gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19340
Missing cells (%)	12.9%
Duplicate rows	3
Duplicate rows (%)	< 0.1%
Total size in memory	1.3 MiB
Average record size in memory	133.0 B

Variable types

Categorical	4
Text	6
Numeric	5

Dataset

Description	등록신청사업,영업구분,등록증번호,상호,법인여부,사업장 전화번호,소재지,소재지(도로명),우편번호,등록일자,유효기간만료일자,폐쇄일자,지점설립일자,본점여부,최근수정일자
Author	광진구
URL	https://data.seoul.go.kr/dataList/OA-9942/S/1/datasetView.do

Alerts

Dataset has 3 (< 0.1%) duplicate rows	Duplicates
`등록일자` is highly overall correlated with `유효기간만료일자` and 2 other fields	High correlation
`유효기간만료일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`폐쇄일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`최근수정일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`본점여부` is highly imbalanced (94.3%)	Imbalance
`등록증번호` has 180 (1.8%) missing values	Missing
`사업장 전화번호` has 3402 (34.0%) missing values	Missing
`소재지` has 269 (2.7%) missing values	Missing
`소재지(도로명)` has 4833 (48.3%) missing values	Missing
`우편번호` has 5682 (56.8%) missing values	Missing
`유효기간만료일자` has 2132 (21.3%) missing values	Missing
`폐쇄일자` has 1568 (15.7%) missing values	Missing
`지점설립일자` has 1274 (12.7%) missing values	Missing

Reproduction

Analysis started	2024-05-04 03:32:10.863499
Analysis finished	2024-05-04 03:32:24.634839
Duration	13.77 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

등록신청사업
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

대부업	6283
대부중개업	3328
<NA>	389

Length

Max length	5
Median length	3
Mean length	3.7045
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	대부업
2nd row	대부중개업
3rd row	대부중개업
4th row	대부업
5th row	대부업

Common Values

Value	Count	Frequency (%)
대부업	6283	62.8%
대부중개업	3328	33.3%
<NA>	389	3.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6283	62.8%
대부중개업	3328	33.3%
na	389	3.9%

영업구분
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

폐업	3624
<NA>	2977
타시군구이관	1256
영업중	835
유효기간만료	774

Length

Max length	6
Median length	4
Mean length	3.5977
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	폐업
2nd row	영업중
3rd row	폐업
4th row	폐업
5th row	유효기간만료

Common Values

Value	Count	Frequency (%)
폐업	3624	36.2%
<NA>	2977	29.8%
타시군구이관	1256	12.6%
영업중	835	8.3%
유효기간만료	774	7.7%
직권취소	534	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3624	36.2%
na	2977	29.8%
타시군구이관	1256	12.6%
영업중	835	8.3%
유효기간만료	774	7.7%
직권취소	534	5.3%

등록증번호
Text

MISSING

Distinct	9772
Distinct (%)	99.5%
Missing	180
Missing (%)	1.8%
Memory size	156.2 KiB

Length

Max length	27
Median length	26
Mean length	19.513544
Min length	4

Characters and Unicode

Total characters	191623
Distinct characters	64
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9726 ?
Unique (%)	99.0%

Sample

1st row	2010-서울강북-0019
2nd row	2023-서울강서-0033(대부중개업)
3rd row	2016-서울도봉-0053(대부중개업)
4th row	2017-서울마포-0016(대부업)
5th row	2010-서울서초-0043(대부업)

Value	Count	Frequency (%)
2011-서울특별시	23	0.2%
2010-서울	20	0.2%
2013-서울특별시	18	0.2%
2012-서울특별시	11	0.1%
2014-서울특별시	11	0.1%
2016-서울특별시	11	0.1%
대부업	9	0.1%
성북구-00003	7	0.1%
2017-서울특별시	6	0.1%
성북구-00006	6	0.1%
Other values (9737)	9847	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	33939	17.7%
-	19625	10.2%
2	15759	8.2%
1	11730	6.1%
서	10936	5.7%
울	9789	5.1%
대	8492	4.4%
(	8197	4.3%
부	8169	4.3%
)	8135	4.2%
Other values (54)	56852	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82699	43.2%
Other Letter	72818	38.0%
Dash Punctuation	19625	10.2%
Open Punctuation	8197	4.3%
Close Punctuation	8135	4.2%
Space Separator	149	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10936	15.0%
울	9789	13.4%
대	8492	11.7%
부	8169	11.2%
업	7925	10.9%
중	3406	4.7%
개	2825	3.9%
시	2577	3.5%
특	2569	3.5%
별	2569	3.5%
Other values (40)	13561	18.6%

Decimal Number

Value	Count	Frequency (%)
0	33939	41.0%
2	15759	19.1%
1	11730	14.2%
3	3840	4.6%
8	3100	3.7%
4	3017	3.6%
9	2885	3.5%
7	2862	3.5%
6	2829	3.4%
5	2738	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19625	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8197	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8135	100.0%

Space Separator

Value	Count	Frequency (%)
	149	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118805	62.0%
Hangul	72818	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10936	15.0%
울	9789	13.4%
대	8492	11.7%
부	8169	11.2%
업	7925	10.9%
중	3406	4.7%
개	2825	3.9%
시	2577	3.5%
특	2569	3.5%
별	2569	3.5%
Other values (40)	13561	18.6%

Common

Value	Count	Frequency (%)
0	33939	28.6%
-	19625	16.5%
2	15759	13.3%
1	11730	9.9%
(	8197	6.9%
)	8135	6.8%
3	3840	3.2%
8	3100	2.6%
4	3017	2.5%
9	2885	2.4%
Other values (4)	8578	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118805	62.0%
Hangul	72818	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33939	28.6%
-	19625	16.5%
2	15759	13.3%
1	11730	9.9%
(	8197	6.9%
)	8135	6.8%
3	3840	3.2%
8	3100	2.6%
4	3017	2.5%
9	2885	2.4%
Other values (4)	8578	7.2%

Hangul

Value	Count	Frequency (%)
서	10936	15.0%
울	9789	13.4%
대	8492	11.7%
부	8169	11.2%
업	7925	10.9%
중	3406	4.7%
개	2825	3.9%
시	2577	3.5%
특	2569	3.5%
별	2569	3.5%
Other values (40)	13561	18.6%

상호
Text

Distinct	8626
Distinct (%)	86.3%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	40
Median length	28
Mean length	7.7272
Min length	1

Characters and Unicode

Total characters	77272
Distinct characters	777
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	6 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7532 ?
Unique (%)	75.3%

Sample

1st row	조은대부
2nd row	365일24시오케이대부중개
3rd row	OK론대부중개
4th row	리셋대부
5th row	우리건설캐피탈대부

Value	Count	Frequency (%)
주식회사	798	6.7%
대부중개	293	2.5%
대부	276	2.3%
유한회사	54	0.5%
캐피탈	21	0.2%
주	16	0.1%
대부업	13	0.1%
loan	11	0.1%
money	11	0.1%
미래대부	10	0.1%
Other values (8656)	10374	87.3%

Most occurring characters

Value	Count	Frequency (%)
대	8428	10.9%
부	8081	10.5%
주	2694	3.5%
이	2263	2.9%
개	2048	2.7%
중	2035	2.6%
스	1913	2.5%
)	1900	2.5%
(	1893	2.4%
	1883	2.4%
Other values (767)	44134	57.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67355	87.2%
Uppercase Letter	2393	3.1%
Close Punctuation	1900	2.5%
Open Punctuation	1893	2.4%
Space Separator	1883	2.4%
Lowercase Letter	1295	1.7%
Decimal Number	259	0.3%
Other Punctuation	246	0.3%
Dash Punctuation	39	0.1%
Other Symbol	6	< 0.1%
Other values (2)	3	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8428	12.5%
부	8081	12.0%
주	2694	4.0%
이	2263	3.4%
개	2048	3.0%
중	2035	3.0%
스	1913	2.8%
사	1319	2.0%
피	1140	1.7%
회	1017	1.5%
Other values (692)	36417	54.1%

Uppercase Letter

Value	Count	Frequency (%)
S	312	13.0%
K	216	9.0%
J	174	7.3%
M	171	7.1%
C	167	7.0%
H	142	5.9%
T	105	4.4%
B	101	4.2%
G	95	4.0%
A	91	3.8%
Other values (16)	819	34.2%

Lowercase Letter

Value	Count	Frequency (%)
e	150	11.6%
n	136	10.5%
o	132	10.2%
a	124	9.6%
i	81	6.3%
s	78	6.0%
l	77	5.9%
t	74	5.7%
c	66	5.1%
r	55	4.2%
Other values (15)	322	24.9%

Decimal Number

Value	Count	Frequency (%)
1	92	35.5%
2	36	13.9%
9	31	12.0%
4	27	10.4%
3	20	7.7%
5	19	7.3%
6	14	5.4%
8	9	3.5%
0	6	2.3%
7	5	1.9%

Other Punctuation

Value	Count	Frequency (%)
.	139	56.5%
&	90	36.6%
,	6	2.4%
?	6	2.4%
*	2	0.8%
＆	2	0.8%
/	1	0.4%

Close Punctuation

Value	Count	Frequency (%)
)	1900	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1893	100.0%

Space Separator

Value	Count	Frequency (%)
	1883	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	39	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	6	100.0%

Math Symbol

Value	Count	Frequency (%)
~	2	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67353	87.2%
Common	6222	8.1%
Latin	3689	4.8%
Han	8	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8428	12.5%
부	8081	12.0%
주	2694	4.0%
이	2263	3.4%
개	2048	3.0%
중	2035	3.0%
스	1913	2.8%
사	1319	2.0%
피	1140	1.7%
회	1017	1.5%
Other values (686)	36415	54.1%

Latin

Value	Count	Frequency (%)
S	312	8.5%
K	216	5.9%
J	174	4.7%
M	171	4.6%
C	167	4.5%
e	150	4.1%
H	142	3.8%
n	136	3.7%
o	132	3.6%
a	124	3.4%
Other values (42)	1965	53.3%

Common

Value	Count	Frequency (%)
)	1900	30.5%
(	1893	30.4%
	1883	30.3%
.	139	2.2%
1	92	1.5%
&	90	1.4%
-	39	0.6%
2	36	0.6%
9	31	0.5%
4	27	0.4%
Other values (12)	92	1.5%

Han

Value	Count	Frequency (%)
靑	2	25.0%
雲	1	12.5%
天	1	12.5%
地	1	12.5%
勳	1	12.5%
大	1	12.5%
松	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67346	87.2%
ASCII	9908	12.8%
None	8	< 0.1%
CJK	8	< 0.1%
Compat Jamo	1	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8428	12.5%
부	8081	12.0%
주	2694	4.0%
이	2263	3.4%
개	2048	3.0%
중	2035	3.0%
스	1913	2.8%
사	1319	2.0%
피	1140	1.7%
회	1017	1.5%
Other values (684)	36408	54.1%

ASCII

Value	Count	Frequency (%)
)	1900	19.2%
(	1893	19.1%
	1883	19.0%
S	312	3.1%
K	216	2.2%
J	174	1.8%
M	171	1.7%
C	167	1.7%
e	150	1.5%
H	142	1.4%
Other values (62)	2900	29.3%

None

Value	Count	Frequency (%)
㈜	6	75.0%
＆	2	25.0%

CJK

Value	Count	Frequency (%)
靑	2	25.0%
雲	1	12.5%
天	1	12.5%
地	1	12.5%
勳	1	12.5%
大	1	12.5%
松	1	12.5%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	1	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	1	100.0%

법인여부
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

개인	7212
법인	2788

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	개인
2nd row	개인
3rd row	개인
4th row	개인
5th row	개인

Common Values

Value	Count	Frequency (%)
개인	7212	72.1%
법인	2788	27.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7212	72.1%
법인	2788	27.9%

사업장 전화번호
Text

MISSING

Distinct	5820
Distinct (%)	88.2%
Missing	3402
Missing (%)	34.0%
Memory size	156.2 KiB

Length

Max length	43
Median length	41
Mean length	10.575174
Min length	1

Characters and Unicode

Total characters	69775
Distinct characters	35
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5194 ?
Unique (%)	78.7%

Sample

1st row	64049136 01039939136
2nd row	02-338-0789
3rd row	025986988
4th row	02 358 6073
5th row	0236633340

Value	Count	Frequency (%)
02	262	3.6%
	55	0.7%
070	35	0.5%
2209	8	0.1%
02-591-0880	7	0.1%
1661-1973	6	0.1%
0236745525	6	0.1%
010	6	0.1%
025117185	5	0.1%
02-734-6901	5	0.1%
Other values (6109)	6948	94.6%

Most occurring characters

Value	Count	Frequency (%)
0	11326	16.2%
2	10324	14.8%
-	7063	10.1%
5	5914	8.5%
7	5503	7.9%
1	5183	7.4%
6	5043	7.2%
3	4873	7.0%
8	4695	6.7%
4	4655	6.7%
Other values (25)	5196	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61603	88.3%
Dash Punctuation	7063	10.1%
Space Separator	827	1.2%
Other Punctuation	125	0.2%
Close Punctuation	71	0.1%
Open Punctuation	31	< 0.1%
Math Symbol	28	< 0.1%
Other Letter	19	< 0.1%
Uppercase Letter	8	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
등	3	15.8%
록	3	15.8%
미	3	15.8%
메	1	5.3%
타	1	5.3%
허	1	5.3%
브	1	5.3%
대	1	5.3%
부	1	5.3%
주	1	5.3%
Other values (3)	3	15.8%

Decimal Number

Value	Count	Frequency (%)
0	11326	18.4%
2	10324	16.8%
5	5914	9.6%
7	5503	8.9%
1	5183	8.4%
6	5043	8.2%
3	4873	7.9%
8	4695	7.6%
4	4655	7.6%
9	4087	6.6%

Other Punctuation

Value	Count	Frequency (%)
*	64	51.2%
/	40	32.0%
.	21	16.8%

Uppercase Letter

Value	Count	Frequency (%)
K	4	50.0%
T	3	37.5%
S	1	12.5%

Math Symbol

Value	Count	Frequency (%)
~	27	96.4%
×	1	3.6%

Dash Punctuation

Value	Count	Frequency (%)
-	7063	100.0%

Space Separator

Value	Count	Frequency (%)
	827	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	71	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	31	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69748	> 99.9%
Hangul	19	< 0.1%
Latin	8	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11326	16.2%
2	10324	14.8%
-	7063	10.1%
5	5914	8.5%
7	5503	7.9%
1	5183	7.4%
6	5043	7.2%
3	4873	7.0%
8	4695	6.7%
4	4655	6.7%
Other values (9)	5169	7.4%

Hangul

Value	Count	Frequency (%)
등	3	15.8%
록	3	15.8%
미	3	15.8%
메	1	5.3%
타	1	5.3%
허	1	5.3%
브	1	5.3%
대	1	5.3%
부	1	5.3%
주	1	5.3%
Other values (3)	3	15.8%

Latin

Value	Count	Frequency (%)
K	4	50.0%
T	3	37.5%
S	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69755	> 99.9%
Hangul	19	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11326	16.2%
2	10324	14.8%
-	7063	10.1%
5	5914	8.5%
7	5503	7.9%
1	5183	7.4%
6	5043	7.2%
3	4873	7.0%
8	4695	6.7%
4	4655	6.7%
Other values (11)	5176	7.4%

Hangul

Value	Count	Frequency (%)
등	3	15.8%
록	3	15.8%
미	3	15.8%
메	1	5.3%
타	1	5.3%
허	1	5.3%
브	1	5.3%
대	1	5.3%
부	1	5.3%
주	1	5.3%
Other values (3)	3	15.8%

None

Value	Count	Frequency (%)
×	1	100.0%

소재지
Text

MISSING

Distinct	8694
Distinct (%)	89.3%
Missing	269
Missing (%)	2.7%
Memory size	156.2 KiB

Length

Max length	64
Median length	48
Mean length	31.434488
Min length	15

Characters and Unicode

Total characters	305889
Distinct characters	628
Distinct categories	11 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7941 ?
Unique (%)	81.6%

Sample

1st row	서울특별시 강북구 수유동 2-2 202호
2nd row	서울특별시 강서구 공항동 60번지 118호 대성빌딩
3rd row	서울특별시 도봉구 창동 650번지 58호 -201
4th row	서울특별시 마포구 도화동 251번지 1호 근신빌딩 별관-304
5th row	서울특별시 서초구 서초동 1355번지 8호 중앙로얄오피스텔 810호

Value	Count	Frequency (%)
서울특별시	9727	17.0%
강남구	1633	2.8%
서초구	996	1.7%
1호	720	1.3%
역삼동	710	1.2%
송파구	611	1.1%
서초동	589	1.0%
중구	538	0.9%
영등포구	452	0.8%
2호	449	0.8%
Other values (9500)	40892	71.3%

Most occurring characters

Value	Count	Frequency (%)
	67936	22.2%
1	13611	4.4%
서	12170	4.0%
동	11085	3.6%
구	10503	3.4%
시	9994	3.3%
울	9781	3.2%
별	9742	3.2%
특	9728	3.2%
2	8899	2.9%
Other values (618)	142440	46.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166976	54.6%
Space Separator	67936	22.2%
Decimal Number	63668	20.8%
Dash Punctuation	5507	1.8%
Uppercase Letter	1159	0.4%
Other Punctuation	264	0.1%
Lowercase Letter	128	< 0.1%
Close Punctuation	110	< 0.1%
Open Punctuation	106	< 0.1%
Letter Number	27	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12170	7.3%
동	11085	6.6%
구	10503	6.3%
시	9994	6.0%
울	9781	5.9%
별	9742	5.8%
특	9728	5.8%
호	8607	5.2%
지	8430	5.0%
번	7915	4.7%
Other values (548)	69021	41.3%

Uppercase Letter

Value	Count	Frequency (%)
B	263	22.7%
A	212	18.3%
S	80	6.9%
D	76	6.6%
T	70	6.0%
K	55	4.7%
I	45	3.9%
L	38	3.3%
C	38	3.3%
E	37	3.2%
Other values (16)	245	21.1%

Lowercase Letter

Value	Count	Frequency (%)
e	26	20.3%
i	14	10.9%
n	13	10.2%
r	13	10.2%
o	11	8.6%
w	10	7.8%
t	6	4.7%
c	5	3.9%
s	4	3.1%
k	4	3.1%
Other values (11)	22	17.2%

Decimal Number

Value	Count	Frequency (%)
1	13611	21.4%
2	8899	14.0%
0	8091	12.7%
3	7030	11.0%
4	5753	9.0%
5	4897	7.7%
6	4582	7.2%
7	4073	6.4%
8	3392	5.3%
9	3340	5.2%

Other Punctuation

Value	Count	Frequency (%)
,	105	39.8%
/	91	34.5%
.	65	24.6%
？	2	0.8%
*	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	19	70.4%
Ⅰ	5	18.5%
Ⅲ	3	11.1%

Space Separator

Value	Count	Frequency (%)
	67936	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5507	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	110	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	106	100.0%

Math Symbol

Value	Count	Frequency (%)
~	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166975	54.6%
Common	137599	45.0%
Latin	1314	0.4%
Han	1	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12170	7.3%
동	11085	6.6%
구	10503	6.3%
시	9994	6.0%
울	9781	5.9%
별	9742	5.8%
특	9728	5.8%
호	8607	5.2%
지	8430	5.0%
번	7915	4.7%
Other values (547)	69020	41.3%

Latin

Value	Count	Frequency (%)
B	263	20.0%
A	212	16.1%
S	80	6.1%
D	76	5.8%
T	70	5.3%
K	55	4.2%
I	45	3.4%
L	38	2.9%
C	38	2.9%
E	37	2.8%
Other values (40)	400	30.4%

Common

Value	Count	Frequency (%)
	67936	49.4%
1	13611	9.9%
2	8899	6.5%
0	8091	5.9%
3	7030	5.1%
4	5753	4.2%
-	5507	4.0%
5	4897	3.6%
6	4582	3.3%
7	4073	3.0%
Other values (10)	7220	5.2%

Han

Value	Count	Frequency (%)
內	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166975	54.6%
ASCII	138884	45.4%
Number Forms	27	< 0.1%
None	2	< 0.1%
CJK	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67936	48.9%
1	13611	9.8%
2	8899	6.4%
0	8091	5.8%
3	7030	5.1%
4	5753	4.1%
-	5507	4.0%
5	4897	3.5%
6	4582	3.3%
7	4073	2.9%
Other values (56)	8505	6.1%

Hangul

Value	Count	Frequency (%)
서	12170	7.3%
동	11085	6.6%
구	10503	6.3%
시	9994	6.0%
울	9781	5.9%
별	9742	5.8%
특	9728	5.8%
호	8607	5.2%
지	8430	5.0%
번	7915	4.7%
Other values (547)	69020	41.3%

Number Forms

Value	Count	Frequency (%)
Ⅱ	19	70.4%
Ⅰ	5	18.5%
Ⅲ	3	11.1%

None

Value	Count	Frequency (%)
？	2	100.0%

CJK

Value	Count	Frequency (%)
內	1	100.0%

소재지(도로명)
Text

MISSING

Distinct	4724
Distinct (%)	91.4%
Missing	4833
Missing (%)	48.3%
Memory size	156.2 KiB

Length

Max length	66
Median length	56
Mean length	37.13083
Min length	22

Characters and Unicode

Total characters	191855
Distinct characters	609
Distinct categories	11 ?
Distinct scripts	4 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4330 ?
Unique (%)	83.8%

Sample

1st row	서울특별시 강서구 송정로 51, 대성빌딩 402-26호 (공항동)
2nd row	서울특별시 도봉구 도봉로 452, 201호 (창동)
3rd row	서울특별시 마포구 삼개로 20, 근신빌딩 별관 304호 (도화동)
4th row	서울특별시 서대문구 응암로 63 (북가좌동)
5th row	서울특별시 종로구 대학로2길 30 (종로5가)

Value	Count	Frequency (%)
서울특별시	5166	14.1%
강남구	951	2.6%
서초구	593	1.6%
2층	473	1.3%
역삼동	392	1.1%
서초동	376	1.0%
3층	361	1.0%
송파구	325	0.9%
4층	317	0.9%
영등포구	300	0.8%
Other values (6549)	27318	74.7%

Most occurring characters

Value	Count	Frequency (%)
	31431	16.4%
1	7450	3.9%
,	7114	3.7%
서	6868	3.6%
동	6692	3.5%
로	5728	3.0%
구	5693	3.0%
시	5371	2.8%
2	5328	2.8%
울	5218	2.7%
Other values (599)	104962	54.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	106552	55.5%
Decimal Number	34166	17.8%
Space Separator	31431	16.4%
Other Punctuation	7127	3.7%
Open Punctuation	5211	2.7%
Close Punctuation	5211	2.7%
Dash Punctuation	1032	0.5%
Uppercase Letter	951	0.5%
Lowercase Letter	133	0.1%
Letter Number	28	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6868	6.4%
동	6692	6.3%
로	5728	5.4%
구	5693	5.3%
시	5371	5.0%
울	5218	4.9%
별	5179	4.9%
특	5167	4.8%
호	4141	3.9%
길	2697	2.5%
Other values (531)	53798	50.5%

Uppercase Letter

Value	Count	Frequency (%)
B	168	17.7%
A	137	14.4%
S	81	8.5%
T	68	7.2%
E	52	5.5%
K	46	4.8%
I	43	4.5%
C	40	4.2%
G	38	4.0%
L	37	3.9%
Other values (16)	241	25.3%

Lowercase Letter

Value	Count	Frequency (%)
e	26	19.5%
r	16	12.0%
w	14	10.5%
o	14	10.5%
i	14	10.5%
n	12	9.0%
b	6	4.5%
t	6	4.5%
c	4	3.0%
s	4	3.0%
Other values (8)	17	12.8%

Decimal Number

Value	Count	Frequency (%)
1	7450	21.8%
2	5328	15.6%
0	4413	12.9%
3	4022	11.8%
4	2904	8.5%
5	2659	7.8%
6	2223	6.5%
7	1901	5.6%
8	1679	4.9%
9	1587	4.6%

Other Punctuation

Value	Count	Frequency (%)
,	7114	99.8%
.	8	0.1%
/	3	< 0.1%
@	2	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	18	64.3%
Ⅰ	6	21.4%
Ⅲ	4	14.3%

Math Symbol

Value	Count	Frequency (%)
~	11	84.6%
<	1	7.7%
>	1	7.7%

Space Separator

Value	Count	Frequency (%)
	31431	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5211	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5211	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1032	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	106550	55.5%
Common	84191	43.9%
Latin	1112	0.6%
Han	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6868	6.4%
동	6692	6.3%
로	5728	5.4%
구	5693	5.3%
시	5371	5.0%
울	5218	4.9%
별	5179	4.9%
특	5167	4.8%
호	4141	3.9%
길	2697	2.5%
Other values (530)	53796	50.5%

Latin

Value	Count	Frequency (%)
B	168	15.1%
A	137	12.3%
S	81	7.3%
T	68	6.1%
E	52	4.7%
K	46	4.1%
I	43	3.9%
C	40	3.6%
G	38	3.4%
L	37	3.3%
Other values (37)	402	36.2%

Common

Value	Count	Frequency (%)
	31431	37.3%
1	7450	8.8%
,	7114	8.4%
2	5328	6.3%
(	5211	6.2%
)	5211	6.2%
0	4413	5.2%
3	4022	4.8%
4	2904	3.4%
5	2659	3.2%
Other values (11)	8448	10.0%

Han

Value	Count	Frequency (%)
家	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	106550	55.5%
ASCII	85275	44.4%
Number Forms	28	< 0.1%
CJK	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31431	36.9%
1	7450	8.7%
,	7114	8.3%
2	5328	6.2%
(	5211	6.1%
)	5211	6.1%
0	4413	5.2%
3	4022	4.7%
4	2904	3.4%
5	2659	3.1%
Other values (55)	9532	11.2%

Hangul

Value	Count	Frequency (%)
서	6868	6.4%
동	6692	6.3%
로	5728	5.4%
구	5693	5.3%
시	5371	5.0%
울	5218	4.9%
별	5179	4.9%
특	5167	4.8%
호	4141	3.9%
길	2697	2.5%
Other values (530)	53796	50.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	18	64.3%
Ⅰ	6	21.4%
Ⅲ	4	14.3%

CJK

Value	Count	Frequency (%)
家	2	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1343
Distinct (%)	31.1%
Missing	5682
Missing (%)	56.8%
Infinite	0
Infinite (%)	0.0%
Mean	136479.68

Minimum	4526
Maximum	410380
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	4526
5-th percentile	110098.8
Q1	132040
median	136140
Q3	143190
95-th percentile	157031
Maximum	410380
Range	405854
Interquartile range (IQR)	11150

Descriptive statistics

Standard deviation	14691.935
Coefficient of variation (CV)	0.10764925
Kurtosis	34.926186
Mean	136479.68
Median Absolute Deviation (MAD)	5000
Skewness	0.15508872
Sum	5.8931927 × 10⁸
Variance	2.1585296 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	180	1.8%
137070	149	1.5%
157010	66	0.7%
135010	49	0.5%
151015	46	0.5%
152050	45	0.4%
151050	45	0.4%
158070	43	0.4%
139200	42	0.4%
142100	40	0.4%
Other values (1333)	3613	36.1%
(Missing)	5682	56.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4526	1	< 0.1%
4536	1	< 0.1%
4801	1	< 0.1%
7220	1	< 0.1%
7238	1	< 0.1%
100011	7	0.1%
100012	3	< 0.1%
100015	3	< 0.1%
100021	30	0.3%
100022	5	0.1%

Value	Count	Frequency (%)
410380	1	< 0.1%
158877	1	< 0.1%
158864	3	< 0.1%
158863	1	< 0.1%
158860	7	0.1%
158859	2	< 0.1%
158857	2	< 0.1%
158846	1	< 0.1%
158845	1	< 0.1%
158841	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3485
Distinct (%)	34.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136026

Minimum	20051216
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20051216
5-th percentile	20070827
Q1	20091029
median	20130214
Q3	20170614
95-th percentile	20230118
Maximum	20240503
Range	189287
Interquartile range (IQR)	79585

Descriptive statistics

Standard deviation	48791.541
Coefficient of variation (CV)	0.0024230969
Kurtosis	-0.88090083
Mean	20136026
Median Absolute Deviation (MAD)	39491.5
Skewness	0.48026275
Sum	2.0136026 × 10¹¹
Variance	2.3806145 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	28	0.3%
20080818	26	0.3%
20080926	21	0.2%
20080731	17	0.2%
20080806	17	0.2%
20090514	16	0.2%
20090402	16	0.2%
20090520	16	0.2%
20090213	16	0.2%
20090511	15	0.1%
Other values (3475)	9812	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20051216	1	< 0.1%
20060124	1	< 0.1%
20060306	2	< 0.1%
20060308	1	< 0.1%
20060310	1	< 0.1%
20060320	1	< 0.1%
20060321	1	< 0.1%
20060323	2	< 0.1%
20060324	2	< 0.1%
20060329	1	< 0.1%

Value	Count	Frequency (%)
20240503	2	< 0.1%
20240502	1	< 0.1%
20240425	5	0.1%
20240424	3	< 0.1%
20240423	1	< 0.1%
20240422	4	< 0.1%
20240419	1	< 0.1%
20240416	1	< 0.1%
20240415	1	< 0.1%
20240411	2	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3283
Distinct (%)	41.7%
Missing	2132
Missing (%)	21.3%
Infinite	0
Infinite (%)	0.0%
Mean	20181050

Minimum	20091116
Maximum	20270503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20091116
5-th percentile	20120310
Q1	20141026
median	20171210
Q3	20220102
95-th percentile	20260508
Maximum	20270503
Range	179387
Interquartile range (IQR)	79076.25

Descriptive statistics

Standard deviation	44502.815
Coefficient of variation (CV)	0.0022051784
Kurtosis	-0.96588371
Mean	20181050
Median Absolute Deviation (MAD)	30582.5
Skewness	0.32902559
Sum	1.587845 × 10¹¹
Variance	1.9805005 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	15	0.1%
20140711	12	0.1%
20140721	12	0.1%
20190718	11	0.1%
20170922	11	0.1%
20170306	11	0.1%
20120514	10	0.1%
20190722	10	0.1%
20180914	10	0.1%
20131102	10	0.1%
Other values (3273)	7756	77.6%
(Missing)	2132	21.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20091116	1	< 0.1%
20100122	1	< 0.1%
20100308	1	< 0.1%
20100405	1	< 0.1%
20100410	1	< 0.1%
20100418	2	< 0.1%
20100419	1	< 0.1%
20100511	1	< 0.1%
20100522	1	< 0.1%
20100528	1	< 0.1%

Value	Count	Frequency (%)
20270503	2	< 0.1%
20270502	1	< 0.1%
20270425	5	0.1%
20270424	3	< 0.1%
20270423	1	< 0.1%
20270422	1	< 0.1%
20270421	3	< 0.1%
20270419	1	< 0.1%
20270416	1	< 0.1%
20270415	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3119
Distinct (%)	37.0%
Missing	1568
Missing (%)	15.7%
Infinite	0
Infinite (%)	0.0%
Mean	20141411

Minimum	20060920
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060920
5-th percentile	20090916
Q1	20110317
median	20130714
Q3	20170224
95-th percentile	20220921
Maximum	20240503
Range	179583
Interquartile range (IQR)	59907

Descriptive statistics

Standard deviation	40647.928
Coefficient of variation (CV)	0.0020181271
Kurtosis	-0.52395393
Mean	20141411
Median Absolute Deviation (MAD)	29786.5
Skewness	0.70459366
Sum	1.6983238 × 10¹¹
Variance	1.652254 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	214	2.1%
20100927	78	0.8%
20170124	25	0.2%
20101213	24	0.2%
20160725	19	0.2%
20110425	18	0.2%
20110420	17	0.2%
20110729	16	0.2%
20100913	16	0.2%
20120420	15	0.1%
Other values (3109)	7990	79.9%
(Missing)	1568	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060920	2	< 0.1%
20081217	1	< 0.1%
20090125	1	< 0.1%
20090305	1	< 0.1%
20090306	1	< 0.1%
20090307	2	< 0.1%
20090309	2	< 0.1%
20090311	4	< 0.1%
20090312	7	0.1%
20090313	2	< 0.1%

Value	Count	Frequency (%)
20240503	4	< 0.1%
20240502	1	< 0.1%
20240501	2	< 0.1%
20240430	3	< 0.1%
20240429	1	< 0.1%
20240425	2	< 0.1%
20240423	3	< 0.1%
20240419	1	< 0.1%
20240417	3	< 0.1%
20240416	1	< 0.1%

지점설립일자
Text

MISSING

Distinct	3545
Distinct (%)	40.6%
Missing	1274
Missing (%)	12.7%
Memory size	156.2 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	69808
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1347 ?
Unique (%)	15.4%

Sample

1st row	20100802
2nd row	20230804
3rd row	20160711
4th row	20170320
5th row	20100322

Value	Count	Frequency (%)
20090820	26	0.3%
20090514	21	0.2%
20090528	20	0.2%
20090511	19	0.2%
20090512	18	0.2%
20090611	17	0.2%
20090520	17	0.2%
20140306	17	0.2%
20090821	15	0.2%
20100329	14	0.2%
Other values (3535)	8542	97.9%

Most occurring characters

Value	Count	Frequency (%)
0	22628	32.4%
2	15889	22.8%
1	13932	20.0%
3	2831	4.1%
9	2728	3.9%
7	2617	3.7%
6	2411	3.5%
5	2334	3.3%
4	2238	3.2%
8	2194	3.1%
Other values (4)	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69802	> 99.9%
Space Separator	3	< 0.1%
Lowercase Letter	2	< 0.1%
Uppercase Letter	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22628	32.4%
2	15889	22.8%
1	13932	20.0%
3	2831	4.1%
9	2728	3.9%
7	2617	3.7%
6	2411	3.5%
5	2334	3.3%
4	2238	3.2%
8	2194	3.1%

Lowercase Letter

Value	Count	Frequency (%)
a	1	50.0%
r	1	50.0%

Space Separator

Value	Count	Frequency (%)
	3	100.0%

Uppercase Letter

Value	Count	Frequency (%)
M	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69805	> 99.9%
Latin	3	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22628	32.4%
2	15889	22.8%
1	13932	20.0%
3	2831	4.1%
9	2728	3.9%
7	2617	3.7%
6	2411	3.5%
5	2334	3.3%
4	2238	3.2%
8	2194	3.1%

Latin

Value	Count	Frequency (%)
M	1	33.3%
a	1	33.3%
r	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69808	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22628	32.4%
2	15889	22.8%
1	13932	20.0%
3	2831	4.1%
9	2728	3.9%
7	2617	3.7%
6	2411	3.5%
5	2334	3.3%
4	2238	3.2%
8	2194	3.1%
Other values (4)	6	< 0.1%

본점여부
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

본점	9935
지점	65

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	본점
2nd row	본점
3rd row	본점
4th row	본점
5th row	본점

Common Values

Value	Count	Frequency (%)
본점	9935	99.4%
지점	65	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9935	99.4%
지점	65	0.7%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3145
Distinct (%)	31.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152284

Minimum	20090518
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090518
5-th percentile	20091118
Q1	20110908
median	20140730
Q3	20190218
95-th percentile	20231005
Maximum	20240503
Range	149985
Interquartile range (IQR)	79310.25

Descriptive statistics

Standard deviation	45762.578
Coefficient of variation (CV)	0.0022708383
Kurtosis	-1.037607
Mean	20152284
Median Absolute Deviation (MAD)	30422
Skewness	0.46710466
Sum	2.0152284 × 10¹¹
Variance	2.0942135 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	79	0.8%
20090609	57	0.6%
20091118	55	0.5%
20100927	52	0.5%
20100330	48	0.5%
20130621	44	0.4%
20091116	40	0.4%
20110425	37	0.4%
20091119	34	0.3%
20100517	32	0.3%
Other values (3135)	9522	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	1	< 0.1%
20090521	3	< 0.1%
20090601	1	< 0.1%
20090603	7	0.1%
20090604	21	0.2%
20090605	4	< 0.1%
20090608	4	< 0.1%
20090609	57	0.6%
20090610	16	0.2%
20090611	25	0.2%

Value	Count	Frequency (%)
20240503	8	0.1%
20240502	10	0.1%
20240501	3	< 0.1%
20240430	3	< 0.1%
20240429	3	< 0.1%
20240425	8	0.1%
20240424	5	0.1%
20240423	9	0.1%
20240422	4	< 0.1%
20240419	4	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.070	0.029	0.000	0.216	0.151	0.166	0.000	0.158
영업구분	0.070	1.000	0.158	0.070	0.626	0.784	0.201	0.042	0.536
법인여부	0.029	0.158	1.000	0.054	0.351	0.279	0.210	0.200	0.357
우편번호	0.000	0.070	0.054	1.000	0.179	0.182	0.377	0.042	0.274
등록일자	0.216	0.626	0.351	0.179	1.000	0.987	0.860	0.092	0.937
유효기간만료일자	0.151	0.784	0.279	0.182	0.987	1.000	0.832	0.079	0.926
폐쇄일자	0.166	0.201	0.210	0.377	0.860	0.832	1.000	0.049	0.960
본점여부	0.000	0.042	0.200	0.042	0.092	0.079	0.049	1.000	0.100
최근수정일자	0.158	0.536	0.357	0.274	0.937	0.926	0.960	0.100	1.000

Heatmap
Table

	등록신청사업	법인여부	영업구분	본점여부
등록신청사업	1.000	0.018	0.086	0.000
법인여부	0.018	1.000	0.193	0.128
영업구분	0.086	0.193	1.000	0.051
본점여부	0.000	0.128	0.051	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.034	0.034	0.059	0.045	0.000	0.100	0.028	0.028
등록일자	0.034	1.000	0.995	0.960	0.964	0.165	0.425	0.269	0.070
유효기간만료일자	0.034	0.995	1.000	0.965	0.966	0.116	0.440	0.214	0.060
폐쇄일자	0.059	0.960	0.965	1.000	0.990	0.166	0.116	0.210	0.048
최근수정일자	0.045	0.964	0.966	0.990	1.000	0.121	0.346	0.274	0.077
등록신청사업	0.000	0.165	0.116	0.166	0.121	1.000	0.086	0.018	0.000
영업구분	0.100	0.425	0.440	0.116	0.346	0.086	1.000	0.193	0.051
법인여부	0.028	0.269	0.214	0.210	0.274	0.018	0.193	1.000	0.128
본점여부	0.028	0.070	0.060	0.048	0.077	0.000	0.051	0.128	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
21413	대부업	폐업	2010-서울강북-0019	조은대부	개인	64049136 01039939136	서울특별시 강북구 수유동 2-2 202호	<NA>	142070	20100802	<NA>	20120619	20100802	본점	20120619
2048	대부중개업	영업중	2023-서울강서-0033(대부중개업)	365일24시오케이대부중개	개인	<NA>	서울특별시 강서구 공항동 60번지 118호 대성빌딩	서울특별시 강서구 송정로 51, 대성빌딩 402-26호 (공항동)	<NA>	20230804	20260804	<NA>	20230804	본점	20230804
11033	대부중개업	폐업	2016-서울도봉-0053(대부중개업)	OK론대부중개	개인	02-338-0789	서울특별시 도봉구 창동 650번지 58호 -201	서울특별시 도봉구 도봉로 452, 201호 (창동)	<NA>	20160711	20190711	20170209	20160711	본점	20170209
6950	대부업	폐업	2017-서울마포-0016(대부업)	리셋대부	개인	<NA>	서울특별시 마포구 도화동 251번지 1호 근신빌딩 별관-304	서울특별시 마포구 삼개로 20, 근신빌딩 별관 304호 (도화동)	<NA>	20170320	20200320	20200123	20170320	본점	20200202
19303	대부업	유효기간만료	2010-서울서초-0043(대부업)	우리건설캐피탈대부	개인	025986988	서울특별시 서초구 서초동 1355번지 8호 중앙로얄오피스텔 810호	<NA>	137070	20100323	20130323	20130324	20100322	본점	20130326
27207	대부중개업	<NA>	<NA>	K파트너스 대부중개	개인	<NA>	서울특별시 도봉구 방학동 674번지 16호 2층	<NA>	<NA>	20091013	<NA>	20100827	20091013	본점	20100827
22802	대부중개업	폐업	2011-서울은평-00114(대부중개업)	그루스대부중개	개인	02 358 6073	서울특별시 은평구 대조동 15번지 91호	<NA>	122030	20110509	20140509	20111228	20110509	본점	20111228
19392	대부업	폐업	2012-서울은평-00228(대부업)	든든대부	개인	<NA>	서울특별시 은평구 갈현동 400번지 20호 -302	<NA>	122809	20120723	20150723	20130315	20120723	본점	20130315
28137	대부업	<NA>	2009-서울특별시-01529(대부업)	현주대부	개인	0236633340	서울특별시 강서구 등촌동 640번지 보람아파트 101-607	<NA>	<NA>	20090708	<NA>	20100121	20090708	본점	20100517
15914	대부업	타시군구이관	2014-서울서대문-00003(대부업)	한필상사대부	개인	<NA>	서울특별시 서대문구 북가좌동 307번지 4호	서울특별시 서대문구 응암로 63 (북가좌동)	120814	20140410	20170410	20140721	20140410	본점	20140721

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
11072	대부중개업	폐업	2015-서울강동-00016	대한투자대부중개	개인	02-3436-8144	서울특별시 강동구 성내동 460번지 1호 현대제이드-407	서울특별시 강동구 강동대로 155, 407호 (성내동, 현대제이드)	134031	20150323	20180323	20170203	20150323	본점	20170203
10657	대부업	유효기간만료	2014-서울양천-00009(대부업)	나라기획대부	개인	<NA>	서울특별시 양천구 신정동 1012번지 1호 진성주택-201	서울특별시 양천구 오목로42길 29, 201호 (신정동, 진성주택)	158860	20140314	20170314	20170315	20140314	본점	20170511
29804	대부업	<NA>	2007-서울특별시-01522(대부업)	명성기획	개인	028932074	서울특별시 금천구 시흥동 824-22	<NA>	<NA>	20071211	<NA>	20091116	20071204	본점	20091118
25572	대부업	<NA>	2008-서울특별시-01141(대부업)	태화대부업	개인	028381284/0	서울특별시 구로구 신도림동 642 대림2차 403-2202호	<NA>	<NA>	20080130	<NA>	20110131	20080123	본점	20110216
30339	<NA>	<NA>	2008-서울특별시-01553	우리대부업	개인	<NA>	서울특별시 마포구 동교동 113-7 미래오피스텔 112호	<NA>	121200	20080417	<NA>	20090910	<NA>	본점	20090911
27297	대부업	<NA>	2008-서울특별시-00124(대부업)	뉴-미래기획	개인	027775277	서울특별시 중구 다동 117 라전빌딩 801호	<NA>	<NA>	20080814	<NA>	20100813	<NA>	본점	20100813
3276	대부중개업	폐업	2022-서울금천-0027(대부중개업)	원터치대부중개	개인	1533-9815	서울특별시 금천구 가산동 470번지 5호 에이스테크노타워10차	서울특별시 금천구 가산디지털1로 196, 에이스테크노타워10차 608호 (가산동)	<NA>	20220704	20250703	20230127	20220704	본점	20230127
16164	대부업	유효기간만료	2010-서울양천-00078(대부업)	나누미대부	개인	02 2643 1351	서울특별시 양천구 신정동 900번지 1호 3층	서울특별시 양천구 목동로25길 1 (신정동,3층)	158070	20101224	20131224	20131225	20101224	본점	20140527
7107	대부업	유효기간만료	2013-서울광진-0053(대부업)	예스금융대부(주)	법인	070-7522-6455	서울특별시 광진구 구의동 220번지 30호	서울특별시 광진구 구의로 18, 201호 (구의동)	<NA>	20161122	20191122	20191205	20131223	본점	20191205
25448	대부중개업	<NA>	2011-서울동대문-00090(대부중개업)	119머니캐피탈대부중개	개인	1644-5059	서울특별시 동대문구 장안동 418번지 6호	<NA>	130100	20110222	20140222	20110302	20110222	본점	20110302

Most frequently occurring

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자	# duplicates
0	대부업	폐업	2006-서울특별시-00394(대부업)	JSM캐피탈	개인	0222348157	서울특별시 중구 신당동 236번지 89호	<NA>	<NA>	20090818	20120818	20060920	20060907	본점	20120117	2
1	대부중개업	타시군구이관	2013-서울광진-0050(대부중개)	ONE PLUS대부중개	개인	02-2201-8863	서울특별시 광진구 자양동 769번지 10호 Y타워-917	<NA>	143853	20130828	20160828	20140324	20130828	본점	20140324	2
2	대부중개업	<NA>	2009-서울특별시-02581(대부중개업)	브이지에프대부중개	개인	<NA>	서울특별시 마포구 도화동 250번지 4호 근신빌딩 본관 5층 505호	<NA>	121702	20091111	<NA>	20100405	20091111	본점	20100701	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Dash Punctuation

Open Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Other Symbol

Math Symbol

Letter Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

CJK

Compat Jamo

Number Forms

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Other Punctuation

Uppercase Letter

Math Symbol

Dash Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Most occurring characters