031772792	0.560627675	0	0	0	0	0	0	0	0	0.042666321	0	0	0	0	0	0	0	0	293000	139000	0	0	960000	20	143000	13	0.57	0.01	0.33	0.28	0.26	0.06	260000	186003.42	597000	94000	0.35	0.08	0.03	0	0	0.03	0	0	0	0	0.51	0	0	248	70	47	46	NA	NA	NA	NA	NA	NA	NA	NA	NA
중랑구	1966	남	1	0	420	18	9	140	세대주	0	0	1	0	0	6	55000	11	334640	203680	2	270000	200000	208100	18400	3641	3641	0	3617	2528	0	0	1	5	2	1694000	0.1850338	0	0	0	0.076245873	0	0.029397893	0	0	0	0.016349631	0.285332495	0	0.028611853	0	0	0	0	0.379028455	117000	0	0	0	5000	0	0	784000	9	1705000	120	0.77	0.12	0.15	0.19	0.19	0.06	1362000	919254.15	3916000	0	0.01	0	0.02	0	0	0.1	0	0	0	0	0.02	0	0	0	0	0	0	67	36	1000	31	2000	36	1	2	57
강서구	1971	남	2	0	420	NA	NA	NA	세대주	0	0	0	0	0	6	48000	16	792580	670350	1	0	0	0	0	12155	11777	378	11959	5784	0	0	4	2	7	12084000	0	0	0.030635888	0.00909637	0.055865442	0	0	0	0	0	0	0.309104952	0.17978203	0	0.035055351	0	0.006521926	0.320647044	0.053290998	0	0	0	45000	90000	33000	134000	4431000	77	12891000	264	0.94	0.13	0.18	0.29	0.19	0.23	5254000	3758702.79	9595000	870000	0.01	0.01	0.03	0	0	0.09	0	0.07	0	0	0.13	0	3	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
동대문구	1958	남	0	0	420	NA	NA	NA	세대주	0	1	0	0	0	6	26000	64	616410	639720	0	0	0	0	0	1346	1346	0	696	473	0	0	3	2	1	418000	0	0	0	0	0	0	0.060948226	0	0	0	0	0.377879002	0	0.561172772	0	0	0	0	0	0	0	0	0	0	0	0	362000	8	0	0	1	0.14	0.66	1	0	0.05	1012000	604810.44	2189000	69000	0.02	0	0.03	0	0	0.01	0	0	0	0	0	0.01	0	2	0	1	2	NA	NA	NA	NA	NA	NA	NA	NA	NA
송파구	1975	남	2	1	430	NA	NA	NA	세대주	0	0	0	0	0	6	70000	6	116580	118290	0	0	0	0	0	1311	1311	0	1111	693	0	0	1	1	1	865000	0	0	0	0	0.344911727	0	0	0	0	0.016075786	0	0.017224056	0	0	0	0	0	0.621788431	0	0	0	0	0	0	0	0	828000	12	577000	20	1	0.25	0.05	0.17	0.1	0	565000	85162.37	1290000	453000	0.34	0	0.06	0	0	0	0	0.08	0	0	0.25	0	0	15	0	0	9	NA	NA	NA	NA	NA	NA	NA	NA	NA
강남구	1954	남	2	0	420	39	11	140	세대주	0	0	0	0	0	6	19350	89	188890	186000	0	0	0	0	0	0	0	0	0	0	0	0	1	3	1	4000	0	0	0	0	0	0	0	0	0	0	0	0	0	0.773993808	0	0	0	0	0.226006192	0	290000	0	0	0	0	0	0	0	1000	1	0.71	0	1	0	0	0	85000	151925	492000	0	0.25	0.02	0.68	0	0	0.22	0	0.06	0	0	0	0	0	0	0	0	0	110	44	3400	31	2300	34	110	30	81
강동구	1978	여	4	0	910	NA	NA	NA	세대주	0	0	1	0	0	6	28000	57	257500	230000	0	3000	0	2179	0	1594	0	1594	1554	0	0	0	0	9	1	1680000	0.34447511	0	0	0	0.148727384	0.005979761	0.189052438	0.039762854	0	0	0	0	0.002862108	0.08269447	0	0	0.001022181	0.150925074	0.03449862	145000	0	0	0	40000	0	30000	0	0	1735000	62	0.71	0.14	0	0.14	0.62	0	2110000	5643864.76	19301000	2000	0	0.03	0.05	0	0	0.23	0	0.02	0.01	0	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
송파구	1955	남	0	1	510	70	16	180	세대주	0	1	0	0	0	6	34000	39	2278980	2128750	0	0	0	0	0	3366	3366	0	2746	2018	0	0	1	0	2	2433000	0.103683775	0	0	0	0.15200745	0	0	0	0	0	0.09799255	0	0	0.349648179	0	0	0	0.296668046	0	0	0	0	0	0	0	0	3187000	107	2204000	13	0.91	0.13	0.25	0.6	0.07	0	1654000	1157349.7	4088000	0	0.04	0	0	0	0	0.03	0	0.02	0	0	0.44	0.01	21	0	0	0	0	110	34	5300	50	340	27	31	7	71
금천구	1953	남	1	1	420	38	9	68	세대주	0	0	0	0	0	6	36000	34	176250	166480	1	0	0	0	0	4	0	4	0	0	0	0	0	2	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	19000	9674.04	42000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	35	23	880	17	820	20	9	0	42
서대문구	1952	여	0	1	420	22	4	140	세대주	0	1	1	0	0	6	26000	64	1302100	1202080	0	8700	0	10000	0	2192	2192	0	1854	0	0	0	1	0	1	1691000	0.13526845	0	0	0	0.558527794	0	0	0	0	0	0	0.038512616	0	0.009580725	0	0	0.000284576	0.02124834	0.2365775	0	0	0	58000	23000	34000	0	464000	6	3473000	189	0.77	0.06	0.3	0.36	0.22	0.01	728000	420246.07	1343000	140000	0.09	0	0.11	0	0	0.1	0	0.06	0	0	0	0.02	0	0	0	0	0	60	13	2400	22	300	33	16	15	28
관악구	1956	남	1	1	420	54	21	240	세대주	0	1	1	0	0	6	22000	78	382850	384000	0	21300	0	21300	0	2165	0	2165	2101	0	0	0	1	1	1	3466000	0.216463415	0	0	0	0.53830859	0.008218452	0	0	0	0	0	0	0	0.237009544	0	0	0	0	0	0	0	0	58000	177000	0	0	1387000	12	2808000	137	0.66	0.03	0.22	0.28	0.18	0	943000	627204.02	2206000	509000	0.07	0.06	0.01	0	0	0.16	0	0.17	0	0	0.08	0.39	0	0	0	0	0	120	30	840	32	410	27	68	0	120
중랑구	1959	남	0	1	910	35	7	180	세대주	0	0	1	0	0	6	NA	NA	0	0	0	1000	0	0	0	128	0	128	100	0	0	0	0	1	1	2686000	0.080580177	0	0	0	0.256782165	0.007923717	0.025114155	0	0	0	0	0	0	0.257185066	0	0	0.022293849	0.35012087	0	0	0	0	120000	1000	0	0	0	0	2648000	132	0.62	0.07	0.27	0.32	0.07	0.03	4523000	2784835.3	11276000	588000	0	0	0	0	0	0.04	0	0.01	0	0	0	0.01	0	0	0	0	0	5	26	100	10	330	27	27	0	55
양천구	1946	남	3	0	510	45	12	360	세대주	0	1	0	0	0	6	61000	9	632600	639720	0	0	0	0	0	718	709	9	457	600	0	0	3	1	1	625000	0.170634591	0	0	0.004147657	0.019576939	0	0.022397345	0	0	0	0	0.783243467	0	0	0	0	0	0	0	0	0	0	0	0	0	0	727000	17	0	0	1	0.4	0	0.5	0.31	0	345000	166937.16	769000	162000	0	0	0.09	0	0	0.26	0	0.04	0	0	0.03	0.05	0	58	0	1	28	150	57	4000	43	920	29	23	2	140
강남구	1983	여	1	3	910	NA	NA	NA	세대주	0	0	0	1	0	6	38000	30	367780	339310	0	0	0	0	0	6562	6562	0	6132	0	0	10	1	3	3	5875000	0.037907297	0	0.027443782	0.000826067	0.080770996	0	0	0	0	0	0.003763194	0.001193208	0.662689307	0.051307939	0	0	0	0	0.13409821	232000	0	0	0	6000	0	718000	2066000	100	2979000	59	0.75	0.07	0.21	0.26	0.42	0.02	2099000	1876653.71	7432000	830000	0	0	0.1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	NA	NA	NA	NA	NA	NA	NA	NA	NA
강서구	1965	남	0	2	420	NA	NA	NA	세대주	0	0	1	0	0	6	61400	9	404450	402200	0	68000	0	50000	0	11768	11390	378	11944	2932	0	0	4	4	4	16188000	0.066359042	0	0.013183916	0.003735443	0.429685783	0.03702483	0	0.287629093	0	0	0.046693034	0.067347836	0.010327401	0.038013623	0	0	0	0	0	0	0	0	754000	42000	0	0	4088000	57	47249000	158	0.94	0.14	0.26	0.12	0.34	0.01	4151000	1204909.68	7250000	2435000	0.05	0	0.04	0	0	0.15	0	0.07	0.03	0	0.06	0.01	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
강동구	1949	여	1	0	420	48	14	1100	세대주	0	1	1	0	0	6	21000	82	1607530	1607530	1	90000	130000	0	0	0	0	0	0	0	0	0	2	1	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	21000	103230.69	378000	0	0.12	0.1	0	0	0	0.84	0.16	0.05	0	0.03	0	0.01	0	29	1	15	8	45	10	850	35	470	29	0	0	57
서초구	1978	남	2	0	420	120	18	680	세대주	0	1	0	0	0	6	43000	22	1502260	1489200	0	0	0	0	0	646	0	646	653	0	0	0	1	3	1	1018000	0.435436837	0	0	0	0.142773825	0	0.018196664	0	0	0	0	0.039426105	0	0.056456316	0	0	0	0	0.307710253	297000	0	0	13000	40000	0	52000	79000	2	1177000	24	0.51	0.01	0.31	0.06	0.75	0.04	833000	384573.53	1505000	266000	0.05	0.01	0.29	0	0	0.43	0	0.11	0	0	0.32	0	0	0	0	0	0	93	45	1200	51	3300	62	48	17	61
노원구	1969	남	1	0	420	27	15	50	세대주	0	0	1	0	0	6	34830	39	555800	500000	0	150000	0	130000	0	4546	1110	3436	5065	0	0	414	2	1	2	4545000	0.30950951	0	0	0.039439439	0.507107107	0.000800801	0	0	0	0	0.009409409	0.093093093	0	0.040640641	0	0	0	0	0	0	0	7000	0	0	0	0	1331000	15	2532000	206	0.51	0.04	0.32	0.23	0.29	0	3438000	2640032.46	15462000	1566000	0.01	0	0	0	0	0.09	0	0	0	0	0.45	0	0	0	0	0	0	79	37	2600	40	2200	39	29	0	55
서초구	1954	남	0	0	510	7	11	13	세대주	0	1	1	0	1	6	55000	11	2223270	2278980	0	285300	180000	330000	0	3959	3959	0	2700	1212	0	0	2	1	2	1694000	0.263970795	0	0	0.339651783	0.052232519	0	0.00491435	0	0	0.053706824	0	0.014251615	0.000912665	0.046265094	0	0	0.001053075	0.171581017	0.051460264	882000	0	0	10000	25000	0	59000	606000	31	1401000	34	0.68	0.07	0.33	0.21	0.31	0	1362000	458470.32	1984000	300000	0.26	0	0.01	0	0	0.33	0	0.01	0	0	0.01	0.01	2	14	0	0	9	20	2	1100	24	9	0	14	0	9
중랑구	1939	남	2	0	420	NA	NA	NA	세대주	0	1	0	0	0	6	37000	32	1015210	1014830	0	0	0	0	0	4800	4800	0	2003	4674	0	0	1	1	2	2681000	0.036540804	0.004028858	0	0.408132671	0.061369812	0	0	0	0	0	0	0.003747775	0	0.301227396	0.007870327	0	0.001405416	0.175676942	0	0	0	0	0	0	294000	0	1969000	28	2615000	150	0.85	0.24	0.26	0.13	0	0.07	1223000	834141.35	2466000	91000	0.33	0	0.06	0	0	0.06	0	0.01	0	0	0.34	0	0	56	0	0	26	NA	NA	NA	NA	NA	NA	NA	NA	NA
영등포구	1947	남	2	0	420	NA	3	0	세대주	0	1	1	0	0	6	43000	22	992270	942650	0	42300	0	48800	0	1987	1987	0	2204	0	0	0	1	1	1	495000	0.04886562	0	0	0.128054101	0	0	0	0	0	0	0	0	0	0.358965969	0	0	0	0.464114311	0	0	0	0	0	0	0	0	190000	8	465000	6	0.51	0.2	0.27	0.4	0.13	0	1329000	2846395.87	10064000	18000	0.12	0	0	0	0	0.03	0	0.04	0.03	0	0.08	0.08	0	0	0	0	0	53	18	3900	33	3000	53	0	45	25
동작구	1948	남	2	0	420	22	5	100	세대주	0	0	0	0	0	6	32000	44	130720	130720	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	2000	0	0	0	0	0.465051388	0	0	0	0	0.465051388	0	0	0	0	0	0	0	0	0.069897224	234000	0	0	0	6000	0	307000	65000	9	0	0	1	0.21	0.5	0	0	0.01	26000	63991.23	195000	44000	0.14	0	0.02	0	0	0.02	0	0.01	0	0	0	0	4	0	0	0	0	30	34	310	49	1700	46	12	2	32
구로구	1965	남	0	0	910	NA	NA	NA	세대주	0	1	0	0	0	6	42000	23	704370	676550	0	0	0	0	0	1805	1357	448	1804	0	0	0	1	1	1	1842000	0	0	0.022088353	0	0.498995984	0	0	0	0	0	0.03396921	0	0	0.25083668	0	0	0	0.194109772	0	0	0	0	83000	73000	0	0	78000	4	1583000	109	0.67	0.08	0.17	0.19	0.19	0	664000	1320052.28	3442000	351000	0.03	0.03	0.01	0	0	0	0	0.04	0	0	0	0.02	1	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
송파구	1980	여	1	2	910	NA	NA	NA	세대주	0	0	0	0	0	6	30000	51	1001320	1025550	0	0	0	0	0	1678	1564	114	1779	0	0	0	2	3	1	341000	0	0	0	0	0.138224852	0	0	0	0	0	0	0.857751479	0.004023669	0	0	0	0	0	0	0	0	0	0	0	0	0	1814000	64	35000	1	1	0.41	0.07	0.12	0	0	541000	1017666.12	4250000	532000	0	0	0.06	0	0	0	0	0	0	0	0.1	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
양천구	1971	남	4	0	420	41	9	100	세대주	0	0	0	0	0	6	49000	15	400260	404310	0	0	0	0	0	513	0	513	482	0	0	0	0	1	1	264000	0.106597671	0	0	0	0.065976714	0	0.01207417	0	0	0	0	0.802501078	0	0	0	0	0	0.012850367	0	0	0	0	0	0	0	0	728000	15	0	0	0.22	0.41	0.16	0.11	1	0.1	338000	167196.43	894000	223000	0	0	0.01	0	0.1	0.13	0	0.05	0	0	0.65	0	0	18	0	3	8	140	60	3800	36	2300	49	81	86	140
중랑구	1953	남	0	2	510	27	12	38	세대주	0	0	0	0	0	6	47000	17	289580	294000	0	0	0	0	0	3364	3364	0	2045	1038	0	0	3	2	2	3381000	0.025217391	0	0	0.004347826	0	0	0.037515528	0	0	0	0.005093168	0.6	0.019503106	0.159751553	0	0	0	0.148571429	0	0	0	0	0	5000	0	0	1856000	16	2871000	69	0.85	0.3	0.43	0	0.31	0	1136000	415429.96	2233000	775000	0.02	0	0.03	0	0	0.11	0	0	0	0	0.21	0.04	0	0	0	0	0	150	47	3800	38	1700	37	130	0	200
서대문구	1955	남	0	2	440	79	24	500	세대주	0	0	1	0	0	6	120000	1	760210	442500	0	53000	0	32034	0	7753	7723	30	6035	2291	0	108	3	5	1	2309000	0	0	0	0.310611554	0	0	0.006526468	0	0	0	0	0	0.015711869	0.135847232	0.017403916	0	0.278704375	0	0.235194585	0	0	0	0	0	27000	0	42000	6	2193000	28	0.89	0.14	0.39	0.03	0.06	0	2450000	2888240.95	8869000	451000	0.05	0	0.15	0	0	0.02	0	0	0	0	0	0.01	0	0	0	0	0	150	71	2900	66	1600	53	86	30	160
은평구	1967	여	0	0	510	NA	NA	NA	세대주	0	0	1	0	1	6	30000	51	290000	288640	1	30000	0	30000	0	8907	591	8316	8340	0	0	8516	3	2	3	987000	0.200762276	0	0	0.202269101	0.167700762	0.025970573	0.122496011	0	0	0	0	0.002127282	0	0.089611771	0	0	0.000354547	0.048395675	0.140312001	0	0	4767000	13000	0	0	0	0	0	902000	79	0.77	0.08	0.3	0.23	0.29	0	4543000	6054442.15	19864000	81000	0	0	0.07	0	0	0.03	0	0	0	0	0	0	0	12	0	0	10	NA	NA	NA	NA	NA	NA	NA	NA	NA
서대문구	1976	남	3	1	510	NA	NA	NA	세대주	0	0	0	0	0	6	53930	12	1045500	1041630	0	0	0	0	0	6598	6561	37	6623	0	0	0	3	2	3	6273000	0.108991038	0	0.066204105	0.077093572	0.131348174	0.010407632	0	0	0	0.051556326	0	0.01175677	0.268863833	0.187144647	0.000385468	0	0	0	0.086248434	0	0	0	287000	204000	0	60000	608000	10	5992000	284	0.56	0.06	0.33	0.19	0.26	0.03	2149000	385379.56	2509000	1405000	0.05	0.03	0.13	0	0	0.51	0.01	0.03	0	0	0	0.07	2	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
관악구	1950	남	2	0	910	6	4	2	세대주	0	0	0	0	0	6	22000	78	312430	262220	0	0	0	0	0	1430	1430	0	1559	0	0	0	1	0	1	1687000	0.102504638	0	0	0	0.810606061	0	0.009894867	0	0	0	0	0.006338899	0	0.019635127	0	0	0.000773036	0.050247372	0	0	0	0	307000	285000	0	0	18000	3	1692000	44	0.67	0.09	0.3	0.2	0.23	0	487000	138791.83	683000	167000	0.01	0.19	0	0	0	0.13	0	0.12	0	0	0	0.03	0	0	0	0	0	3	0	4	6	0	0	2	0	0
구로구	1979	남	3	0	420	NA	NA	NA	세대주	0	1	1	0	0	6	48000	16	642430	627310	0	30000	0	30000	0	3920	3857	63	3808	0	0	0	1	3	2	4518000	0.527639972	0	0	0	0.307051736	0	0.00265769	0.043054571	0	0	0.019135365	0.025690999	0	0.074769667	0	0	0	0	0	0	0	0	356000	218000	0	0	2382000	20	2390000	104	0.86	0.13	0.15	0.17	0.37	0	1322000	488858.2	2043000	472000	0.03	0.01	0	0	0	0.15	0	0.01	0	0	0.83	0.01	0	17	0	1	6	NA	NA	NA	NA	NA	NA	NA	NA	NA
은평구	1952	남	1	0	910	NA	NA	NA	세대주	0	0	0	0	0	6	25000	68	303000	339710	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1000	2495.25	3000	0	0	0	0	0	0	0	0	1	0	0	0	0.05	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
중구	1977	남	3	0	420	NA	NA	NA	세대주	0	1	1	0	0	6	62000	8	761970	772000	0	344160	243000	0	0	1077	1071	6	1071	0	0	0	2	1	1	954000	0.372738403	0	0	0	0	0	0	0	0	0	0	0.105767923	0.406067202	0	0	0	0	0.115426473	0	0	0	0	0	0	0	0	383000	9	640000	22	0.46	0.16	0.24	0.16	0.16	0.1	378000	751211.23	2610000	0	0	0	0	0	0	0.25	0	0	0	0	0.07	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
강남구	1978	남	1	0	440	100	15	310	세대주	0	0	0	0	1	6	298230	1	1446000	1442500	0	0	0	0	0	66542	66525	17	34795	2112	1589	8614	3	3	11	22628000	0.127612469	0	0	0.049326957	0.119287991	0.161530287	0.109369465	0.009918526	0	0	0.006730429	0.034449168	0.00256819	0.159404888	0.017180305	0	0.000974141	0	0.201647184	435000	0	9131000	538000	451000	61000	464000	61927000	145	48817000	226	0.81	0.07	0.23	0.34	0.19	0.07	23612000	18428238.11	66206000	14932000	0.03	0.01	0.19	0	0.01	0.23	0	0.08	0.01	0	0.19	0.88	28	4	1	4	4	160	41	12000	78	1700	66	57	64	120
강동구	1964	남	2	1	910	NA	NA	NA	세대주	0	0	1	0	0	6	NA	NA	0	0	0	8000	0	22900	0	961	961	0	857	0	0	0	2	0	1	207000	0.523571131	0	0	0	0.476428869	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	82000	0	0	0	0	0	162000	11	0.75	0.02	0.25	0.35	0.04	0.1	685000	311833.55	1033000	0	0	0	0	0	0	0.18	0	0	0	0.04	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
중구	1974	남	2	0	440	38	12	120	세대주	0	0	1	0	1	6	82000	4	614000	556940	2	53000	0	50000	85000	22802	2481	20321	8340	656	0	8516	2	2	2	3896000	0.247828162	0.004105012	0.006300716	0.014128878	0.13202864	0.008210024	0.060620525	0.002195704	0	0	0	0.005918854	0	0.006300716	0.000477327	0	0.451742243	0.060143198	0	0	0	4767000	0	982000	0	0	29000	3	3490000	146	0.66	0.4	0.34	0	0.25	0	1550000	466551.53	2109000	723000	0	0.05	0	0	0	0.43	0	0.04	0	0.01	0	0	2	0	0	0	0	130	41	2300	36	1200	26	66	41	180
광진구	1964	남	0	0	510	NA	NA	NA	세대주	0	0	1	0	0	6	63070	8	194210	180470	0	50000	0	69000	0	33	33	0	42	0	0	0	7	1	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	104000	221496.01	710000	0	0.01	0	0	0	0	0.2	0	0	0	0	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
관악구	1939	남	0	0	910	NA	NA	NA	세대주	0	1	1	0	0	6	20000	85	670050	587900	1	1740000	1698000	0	0	3961	0	3961	3853	0	0	0	0	2	2	8565000	0.162024815	0	0.064281943	0	0.44937962	0.132061774	0.000527983	0	0	0	0	0.04124868	0	0.1500132	0.000461985	0	0	0	0	0	0	0	856000	982000	0	0	4197000	35	7941000	215	0.86	0.04	0.15	0.41	0.39	0.02	1870000	328857.81	2707000	2044000	0.3	0.12	0.16	0	0	0.12	0	0.16	0	0	0.06	0.15	1	139	6	58	20	NA	NA	NA	NA	NA	NA	NA	NA	NA
용산구	1974	남	4	0	510	47	13	71	세대주	0	1	1	0	1	6	94790	3	2458160	2458160	0	1543088	1698000	7400	0	586	1	585	577	0	0	0	4	1	1	533000	0.331241352	0	0	0.065526784	0	0	0	0.000840087	0	0	0	0	0	0	0	0	0	0.108222969	0.494168808	0	0	0	0	0	0	31000	0	0	511000	6	0.8	0.33	0.15	0.09	0.21	0.03	474000	156991.53	494000	0	0.11	0.01	1	0	0	0.73	0	0.07	0	0	0	0	0	34	0	2	17	100	44	2800	43	1000	40	71	3	120
도봉구	1985	남	2	2	420	NA	NA	NA	세대주	0	1	1	0	0	6	50000	15	647910	651500	0	78000	72000	0	0	5011	1822	3189	4786	948	0	0	3	1	3	3409000	0.050915332	0	0.067934783	0.064073227	0.22125286	0.000572082	0.010440503	0	0	0	0	0.203518307	0.283323799	0.028175057	0	0	0.003861556	0.065932494	0	0	0	0	0	0	0	0	452000	14	2596000	50	0.63	0.24	0.18	0.23	0.33	0	2103000	151292.16	2723000	1659000	0.03	0.01	0.21	0	0	0.15	0	0.12	0	0	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
서대문구	1978	남	3	0	910	53	13	210	세대주	0	1	1	0	0	6	37000	32	859240	679830	0	28000	0	30000	0	3	0	3	0	0	0	0	1	3	2	2119000	0.54180602	0	0	0	0.271070234	0	0.008862876	0	0	0	0.022909699	0.030100334	0	0.001003344	0	0	0	0.006856187	0.117391304	0	0	0	15000	0	41000	45000	872000	9	1980000	65	0.7	0.66	0.1	0.02	0.04	0.01	1026000	435309.66	1736000	842000	0.08	0	0.37	0	0	0.16	0	0.04	0	0	0.08	0	5	15	0	4	12	0	31	0	6	710	33	35	18	19
도봉구	1942	남	0	0	420	NA	NA	NA	세대주	0	1	0	0	0	6	34000	39	1118570	1118160	0	0	0	0	0	248	248	0	208	200	0	0	1	0	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	145000	146123.26	478000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
송파구	1976	남	3	0	910	83	23	450	세대주	0	1	1	1	0	6	50000	15	145400	135420	0	10600	0	0	0	11173	8466	2707	6759	0	0	0	1	3	3	4486000	0.063685637	0.079752226	0	0	0.047812621	0	0	0	0	0.009678668	0.063685637	0.055942702	0.021680217	0.059620596	0.014130856	0	0	0.094076655	0.489934185	187000	0	0	77000	21000	60000	52000	2589000	111	2949000	44	0.42	0.14	0.14	0.08	0.2	0.43	6564000	2030372.53	8437000	3029000	0	0.01	0.02	0	0	0.2	0.01	0.05	0	0	0.1	0	1	4	0	0	3	44	59	1400	44	1300	43	59	36	32
노원구	1941	여	3	0	510	NA	NA	NA	세대주	0	1	0	0	0	6	36000	34	1084640	1163790	0	0	0	0	0	591	591	0	584	0	0	0	1	1	1	507000	0.189218329	0	0	0	0	0	0	0	0	0	0	0.735849057	0	0.074932615	0	0	0	0	0	0	0	0	0	0	0	0	320000	4	483000	12	0.87	0.23	0.18	0.12	0.36	0	174000	106123.53	276000	0	0.24	0	0	0	0	0.16	0	0	0	0	0.05	0.05	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
관악구	1971	남	1	0	420	41	14	170	세대주	0	0	0	0	0	6	69000	6	275000	264120	0	0	0	0	0	1472	1472	0	1498	0	200	0	3	1	1	1103000	0.417596035	0	0	0.02354399	0.234510533	0	0.062887237	0	0	0	0	0	0	0.062577447	0	0	0	0	0.198884758	0	0	0	20000	0	0	0	0	0	830000	71	0.85	0.13	0.38	0.16	0.24	0	525000	105433.61	599000	165000	0.05	0	0.05	0	0	0.78	0	0.07	0	0	0.36	0.01	0	0	0	0	0	83	52	2000	39	980	56	100	3	100
용산구	1961	남	0	0	910	54	17	99	세대주	0	0	0	0	0	6	27000	60	87910	88580	0	0	0	0	0	4349	1642	2707	4620	0	0	0	1	1	4	2141000	0.485353245	0	0.032021827	0.002010339	0.231476163	0	0	0	0	0	0.01249282	0	0	0.138856979	0	0	0.023836875	0.073951752	0	0	0	0	96000	139000	0	0	29000	2	1749000	93	0.67	0.21	0.17	0.29	0.26	0	3084000	1018402.85	4727000	598000	0.06	0.01	0	0	0	0.35	0	0	0	0	0.08	0.02	2	3	0	0	3	140	41	2800	53	2500	58	56	0	150
양천구	1975	남	3	0	420	NA	NA	NA	세대주	0	1	1	0	0	6	50000	15	758060	536630	0	22000	0	20000	0	6544	6544	0	6363	0	0	0	4	2	3	5530000	0.174088063	0.014909055	0.419938376	0.075837392	0.056356227	0.005715138	0.028724779	0	0	0.000745453	0.003081205	0.190140145	0.000596362	0.020475102	0	0	0	0.009392705	0	0	0	0	287000	338000	44000	0	3005000	77	4523000	127	0.35	0.07	0.14	0.2	0.33	0.25	2302000	1409025.7	5755000	1034000	0.05	0.1	0.06	0.02	0	0.31	0	0.04	0	0	0.03	0.02	14	336	104	7	21	NA	NA	NA	NA	NA	NA	NA	NA	NA
동작구	1980	여	0	1	420	NA	NA	NA	세대주	0	0	1	0	0	6	45000	19	392840	399000	0	17000	0	27400	0	17673	17673	0	6463	0	0	0	2	1	3	8245000	0.074485924	0	0.025858265	0.077927809	0.111905392	0.07439767	0.111640632	0	0	0.004500927	0.004942194	0.055158415	0.268820051	0.020827817	0	0	0.002118083	0.167416821	0	0	0	0	199000	175000	323000	0	2445000	71	8016000	184	0.53	0.09	0.16	0.18	0.34	0.04	5321000	1805626.61	10835000	4685000	0.02	0.02	0.04	0	0	0.07	0	0	0	0	0.25	0.01	15	69	0	48	16	NA	NA	NA	NA	NA	NA	NA	NA	NA
중구	1977	남	2	0	420	NA	NA	NA	세대주	0	1	1	0	0	6	55000	11	399190	395540	0	72000	0	78000	0	1006	496	510	818	0	0	0	1	3	1	708000	0	0	0	0.061257389	0.452444922	0.012358947	0	0	0	0	0.13648576	0	0	0.023105857	0	0	0	0	0.314347125	0	0	0	0	15000	0	0	805000	29	143000	16	0.93	0.09	0.31	0.11	0.52	0	439000	624610.6	1458000	0	0.19	0.09	0.07	0	0	0.45	0	0.02	0	0	0.25	0.03	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
용산구	1972	여	1	0	420	NA	NA	NA	세대주	0	0	0	0	0	6	45000	19	155660	156450	0	0	0	0	0	11271	10387	884	8864	0	0	242	3	2	5	6233000	0.052285898	0	0.042755956	0	0.015582743	0	0	0.013650998	0	0.059884095	0.034127495	0.05022537	0	0.037862202	0.030650354	0	0	0	0.662974887	0	0	0	16000	0	167000	481000	741000	26	137000	5	1	0.11	0.21	0.62	0.11	0.14	4034000	5453717.74	21589000	1938000	0	0	0.14	0	0	0	0	0	0	0	0	0	1	6	0	1	6	NA	NA	NA	NA	NA	NA	NA	NA	NA
노원구	1955	남	0	1	420	16	12	43	세대주	0	0	0	0	0	6	45000	19	235170	225000	0	0	0	0	0	561	29	532	532	0	0	0	2	4	1	311000	0.523395792	0	0	0.087878153	0.152308175	0	0.032450539	0	0	0	0	0	0	0.20396734	0	0	0	0	0	0	0	0	0	90000	0	0	5000	4	314000	33	0.53	0.11	0.44	0.13	0.29	0	445000	260370.62	759000	81000	0.05	0.22	0.02	0	0	0.1	0	0.02	0	0.02	0	0.09	0	2	0	0	2	68	27	2600	40	290	8	56	30	46
영등포구	1985	여	1	3	420	26	18	89	세대주	0	0	1	1	0	6	38000	30	645550	608600	0	167000	0	75300	0	11770	11770	0	8666	3297	0	0	3	3	4	4014000	0.199333419	0	0.036533778	0.078195103	0.252275349	0	0.138571978	0	0	0	0.005768491	0.059992309	0	0.02653506	0.070375593	0	0.012947058	0.119471863	0	0	0	0	52000	39000	0	0	1969000	53	2770000	247	0.75	0.16	0.35	0.23	0.23	0.02	3741000	1580716.33	8036000	1713000	0.12	0	0	0	0	0.12	0	0.03	0	0	0.1	0	6	45	0	18	9	69	37	2200	32	1100	42	29	0	19
송파구	1976	남	3	0	420	NA	NA	NA	세대주	0	0	0	0	0	6	53810	13	265000	217900	0	0	0	0	0	883	883	0	806	0	0	0	3	1	1	2206000	0.045199923	0	0	0	0.003476917	0	0	0	0	0	0	0.366814758	0	0	0	0	0	0	0.584508403	0	0	0	0	0	0	0	791000	17	102000	3	1	0	0.66	0.4	0.5	0.01	683000	784863.32	2876000	483000	0.05	0	0.35	0	0	0.33	0	0	0	0	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
강서구	1983	남	0	2	420	77	24	470	세대주	0	0	0	0	0	6	45390	19	464880	318360	0	0	0	0	0	6658	4400	2258	6299	0	0	0	1	1	3	8348000	0.098561286	0	0	0.060538117	0.25	0	0.04362855	0	0	0	0.00401719	0.00093423	0.468423019	0.056801196	0	0	0	0.017096413	0	0	0	0	194000	125000	0	0	3818000	5	8857000	153	0.81	0.02	0.14	0.36	0.29	0	2493000	1046554.74	4543000	1343000	0.05	0.02	0.11	0	0	0.05	0	0.02	0	0	0.14	0.02	0	0	0	0	0	120	53	4200	56	1000	56	71	5	150
중랑구	1944	남	2	0	510	NA	NA	NA	세대주	0	1	0	0	0	6	32000	44	844600	858750	0	0	0	0	0	3024	3024	0	467	0	0	0	1	0	2	1925000	0	0	0	0	0.554505999	0.036252234	0	0	0	0	0	0	0	0.214194537	0	0	0	0.19504723	0	0	0	0	400000	0	0	0	0	0	1851000	45	0.62	0.17	0.71	0.2	0.11	0	1621000	1147212.86	4744000	365000	0.05	0	0	0	0	0.01	0	0.17	0	0	0	0.06	0	5	0	1	5	NA	NA	NA	NA	NA	NA	NA	NA	NA
관악구	1947	남	2	0	910	26	12	100	세대주	0	1	0	0	0	6	22000	78	703000	608580	0	0	0	0	0	604	604	0	643	0	0	0	1	1	1	698000	0.135239432	0	0.066830381	0	0.356253289	0	0	0	0	0	0	0.014997369	0	0.389054552	0	0	0	0.037624978	0	0	0	0	42000	0	0	0	56000	1	746000	18	0.84	0.1	0.24	0.26	0.02	0	250000	123068.27	409000	234000	0.24	0	0	0	0	0.13	0	0.04	0	0	0	0.14	0	4	0	1	3	140	53	6900	44	3100	53	77	70	130
강서구	1958	남	0	0	420	27	10	52	세대주	0	0	0	0	0	6	26000	64	486950	479430	0	0	0	0	0	827	671	156	882	0	0	0	1	5	1	398000	0.040147913	0	0.145641838	0	0.338563127	0	0.004912837	0	0	0	0	0	0	0.430427892	0	0	0	0	0.040306392	0	0	0	0	0	0	0	0	0	485000	52	0.84	0.06	0.33	0.06	0.22	0	275000	167572.65	617000	41000	0.01	0	0.04	0	0	0.05	0	0.01	0	0	0	0.07	0	14	0	5	10	74	23	1400	37	510	31	7	0	1
성동구	1952	남	1	0	510	36	15	57	세대주	0	1	1	0	1	6	50000	15	2128750	2163420	0	210000	0	47800	21000	0	0	0	0	0	0	0	0	0	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3000	18127.92	52000	0	0	0	0	0	0	0	0	0.36	0	0	0	0.28	0	0	0	0	0	45	14	1600	28	300	37	20	0	83
용산구	1961	남	0	0	440	68	14	760	세대주	0	0	1	0	0	6	89000	3	802500	815500	0	500000	448000	0	0	3692	3361	331	3105	282	0	0	3	4	2	2527000	0.395103624	0	0	0.124712156	0.027148224	0.019997576	0.198642589	0.004605502	0	0.028239001	0.022300327	0.057447582	0	0	0.014786087	0	0.003272331	0.103745001	0	0	0	0	0	17000	0	0	220000	16	1821000	166	0.89	0.06	0.22	0.34	0.21	0.04	1011000	261010.24	1430000	692000	0.03	0	0	0	0	0.35	0	0.04	0	0	0.05	0.01	2	64	17	4	33	170	100	6200	42	2100	40	130	0	220
중랑구	1968	남	2	0	420	NA	NA	NA	세대주	0	1	1	0	0	6	40000	26	245940	250000	0	31500	0	23700	26000	980	980	0	943	52	100	0	1	1	1	765000	0.1350961	0	0	0	0.508276858	0.028441284	0	0	0	0	0.053438507	0	0	0	0	0.006999222	0.096878125	0.170869903	0	0	0	0	0	206000	0	0	4000	1	582000	60	0.8	0.21	0.21	0.11	0.21	0	2994000	7366010.5	25879000	160000	0.05	0.03	0	0	0	0.02	0	0.02	0	0	0	0	1	5	0	0	4	NA	NA	NA	NA	NA	NA	NA	NA	NA
강남구	1952	남	2	1	440	35	15	86	세대주	0	0	1	0	0	6	111000	2	979420	956370	2	500000	0	0	0	1795	1641	154	1452	187	0	0	2	3	1	1409000	0.168974513	0	0	0	0	0	0.001003412	0.217338952	0	0	0	0	0	0.301224162	0	0	0.0363235	0.275135461	0	0	126000	0	0	9000	0	0	0	0	1295000	18	0.73	0.03	0.21	0.4	0.3	0	735000	262957.43	1341000	366000	0	0.01	0	0	0	0.14	0	0	0.03	0	0	0.03	0	0	0	0	0	48	16	1700	29	1100	27	16	0	48
서대문구	1971	남	2	0	420	72	17	910	세대주	0	0	1	0	0	6	63000	8	403470	256820	0	105000	93060	0	0	2509	2484	25	1365	0	0	0	5	3	1	699000	0.092789598	0	0	0.255910165	0.202718676	0	0.090425532	0	0	0.119976359	0	0.150118203	0	0	0	0	0	0	0.088061466	0	0	0	0	0	103000	0	188000	3	746000	22	0.9	0.08	0.29	0.33	0.17	0.05	987000	1137355.46	2865000	0	0	0	0.03	0	0	0	0	0	0	0	0	0	0	0	0	0	0	130	50	2600	81	1000	45	130	70	140
강동구	1961	남	0	0	420	NA	NA	NA	세대주	0	0	1	0	0	6	43000	22	310000	300560	1	6500	0	22900	0	514	500	14	496	0	0	0	1	5	1	526000	0.056360709	0	0	0.277839713	0.081506255	0	0.007679921	0	0	0	0.039638301	0.005326397	0	0.339774557	0	0	0	0.191874148	0	0	0	0	10000	0	0	0	0	0	481000	9	0.62	0.13	0.07	0.18	0.25	0	1768000	3327809.85	12038000	0	0.03	0	0	0	0	0.02	0	0.45	0	0	0.03	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
강북구	1948	남	3	0	910	NA	NA	NA	세대주	0	1	0	0	0	6	19000	89	400000	242740	0	0	0	0	0	48	0	48	53	0	0	0	0	1	1	33000	0.101450893	0	0	0	0.157924107	0	0	0	0	0	0	0	0	0	0	0	0.109263393	0.631361607	0	0	0	0	0	0	0	0	0	0	52000	2	0.14	0.01	0.33	0.75	0	0	126000	409281.36	1317000	0	0.03	0	0.05	0	0	0.36	0	0.04	0	0	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
구로구	1978	남	2	0	910	59	41	220	세대주	0	0	1	0	0	6	NA	NA	0	0	0	50000	0	50000	10000	0	0	0	0	0	0	0	0	0	6	6100000	0.135585483	0	0	0.082401278	0.277219813	0.017804154	0	0	0	0.004793426	0.005820589	0.243894088	0	0.199155444	0	0	0	0.033325725	0	0	0	0	1129000	115000	0	0	741000	13	5383000	93	0.77	0.03	0.24	0.43	0.19	0.03	5070000	3483684.31	11910000	980000	0.08	0.03	0	0	0	0.08	0	0.04	0	0	0	0.01	1	0	0	0	0	98	33	3700	37	2700	46	90	30	66
관악구	1967	남	0	0	410	33	13	100	세대주	0	0	0	0	0	6	61000	9	118290	115950	0	0	0	0	0	2414	2393	21	3124	0	0	0	3	2	2	1657000	0.077732412	0	0	0.099560302	0.451476131	0.017116834	0.006124372	0	0	0	0	0.019158291	0	0.035646985	0	0	0.010207286	0.282977387	0	0	0	0	57000	285000	0	0	228000	12	1656000	63	0.63	0.08	0.2	0.22	0.21	0.01	1219000	845295.99	4149000	0	0.03	0.1	0	0	0	0.06	0	0.02	0	0	0	0	1	0	0	0	0	96	47	3600	37	920	53	56	0	82
마포구	1985	여	3	1	910	66	23	340	세대주	0	0	1	0	0	6	31000	47	245300	245280	1	17080	0	0	0	9350	7135	2215	4959	2025	2000	0	1	2	4	6513000	0.17532722	0.014656321	0.012932048	0.009483502	0.100478094	0.058782036	0.21122345	0	0	0.009013246	0.005564699	0.018496747	0.194450976	0.04937691	0	0	0	0	0.14021475	313000	0	0	228000	0	1002000	206000	3745000	153	2979000	62	0.84	0.07	0.34	0.19	0.26	0.06	3234000	1792052.66	5082000	658000	0	0	0.14	0	0	0.41	0	0.02	0	0	0.1	0.02	34	4	0	0	3	19	7	1500	29	46	17	78	42	4
영등포구	1967	남	1	0	420	NA	NA	NA	세대주	0	0	0	0	0	6	49000	15	645550	646140	0	0	0	0	0	2852	1138	1714	1787	377	0	0	1	2	1	1691000	0.073085128	0	0	0	0.066547381	0	0	0	0	0	0	0.39880256	0	0.012869039	0	0	0.015208864	0.389305622	0.044181405	0	0	0	0	13000	0	116000	57000	6	1569000	28	0.63	0.16	0.15	0.22	0.35	0.08	760000	834141.35	2254000	420000	0.03	0	0.01	0	0	0.1	0	0	0.01	0	0	0	5	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
서대문구	1945	남	0	0	910	NA	NA	NA	세대주	0	1	0	0	0	6	19000	89	1140330	1082630	0	0	0	0	0	58	0	58	48	0	0	0	0	3	1	42000	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	39000	0	0	0	0	0	0	0	44000	3	0.54	0.66	0.09	0	0	0	156000	442714.22	1035000	0	0.01	0	0	0	0	0.02	0	0	0	0	0	0	0	6	0	0	5	NA	NA	NA	NA	NA	NA	NA	NA	NA
성북구	1986	여	1	3	420	NA	NA	NA	세대주	0	0	0	0	0	6	46000	18	705140	695010	0	0	0	0	0	9065	5922	3143	6146	559	0	0	1	3	2	5266000	0.194607268	0	0	0.1171356	0.236127394	0	0	0	0	0.021688159	0.025889019	0.190797186	0	0.063794451	0	0.009867136	0	0	0.140093787	313000	0	0	512000	125000	0	213000	3895000	80	4031000	309	0.62	0.09	0.28	0.55	0.09	0.02	3263000	975234.07	4947000	1668000	0.1	0.01	0.26	0	0	0.07	0	0.04	0	0	0.05	0.02	8	18	0	4	8	NA	NA	NA	NA	NA	NA	NA	NA	NA
강서구	1984	남	0	2	420	21	13	43	세대주	0	0	0	0	0	6	45000	19	464880	500000	0	0	0	0	0	3546	3546	0	3361	0	0	0	1	1	2	3047000	0.022807018	0	0.048496241	0.167919799	0.016917293	0	0	0	0	0.116666667	0	0.117418546	0	0.135213033	0	0	0	0	0.374561404	0	0	0	0	24000	38000	28000	872000	28	2436000	45	0.8	0.15	0.37	0.19	0.14	0.08	1830000	790763.43	3686000	669000	0.02	0.01	0.13	0	0	0.04	0	0	0	0	0	0	0	423	167	125	17	41	25	1000	26	270	24	52	1	52
강서구	1970	남	2	0	420	NA	NA	NA	세대주	0	0	0	0	0	6	47000	17	101790	99160	0	0	0	0	0	1231	0	1231	1347	0	0	0	1	3	1	870000	0.030495979	0	0	0.001452189	0.86818588	0.025357462	0.001563896	0	0	0	0.003909741	0	0	0.069034853	0	0	0	0	0	0	0	0	0	0	0	0	38000	3	843000	25	0.74	0	0	0.27	0.5	0	545000	329167.33	1336000	155000	0.17	0	0	0	0	0.03	0	0.02	0	0	0	0	1	302	129	12	21	NA	NA	NA	NA	NA	NA	NA	NA	NA
성북구	1962	남	0	0	420	24	10	53	세대주	0	0	1	0	0	6	51000	14	101790	101750	0	50000	0	5000	0	6132	6132	0	6363	1480	0	0	2	1	2	5425000	0.316715201	0	0	0.031450204	0.104601048	0.042981945	0	0	0	0	0	0.342108328	0	0.026674432	0.088293535	0	0	0.047175306	0	0	0	0	23000	141000	0	0	3570000	17	4098000	136	0.96	0.12	0.18	0.18	0.3	0	2289000	1099947	6133000	1657000	0.02	0.03	0	0	0	0.26	0	0.02	0	0	0.55	0	10	0	0	0	0	57	23	860	30	520	30	71	0	50
마포구	1962	여	2	0	910	130	24	680	세대주	0	0	1	0	0	6	39000	28	419130	413100	0	10000	0	0	0	17958	15743	2215	14332	0	0	0	2	1	3	9057000	0.113795707	0	0	0	0.541365548	0	0.055225973	0	0	0.049724949	0.016287348	0.018121023	0.158882537	0.011217776	0	0	0.001833675	0.029446662	0.004098803	0	0	0	0	0	221000	0	2641000	38	9160000	106	0.7	0.13	0.33	0.08	0.41	0.1	5407000	1854844.26	10835000	4244000	0.02	0	0.04	0	0	0.05	0	0	0	0	0.21	0	0	9	2	6	3	31	3	570	30	120	17	18	0	1
성북구	1964	남	0	0	510	NA	NA	NA	세대주	0	0	1	0	0	6	35000	36	388330	388330	0	28000	20000	21900	0	8767	8740	27	6759	1254	0	0	4	5	3	8408000	0.237094682	0	0	0.050129702	0.22464332	0.027431907	0.000907912	0.011608301	0	0	0	0.010440986	0.128793774	0	0	0	0	0.308949416	0	0	0	0	507000	233000	36000	0	947000	46	8182000	167	0.75	0.24	0.35	0.04	0.28	0.04	3145000	1703370	7164000	2002000	0.16	0.02	0	0	0	0.17	0	0	0	0	0.21	0	35	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
성북구	1959	여	1	1	910	NA	NA	NA	세대주	0	0	0	0	0	6	21000	82	160000	173020	0	0	0	0	0	13	0	13	13	0	0	0	0	2	1	10000	0	0.069879961	0.000122489	0	0.61244488	0	0	0	0	0	0	0	0	0.31755267	0	0	0	0	0	0	0	0	0	8000	0	0	0	0	0	0	1	0	1	0	0.5	0	11000	128.45	32000	45000	0.25	0	0	0	0	0.43	0	0.02	0	0	0	0.03	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
강남구	1968	남	1	0	420	9	12	19	세대주	0	1	0	0	0	6	100000	2	1115000	1118160	0	0	0	0	0	2989	2876	113	3499	501	0	0	1	1	2	2384000	0.095107704	0	0	0	0.759218693	0	0	0.001825484	0	0.002008032	0	0.06407448	0	0.07411464	0	0	0.003650968	0	0	0	0	0	29000	15000	0	0	24000	3	2138000	93	0.78	0.06	0.25	0.22	0.28	0.04	1258000	1193037.22	5364000	615000	0.05	0.01	0	0	0	0.07	0	0.22	0	0	0	0.02	0	1	0	0	1	78	27	460	29	110	28	90	2	17
용산구	1963	남	0	0	420	NA	NA	NA	세대주	0	0	1	0	0	6	47000	17	405000	375000	0	21300	0	20000	0	6475	6319	156	6610	0	0	0	1	3	3	5387000	0.354086812	0	0.004350979	0.131772506	0.183051901	0	0.024551953	0	0	0	0	0.20314928	0	0.0433026	0	0	0	0	0.055733969	0	0	0	489000	106000	0	0	1326000	20	4397000	127	0.78	0.1	0.34	0.22	0.24	0.07	2005000	254370.59	2437000	1548000	0.04	0.03	0.02	0	0	0.89	0.01	0.08	0	0	0.02	0.02	1	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
마포구	1958	남	0	1	420	69	18	340	세대주	0	0	1	0	0	6	26000	64	360370	354350	0	43000	0	48000	0	8429	8429	0	5399	5466	0	0	2	2	3	1467000	0.223817664	0	0	0	0.107464387	0.013789174	0	0	0	0	0	0.069401709	0	0.412535613	0.001481481	0	0	0	0.171509972	0	0	0	16000	0	84000	0	1152000	8	1548000	24	0.89	0.18	0.11	0.27	0.25	0.01	4237000	7362464.15	29593000	214000	0	0	0.13	0	0.02	0.01	0	0	0	0	0	0	0	0	0	0	0	150	68	2100	50	1200	59	130	0	52
강서구	1968	남	0	0	510	100	26	620	세대주	0	0	1	0	1	6	43000	22	413100	419130	0	20000	0	20000	0	3236	3236	0	3361	0	0	0	3	1	2	2640000	0.061875604	0	0	0	0.716725749	0	0	0	0	0	0.021108605	0.158072833	0	0.011279407	0	0	0.018208186	0.012729617	0	0	0	0	356000	0	0	0	487000	11	2681000	2	0.91	0.2	0.24	0.11	0.3	0	1890000	2306141.74	7040000	505000	0.01	0	0	0	0	0.06	0	0.01	0	0	0	0	0	0	0	0	0	58	23	1400	53	740	43	46	63	50
은평구	1943	남	1	0	420	6	5	12	세대주	0	1	0	0	0	6	26000	64	675760	675240	0	0	0	0	0	463	463	0	498	0	0	0	2	0	1	454000	0	0	0.030538051	0	0	0	0	0	0	0	0	0	0	0.969461949	0	0	0	0	0	0	0	0	0	0	0	0	5000	2	371000	18	0.92	0.01	0.31	0.33	0.28	0	169000	236849.06	886000	50000	0	0	0	0	0	0	0	0	0	0	0	0.15	0	0	0	0	0	18	1	1200	18	630	56	0	2	4
서대문구	1978	남	3	0	510	NA	NA	NA	세대주	0	0	1	0	1	6	57000	10	330000	273540	1	316589	0	45500	25700	42226	41910	316	18382	2805	0	0	6	1	4	11623000	0.136395161	0.000385297	0.037450875	0.008784773	0.133543962	0	0.074901749	0.042690915	0	0	0.043153271	0.070432303	0.047776836	0.020035447	0	0	0	0.321954227	0.062495184	0	0	0	0	0	0	91000	2776000	78	8752000	238	0.86	0.13	0.2	0.11	0.06	0.05	6010000	1508243.62	7988000	1721000	0.02	0	0.37	0	0	0.08	0	0	0.01	0	0.18	0.01	39	64	0	2	26	NA	NA	NA	NA	NA	NA	NA	NA	NA
마포구	1974	남	2	0	420	63	18	120	세대주	0	0	1	0	0	6	42610	23	556560	461030	0	450000	500000	44500	0	6687	5408	1279	1375	4240	0	0	4	2	2	1485000	0.192412293	0	0	0	0.068738102	0	0.006323089	0.010538482	0	0.014617895	0	0.035354909	0	0.050584716	0.472056024	0	0.028351917	0.121022573	0	0	0	0	0	25000	0	0	40000	6	1295000	24	0.79	0.27	0.11	0.2	0.44	0.01	1670000	1496466.9	5527000	107000	0	0.03	0	0	0	0.11	0	0	0	0	0	0	0	0	0	0	0	160	66	4400	62	3100	71	28	63	160
구로구	1959	남	0	1	440	NA	NA	NA	세대주	0	0	0	0	0	6	51640	14	235170	295440	0	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	65000	1	0	0	1	0	0	0	0	0	48000	54048.67	168000	0	0	0	0	0	0	0	0	0	0	0	0.99	0	0	3	0	1	3	NA	NA	NA	NA	NA	NA	NA	NA	NA
노원구	1955	남	0	0	420	NA	NA	NA	세대주	0	1	1	0	0	6	40000	26	854680	869750	0	198000	240000	17000	0	2840	2840	0	1109	1380	0	0	3	1	1	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	867000	18	0	2	1	0.6	0.05	0.36	0.23	0	616000	1556205.08	5046000	181000	0.01	0	0.24	0	0	0.01	0	0	0	0	0	0.01	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
노원구	1980	여	2	0	420	41	18	250	세대주	0	1	1	0	0	6	36000	34	930360	838310	0	4000	0	3000	0	5548	1316	4232	4461	816	0	313	3	2	2	1961000	0.327726984	0	0.047083557	0.032513568	0.075001222	0	0.041118662	0	0	0	0	0.024006258	0.195228084	0.015890089	0	0.005035936	0.146335501	0	0.090060138	839000	0	0	31000	0	269000	0	1002000	27	1800000	60	0.72	0.13	0.19	0.11	0.4	0	1484000	1496466.9	5840000	262000	0.02	0.01	0.26	0	0	0.22	0	0	0	0	0.03	0.02	0	0	0	0	0	96	50	2400	49	2900	58	46	40	97
양천구	1946	남	0	0	910	NA	NA	NA	세대주	0	0	0	0	0	6	25000	68	176270	176250	0	0	0	0	0	0	0	0	0	0	0	0	0	2	1	65000	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	0	0	0	0	0	33000	2	1	0	0	0	0	0	37000	101676.43	277000	0	0.04	0	0.02	0	0	0.52	0	0.14	0	0	0	0.69	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
마포구	1973	남	2	0	420	NA	NA	NA	세대주	0	1	1	0	0	6	61400	9	384000	377960	1	37000	0	40000	0	1717	1469	248	2042	0	0	0	1	2	1	2203000	0.826047633	0	0	0	0	0	0	0	0	0.098733796	0	0	0	0	0	0	0.022158577	0.053059994	0	0	0	0	0	0	0	0	264000	8	1670000	81	0.78	0.11	0.25	0.2	0.15	0.02	843000	1087655.87	2254000	0	0.02	0.01	0	0	0	0.18	0	0.1	0	0.01	0.01	0.01	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
마포구	1946	남	2	0	910	NA	NA	NA	세대주	0	0	1	0	0	6	24000	71	493500	486950	0	2179	0	3820	0	364	0	364	324	0	0	0	0	2	1	1085000	0	0	0	0	0	0	0	0	0	0	0	0.570125428	0	0.010376283	0	0	0	0.41949829	0	0	0	0	0	0	0	0	141000	2	1087000	6	0.99	1	0	0.16	0	0	486000	69488.03	494000	125000	0	0.01	0.01	0	0	0.05	0	0	0	0.01	0	0	0	0	0	0	0	NA	NA	NA	NA	NA	NA	NA	NA	NA
성동구	1959	남	0	0	420	NA	NA	NA	세대주	0	0	0	0	0	6	43000	22	460710	472890	0	0	0	0	0	1138	1138	0	969	0	0	0	1	2	1	1320000	0.304774898	0	0	0	0.596589359	0	0	0	0	0	0	0	0	0.098635744	0	0	0	0	0	0	0	0	19000	47000	0	0	18000	3	1274000	63	0.7	0.03	0.1	0.24	0.5	0	515000	281257.24	1302000	135000	0.03	0.08	0.01	0	0	0.21	0	0.27	0	0	0	0	0	21	1	5	18	NA	NA	NA	NA	NA	NA	NA	NA	NA
중랑구	1980	남	4	0	420	92	16	1500	세대주	0	0	1	0	0	6	65000	7	283000	283750	0	441214	300000	40000	0	9492	9442	50	9824	992	0	0	2	2	3	9060000	0.260167537	0	0	0	0.089474323	0.008134029	0.026708753	0.031686294	0	0	0	0.23260896	0	0	0.000971227	0	0.167779531	0.091902392	0.090566954	0	0	0	219000	158000	0	0	2094000	27	7946000	329	0.66	0.22	0.15	0.09	0.33	0.01	5009000	1563318.11	10227000	1890000	0.01	0.02	0.02	0	0	0.23	0	0.02	0.01	0	0.06	0	0	3	0	0	3	150	88	6800	40	3600	46	110	190	170