gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19019
Missing cells (%)	12.7%
Duplicate rows	1
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	구로구
URL	https://data.seoul.go.kr/dataList/OA-2513/S/1/datasetView.do

Alerts

Dataset has 1 (< 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 (93.6%)	Imbalance
`등록증번호` has 172 (1.7%) missing values	Missing
`사업장 전화번호` has 3320 (33.2%) missing values	Missing
`소재지` has 312 (3.1%) missing values	Missing
`소재지(도로명)` has 4862 (48.6%) missing values	Missing
`우편번호` has 5489 (54.9%) missing values	Missing
`유효기간만료일자` has 1999 (20.0%) missing values	Missing
`폐쇄일자` has 1568 (15.7%) missing values	Missing
`지점설립일자` has 1297 (13.0%) missing values	Missing

Reproduction

Analysis started	2024-05-03 22:33:10.003519
Analysis finished	2024-05-03 22:33:29.226065
Duration	19.22 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	6230
대부중개업	3352
<NA>	418

Length

Max length	5
Median length	3
Mean length	3.7122
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6230	62.3%
대부중개업	3352	33.5%
<NA>	418	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6230	62.3%
대부중개업	3352	33.5%
na	418	4.2%

영업구분
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

폐업	3715
<NA>	2842
타시군구이관	1241
유효기간만료	852
영업중	806
Other values (3)	544

Length

Max length	6
Median length	4
Mean length	3.5954
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3715	37.1%
<NA>	2842	28.4%
타시군구이관	1241	12.4%
유효기간만료	852	8.5%
영업중	806	8.1%
직권취소	540	5.4%
갱신등록불가	3	< 0.1%
휴업	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3715	37.1%
na	2842	28.4%
타시군구이관	1241	12.4%
유효기간만료	852	8.5%
영업중	806	8.1%
직권취소	540	5.4%
갱신등록불가	3	< 0.1%
휴업	1	< 0.1%

등록증번호
Text

MISSING

Distinct	9777
Distinct (%)	99.5%
Missing	172
Missing (%)	1.7%
Memory size	156.2 KiB

Length

Max length	28
Median length	25
Mean length	19.503867
Min length	1

Characters and Unicode

Total characters	191684
Distinct characters	73
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	9727 ?
Unique (%)	99.0%

Sample

1st row	2018-서울강동-00021
2nd row	2014-서울강남-0133(대부업)
3rd row	2023-서울동대문-0001
4th row	2016-서울노원-00032
5th row	2012-서울특별시 성북구-00002

Value	Count	Frequency (%)
2011-서울특별시	19	0.2%
2012-서울특별시	19	0.2%
2010-서울	15	0.2%
2013-서울특별시	14	0.1%
2015-서울특별시	10	0.1%
대부업	9	0.1%
2014-서울특별시	9	0.1%
2016-서울특별시	8	0.1%
대부중개업	8	0.1%
성북구-00001	6	0.1%
Other values (9740)	9851	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	33896	17.7%
-	19642	10.2%
2	15610	8.1%
1	12061	6.3%
서	10909	5.7%
울	9796	5.1%
대	8493	4.4%
(	8204	4.3%
부	8172	4.3%
)	8156	4.3%
Other values (63)	56745	29.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82669	43.1%
Other Letter	72873	38.0%
Dash Punctuation	19642	10.2%
Open Punctuation	8204	4.3%
Close Punctuation	8156	4.3%
Space Separator	140	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10909	15.0%
울	9796	13.4%
대	8493	11.7%
부	8172	11.2%
업	7939	10.9%
중	3481	4.8%
개	2874	3.9%
시	2482	3.4%
별	2474	3.4%
특	2473	3.4%
Other values (49)	13780	18.9%

Decimal Number

Value	Count	Frequency (%)
0	33896	41.0%
2	15610	18.9%
1	12061	14.6%
3	3743	4.5%
8	3180	3.8%
4	3054	3.7%
6	2833	3.4%
9	2816	3.4%
5	2744	3.3%
7	2732	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19642	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8204	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8156	100.0%

Space Separator

Value	Count	Frequency (%)
	140	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118811	62.0%
Hangul	72873	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10909	15.0%
울	9796	13.4%
대	8493	11.7%
부	8172	11.2%
업	7939	10.9%
중	3481	4.8%
개	2874	3.9%
시	2482	3.4%
별	2474	3.4%
특	2473	3.4%
Other values (49)	13780	18.9%

Common

Value	Count	Frequency (%)
0	33896	28.5%
-	19642	16.5%
2	15610	13.1%
1	12061	10.2%
(	8204	6.9%
)	8156	6.9%
3	3743	3.2%
8	3180	2.7%
4	3054	2.6%
6	2833	2.4%
Other values (4)	8432	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118811	62.0%
Hangul	72873	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33896	28.5%
-	19642	16.5%
2	15610	13.1%
1	12061	10.2%
(	8204	6.9%
)	8156	6.9%
3	3743	3.2%
8	3180	2.7%
4	3054	2.6%
6	2833	2.4%
Other values (4)	8432	7.1%

Hangul

Value	Count	Frequency (%)
서	10909	15.0%
울	9796	13.4%
대	8493	11.7%
부	8172	11.2%
업	7939	10.9%
중	3481	4.8%
개	2874	3.9%
시	2482	3.4%
별	2474	3.4%
특	2473	3.4%
Other values (49)	13780	18.9%

상호
Text

Distinct	8700
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	39
Median length	26
Mean length	7.7425
Min length	1

Characters and Unicode

Total characters	77425
Distinct characters	779
Distinct categories	13 ?
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	7634 ?
Unique (%)	76.3%

Sample

1st row	소원대부
2nd row	주식회사 조은대부
3rd row	주식회사 마케팅의대부
4th row	SD머니대부중개
5th row	대양대부

Value	Count	Frequency (%)
주식회사	793	6.7%
대부중개	304	2.6%
대부	279	2.3%
유한회사	62	0.5%
캐피탈	21	0.2%
대부업	19	0.2%
주	15	0.1%
대부중개업	11	0.1%
loan	10	0.1%
money	10	0.1%
Other values (8737)	10366	87.2%

Most occurring characters

Value	Count	Frequency (%)
대	8502	11.0%
부	8136	10.5%
주	2709	3.5%
이	2259	2.9%
개	2083	2.7%
중	2072	2.7%
)	1910	2.5%
(	1902	2.5%
	1894	2.4%
스	1892	2.4%
Other values (769)	44066	56.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67813	87.6%
Uppercase Letter	2288	3.0%
Close Punctuation	1910	2.5%
Open Punctuation	1902	2.5%
Space Separator	1894	2.4%
Lowercase Letter	1069	1.4%
Decimal Number	275	0.4%
Other Punctuation	230	0.3%
Dash Punctuation	37	< 0.1%
Other Symbol	3	< 0.1%
Other values (3)	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8502	12.5%
부	8136	12.0%
주	2709	4.0%
이	2259	3.3%
개	2083	3.1%
중	2072	3.1%
스	1892	2.8%
사	1326	2.0%
피	1102	1.6%
회	1025	1.5%
Other values (692)	36707	54.1%

Uppercase Letter

Value	Count	Frequency (%)
S	313	13.7%
K	212	9.3%
C	177	7.7%
M	171	7.5%
J	162	7.1%
H	126	5.5%
B	101	4.4%
L	96	4.2%
O	91	4.0%
A	90	3.9%
Other values (16)	749	32.7%

Lowercase Letter

Value	Count	Frequency (%)
n	132	12.3%
e	119	11.1%
o	113	10.6%
a	106	9.9%
t	72	6.7%
i	69	6.5%
l	56	5.2%
s	55	5.1%
c	54	5.1%
r	45	4.2%
Other values (15)	248	23.2%

Decimal Number

Value	Count	Frequency (%)
1	98	35.6%
2	28	10.2%
9	27	9.8%
4	27	9.8%
5	24	8.7%
3	22	8.0%
6	17	6.2%
0	13	4.7%
7	12	4.4%
8	7	2.5%

Other Punctuation

Value	Count	Frequency (%)
.	124	53.9%
&	86	37.4%
?	7	3.0%
,	6	2.6%
*	3	1.3%
'	2	0.9%
/	2	0.9%

Math Symbol

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

Close Punctuation

Value	Count	Frequency (%)
)	1910	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1902	100.0%

Space Separator

Value	Count	Frequency (%)
	1894	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	37	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	3	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	1	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67803	87.6%
Common	6251	8.1%
Latin	3358	4.3%
Han	13	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8502	12.5%
부	8136	12.0%
주	2709	4.0%
이	2259	3.3%
개	2083	3.1%
중	2072	3.1%
스	1892	2.8%
사	1326	2.0%
피	1102	1.6%
회	1025	1.5%
Other values (681)	36697	54.1%

Latin

Value	Count	Frequency (%)
S	313	9.3%
K	212	6.3%
C	177	5.3%
M	171	5.1%
J	162	4.8%
n	132	3.9%
H	126	3.8%
e	119	3.5%
o	113	3.4%
a	106	3.2%
Other values (42)	1727	51.4%

Common

Value	Count	Frequency (%)
)	1910	30.6%
(	1902	30.4%
	1894	30.3%
.	124	2.0%
1	98	1.6%
&	86	1.4%
-	37	0.6%
2	28	0.4%
9	27	0.4%
4	27	0.4%
Other values (14)	118	1.9%

Han

Value	Count	Frequency (%)
大	2	15.4%
潤	1	7.7%
成	1	7.7%
道	1	7.7%
松	1	7.7%
靑	1	7.7%
多	1	7.7%
五	1	7.7%
花	1	7.7%
炅	1	7.7%
Other values (2)	2	15.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67800	87.6%
ASCII	9608	12.4%
CJK	13	< 0.1%
None	3	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8502	12.5%
부	8136	12.0%
주	2709	4.0%
이	2259	3.3%
개	2083	3.1%
중	2072	3.1%
스	1892	2.8%
사	1326	2.0%
피	1102	1.6%
회	1025	1.5%
Other values (680)	36694	54.1%

ASCII

Value	Count	Frequency (%)
)	1910	19.9%
(	1902	19.8%
	1894	19.7%
S	313	3.3%
K	212	2.2%
C	177	1.8%
M	171	1.8%
J	162	1.7%
n	132	1.4%
H	126	1.3%
Other values (65)	2609	27.2%

None

Value	Count	Frequency (%)
㈜	3	100.0%

CJK

Value	Count	Frequency (%)
大	2	15.4%
潤	1	7.7%
成	1	7.7%
道	1	7.7%
松	1	7.7%
靑	1	7.7%
多	1	7.7%
五	1	7.7%
花	1	7.7%
炅	1	7.7%
Other values (2)	2	15.4%

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	7187
법인	2813

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	법인
3rd row	법인
4th row	개인
5th row	개인

Common Values

Value	Count	Frequency (%)
개인	7187	71.9%
법인	2813	28.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7187	71.9%
법인	2813	28.1%

사업장 전화번호
Text

MISSING

Distinct	5928
Distinct (%)	88.7%
Missing	3320
Missing (%)	33.2%
Memory size	156.2 KiB

Length

Max length	43
Median length	41
Mean length	10.628892
Min length	1

Characters and Unicode

Total characters	71001
Distinct characters	27
Distinct categories	8 ?
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	5299 ?
Unique (%)	79.3%

Sample

1st row	1800-7339
2nd row	02-960-7776
3rd row	1522-3979
4th row	02-763-8949
5th row	02-2157-2205

Value	Count	Frequency (%)
02	323	4.3%
	60	0.8%
070	40	0.5%
010	10	0.1%
2209	6	0.1%
434	5	0.1%
2244	5	0.1%
6212	5	0.1%
1644	5	0.1%
1566	5	0.1%
Other values (6266)	7116	93.9%

Most occurring characters

Value	Count	Frequency (%)
0	11483	16.2%
2	10485	14.8%
-	7087	10.0%
5	5942	8.4%
7	5455	7.7%
6	5223	7.4%
1	5192	7.3%
3	5045	7.1%
8	4883	6.9%
4	4837	6.8%
Other values (17)	5369	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	62604	88.2%
Dash Punctuation	7087	10.0%
Space Separator	1019	1.4%
Other Punctuation	162	0.2%
Close Punctuation	64	0.1%
Math Symbol	27	< 0.1%
Open Punctuation	23	< 0.1%
Other Letter	15	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11483	18.3%
2	10485	16.7%
5	5942	9.5%
7	5455	8.7%
6	5223	8.3%
1	5192	8.3%
3	5045	8.1%
8	4883	7.8%
4	4837	7.7%
9	4059	6.5%

Other Letter

Value	Count	Frequency (%)
미	3	20.0%
등	3	20.0%
록	3	20.0%
없	1	6.7%
음	1	6.7%
번	1	6.7%
호	1	6.7%
바	1	6.7%
뀜	1	6.7%

Other Punctuation

Value	Count	Frequency (%)
*	99	61.1%
/	46	28.4%
.	17	10.5%

Dash Punctuation

Value	Count	Frequency (%)
-	7087	100.0%

Space Separator

Value	Count	Frequency (%)
	1019	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	64	100.0%

Math Symbol

Value	Count	Frequency (%)
~	27	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	23	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70986	> 99.9%
Hangul	15	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11483	16.2%
2	10485	14.8%
-	7087	10.0%
5	5942	8.4%
7	5455	7.7%
6	5223	7.4%
1	5192	7.3%
3	5045	7.1%
8	4883	6.9%
4	4837	6.8%
Other values (8)	5354	7.5%

Hangul

Value	Count	Frequency (%)
미	3	20.0%
등	3	20.0%
록	3	20.0%
없	1	6.7%
음	1	6.7%
번	1	6.7%
호	1	6.7%
바	1	6.7%
뀜	1	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70986	> 99.9%
Hangul	15	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11483	16.2%
2	10485	14.8%
-	7087	10.0%
5	5942	8.4%
7	5455	7.7%
6	5223	7.4%
1	5192	7.3%
3	5045	7.1%
8	4883	6.9%
4	4837	6.8%
Other values (8)	5354	7.5%

Hangul

Value	Count	Frequency (%)
미	3	20.0%
등	3	20.0%
록	3	20.0%
없	1	6.7%
음	1	6.7%
번	1	6.7%
호	1	6.7%
바	1	6.7%
뀜	1	6.7%

소재지
Text

MISSING

Distinct	8653
Distinct (%)	89.3%
Missing	312
Missing (%)	3.1%
Memory size	156.2 KiB

Length

Max length	64
Median length	48
Mean length	31.510219
Min length	15

Characters and Unicode

Total characters	305271
Distinct characters	624
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	7899 ?
Unique (%)	81.5%

Sample

1st row	서울특별시 강동구 길동 359번지 52호 1층
2nd row	서울특별시 강남구 역삼동 823번지 20호 영진빌딩 2층
3rd row	서울특별시 동대문구 이문동 363번지 9호
4th row	서울특별시 노원구 상계동 1118번지 34호
5th row	서울특별시 성북구 성북동 산 25번지 9호

Value	Count	Frequency (%)
서울특별시	9684	17.0%
강남구	1648	2.9%
서초구	953	1.7%
1호	712	1.2%
역삼동	705	1.2%
송파구	617	1.1%
서초동	567	1.0%
중구	550	1.0%
영등포구	489	0.9%
2호	467	0.8%
Other values (9484)	40695	71.3%

Most occurring characters

Value	Count	Frequency (%)
	67608	22.1%
1	13564	4.4%
서	12038	3.9%
동	11080	3.6%
구	10464	3.4%
시	9942	3.3%
울	9741	3.2%
별	9697	3.2%
특	9686	3.2%
2	8913	2.9%
Other values (614)	142538	46.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166889	54.7%
Space Separator	67608	22.1%
Decimal Number	63648	20.8%
Dash Punctuation	5517	1.8%
Uppercase Letter	1053	0.3%
Other Punctuation	226	0.1%
Close Punctuation	106	< 0.1%
Open Punctuation	105	< 0.1%
Lowercase Letter	90	< 0.1%
Letter Number	23	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12038	7.2%
동	11080	6.6%
구	10464	6.3%
시	9942	6.0%
울	9741	5.8%
별	9697	5.8%
특	9686	5.8%
호	8662	5.2%
지	8455	5.1%
번	7937	4.8%
Other values (541)	69187	41.5%

Uppercase Letter

Value	Count	Frequency (%)
B	244	23.2%
A	205	19.5%
D	74	7.0%
S	65	6.2%
T	50	4.7%
K	48	4.6%
C	41	3.9%
E	36	3.4%
L	35	3.3%
I	32	3.0%
Other values (16)	223	21.2%

Lowercase Letter

Value	Count	Frequency (%)
e	18	20.0%
n	10	11.1%
r	8	8.9%
i	8	8.9%
t	7	7.8%
l	5	5.6%
c	5	5.6%
o	5	5.6%
a	4	4.4%
y	4	4.4%
Other values (10)	16	17.8%

Decimal Number

Value	Count	Frequency (%)
1	13564	21.3%
2	8913	14.0%
0	8042	12.6%
3	7025	11.0%
4	5812	9.1%
5	5020	7.9%
6	4557	7.2%
7	4029	6.3%
9	3367	5.3%
8	3319	5.2%

Other Punctuation

Value	Count	Frequency (%)
,	88	38.9%
/	73	32.3%
.	58	25.7%
？	4	1.8%
&	1	0.4%
;	1	0.4%
@	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	14	60.9%
Ⅰ	8	34.8%
Ⅲ	1	4.3%

Math Symbol

Value	Count	Frequency (%)
~	4	66.7%
<	1	16.7%
>	1	16.7%

Space Separator

Value	Count	Frequency (%)
	67608	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5517	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	106	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	105	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166889	54.7%
Common	137216	44.9%
Latin	1166	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12038	7.2%
동	11080	6.6%
구	10464	6.3%
시	9942	6.0%
울	9741	5.8%
별	9697	5.8%
특	9686	5.8%
호	8662	5.2%
지	8455	5.1%
번	7937	4.8%
Other values (541)	69187	41.5%

Latin

Value	Count	Frequency (%)
B	244	20.9%
A	205	17.6%
D	74	6.3%
S	65	5.6%
T	50	4.3%
K	48	4.1%
C	41	3.5%
E	36	3.1%
L	35	3.0%
I	32	2.7%
Other values (39)	336	28.8%

Common

Value	Count	Frequency (%)
	67608	49.3%
1	13564	9.9%
2	8913	6.5%
0	8042	5.9%
3	7025	5.1%
4	5812	4.2%
-	5517	4.0%
5	5020	3.7%
6	4557	3.3%
7	4029	2.9%
Other values (14)	7129	5.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166889	54.7%
ASCII	138355	45.3%
Number Forms	23	< 0.1%
None	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67608	48.9%
1	13564	9.8%
2	8913	6.4%
0	8042	5.8%
3	7025	5.1%
4	5812	4.2%
-	5517	4.0%
5	5020	3.6%
6	4557	3.3%
7	4029	2.9%
Other values (59)	8268	6.0%

Hangul

Value	Count	Frequency (%)
서	12038	7.2%
동	11080	6.6%
구	10464	6.3%
시	9942	6.0%
울	9741	5.8%
별	9697	5.8%
특	9686	5.8%
호	8662	5.2%
지	8455	5.1%
번	7937	4.8%
Other values (541)	69187	41.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	14	60.9%
Ⅰ	8	34.8%
Ⅲ	1	4.3%

None

Value	Count	Frequency (%)
？	4	100.0%

소재지(도로명)
Text

MISSING

Distinct	4700
Distinct (%)	91.5%
Missing	4862
Missing (%)	48.6%
Memory size	156.2 KiB

Length

Max length	66
Median length	53
Mean length	37.076878
Min length	19

Characters and Unicode

Total characters	190501
Distinct characters	615
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	4304 ?
Unique (%)	83.8%

Sample

1st row	서울특별시 강동구 천중로50길 35-6, 1층 (길동)
2nd row	서울특별시 강남구 테헤란로10길 16, 2층 (역삼동, 영진빌딩)
3rd row	서울특별시 동대문구 휘경로3길 6, 2층 (이문동)
4th row	서울특별시 노원구 동일로241가길 5, 2층 (상계동)
5th row	서울특별시 중랑구 동일로 859, 2층 16호 (묵동)

Value	Count	Frequency (%)
서울특별시	5136	14.2%
강남구	948	2.6%
서초구	556	1.5%
2층	456	1.3%
역삼동	400	1.1%
3층	359	1.0%
서초동	348	1.0%
영등포구	335	0.9%
송파구	308	0.8%
4층	296	0.8%
Other values (6495)	27109	74.8%

Most occurring characters

Value	Count	Frequency (%)
	31125	16.3%
1	7423	3.9%
,	7043	3.7%
서	6775	3.6%
동	6713	3.5%
로	5699	3.0%
구	5676	3.0%
시	5322	2.8%
2	5257	2.8%
울	5198	2.7%
Other values (605)	104270	54.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	106070	55.7%
Decimal Number	33973	17.8%
Space Separator	31125	16.3%
Other Punctuation	7058	3.7%
Close Punctuation	5181	2.7%
Open Punctuation	5181	2.7%
Dash Punctuation	982	0.5%
Uppercase Letter	786	0.4%
Lowercase Letter	108	0.1%
Letter Number	23	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6775	6.4%
동	6713	6.3%
로	5699	5.4%
구	5676	5.4%
시	5322	5.0%
울	5198	4.9%
별	5149	4.9%
특	5138	4.8%
호	4192	4.0%
길	2675	2.5%
Other values (532)	53533	50.5%

Uppercase Letter

Value	Count	Frequency (%)
B	154	19.6%
A	111	14.1%
S	57	7.3%
C	53	6.7%
T	48	6.1%
E	46	5.9%
K	33	4.2%
L	31	3.9%
I	31	3.9%
G	28	3.6%
Other values (16)	194	24.7%

Lowercase Letter

Value	Count	Frequency (%)
e	15	13.9%
n	10	9.3%
r	10	9.3%
i	8	7.4%
o	8	7.4%
s	8	7.4%
t	7	6.5%
w	7	6.5%
a	6	5.6%
c	5	4.6%
Other values (10)	24	22.2%

Decimal Number

Value	Count	Frequency (%)
1	7423	21.8%
2	5257	15.5%
0	4374	12.9%
3	4005	11.8%
4	2936	8.6%
5	2685	7.9%
6	2219	6.5%
7	1901	5.6%
8	1694	5.0%
9	1479	4.4%

Other Punctuation

Value	Count	Frequency (%)
,	7043	99.8%
.	7	0.1%
？	3	< 0.1%
@	2	< 0.1%
/	1	< 0.1%
&	1	< 0.1%
?	1	< 0.1%

Math Symbol

Value	Count	Frequency (%)
~	12	85.7%
>	1	7.1%
<	1	7.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	12	52.2%
Ⅰ	9	39.1%
Ⅲ	2	8.7%

Space Separator

Value	Count	Frequency (%)
	31125	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5181	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5181	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	982	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	106070	55.7%
Common	83514	43.8%
Latin	917	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6775	6.4%
동	6713	6.3%
로	5699	5.4%
구	5676	5.4%
시	5322	5.0%
울	5198	4.9%
별	5149	4.9%
특	5138	4.8%
호	4192	4.0%
길	2675	2.5%
Other values (532)	53533	50.5%

Latin

Value	Count	Frequency (%)
B	154	16.8%
A	111	12.1%
S	57	6.2%
C	53	5.8%
T	48	5.2%
E	46	5.0%
K	33	3.6%
L	31	3.4%
I	31	3.4%
G	28	3.1%
Other values (39)	325	35.4%

Common

Value	Count	Frequency (%)
	31125	37.3%
1	7423	8.9%
,	7043	8.4%
2	5257	6.3%
)	5181	6.2%
(	5181	6.2%
0	4374	5.2%
3	4005	4.8%
4	2936	3.5%
5	2685	3.2%
Other values (14)	8304	9.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	106070	55.7%
ASCII	84405	44.3%
Number Forms	23	< 0.1%
None	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31125	36.9%
1	7423	8.8%
,	7043	8.3%
2	5257	6.2%
)	5181	6.1%
(	5181	6.1%
0	4374	5.2%
3	4005	4.7%
4	2936	3.5%
5	2685	3.2%
Other values (59)	9195	10.9%

Hangul

Value	Count	Frequency (%)
서	6775	6.4%
동	6713	6.3%
로	5699	5.4%
구	5676	5.4%
시	5322	5.0%
울	5198	4.9%
별	5149	4.9%
특	5138	4.8%
호	4192	4.0%
길	2675	2.5%
Other values (532)	53533	50.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	12	52.2%
Ⅰ	9	39.1%
Ⅲ	2	8.7%

None

Value	Count	Frequency (%)
？	3	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1389
Distinct (%)	30.8%
Missing	5489
Missing (%)	54.9%
Infinite	0
Infinite (%)	0.0%
Mean	136212.84

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	100845
Q1	132040
median	136130
Q3	142876.5
95-th percentile	157030
Maximum	429842
Range	426679
Interquartile range (IQR)	10836.5

Descriptive statistics

Standard deviation	15068.45
Coefficient of variation (CV)	0.1106243
Kurtosis	39.220626
Mean	136212.84
Median Absolute Deviation (MAD)	5010
Skewness	0.21020716
Sum	6.1445613 × 10⁸
Variance	2.2705818 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	183	1.8%
137070	150	1.5%
157010	61	0.6%
151050	53	0.5%
135010	52	0.5%
142070	48	0.5%
151015	48	0.5%
158070	42	0.4%
152050	42	0.4%
142100	39	0.4%
Other values (1379)	3793	37.9%
(Missing)	5489	54.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3163	1	< 0.1%
3182	1	< 0.1%
4534	1	< 0.1%
4538	1	< 0.1%
7326	1	< 0.1%
7327	1	< 0.1%
100011	3	< 0.1%
100012	2	< 0.1%
100013	2	< 0.1%
100014	2	< 0.1%

Value	Count	Frequency (%)
429842	1	< 0.1%
158881	1	< 0.1%
158871	2	< 0.1%
158865	1	< 0.1%
158864	4	< 0.1%
158860	4	< 0.1%
158859	3	< 0.1%
158858	1	< 0.1%
158857	1	< 0.1%
158846	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3540
Distinct (%)	35.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20135948

Minimum	20030519
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20030519
5-th percentile	20070907
Q1	20091207
median	20130122
Q3	20170523
95-th percentile	20230119
Maximum	20240503
Range	209984
Interquartile range (IQR)	79316.25

Descriptive statistics

Standard deviation	48318.41
Coefficient of variation (CV)	0.0023996095
Kurtosis	-0.84877821
Mean	20135948
Median Absolute Deviation (MAD)	39213
Skewness	0.48903718
Sum	2.0135948 × 10¹¹
Variance	2.3346688 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	36	0.4%
20080731	24	0.2%
20080818	21	0.2%
20090611	16	0.2%
20080926	16	0.2%
20110822	16	0.2%
20081222	16	0.2%
20090511	15	0.1%
20090325	15	0.1%
20080806	14	0.1%
Other values (3530)	9811	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20030519	1	< 0.1%
20060306	2	< 0.1%
20060310	1	< 0.1%
20060321	1	< 0.1%
20060323	2	< 0.1%
20060324	2	< 0.1%
20060327	1	< 0.1%
20060329	1	< 0.1%
20060405	1	< 0.1%
20060407	1	< 0.1%

Value	Count	Frequency (%)
20240503	1	< 0.1%
20240502	1	< 0.1%
20240430	3	< 0.1%
20240425	4	< 0.1%
20240424	5	0.1%
20240423	1	< 0.1%
20240422	2	< 0.1%
20240419	1	< 0.1%
20240418	1	< 0.1%
20240416	1	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3308
Distinct (%)	41.3%
Missing	1999
Missing (%)	20.0%
Infinite	0
Infinite (%)	0.0%
Mean	20179839

Minimum	20080922
Maximum	20270503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20080922
5-th percentile	20120224
Q1	20140909
median	20171016
Q3	20211015
95-th percentile	20260420
Maximum	20270503
Range	189581
Interquartile range (IQR)	70106

Descriptive statistics

Standard deviation	44316.419
Coefficient of variation (CV)	0.002196074
Kurtosis	-0.93874985
Mean	20179839
Median Absolute Deviation (MAD)	30395
Skewness	0.36340527
Sum	1.6145889 × 10¹¹
Variance	1.963945 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	16	0.2%
20140822	13	0.1%
20190705	11	0.1%
20190718	11	0.1%
20190613	11	0.1%
20170331	11	0.1%
20240728	10	0.1%
20131116	10	0.1%
20150420	10	0.1%
20140711	10	0.1%
Other values (3298)	7888	78.9%
(Missing)	1999	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20080922	1	< 0.1%
20091220	1	< 0.1%
20100117	1	< 0.1%
20100216	1	< 0.1%
20100219	1	< 0.1%
20100323	2	< 0.1%
20100405	1	< 0.1%
20100418	1	< 0.1%
20100427	1	< 0.1%
20100511	1	< 0.1%

Value	Count	Frequency (%)
20270503	1	< 0.1%
20270501	1	< 0.1%
20270430	3	< 0.1%
20270425	4	< 0.1%
20270424	5	0.1%
20270423	1	< 0.1%
20270422	1	< 0.1%
20270421	1	< 0.1%
20270419	1	< 0.1%
20270418	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3088
Distinct (%)	36.6%
Missing	1568
Missing (%)	15.7%
Infinite	0
Infinite (%)	0.0%
Mean	20141552

Minimum	20050517
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20050517
5-th percentile	20090909
Q1	20110420
median	20130718
Q3	20170222
95-th percentile	20220914
Maximum	20240503
Range	189986
Interquartile range (IQR)	59802

Descriptive statistics

Standard deviation	40404.197
Coefficient of variation (CV)	0.0020060121
Kurtosis	-0.4766633
Mean	20141552
Median Absolute Deviation (MAD)	29693
Skewness	0.71757292
Sum	1.6983357 × 10¹¹
Variance	1.6324991 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	199	2.0%
20100927	73	0.7%
20101213	27	0.3%
20110420	25	0.2%
20100913	17	0.2%
20160725	17	0.2%
20110125	16	0.2%
20110425	16	0.2%
20111108	15	0.1%
20220412	14	0.1%
Other values (3078)	8013	80.1%
(Missing)	1568	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20050517	1	< 0.1%
20060920	1	< 0.1%
20071030	1	< 0.1%
20071115	1	< 0.1%
20090305	2	< 0.1%
20090307	2	< 0.1%
20090309	2	< 0.1%
20090311	4	< 0.1%
20090312	4	< 0.1%
20090316	1	< 0.1%

Value	Count	Frequency (%)
20240503	4	< 0.1%
20240501	2	< 0.1%
20240429	1	< 0.1%
20240426	1	< 0.1%
20240425	2	< 0.1%
20240423	2	< 0.1%
20240422	2	< 0.1%
20240419	2	< 0.1%
20240418	3	< 0.1%
20240416	2	< 0.1%

지점설립일자
Text

MISSING

Distinct	3544
Distinct (%)	40.7%
Missing	1297
Missing (%)	13.0%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	69624
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	1327 ?
Unique (%)	15.2%

Sample

1st row	20180622
2nd row	20140721
3rd row	20230102
4th row	20160718
5th row	20090203

Value	Count	Frequency (%)
20090820	25	0.3%
20090511	21	0.2%
20090611	20	0.2%
20090514	19	0.2%
20090512	15	0.2%
20090722	14	0.2%
20090528	14	0.2%
20090529	14	0.2%
20091207	13	0.1%
20090520	13	0.1%
Other values (3534)	8535	98.1%

Most occurring characters

Value	Count	Frequency (%)
0	22552	32.4%
2	15812	22.7%
1	14068	20.2%
3	2839	4.1%
9	2572	3.7%
7	2570	3.7%
6	2414	3.5%
5	2306	3.3%
4	2252	3.2%
8	2233	3.2%
Other values (4)	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69618	> 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	22552	32.4%
2	15812	22.7%
1	14068	20.2%
3	2839	4.1%
9	2572	3.7%
7	2570	3.7%
6	2414	3.5%
5	2306	3.3%
4	2252	3.2%
8	2233	3.2%

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	69621	> 99.9%
Latin	3	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22552	32.4%
2	15812	22.7%
1	14068	20.2%
3	2839	4.1%
9	2572	3.7%
7	2570	3.7%
6	2414	3.5%
5	2306	3.3%
4	2252	3.2%
8	2233	3.2%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69624	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22552	32.4%
2	15812	22.7%
1	14068	20.2%
3	2839	4.1%
9	2572	3.7%
7	2570	3.7%
6	2414	3.5%
5	2306	3.3%
4	2252	3.2%
8	2233	3.2%
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	9925
지점	75

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	9925	99.2%
지점	75	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9925	99.2%
지점	75	0.8%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3171
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152334

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	20091117
Q1	20111021
median	20140721
Q3	20190207
95-th percentile	20231005
Maximum	20240503
Range	149985
Interquartile range (IQR)	79186

Descriptive statistics

Standard deviation	45464.565
Coefficient of variation (CV)	0.0022560446
Kurtosis	-1.0111022
Mean	20152334
Median Absolute Deviation (MAD)	30313.5
Skewness	0.47743513
Sum	2.0152334 × 10¹¹
Variance	2.0670267 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	71	0.7%
20090609	59	0.6%
20100927	55	0.5%
20091118	49	0.5%
20091116	45	0.4%
20110425	41	0.4%
20100330	38	0.4%
20090622	36	0.4%
20091119	35	0.4%
20130621	31	0.3%
Other values (3161)	9540	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	1	< 0.1%
20090519	3	< 0.1%
20090521	5	0.1%
20090601	4	< 0.1%
20090602	2	< 0.1%
20090603	8	0.1%
20090604	14	0.1%
20090605	2	< 0.1%
20090608	3	< 0.1%
20090609	59	0.6%

Value	Count	Frequency (%)
20240503	11	0.1%
20240502	4	< 0.1%
20240501	6	0.1%
20240430	4	< 0.1%
20240429	6	0.1%
20240426	1	< 0.1%
20240425	9	0.1%
20240424	5	0.1%
20240423	4	< 0.1%
20240422	8	0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.048	0.013	0.031	0.177	0.156	0.202	0.000	0.176
영업구분	0.048	1.000	0.169	0.015	0.567	0.579	0.219	0.032	0.478
법인여부	0.013	0.169	1.000	0.089	0.249	0.255	0.249	0.202	0.325
우편번호	0.031	0.015	0.089	1.000	0.191	0.123	0.085	0.000	0.130
등록일자	0.177	0.567	0.249	0.191	1.000	0.881	0.859	0.071	0.854
유효기간만료일자	0.156	0.579	0.255	0.123	0.881	1.000	0.822	0.092	0.924
폐쇄일자	0.202	0.219	0.249	0.085	0.859	0.822	1.000	0.065	0.984
본점여부	0.000	0.032	0.202	0.000	0.071	0.092	0.065	1.000	0.121
최근수정일자	0.176	0.478	0.325	0.130	0.854	0.924	0.984	0.121	1.000

Heatmap
Table

	영업구분	본점여부	등록신청사업	법인여부
영업구분	1.000	0.034	0.052	0.181
본점여부	0.034	1.000	0.000	0.130
등록신청사업	0.052	0.000	1.000	0.008
법인여부	0.181	0.130	0.008	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.045	0.051	0.049	0.033	0.024	0.015	0.053	0.000
등록일자	0.045	1.000	0.996	0.960	0.965	0.177	0.343	0.249	0.070
유효기간만료일자	0.051	0.996	1.000	0.962	0.965	0.120	0.354	0.195	0.070
폐쇄일자	0.049	0.960	0.962	1.000	0.991	0.155	0.128	0.191	0.050
최근수정일자	0.033	0.965	0.965	0.991	1.000	0.135	0.277	0.249	0.092
등록신청사업	0.024	0.177	0.120	0.155	0.135	1.000	0.052	0.008	0.000
영업구분	0.015	0.343	0.354	0.128	0.277	0.052	1.000	0.181	0.034
법인여부	0.053	0.249	0.195	0.191	0.249	0.008	0.181	1.000	0.130
본점여부	0.000	0.070	0.070	0.050	0.092	0.000	0.034	0.130	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
5979	대부업	폐업	2018-서울강동-00021	소원대부	개인	<NA>	서울특별시 강동구 길동 359번지 52호 1층	서울특별시 강동구 천중로50길 35-6, 1층 (길동)	<NA>	20180622	20210622	20210126	20180622	본점	20210127
13465	대부업	폐업	2014-서울강남-0133(대부업)	주식회사 조은대부	법인	1800-7339	서울특별시 강남구 역삼동 823번지 20호 영진빌딩 2층	서울특별시 강남구 테헤란로10길 16, 2층 (역삼동, 영진빌딩)	135081	20140721	20170721	20160114	20140721	본점	20160114
1996	대부업	영업중	2023-서울동대문-0001	주식회사 마케팅의대부	법인	02-960-7776	서울특별시 동대문구 이문동 363번지 9호	서울특별시 동대문구 휘경로3길 6, 2층 (이문동)	<NA>	20230102	20260102	<NA>	20230102	본점	20230809
11617	대부중개업	폐업	2016-서울노원-00032	SD머니대부중개	개인	1522-3979	서울특별시 노원구 상계동 1118번지 34호	서울특별시 노원구 동일로241가길 5, 2층 (상계동)	<NA>	20160719	20190719	20161214	20160718	본점	20161215
9384	대부업	유효기간만료	2012-서울특별시 성북구-00002	대양대부	개인	02-763-8949	서울특별시 성북구 성북동 산 25번지 9호	<NA>	136020	20150112	20180112	<NA>	20090203	본점	20180212
2718	대부중개업	영업중	2023-서울중랑-0006(대부중개업)	레이지대부중개주식회사	법인	<NA>	서울특별시 중랑구 묵동 245번지 6호 2층-16	서울특별시 중랑구 동일로 859, 2층 16호 (묵동)	<NA>	20230427	20260426	<NA>	20230427	본점	20230428
15406	대부업	타시군구이관	2013-서울송파-0112(대부업)	앰엔앤파트너스대부	개인	02-2157-2205	서울특별시 송파구 문정동 634번지 가든파이브라이프 T-7128	서울특별시 송파구 충민로 66 (문정동, 가든파이브라이프 T-7128)	138960	20130827	20160827	20141103	20130827	본점	20141103
4165	대부중개업	영업중	2021-서울강북-0021(대부중개업)	MK 파이낸셜 대부중개	개인	1877-9435	서울특별시 강북구 수유동 92번지 8호 어반빌리움 수유	서울특별시 강북구 도봉로 277, 어반빌리움 수유 1018호 (수유동)	<NA>	20210513	20240513	<NA>	20210513	본점	20220704
14780	대부중개업	폐업	2014-서울송파-0078(대부중개업)	오선대부중개	개인	1566-0650	서울특별시 송파구 방이동 67번지 오선빌딩 2층	서울특별시 송파구 오금로13길 6, 2층 (방이동, 오선빌딩)	138829	20140929	20170929	20150316	20140929	본점	20150317
17819	대부중개업	폐업	2012-서울종로-00023(대부중개업)	우성투자대부금융 대부중개	개인	027411075	서울특별시 종로구 낙원동 212번지 나스빌오피스텔-702	<NA>	110320	20120412	20150412	20130823	20090514	본점	20130823

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
19951	대부업	타시군구이관	2012-서울성동-0029	천호기획 대부업	개인	02-466-2049	서울특별시 성동구 마장동 381번지 4호 -101	<NA>	133811	20120806	20150806	20130107	20120806	본점	20130107
22946	대부중개업	직권취소	2011-서울은평-00093	EX대부	개인	070 7675 3734	서울특별시 은평구 응암동 197번지 36호 -303	<NA>	122908	20110228	20140228	20111212	20110228	본점	20111212
13652	대부중개업	폐업	2014-서울강북-0044	이지어스캐피탈대부중개	개인	02-1544-7516	서울특별시 강북구 미아동 189번지 37호 4층-401	서울특별시 강북구 덕릉로28길 72, 4층 401호 (미아동)	142803	20141112	20171112	20151201	20141112	본점	20151201
26858	대부업	<NA>	2009-서울특별시-02737(대부업)	태동	개인	0260526141	서울특별시 강서구 화곡동 896-16 3층	<NA>	<NA>	20070927	<NA>	20100928	20070927	본점	20100928
2412	대부업	타시군구이관	2021-서울서초-0018(대부업)	주식회사 원큐파트너스대부	법인	02-571-1118	서울특별시 서초구 양재동 275번지 1호 에이 삼호물산빌딩-1804	서울특별시 서초구 논현로 83, 삼호물산빌딩 에이동 1804호 (양재동)	<NA>	20210209	20240209	20230613	20210209	본점	20230613
7159	대부업	<NA>	2019-서울서초-0089(대부업)	공유지분부동산대부 주식회사	법인	02-533-6003	서울특별시 서초구 서초동 1714번지 35호 -105	서울특별시 서초구 서초중앙로 153, 서울빌딩 105호 (서초동)	<NA>	20190910	20220910	20191119	20190910	본점	20191120
23490	대부업	<NA>	2008-서울특별시-03230(대부업)	부모캐피탈	개인	023746655	서울특별시 서대문구 홍은동 454 극동아파트상가 216호	<NA>	<NA>	20081219	20111219	20100402	<NA>	본점	20111012
20703	대부업	폐업	2012-서울성동-0002	비엠파트너스대부(주)	법인	02-2212-2398	서울특별시 성동구 용답동 105번지 1호 이화연립 지층-301	<NA>	133849	20120104	20150104	20120920	20120104	지점	20120920
11898	대부중개업	폐업	2014-서울송파-0018(대부중개업)	(주)프란대부중개	법인	070-7465-5484	서울특별시 송파구 가락동 93번지 금강빌딩 6,7층 아크로피스 송파가락센터-608	서울특별시 송파구 양재대로62길 8, 608호 (가락동, 금강빌딩)	<NA>	20131126	20161126	20161026	20110217	본점	20161027
29162	대부업	<NA>	2007-서울특별시-01146(대부업)	유한캐피탈	개인	024655341	서울특별시 광진구 중곡동 161번지 27호 경남빌딩 309호	<NA>	143220	20070906	<NA>	20100111	20070815	본점	20100121

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

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

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Other Symbol

Currency 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

Number Forms

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Dash Punctuation

Space Separator

Close Punctuation

Math Symbol

Open Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter