gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19329
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	종로구
URL	https://data.seoul.go.kr/dataList/OA-9865/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 189 (1.9%) missing values	Missing
`사업장 전화번호` has 3436 (34.4%) missing values	Missing
`소재지` has 312 (3.1%) missing values	Missing
`소재지(도로명)` has 4794 (47.9%) missing values	Missing
`우편번호` has 5640 (56.4%) missing values	Missing
`유효기간만료일자` has 2078 (20.8%) missing values	Missing
`폐쇄일자` has 1604 (16.0%) missing values	Missing
`지점설립일자` has 1276 (12.8%) missing values	Missing

Reproduction

Analysis started	2024-05-11 07:03:22.526074
Analysis finished	2024-05-11 07:03:32.528600
Duration	10 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	6268
대부중개업	3313
<NA>	419

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	대부업
3rd row	대부업
4th row	대부업
5th row	대부업

Common Values

Value	Count	Frequency (%)
대부업	6268	62.7%
대부중개업	3313	33.1%
<NA>	419	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6268	62.7%
대부중개업	3313	33.1%
na	419	4.2%

영업구분
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

폐업	3736
<NA>	2903
타시군구이관	1188
영업중	833
유효기간만료	780
Other values (2)	560

Length

Max length	6
Median length	4
Mean length	3.5633
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3736	37.4%
<NA>	2903	29.0%
타시군구이관	1188	11.9%
영업중	833	8.3%
유효기간만료	780	7.8%
직권취소	559	5.6%
갱신등록불가	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3736	37.4%
na	2903	29.0%
타시군구이관	1188	11.9%
영업중	833	8.3%
유효기간만료	780	7.8%
직권취소	559	5.6%
갱신등록불가	1	< 0.1%

등록증번호
Text

MISSING

Distinct	9768
Distinct (%)	99.6%
Missing	189
Missing (%)	1.9%
Memory size	156.2 KiB

Length

Max length	27
Median length	26
Mean length	19.486393
Min length	4

Characters and Unicode

Total characters	191181
Distinct characters	77
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 (%)	99.1%

Sample

1st row	2021-서울금천-0031
2nd row	2021-서울동대문-0007
3rd row	2011-서울강남-0021
4th row	2012-서울광진-0055(대부업)
5th row	2015-서울중구-0095(대부업)

Value	Count	Frequency (%)
2011-서울특별시	17	0.2%
2013-서울특별시	17	0.2%
2015-서울특별시	16	0.2%
2010-서울	15	0.2%
2012-서울특별시	13	0.1%
2017-서울특별시	12	0.1%
대부업	10	0.1%
2016-서울특별시	10	0.1%
2014-서울특별시	9	0.1%
2018-서울특별시	7	0.1%
Other values (9721)	9842	98.7%

Most occurring characters

Value	Count	Frequency (%)
0	33895	17.7%
-	19601	10.3%
2	15730	8.2%
1	11727	6.1%
서	10831	5.7%
울	9783	5.1%
대	8438	4.4%
(	8167	4.3%
부	8136	4.3%
)	8106	4.2%
Other values (67)	56767	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82513	43.2%
Other Letter	72637	38.0%
Dash Punctuation	19601	10.3%
Open Punctuation	8167	4.3%
Close Punctuation	8106	4.2%
Space Separator	157	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10831	14.9%
울	9783	13.5%
대	8438	11.6%
부	8136	11.2%
업	7909	10.9%
중	3478	4.8%
개	2805	3.9%
시	2523	3.5%
특	2515	3.5%
별	2515	3.5%
Other values (53)	13704	18.9%

Decimal Number

Value	Count	Frequency (%)
0	33895	41.1%
2	15730	19.1%
1	11727	14.2%
3	3751	4.5%
8	3063	3.7%
4	3038	3.7%
7	2888	3.5%
9	2822	3.4%
6	2813	3.4%
5	2786	3.4%

Dash Punctuation

Value	Count	Frequency (%)
-	19601	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8167	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8106	100.0%

Space Separator

Value	Count	Frequency (%)
	157	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118544	62.0%
Hangul	72637	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10831	14.9%
울	9783	13.5%
대	8438	11.6%
부	8136	11.2%
업	7909	10.9%
중	3478	4.8%
개	2805	3.9%
시	2523	3.5%
특	2515	3.5%
별	2515	3.5%
Other values (53)	13704	18.9%

Common

Value	Count	Frequency (%)
0	33895	28.6%
-	19601	16.5%
2	15730	13.3%
1	11727	9.9%
(	8167	6.9%
)	8106	6.8%
3	3751	3.2%
8	3063	2.6%
4	3038	2.6%
7	2888	2.4%
Other values (4)	8578	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118544	62.0%
Hangul	72637	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33895	28.6%
-	19601	16.5%
2	15730	13.3%
1	11727	9.9%
(	8167	6.9%
)	8106	6.8%
3	3751	3.2%
8	3063	2.6%
4	3038	2.6%
7	2888	2.4%
Other values (4)	8578	7.2%

Hangul

Value	Count	Frequency (%)
서	10831	14.9%
울	9783	13.5%
대	8438	11.6%
부	8136	11.2%
업	7909	10.9%
중	3478	4.8%
개	2805	3.9%
시	2523	3.5%
특	2515	3.5%
별	2515	3.5%
Other values (53)	13704	18.9%

상호
Text

Distinct	8702
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	40
Median length	26
Mean length	7.7221
Min length	1

Characters and Unicode

Total characters	77221
Distinct characters	784
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	7670 ?
Unique (%)	76.7%

Sample

1st row	(주)엘앤비파이낸셜대부
2nd row	주식회사 코너스톤캐피탈대부
3rd row	바로바대부
4th row	친구기획대부
5th row	제이더블유캐피탈대부(주)

Value	Count	Frequency (%)
주식회사	866	7.3%
대부중개	296	2.5%
대부	283	2.4%
유한회사	54	0.5%
대부업	21	0.2%
캐피탈	18	0.2%
주	14	0.1%
대부중개업	13	0.1%
미래	12	0.1%
미래대부	10	0.1%
Other values (8712)	10352	86.7%

Most occurring characters

Value	Count	Frequency (%)
대	8538	11.1%
부	8180	10.6%
주	2693	3.5%
이	2278	2.9%
개	2070	2.7%
중	2045	2.6%
	1943	2.5%
스	1897	2.5%
)	1822	2.4%
(	1815	2.4%
Other values (774)	43940	56.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67795	87.8%
Uppercase Letter	2191	2.8%
Space Separator	1943	2.5%
Close Punctuation	1822	2.4%
Open Punctuation	1815	2.4%
Lowercase Letter	1128	1.5%
Decimal Number	266	0.3%
Other Punctuation	225	0.3%
Dash Punctuation	28	< 0.1%
Other Symbol	6	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8538	12.6%
부	8180	12.1%
주	2693	4.0%
이	2278	3.4%
개	2070	3.1%
중	2045	3.0%
스	1897	2.8%
사	1374	2.0%
피	1121	1.7%
회	1071	1.6%
Other values (699)	36528	53.9%

Uppercase Letter

Value	Count	Frequency (%)
S	323	14.7%
J	181	8.3%
C	179	8.2%
K	178	8.1%
M	160	7.3%
H	115	5.2%
G	90	4.1%
B	90	4.1%
L	89	4.1%
A	82	3.7%
Other values (16)	704	32.1%

Lowercase Letter

Value	Count	Frequency (%)
n	139	12.3%
e	133	11.8%
o	112	9.9%
a	108	9.6%
i	76	6.7%
s	68	6.0%
t	63	5.6%
c	56	5.0%
l	52	4.6%
r	46	4.1%
Other values (15)	275	24.4%

Decimal Number

Value	Count	Frequency (%)
1	91	34.2%
2	43	16.2%
4	34	12.8%
9	22	8.3%
3	19	7.1%
5	19	7.1%
0	14	5.3%
6	11	4.1%
7	8	3.0%
8	5	1.9%

Other Punctuation

Value	Count	Frequency (%)
.	113	50.2%
&	100	44.4%
?	6	2.7%
/	2	0.9%
,	2	0.9%
＆	1	0.4%
*	1	0.4%

Math Symbol

Value	Count	Frequency (%)
<	1	50.0%
>	1	50.0%

Space Separator

Value	Count	Frequency (%)
	1943	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1822	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1815	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	28	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67790	87.8%
Common	6101	7.9%
Latin	3319	4.3%
Han	11	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8538	12.6%
부	8180	12.1%
주	2693	4.0%
이	2278	3.4%
개	2070	3.1%
중	2045	3.0%
스	1897	2.8%
사	1374	2.0%
피	1121	1.7%
회	1071	1.6%
Other values (689)	36523	53.9%

Latin

Value	Count	Frequency (%)
S	323	9.7%
J	181	5.5%
C	179	5.4%
K	178	5.4%
M	160	4.8%
n	139	4.2%
e	133	4.0%
H	115	3.5%
o	112	3.4%
a	108	3.3%
Other values (41)	1691	50.9%

Common

Value	Count	Frequency (%)
	1943	31.8%
)	1822	29.9%
(	1815	29.7%
.	113	1.9%
&	100	1.6%
1	91	1.5%
2	43	0.7%
4	34	0.6%
-	28	0.5%
9	22	0.4%
Other values (13)	90	1.5%

Han

Value	Count	Frequency (%)
潤	1	9.1%
萬	1	9.1%
百	1	9.1%
昇	1	9.1%
利	1	9.1%
宙	1	9.1%
成	1	9.1%
正	1	9.1%
信	1	9.1%
趙	1	9.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67784	87.8%
ASCII	9419	12.2%
CJK	11	< 0.1%
None	7	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8538	12.6%
부	8180	12.1%
주	2693	4.0%
이	2278	3.4%
개	2070	3.1%
중	2045	3.0%
스	1897	2.8%
사	1374	2.0%
피	1121	1.7%
회	1071	1.6%
Other values (688)	36517	53.9%

ASCII

Value	Count	Frequency (%)
	1943	20.6%
)	1822	19.3%
(	1815	19.3%
S	323	3.4%
J	181	1.9%
C	179	1.9%
K	178	1.9%
M	160	1.7%
n	139	1.5%
e	133	1.4%
Other values (63)	2546	27.0%

None

Value	Count	Frequency (%)
㈜	6	85.7%
＆	1	14.3%

CJK

Value	Count	Frequency (%)
潤	1	9.1%
萬	1	9.1%
百	1	9.1%
昇	1	9.1%
利	1	9.1%
宙	1	9.1%
成	1	9.1%
正	1	9.1%
信	1	9.1%
趙	1	9.1%

법인여부
Categorical

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

개인	7206
법인	2794

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
개인	7206	72.1%
법인	2794	27.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7206	72.1%
법인	2794	27.9%

사업장 전화번호
Text

MISSING

Distinct	5851
Distinct (%)	89.1%
Missing	3436
Missing (%)	34.4%
Memory size	156.2 KiB

Length

Max length	43
Median length	38
Mean length	10.612279
Min length	1

Characters and Unicode

Total characters	69659
Distinct characters	35
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	5268 ?
Unique (%)	80.3%

Sample

1st row	1833-7458
2nd row	025178843
3rd row	02-773-6789
4th row	02-535-3476
5th row	02-6394-5030

Value	Count	Frequency (%)
02	287	3.9%
	57	0.8%
070	41	0.6%
1566	6	0.1%
02-6140-5753	5	0.1%
010	5	0.1%
703	5	0.1%
02-737-2882	5	0.1%
0	5	0.1%
1688	5	0.1%
Other values (6156)	6948	94.3%

Most occurring characters

Value	Count	Frequency (%)
0	11327	16.3%
2	10286	14.8%
-	7057	10.1%
5	5889	8.5%
7	5479	7.9%
1	5077	7.3%
6	5006	7.2%
3	4903	7.0%
4	4765	6.8%
8	4698	6.7%
Other values (25)	5172	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61386	88.1%
Dash Punctuation	7057	10.1%
Space Separator	899	1.3%
Other Punctuation	165	0.2%
Close Punctuation	73	0.1%
Math Symbol	30	< 0.1%
Open Punctuation	29	< 0.1%
Other Letter	18	< 0.1%
Uppercase Letter	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
록	2	11.1%
미	2	11.1%
등	2	11.1%
없	1	5.6%
음	1	5.6%
메	1	5.6%
타	1	5.6%
허	1	5.6%
브	1	5.6%
대	1	5.6%
Other values (5)	5	27.8%

Decimal Number

Value	Count	Frequency (%)
0	11327	18.5%
2	10286	16.8%
5	5889	9.6%
7	5479	8.9%
1	5077	8.3%
6	5006	8.2%
3	4903	8.0%
4	4765	7.8%
8	4698	7.7%
9	3956	6.4%

Other Punctuation

Value	Count	Frequency (%)
*	101	61.2%
/	46	27.9%
.	18	10.9%

Uppercase Letter

Value	Count	Frequency (%)
K	1	50.0%
T	1	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7057	100.0%

Space Separator

Value	Count	Frequency (%)
	899	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	73	100.0%

Math Symbol

Value	Count	Frequency (%)
~	30	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	29	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69639	> 99.9%
Hangul	18	< 0.1%
Latin	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11327	16.3%
2	10286	14.8%
-	7057	10.1%
5	5889	8.5%
7	5479	7.9%
1	5077	7.3%
6	5006	7.2%
3	4903	7.0%
4	4765	6.8%
8	4698	6.7%
Other values (8)	5152	7.4%

Hangul

Value	Count	Frequency (%)
록	2	11.1%
미	2	11.1%
등	2	11.1%
없	1	5.6%
음	1	5.6%
메	1	5.6%
타	1	5.6%
허	1	5.6%
브	1	5.6%
대	1	5.6%
Other values (5)	5	27.8%

Latin

Value	Count	Frequency (%)
K	1	50.0%
T	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69641	> 99.9%
Hangul	18	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11327	16.3%
2	10286	14.8%
-	7057	10.1%
5	5889	8.5%
7	5479	7.9%
1	5077	7.3%
6	5006	7.2%
3	4903	7.0%
4	4765	6.8%
8	4698	6.7%
Other values (10)	5154	7.4%

Hangul

Value	Count	Frequency (%)
록	2	11.1%
미	2	11.1%
등	2	11.1%
없	1	5.6%
음	1	5.6%
메	1	5.6%
타	1	5.6%
허	1	5.6%
브	1	5.6%
대	1	5.6%
Other values (5)	5	27.8%

소재지
Text

MISSING

Distinct	8639
Distinct (%)	89.2%
Missing	312
Missing (%)	3.1%
Memory size	156.2 KiB

Length

Max length	62
Median length	47
Mean length	31.401115
Min length	15

Characters and Unicode

Total characters	304214
Distinct characters	623
Distinct categories	12 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

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

Unique

Unique	7908 ?
Unique (%)	81.6%

Sample

1st row	서울특별시 금천구 가산동 459번지 7호
2nd row	서울특별시 동대문구 장안동 466번지 9호
3rd row	서울특별시 강남구 논현동 19번지 2호 성현빌딩 607호
4th row	서울특별시 광진구 중곡동 161번지 24호 동아빌딩-306
5th row	서울특별시 중구 명동1가 1번지 1호 YWC연합회-411

Value	Count	Frequency (%)
서울특별시	9683	17.0%
강남구	1655	2.9%
서초구	903	1.6%
1호	735	1.3%
역삼동	679	1.2%
송파구	601	1.1%
중구	579	1.0%
서초동	547	1.0%
영등포구	449	0.8%
2호	440	0.8%
Other values (9482)	40736	71.5%

Most occurring characters

Value	Count	Frequency (%)
	67632	22.2%
1	13555	4.5%
서	11954	3.9%
동	11090	3.6%
구	10459	3.4%
시	9948	3.3%
울	9731	3.2%
별	9696	3.2%
특	9685	3.2%
2	8675	2.9%
Other values (613)	141789	46.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166271	54.7%
Space Separator	67632	22.2%
Decimal Number	63101	20.7%
Dash Punctuation	5430	1.8%
Uppercase Letter	1184	0.4%
Other Punctuation	246	0.1%
Lowercase Letter	126	< 0.1%
Close Punctuation	93	< 0.1%
Open Punctuation	92	< 0.1%
Letter Number	28	< 0.1%
Other values (2)	11	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	11954	7.2%
동	11090	6.7%
구	10459	6.3%
시	9948	6.0%
울	9731	5.9%
별	9696	5.8%
특	9685	5.8%
호	8594	5.2%
지	8428	5.1%
번	7907	4.8%
Other values (536)	68779	41.4%

Uppercase Letter

Value	Count	Frequency (%)
B	275	23.2%
A	221	18.7%
S	90	7.6%
D	86	7.3%
C	53	4.5%
K	53	4.5%
I	50	4.2%
T	44	3.7%
L	38	3.2%
G	33	2.8%
Other values (16)	241	20.4%

Lowercase Letter

Value	Count	Frequency (%)
e	22	17.5%
i	15	11.9%
n	14	11.1%
t	12	9.5%
r	9	7.1%
l	6	4.8%
u	6	4.8%
c	6	4.8%
o	5	4.0%
y	5	4.0%
Other values (11)	26	20.6%

Decimal Number

Value	Count	Frequency (%)
1	13555	21.5%
2	8675	13.7%
0	7878	12.5%
3	6848	10.9%
4	5819	9.2%
5	5028	8.0%
6	4555	7.2%
7	3933	6.2%
9	3430	5.4%
8	3380	5.4%

Other Punctuation

Value	Count	Frequency (%)
/	96	39.0%
,	87	35.4%
.	56	22.8%
？	3	1.2%
&	2	0.8%
@	1	0.4%
#	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	19	67.9%
Ⅰ	5	17.9%
Ⅲ	4	14.3%

Math Symbol

Value	Count	Frequency (%)
~	8	80.0%
>	1	10.0%
<	1	10.0%

Close Punctuation

Value	Count	Frequency (%)
)	92	98.9%
]	1	1.1%

Open Punctuation

Value	Count	Frequency (%)
(	91	98.9%
[	1	1.1%

Space Separator

Value	Count	Frequency (%)
	67632	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5430	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166272	54.7%
Common	136604	44.9%
Latin	1338	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	11954	7.2%
동	11090	6.7%
구	10459	6.3%
시	9948	6.0%
울	9731	5.9%
별	9696	5.8%
특	9685	5.8%
호	8594	5.2%
지	8428	5.1%
번	7907	4.8%
Other values (537)	68780	41.4%

Latin

Value	Count	Frequency (%)
B	275	20.6%
A	221	16.5%
S	90	6.7%
D	86	6.4%
C	53	4.0%
K	53	4.0%
I	50	3.7%
T	44	3.3%
L	38	2.8%
G	33	2.5%
Other values (40)	395	29.5%

Common

Value	Count	Frequency (%)
	67632	49.5%
1	13555	9.9%
2	8675	6.4%
0	7878	5.8%
3	6848	5.0%
4	5819	4.3%
-	5430	4.0%
5	5028	3.7%
6	4555	3.3%
7	3933	2.9%
Other values (16)	7251	5.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166271	54.7%
ASCII	137911	45.3%
Number Forms	28	< 0.1%
None	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67632	49.0%
1	13555	9.8%
2	8675	6.3%
0	7878	5.7%
3	6848	5.0%
4	5819	4.2%
-	5430	3.9%
5	5028	3.6%
6	4555	3.3%
7	3933	2.9%
Other values (62)	8558	6.2%

Hangul

Value	Count	Frequency (%)
서	11954	7.2%
동	11090	6.7%
구	10459	6.3%
시	9948	6.0%
울	9731	5.9%
별	9696	5.8%
특	9685	5.8%
호	8594	5.2%
지	8428	5.1%
번	7907	4.8%
Other values (536)	68779	41.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	19	67.9%
Ⅰ	5	17.9%
Ⅲ	4	14.3%

None

Value	Count	Frequency (%)
？	3	75.0%
㈜	1	25.0%

소재지(도로명)
Text

MISSING

Distinct	4766
Distinct (%)	91.5%
Missing	4794
Missing (%)	47.9%
Memory size	156.2 KiB

Length

Max length	62
Median length	52
Mean length	37.024779
Min length	19

Characters and Unicode

Total characters	192751
Distinct characters	609
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

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

Unique

Unique	4368 ?
Unique (%)	83.9%

Sample

1st row	서울특별시 금천구 가산디지털1로 205-27, 오211호 (가산동)
2nd row	서울특별시 동대문구 천호대로 451, 907호 (장안동)
3rd row	서울특별시 중구 명동길 73, 411호 (명동1가, YWCA연합회)
4th row	서울특별시 서초구 서운로 160, 902호 (서초동, 팔레스빌딩)
5th row	서울특별시 강남구 선릉로125길 8, 301호 (논현동)

Value	Count	Frequency (%)
서울특별시	5203	14.1%
강남구	962	2.6%
서초구	554	1.5%
2층	469	1.3%
역삼동	387	1.1%
서초동	367	1.0%
3층	365	1.0%
송파구	332	0.9%
4층	309	0.8%
영등포구	306	0.8%
Other values (6599)	27529	74.8%

Most occurring characters

Value	Count	Frequency (%)
	31585	16.4%
1	7404	3.8%
,	7115	3.7%
서	6835	3.5%
동	6791	3.5%
구	5734	3.0%
로	5733	3.0%
시	5408	2.8%
울	5248	2.7%
)	5241	2.7%
Other values (599)	105657	54.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	107238	55.6%
Decimal Number	34259	17.8%
Space Separator	31585	16.4%
Other Punctuation	7132	3.7%
Close Punctuation	5242	2.7%
Open Punctuation	5241	2.7%
Dash Punctuation	1007	0.5%
Uppercase Letter	885	0.5%
Lowercase Letter	125	0.1%
Letter Number	25	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6835	6.4%
동	6791	6.3%
구	5734	5.3%
로	5733	5.3%
시	5408	5.0%
울	5248	4.9%
별	5216	4.9%
특	5204	4.9%
호	4193	3.9%
길	2728	2.5%
Other values (527)	54148	50.5%

Uppercase Letter

Value	Count	Frequency (%)
B	165	18.6%
A	126	14.2%
S	75	8.5%
C	53	6.0%
I	47	5.3%
T	44	5.0%
K	43	4.9%
G	40	4.5%
E	37	4.2%
L	37	4.2%
Other values (15)	218	24.6%

Lowercase Letter

Value	Count	Frequency (%)
e	23	18.4%
r	14	11.2%
t	14	11.2%
n	13	10.4%
i	10	8.0%
o	9	7.2%
w	8	6.4%
c	8	6.4%
y	5	4.0%
l	4	3.2%
Other values (8)	17	13.6%

Decimal Number

Value	Count	Frequency (%)
1	7404	21.6%
2	5192	15.2%
0	4478	13.1%
3	4073	11.9%
4	2930	8.6%
5	2694	7.9%
6	2243	6.5%
7	1894	5.5%
8	1837	5.4%
9	1514	4.4%

Other Punctuation

Value	Count	Frequency (%)
,	7115	99.8%
.	8	0.1%
/	3	< 0.1%
？	2	< 0.1%
&	2	< 0.1%
@	1	< 0.1%
#	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	15	60.0%
Ⅲ	5	20.0%
Ⅰ	5	20.0%

Math Symbol

Value	Count	Frequency (%)
~	10	83.3%
>	1	8.3%
<	1	8.3%

Close Punctuation

Value	Count	Frequency (%)
)	5241	> 99.9%
]	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	5240	> 99.9%
[	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	31585	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1007	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	107238	55.6%
Common	84478	43.8%
Latin	1035	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6835	6.4%
동	6791	6.3%
구	5734	5.3%
로	5733	5.3%
시	5408	5.0%
울	5248	4.9%
별	5216	4.9%
특	5204	4.9%
호	4193	3.9%
길	2728	2.5%
Other values (527)	54148	50.5%

Latin

Value	Count	Frequency (%)
B	165	15.9%
A	126	12.2%
S	75	7.2%
C	53	5.1%
I	47	4.5%
T	44	4.3%
K	43	4.2%
G	40	3.9%
E	37	3.6%
L	37	3.6%
Other values (36)	368	35.6%

Common

Value	Count	Frequency (%)
	31585	37.4%
1	7404	8.8%
,	7115	8.4%
)	5241	6.2%
(	5240	6.2%
2	5192	6.1%
0	4478	5.3%
3	4073	4.8%
4	2930	3.5%
5	2694	3.2%
Other values (16)	8526	10.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	107238	55.6%
ASCII	85486	44.4%
Number Forms	25	< 0.1%
None	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31585	36.9%
1	7404	8.7%
,	7115	8.3%
)	5241	6.1%
(	5240	6.1%
2	5192	6.1%
0	4478	5.2%
3	4073	4.8%
4	2930	3.4%
5	2694	3.2%
Other values (58)	9534	11.2%

Hangul

Value	Count	Frequency (%)
서	6835	6.4%
동	6791	6.3%
구	5734	5.3%
로	5733	5.3%
시	5408	5.0%
울	5248	4.9%
별	5216	4.9%
특	5204	4.9%
호	4193	3.9%
길	2728	2.5%
Other values (527)	54148	50.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	15	60.0%
Ⅲ	5	20.0%
Ⅰ	5	20.0%

None

Value	Count	Frequency (%)
？	2	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1390
Distinct (%)	31.9%
Missing	5640
Missing (%)	56.4%
Infinite	0
Infinite (%)	0.0%
Mean	136481.92

Minimum	3163
Maximum	429842
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3163
5-th percentile	100865.9
Q1	132040
median	136034
Q3	143200
95-th percentile	157220
Maximum	429842
Range	426679
Interquartile range (IQR)	11160

Descriptive statistics

Standard deviation	15679.081
Coefficient of variation (CV)	0.11488028
Kurtosis	55.253411
Mean	136481.92
Median Absolute Deviation (MAD)	5032.5
Skewness	1.4900312
Sum	5.9506116 × 10⁸
Variance	2.4583359 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	165	1.7%
137070	131	1.3%
135010	60	0.6%
157010	58	0.6%
151015	53	0.5%
152050	51	0.5%
158070	49	0.5%
135090	37	0.4%
158090	37	0.4%
142070	36	0.4%
Other values (1380)	3683	36.8%
(Missing)	5640	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3163	1	< 0.1%
4538	1	< 0.1%
5510	1	< 0.1%
7220	1	< 0.1%
7327	1	< 0.1%
14538	1	< 0.1%
100011	4	< 0.1%
100012	4	< 0.1%
100013	2	< 0.1%
100014	2	< 0.1%

Value	Count	Frequency (%)
429842	1	< 0.1%
410762	1	< 0.1%
158877	1	< 0.1%
158871	1	< 0.1%
158864	5	0.1%
158863	1	< 0.1%
158860	7	0.1%
158859	5	0.1%
158841	1	< 0.1%
158838	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3533
Distinct (%)	35.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136811

Minimum	20060127
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060127
5-th percentile	20070807
Q1	20091126
median	20130308
Q3	20170801
95-th percentile	20230302
Maximum	20240510
Range	180383
Interquartile range (IQR)	79675.25

Descriptive statistics

Standard deviation	48988.419
Coefficient of variation (CV)	0.0024327794
Kurtosis	-0.90743225
Mean	20136811
Median Absolute Deviation (MAD)	39590.5
Skewness	0.46309017
Sum	2.0136811 × 10¹¹
Variance	2.3998652 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080731	21	0.2%
20080818	20	0.2%
20081222	20	0.2%
20090611	19	0.2%
20090520	17	0.2%
20080814	17	0.2%
20080806	17	0.2%
20090325	15	0.1%
20110711	14	0.1%
20090507	14	0.1%
Other values (3523)	9826	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060127	1	< 0.1%
20060306	2	< 0.1%
20060308	2	< 0.1%
20060310	2	< 0.1%
20060320	2	< 0.1%
20060323	2	< 0.1%
20060329	1	< 0.1%
20060405	2	< 0.1%
20060410	2	< 0.1%
20060412	1	< 0.1%

Value	Count	Frequency (%)
20240510	1	< 0.1%
20240508	1	< 0.1%
20240507	3	< 0.1%
20240503	3	< 0.1%
20240430	1	< 0.1%
20240429	1	< 0.1%
20240425	2	< 0.1%
20240424	3	< 0.1%
20240422	1	< 0.1%
20240419	2	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3305
Distinct (%)	41.7%
Missing	2078
Missing (%)	20.8%
Infinite	0
Infinite (%)	0.0%
Mean	20181842

Minimum	20091116
Maximum	22180428
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20091116
5-th percentile	20120334
Q1	20141107
median	20171220
Q3	20220210
95-th percentile	20260516
Maximum	22180428
Range	2089312
Interquartile range (IQR)	79103.25

Descriptive statistics

Standard deviation	49902.793
Coefficient of variation (CV)	0.002472658
Kurtosis	323.31664
Mean	20181842
Median Absolute Deviation (MAD)	30598.5
Skewness	8.3320339
Sum	1.5988055 × 10¹¹
Variance	2.4902888 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20140831	16	0.2%
20140711	14	0.1%
20141108	12	0.1%
20190705	12	0.1%
20150723	12	0.1%
20110831	11	0.1%
20190718	11	0.1%
20190711	11	0.1%
20120520	11	0.1%
20140502	10	0.1%
Other values (3295)	7802	78.0%
(Missing)	2078	20.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20091116	1	< 0.1%
20091220	1	< 0.1%
20100112	1	< 0.1%
20100117	1	< 0.1%
20100122	1	< 0.1%
20100125	1	< 0.1%
20100308	1	< 0.1%
20100410	1	< 0.1%
20100411	2	< 0.1%
20100418	2	< 0.1%

Value	Count	Frequency (%)
22180428	1	< 0.1%
20270510	1	< 0.1%
20270508	1	< 0.1%
20270507	2	< 0.1%
20270506	1	< 0.1%
20270503	3	< 0.1%
20270430	1	< 0.1%
20270429	1	< 0.1%
20270425	2	< 0.1%
20270424	3	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3117
Distinct (%)	37.1%
Missing	1604
Missing (%)	16.0%
Infinite	0
Infinite (%)	0.0%
Mean	20142058

Minimum	20081212
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20081212
5-th percentile	20090909
Q1	20110329
median	20130726
Q3	20170415
95-th percentile	20221122
Maximum	20240510
Range	159298
Interquartile range (IQR)	60085.75

Descriptive statistics

Standard deviation	41122.721
Coefficient of variation (CV)	0.0020416345
Kurtosis	-0.54364997
Mean	20142058
Median Absolute Deviation (MAD)	29799
Skewness	0.70127365
Sum	1.6911272 × 10¹¹
Variance	1.6910782 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	208	2.1%
20100927	77	0.8%
20170124	22	0.2%
20110425	20	0.2%
20101213	18	0.2%
20160725	16	0.2%
20170125	16	0.2%
20120720	15	0.1%
20101228	15	0.1%
20110420	15	0.1%
Other values (3107)	7974	79.7%
(Missing)	1604	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20081212	1	< 0.1%
20090128	1	< 0.1%
20090220	1	< 0.1%
20090305	1	< 0.1%
20090306	1	< 0.1%
20090307	2	< 0.1%
20090309	3	< 0.1%
20090311	5	0.1%
20090313	4	< 0.1%
20090317	3	< 0.1%

Value	Count	Frequency (%)
20240510	2	< 0.1%
20240509	2	< 0.1%
20240507	2	< 0.1%
20240503	2	< 0.1%
20240502	1	< 0.1%
20240501	1	< 0.1%
20240430	4	< 0.1%
20240425	1	< 0.1%
20240424	1	< 0.1%
20240423	2	< 0.1%

지점설립일자
Text

MISSING

Distinct	3571
Distinct (%)	40.9%
Missing	1276
Missing (%)	12.8%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	69792
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	1386 ?
Unique (%)	15.9%

Sample

1st row	20210405
2nd row	20190801
3rd row	20110121
4th row	20121228
5th row	20130219

Value	Count	Frequency (%)
20090520	23	0.3%
20090820	21	0.2%
20090611	21	0.2%
20090514	16	0.2%
20090507	16	0.2%
20090821	14	0.2%
20090511	14	0.2%
20090605	13	0.1%
20111108	13	0.1%
20120516	12	0.1%
Other values (3561)	8561	98.1%

Most occurring characters

Value	Count	Frequency (%)
0	22671	32.5%
2	15935	22.8%
1	13871	19.9%
3	2871	4.1%
9	2637	3.8%
7	2593	3.7%
6	2443	3.5%
5	2361	3.4%
4	2224	3.2%
8	2180	3.1%
Other values (4)	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69786	> 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	22671	32.5%
2	15935	22.8%
1	13871	19.9%
3	2871	4.1%
9	2637	3.8%
7	2593	3.7%
6	2443	3.5%
5	2361	3.4%
4	2224	3.2%
8	2180	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	69789	> 99.9%
Latin	3	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22671	32.5%
2	15935	22.8%
1	13871	19.9%
3	2871	4.1%
9	2637	3.8%
7	2593	3.7%
6	2443	3.5%
5	2361	3.4%
4	2224	3.2%
8	2180	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	69792	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22671	32.5%
2	15935	22.8%
1	13871	19.9%
3	2871	4.1%
9	2637	3.8%
7	2593	3.7%
6	2443	3.5%
5	2361	3.4%
4	2224	3.2%
8	2180	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	3146
Distinct (%)	31.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20153013

Minimum	20090518
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090518
5-th percentile	20091118
Q1	20111010
median	20140901
Q3	20190410
95-th percentile	20231023
Maximum	20240510
Range	149992
Interquartile range (IQR)	79400.25

Descriptive statistics

Standard deviation	46022.594
Coefficient of variation (CV)	0.0022836582
Kurtosis	-1.057902
Mean	20153013
Median Absolute Deviation (MAD)	30587
Skewness	0.45123669
Sum	2.0153013 × 10¹¹
Variance	2.1180792 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	73	0.7%
20090609	59	0.6%
20091118	56	0.6%
20091116	44	0.4%
20100927	43	0.4%
20100330	43	0.4%
20090622	42	0.4%
20130621	40	0.4%
20110425	34	0.3%
20100517	33	0.3%
Other values (3136)	9533	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	2	< 0.1%
20090519	1	< 0.1%
20090521	4	< 0.1%
20090601	3	< 0.1%
20090603	8	0.1%
20090604	15	0.1%
20090605	4	< 0.1%
20090608	6	0.1%
20090609	59	0.6%
20090610	14	0.1%

Value	Count	Frequency (%)
20240510	4	< 0.1%
20240509	4	< 0.1%
20240508	7	0.1%
20240507	7	0.1%
20240503	10	0.1%
20240502	7	0.1%
20240501	3	< 0.1%
20240430	6	0.1%
20240429	1	< 0.1%
20240426	2	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.094	0.000	0.000	0.233	0.000	0.218	0.000	0.177
영업구분	0.094	1.000	0.313	0.000	0.611	0.000	0.285	0.051	0.538
법인여부	0.000	0.313	1.000	0.108	0.354	0.000	0.269	0.191	0.365
우편번호	0.000	0.000	0.108	1.000	0.129	NaN	0.124	0.000	0.164
등록일자	0.233	0.611	0.354	0.129	1.000	0.000	0.938	0.090	0.938
유효기간만료일자	0.000	0.000	0.000	NaN	0.000	1.000	0.000	0.000	0.000
폐쇄일자	0.218	0.285	0.269	0.124	0.938	0.000	1.000	0.045	0.986
본점여부	0.000	0.051	0.191	0.000	0.090	0.000	0.045	1.000	0.112
최근수정일자	0.177	0.538	0.365	0.164	0.938	0.000	0.986	0.112	1.000

Heatmap
Table

	영업구분	본점여부	등록신청사업	법인여부
영업구분	1.000	0.037	0.068	0.225
본점여부	0.037	1.000	0.000	0.123
등록신청사업	0.068	0.000	1.000	0.000
법인여부	0.225	0.123	0.000	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.035	0.034	0.049	0.038	0.000	0.000	0.067	0.000
등록일자	0.035	1.000	0.997	0.961	0.966	0.179	0.379	0.272	0.069
유효기간만료일자	0.034	0.997	1.000	0.963	0.966	0.000	0.000	0.000	0.000
폐쇄일자	0.049	0.961	0.963	1.000	0.991	0.167	0.122	0.206	0.035
최근수정일자	0.038	0.966	0.966	0.991	1.000	0.135	0.301	0.280	0.086
등록신청사업	0.000	0.179	0.000	0.167	0.135	1.000	0.068	0.000	0.000
영업구분	0.000	0.379	0.000	0.122	0.301	0.068	1.000	0.225	0.037
법인여부	0.067	0.272	0.000	0.206	0.280	0.000	0.225	1.000	0.123
본점여부	0.000	0.069	0.000	0.035	0.086	0.000	0.037	0.123	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
545	대부업	영업중	2021-서울금천-0031	(주)엘앤비파이낸셜대부	법인	<NA>	서울특별시 금천구 가산동 459번지 7호	서울특별시 금천구 가산디지털1로 205-27, 오211호 (가산동)	<NA>	20240308	20270308	<NA>	20210405	본점	20240311
4951	대부업	타시군구이관	2021-서울동대문-0007	주식회사 코너스톤캐피탈대부	법인	1833-7458	서울특별시 동대문구 장안동 466번지 9호	서울특별시 동대문구 천호대로 451, 907호 (장안동)	<NA>	20190801	20220801	20211214	20190801	본점	20211214
17277	대부업	직권취소	2011-서울강남-0021	바로바대부	개인	025178843	서울특별시 강남구 논현동 19번지 2호 성현빌딩 607호	<NA>	135010	20110121	20140121	<NA>	20110121	본점	20131114
19532	대부업	폐업	2012-서울광진-0055(대부업)	친구기획대부	개인	<NA>	서울특별시 광진구 중곡동 161번지 24호 동아빌딩-306	<NA>	143898	20121228	20151228	20130306	20121228	본점	20130306
8310	대부업	폐업	2015-서울중구-0095(대부업)	제이더블유캐피탈대부(주)	법인	02-773-6789	서울특별시 중구 명동1가 1번지 1호 YWC연합회-411	서울특별시 중구 명동길 73, 411호 (명동1가, YWCA연합회)	<NA>	20151204	20181204	20181203	20130219	본점	20181203
4034	대부업	영업중	2016-서울서초-0140(대부업)	(주)리얼펀딩대부	법인	02-535-3476	서울특별시 서초구 서초동 1316번지 4호 -902	서울특별시 서초구 서운로 160, 902호 (서초동, 팔레스빌딩)	<NA>	20220803	20250803	<NA>	20160922	본점	20220803
3645	대부중개업	영업중	2022-서울강남-0095(대부중개업)	주식회사 인에이블자산대부	법인	02-6394-5030	서울특별시 강남구 논현동 242번지 44호	서울특별시 강남구 선릉로125길 8, 301호 (논현동)	<NA>	20220518	20250518	<NA>	20220518	본점	20221109
989	대부업	폐업	2023-서울송파-0005(대부업)	값진 대부	개인	02-425-3690	서울특별시 송파구 방이동 48번지 5호 현대주상복합빌딩	서울특별시 송파구 오금로11길 55, 2동 216호 (방이동, 현대주상복합빌딩)	<NA>	20230130	20260130	20240116	20230130	본점	20240116
13360	대부업	폐업	2013-서울강남-0074(대부업)	에이스대부	개인	<NA>	서울특별시 강남구 논현동 36번지 한우리-102	서울특별시 강남구 학동로25길 22, 102호 (논현동, 한우리)	135815	20130319	20160319	20160201	20130319	본점	20160201
14022	대부중개업	폐업	2011-서울강남-0142(대부중개업)	(주)새한자산대부평가관리	법인	02-511-3634	서울특별시 강남구 역삼동 720번지 9호 스타팅빌딩 13층	서울특별시 강남구 테헤란로38길 5, 13층 (역삼동, 스타팅빌딩)	<NA>	20110516	20140516	20130812	20110516	본점	20150828

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
25216	대부업	<NA>	2008-서울특별시-01461(대부업)	예스머니	개인	<NA>	서울특별시 은평구 신사동 346-6	<NA>	<NA>	20080408	<NA>	20110330	20080401	본점	20110331
23857	대부업	<NA>	2009-서울특별시-02031(대부업)	명성캐피탈	개인	<NA>	서울특별시 성북구 하월곡동 산 2번지 11호	<NA>	136130	20090415	20120415	20110831	20090821	본점	20110831
31	대부중개업	유효기간만료	2021-서울구로-0005(대부중개업)	주식회사 대림대부	법인	<NA>	서울특별시 구로구 구로동 197번지 48호 에이스테크노타워Ⅲ	서울특별시 구로구 디지털로29길 38, 에이스테크노타워Ⅲ 201-엔58호 (구로동)	<NA>	20210129	20240129	<NA>	20210129	본점	20240508
22659	대부중개업	폐업	2009-서울특별시-00483(대부중개업)	JS론	개인	02 2068 1853	서울특별시 영등포구 영등포동5가 81번지 10호 내오피스텔 4층-503	<NA>	150035	20090227	20120227	20120112	<NA>	본점	20120112
1073	대부중개업	타시군구이관	2022-서울중구-0006(대부중개업)	주식회사 한국경우에셋대부	법인	02-6951-0976	서울특별시 중구 순화동 5번지 2호 순화빌딩	서울특별시 중구 서소문로 89, 순화빌딩 17층 LS-1705호 (순화동)	<NA>	20220303	20250303	20240102	20220303	본점	20240103
23635	대부업	<NA>	2009-서울특별시-01143(대부업)	상호주택금융대부	개인	029050551	서울특별시 강북구 번동 446-13 가든타워 1516호	<NA>	142060	20090611	<NA>	20110926	20090611	본점	20110926
31140	<NA>	<NA>	2006-서울특별시-00092	한미실업	개인	8378845	서울특별시 관악구 신림동 1474-1. 302	<NA>	151894	20060501	<NA>	20090502	20060420	본점	20090609
30835	<NA>	<NA>	2008-서울특별시-02997	세원	개인	023079050	서울특별시 광진구 자양동 24-20	<NA>	143190	20081119	<NA>	20090525	<NA>	본점	20090622
13825	대부업	타시군구이관	2015-서울서초-0031(대부업)	(주)테이팩필림자산관리대부	법인	02-6140-5753	서울특별시 서초구 서초동 1364번지 39호 지훈빌딩 4층	서울특별시 서초구 서운로6길 26, 4층 (서초동, 지훈빌딩)	137863	20130717	20160717	20151023	20130717	본점	20151023
5921	대부업	폐업	2018-서울금천-0011	청명대부	개인	<NA>	서울특별시 금천구 가산동 60번지 19호 609 SJ테크노빌-275	서울특별시 금천구 벚꽃로 278, SJ테크노빌 609동 275호 (가산동)	<NA>	20180309	20210309	20210219	20180309	본점	20210219

Most frequently occurring

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자	# duplicates
0	대부업	타시군구이관	2014-서울동작-00014(대부업)	캐시오토론대부	개인	<NA>	서울특별시 동작구 흑석동 336번지 105 흑석한강푸르지오-803	서울특별시 동작구 흑석한강로 27, 105동 803호 (흑석동, 흑석한강푸르지오)	156784	20141209	20171209	20160726	20120109	본점	20160726	2
1	대부업	<NA>	2009-서울특별시-02231(대부업)	한빛투자금융대부	개인	025638488	서울특별시 은평구 구산동 177번지 2호 명성골든빌 A-502호	<NA>	<NA>	20090918	<NA>	20100211	20090918	본점	20100604	2
2	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

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

Math Symbol

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Other Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

CJK

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

Dash Punctuation

Space Separator

Close Punctuation

Math Symbol

Open Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

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