gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19078
Missing cells (%)	12.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
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	서초구
URL	https://data.seoul.go.kr/dataList/OA-11097/S/1/datasetView.do

Alerts

`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 (94.0%)	Imbalance
`등록증번호` has 181 (1.8%) missing values	Missing
`사업장 전화번호` has 3394 (33.9%) missing values	Missing
`소재지` has 295 (2.9%) missing values	Missing
`소재지(도로명)` has 4809 (48.1%) missing values	Missing
`우편번호` has 5532 (55.3%) missing values	Missing
`유효기간만료일자` has 2091 (20.9%) missing values	Missing
`폐쇄일자` has 1523 (15.2%) missing values	Missing
`지점설립일자` has 1253 (12.5%) missing values	Missing

Reproduction

Analysis started	2024-05-18 02:17:44.433559
Analysis finished	2024-05-18 02:18:04.009761
Duration	19.58 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	6261
대부중개업	3309
<NA>	430

Length

Max length	5
Median length	3
Mean length	3.7048
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	6261	62.6%
대부중개업	3309	33.1%
<NA>	430	4.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6261	62.6%
대부중개업	3309	33.1%
na	430	4.3%

영업구분
Categorical

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

폐업	3717
<NA>	2934
타시군구이관	1227
유효기간만료	799
영업중	794
Other values (2)	529

Length

Max length	6
Median length	4
Mean length	3.5826
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	폐업
2nd row	타시군구이관
3rd row	직권취소
4th row	<NA>
5th row	폐업

Common Values

Value	Count	Frequency (%)
폐업	3717	37.2%
<NA>	2934	29.3%
타시군구이관	1227	12.3%
유효기간만료	799	8.0%
영업중	794	7.9%
직권취소	528	5.3%
갱신등록불가	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3717	37.2%
na	2934	29.3%
타시군구이관	1227	12.3%
유효기간만료	799	8.0%
영업중	794	7.9%
직권취소	528	5.3%
갱신등록불가	1	< 0.1%

등록증번호
Text

MISSING

Distinct	9750
Distinct (%)	99.3%
Missing	181
Missing (%)	1.8%
Memory size	156.2 KiB

Length

Max length	28
Median length	27
Mean length	19.476525
Min length	1

Characters and Unicode

Total characters	191240
Distinct characters	79
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	9684 ?
Unique (%)	98.6%

Sample

1st row	2017-서울관악-0037(대부업)
2nd row	2011-서울종로-00044(대부업)
3rd row	2014-서울강남-0068
4th row	2009-서울특별시-00766(대부중개업)
5th row	2013-서울노원-00045

Value	Count	Frequency (%)
2011-서울특별시	23	0.2%
2010-서울	16	0.2%
2014-서울특별시	14	0.1%
2012-서울특별시	14	0.1%
2013-서울특별시	13	0.1%
2015-서울특별시	12	0.1%
대부업	9	0.1%
대부중개업	8	0.1%
2016-서울특별시	7	0.1%
성북구-00006	7	0.1%
Other values (9720)	9856	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	34002	17.8%
-	19622	10.3%
2	15646	8.2%
1	11850	6.2%
서	10798	5.6%
울	9790	5.1%
대	8414	4.4%
(	8132	4.3%
부	8101	4.2%
)	8086	4.2%
Other values (69)	56799	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82659	43.2%
Other Letter	72581	38.0%
Dash Punctuation	19622	10.3%
Open Punctuation	8132	4.3%
Close Punctuation	8086	4.2%
Space Separator	160	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10798	14.9%
울	9790	13.5%
대	8414	11.6%
부	8101	11.2%
업	7859	10.8%
중	3461	4.8%
개	2813	3.9%
시	2515	3.5%
특	2506	3.5%
별	2506	3.5%
Other values (55)	13818	19.0%

Decimal Number

Value	Count	Frequency (%)
0	34002	41.1%
2	15646	18.9%
1	11850	14.3%
3	3767	4.6%
8	3096	3.7%
4	3078	3.7%
7	2826	3.4%
6	2820	3.4%
5	2807	3.4%
9	2767	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19622	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8132	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8086	100.0%

Space Separator

Value	Count	Frequency (%)
	160	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118659	62.0%
Hangul	72581	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10798	14.9%
울	9790	13.5%
대	8414	11.6%
부	8101	11.2%
업	7859	10.8%
중	3461	4.8%
개	2813	3.9%
시	2515	3.5%
특	2506	3.5%
별	2506	3.5%
Other values (55)	13818	19.0%

Common

Value	Count	Frequency (%)
0	34002	28.7%
-	19622	16.5%
2	15646	13.2%
1	11850	10.0%
(	8132	6.9%
)	8086	6.8%
3	3767	3.2%
8	3096	2.6%
4	3078	2.6%
7	2826	2.4%
Other values (4)	8554	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118659	62.0%
Hangul	72581	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	34002	28.7%
-	19622	16.5%
2	15646	13.2%
1	11850	10.0%
(	8132	6.9%
)	8086	6.8%
3	3767	3.2%
8	3096	2.6%
4	3078	2.6%
7	2826	2.4%
Other values (4)	8554	7.2%

Hangul

Value	Count	Frequency (%)
서	10798	14.9%
울	9790	13.5%
대	8414	11.6%
부	8101	11.2%
업	7859	10.8%
중	3461	4.8%
개	2813	3.9%
시	2515	3.5%
특	2506	3.5%
별	2506	3.5%
Other values (55)	13818	19.0%

상호
Text

Distinct	8669
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	36
Median length	28
Mean length	7.6762
Min length	1

Characters and Unicode

Total characters	76762
Distinct characters	771
Distinct categories	12 ?
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	7593 ?
Unique (%)	75.9%

Sample

1st row	실로암대부
2nd row	피아이에이엔피엘3차대부 유한회사
3rd row	대산대부업
4th row	우정금융
5th row	우리대부파트너즈

Value	Count	Frequency (%)
주식회사	759	6.4%
대부중개	309	2.6%
대부	266	2.2%
유한회사	51	0.4%
대부업	22	0.2%
캐피탈	17	0.1%
주	14	0.1%
대부중개업	12	0.1%
loan	12	0.1%
미래	11	0.1%
Other values (8680)	10369	87.6%

Most occurring characters

Value	Count	Frequency (%)
대	8497	11.1%
부	8085	10.5%
주	2635	3.4%
이	2181	2.8%
개	2077	2.7%
중	2066	2.7%
)	1902	2.5%
(	1895	2.5%
	1848	2.4%
스	1815	2.4%
Other values (761)	43761	57.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	66991	87.3%
Uppercase Letter	2367	3.1%
Close Punctuation	1902	2.5%
Open Punctuation	1895	2.5%
Space Separator	1848	2.4%
Lowercase Letter	1219	1.6%
Decimal Number	262	0.3%
Other Punctuation	233	0.3%
Dash Punctuation	28	< 0.1%
Other Symbol	10	< 0.1%
Other values (2)	7	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8497	12.7%
부	8085	12.1%
주	2635	3.9%
이	2181	3.3%
개	2077	3.1%
중	2066	3.1%
스	1815	2.7%
사	1289	1.9%
피	1130	1.7%
캐	1012	1.5%
Other values (685)	36204	54.0%

Uppercase Letter

Value	Count	Frequency (%)
S	301	12.7%
K	212	9.0%
C	193	8.2%
J	183	7.7%
M	166	7.0%
H	120	5.1%
B	107	4.5%
G	100	4.2%
L	96	4.1%
N	94	4.0%
Other values (15)	795	33.6%

Lowercase Letter

Value	Count	Frequency (%)
e	154	12.6%
n	150	12.3%
o	130	10.7%
a	116	9.5%
i	81	6.6%
t	77	6.3%
l	61	5.0%
s	60	4.9%
c	58	4.8%
m	48	3.9%
Other values (14)	284	23.3%

Decimal Number

Value	Count	Frequency (%)
1	90	34.4%
2	45	17.2%
4	33	12.6%
9	26	9.9%
3	18	6.9%
5	14	5.3%
6	13	5.0%
0	9	3.4%
8	8	3.1%
7	6	2.3%

Other Punctuation

Value	Count	Frequency (%)
.	142	60.9%
&	77	33.0%
?	5	2.1%
,	5	2.1%
＆	1	0.4%
@	1	0.4%
？	1	0.4%
*	1	0.4%

Math Symbol

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

Close Punctuation

Value	Count	Frequency (%)
)	1902	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1895	100.0%

Space Separator

Value	Count	Frequency (%)
	1848	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	28	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	10	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	66983	87.3%
Common	6174	8.0%
Latin	3587	4.7%
Han	18	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8497	12.7%
부	8085	12.1%
주	2635	3.9%
이	2181	3.3%
개	2077	3.1%
중	2066	3.1%
스	1815	2.7%
사	1289	1.9%
피	1130	1.7%
캐	1012	1.5%
Other values (669)	36196	54.0%

Latin

Value	Count	Frequency (%)
S	301	8.4%
K	212	5.9%
C	193	5.4%
J	183	5.1%
M	166	4.6%
e	154	4.3%
n	150	4.2%
o	130	3.6%
H	120	3.3%
a	116	3.2%
Other values (40)	1862	51.9%

Common

Value	Count	Frequency (%)
)	1902	30.8%
(	1895	30.7%
	1848	29.9%
.	142	2.3%
1	90	1.5%
&	77	1.2%
2	45	0.7%
4	33	0.5%
-	28	0.5%
9	26	0.4%
Other values (15)	88	1.4%

Han

Value	Count	Frequency (%)
大	2	11.1%
利	1	5.6%
五	1	5.6%
昇	1	5.6%
多	1	5.6%
道	1	5.6%
花	1	5.6%
星	1	5.6%
元	1	5.6%
去	1	5.6%
Other values (7)	7	38.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	66973	87.2%
ASCII	9758	12.7%
CJK	18	< 0.1%
None	12	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8497	12.7%
부	8085	12.1%
주	2635	3.9%
이	2181	3.3%
개	2077	3.1%
중	2066	3.1%
스	1815	2.7%
사	1289	1.9%
피	1130	1.7%
캐	1012	1.5%
Other values (668)	36186	54.0%

ASCII

Value	Count	Frequency (%)
)	1902	19.5%
(	1895	19.4%
	1848	18.9%
S	301	3.1%
K	212	2.2%
C	193	2.0%
J	183	1.9%
M	166	1.7%
e	154	1.6%
n	150	1.5%
Other values (62)	2754	28.2%

None

Value	Count	Frequency (%)
㈜	10	83.3%
＆	1	8.3%
？	1	8.3%

CJK

Value	Count	Frequency (%)
大	2	11.1%
利	1	5.6%
五	1	5.6%
昇	1	5.6%
多	1	5.6%
道	1	5.6%
花	1	5.6%
星	1	5.6%
元	1	5.6%
去	1	5.6%
Other values (7)	7	38.9%

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	7249
법인	2751

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	개인
4th row	개인
5th row	개인

Common Values

Value	Count	Frequency (%)
개인	7249	72.5%
법인	2751	27.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7249	72.5%
법인	2751	27.5%

사업장 전화번호
Text

MISSING

Distinct	5837
Distinct (%)	88.4%
Missing	3394
Missing (%)	33.9%
Memory size	156.2 KiB

Length

Max length	41
Median length	40
Mean length	10.661974
Min length	1

Characters and Unicode

Total characters	70433
Distinct characters	28
Distinct categories	10 ?
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	5215 ?
Unique (%)	78.9%

Sample

1st row	02-734-6901
2nd row	02-501-5550
3rd row	0222444624
4th row	02-2064-0472
5th row	15991508

Value	Count	Frequency (%)
02	302	4.0%
	64	0.9%
070	37	0.5%
010	11	0.1%
1566	8	0.1%
1599	6	0.1%
02-737-2882	5	0.1%
1688	5	0.1%
1644-7694	5	0.1%
02-568-2513	5	0.1%
Other values (6188)	7040	94.0%

Most occurring characters

Value	Count	Frequency (%)
0	11307	16.1%
2	10559	15.0%
-	7055	10.0%
5	5940	8.4%
7	5416	7.7%
1	5171	7.3%
6	5084	7.2%
3	4896	7.0%
8	4808	6.8%
4	4780	6.8%
Other values (18)	5417	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	62046	88.1%
Dash Punctuation	7055	10.0%
Space Separator	1005	1.4%
Other Punctuation	183	0.3%
Close Punctuation	78	0.1%
Math Symbol	31	< 0.1%
Open Punctuation	26	< 0.1%
Other Letter	6	< 0.1%
Uppercase Letter	2	< 0.1%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11307	18.2%
2	10559	17.0%
5	5940	9.6%
7	5416	8.7%
1	5171	8.3%
6	5084	8.2%
3	4896	7.9%
8	4808	7.7%
4	4780	7.7%
9	4085	6.6%

Other Letter

Value	Count	Frequency (%)
없	1	16.7%
음	1	16.7%
번	1	16.7%
호	1	16.7%
바	1	16.7%
뀜	1	16.7%

Other Punctuation

Value	Count	Frequency (%)
*	106	57.9%
/	54	29.5%
.	23	12.6%

Math Symbol

Value	Count	Frequency (%)
~	30	96.8%
×	1	3.2%

Uppercase Letter

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

Dash Punctuation

Value	Count	Frequency (%)
-	7055	100.0%

Space Separator

Value	Count	Frequency (%)
	1005	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	78	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	26	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70425	> 99.9%
Hangul	6	< 0.1%
Latin	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11307	16.1%
2	10559	15.0%
-	7055	10.0%
5	5940	8.4%
7	5416	7.7%
1	5171	7.3%
6	5084	7.2%
3	4896	7.0%
8	4808	6.8%
4	4780	6.8%
Other values (10)	5409	7.7%

Hangul

Value	Count	Frequency (%)
없	1	16.7%
음	1	16.7%
번	1	16.7%
호	1	16.7%
바	1	16.7%
뀜	1	16.7%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70426	> 99.9%
Hangul	6	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11307	16.1%
2	10559	15.0%
-	7055	10.0%
5	5940	8.4%
7	5416	7.7%
1	5171	7.3%
6	5084	7.2%
3	4896	7.0%
8	4808	6.8%
4	4780	6.8%
Other values (11)	5410	7.7%

None

Value	Count	Frequency (%)
×	1	100.0%

Hangul

Value	Count	Frequency (%)
없	1	16.7%
음	1	16.7%
번	1	16.7%
호	1	16.7%
바	1	16.7%
뀜	1	16.7%

소재지
Text

MISSING

Distinct	8701
Distinct (%)	89.7%
Missing	295
Missing (%)	2.9%
Memory size	156.2 KiB

Length

Max length	58
Median length	48
Mean length	31.473364
Min length	15

Characters and Unicode

Total characters	305449
Distinct characters	613
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	7948 ?
Unique (%)	81.9%

Sample

1st row	서울특별시 관악구 신림동 1424번지 19호
2nd row	서울특별시 종로구 인사동 194번지 4호 하나로빌딩 5층-513
3rd row	서울특별시 강남구 개포동 1234번지 11호 에이스빌라-302
4th row	서울특별시 동대문구 답십리동 10-1 동아아파트 109동 703호
5th row	서울특별시 노원구 상계동 707번지 1호 명성빌딩-407

Value	Count	Frequency (%)
서울특별시	9702	17.0%
강남구	1615	2.8%
서초구	905	1.6%
1호	697	1.2%
역삼동	678	1.2%
송파구	603	1.1%
중구	559	1.0%
서초동	557	1.0%
영등포구	460	0.8%
2호	444	0.8%
Other values (9474)	40992	71.6%

Most occurring characters

Value	Count	Frequency (%)
	67785	22.2%
1	13527	4.4%
서	11957	3.9%
동	11135	3.6%
구	10512	3.4%
시	9955	3.3%
울	9758	3.2%
별	9710	3.2%
특	9704	3.2%
2	8797	2.9%
Other values (603)	142609	46.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166964	54.7%
Space Separator	67785	22.2%
Decimal Number	63484	20.8%
Dash Punctuation	5497	1.8%
Uppercase Letter	1131	0.4%
Other Punctuation	231	0.1%
Lowercase Letter	128	< 0.1%
Close Punctuation	102	< 0.1%
Open Punctuation	99	< 0.1%
Letter Number	21	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	11957	7.2%
동	11135	6.7%
구	10512	6.3%
시	9955	6.0%
울	9758	5.8%
별	9710	5.8%
특	9704	5.8%
호	8625	5.2%
지	8441	5.1%
번	7949	4.8%
Other values (534)	69218	41.5%

Uppercase Letter

Value	Count	Frequency (%)
B	275	24.3%
A	201	17.8%
D	81	7.2%
S	77	6.8%
T	48	4.2%
K	46	4.1%
L	45	4.0%
C	45	4.0%
G	41	3.6%
I	40	3.5%
Other values (16)	232	20.5%

Lowercase Letter

Value	Count	Frequency (%)
e	21	16.4%
n	17	13.3%
i	12	9.4%
r	12	9.4%
w	8	6.2%
o	7	5.5%
k	7	5.5%
a	7	5.5%
s	6	4.7%
c	6	4.7%
Other values (9)	25	19.5%

Decimal Number

Value	Count	Frequency (%)
1	13527	21.3%
2	8797	13.9%
0	7989	12.6%
3	7037	11.1%
4	5849	9.2%
5	5003	7.9%
6	4468	7.0%
7	4050	6.4%
9	3395	5.3%
8	3369	5.3%

Other Punctuation

Value	Count	Frequency (%)
/	83	35.9%
,	78	33.8%
.	66	28.6%
@	2	0.9%
#	1	0.4%
*	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	15	71.4%
Ⅲ	3	14.3%
Ⅰ	3	14.3%

Space Separator

Value	Count	Frequency (%)
	67785	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5497	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	102	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	99	100.0%

Math Symbol

Value	Count	Frequency (%)
~	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166961	54.7%
Common	137205	44.9%
Latin	1280	0.4%
Han	3	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	11957	7.2%
동	11135	6.7%
구	10512	6.3%
시	9955	6.0%
울	9758	5.8%
별	9710	5.8%
특	9704	5.8%
호	8625	5.2%
지	8441	5.1%
번	7949	4.8%
Other values (531)	69215	41.5%

Latin

Value	Count	Frequency (%)
B	275	21.5%
A	201	15.7%
D	81	6.3%
S	77	6.0%
T	48	3.8%
K	46	3.6%
L	45	3.5%
C	45	3.5%
G	41	3.2%
I	40	3.1%
Other values (38)	381	29.8%

Common

Value	Count	Frequency (%)
	67785	49.4%
1	13527	9.9%
2	8797	6.4%
0	7989	5.8%
3	7037	5.1%
4	5849	4.3%
-	5497	4.0%
5	5003	3.6%
6	4468	3.3%
7	4050	3.0%
Other values (11)	7203	5.2%

Han

Value	Count	Frequency (%)
內	1	33.3%
金	1	33.3%
塘	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166961	54.7%
ASCII	138464	45.3%
Number Forms	21	< 0.1%
CJK	2	< 0.1%
CJK Compat Ideographs	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67785	49.0%
1	13527	9.8%
2	8797	6.4%
0	7989	5.8%
3	7037	5.1%
4	5849	4.2%
-	5497	4.0%
5	5003	3.6%
6	4468	3.2%
7	4050	2.9%
Other values (56)	8462	6.1%

Hangul

Value	Count	Frequency (%)
서	11957	7.2%
동	11135	6.7%
구	10512	6.3%
시	9955	6.0%
울	9758	5.8%
별	9710	5.8%
특	9704	5.8%
호	8625	5.2%
지	8441	5.1%
번	7949	4.8%
Other values (531)	69215	41.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	15	71.4%
Ⅲ	3	14.3%
Ⅰ	3	14.3%

CJK

Value	Count	Frequency (%)
內	1	50.0%
塘	1	50.0%

CJK Compat Ideographs

Value	Count	Frequency (%)
金	1	100.0%

소재지(도로명)
Text

MISSING

Distinct	4734
Distinct (%)	91.2%
Missing	4809
Missing (%)	48.1%
Memory size	156.2 KiB

Length

Max length	60
Median length	52
Mean length	37.108264
Min length	19

Characters and Unicode

Total characters	192629
Distinct characters	599
Distinct categories	11 ?
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	4322 ?
Unique (%)	83.3%

Sample

1st row	서울특별시 관악구 신림로 354, 5층 (신림동)
2nd row	서울특별시 강남구 논현로18길 14-15, 302호 (개포동, 에이스빌라)
3rd row	서울특별시 강서구 방화동로3길 49, 2층 (방화동)
4th row	서울특별시 영등포구 양평로 24, 수정빌딩 6층 616호 (당산동6가)
5th row	서울특별시 마포구 양화진길 51, B07호 (합정동, 신우빌딩)

Value	Count	Frequency (%)
서울특별시	5189	14.2%
강남구	944	2.6%
서초구	518	1.4%
2층	428	1.2%
역삼동	383	1.0%
서초동	351	1.0%
3층	335	0.9%
영등포구	331	0.9%
송파구	318	0.9%
4층	299	0.8%
Other values (6549)	27522	75.2%

Most occurring characters

Value	Count	Frequency (%)
	31449	16.3%
1	7392	3.8%
,	7100	3.7%
동	6834	3.5%
서	6763	3.5%
로	5729	3.0%
구	5714	3.0%
시	5395	2.8%
2	5278	2.7%
울	5244	2.7%
Other values (589)	105731	54.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	107286	55.7%
Decimal Number	34303	17.8%
Space Separator	31449	16.3%
Other Punctuation	7112	3.7%
Close Punctuation	5229	2.7%
Open Punctuation	5228	2.7%
Dash Punctuation	1043	0.5%
Uppercase Letter	828	0.4%
Lowercase Letter	118	0.1%
Letter Number	20	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
동	6834	6.4%
서	6763	6.3%
로	5729	5.3%
구	5714	5.3%
시	5395	5.0%
울	5244	4.9%
별	5194	4.8%
특	5191	4.8%
호	4228	3.9%
길	2801	2.6%
Other values (522)	54193	50.5%

Uppercase Letter

Value	Count	Frequency (%)
B	165	19.9%
A	116	14.0%
S	75	9.1%
T	51	6.2%
G	43	5.2%
L	43	5.2%
E	42	5.1%
C	41	5.0%
I	35	4.2%
K	33	4.0%
Other values (15)	184	22.2%

Lowercase Letter

Value	Count	Frequency (%)
n	17	14.4%
e	15	12.7%
r	12	10.2%
i	10	8.5%
w	9	7.6%
o	9	7.6%
s	7	5.9%
c	6	5.1%
t	6	5.1%
b	5	4.2%
Other values (9)	22	18.6%

Decimal Number

Value	Count	Frequency (%)
1	7392	21.5%
2	5278	15.4%
0	4507	13.1%
3	4062	11.8%
4	2917	8.5%
5	2689	7.8%
6	2290	6.7%
7	1910	5.6%
8	1744	5.1%
9	1514	4.4%

Other Punctuation

Value	Count	Frequency (%)
,	7100	99.8%
.	9	0.1%
/	3	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	14	70.0%
Ⅰ	3	15.0%
Ⅲ	3	15.0%

Math Symbol

Value	Count	Frequency (%)
~	9	69.2%
>	2	15.4%
<	2	15.4%

Space Separator

Value	Count	Frequency (%)
	31449	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5229	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5228	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1043	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	107286	55.7%
Common	84377	43.8%
Latin	966	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
동	6834	6.4%
서	6763	6.3%
로	5729	5.3%
구	5714	5.3%
시	5395	5.0%
울	5244	4.9%
별	5194	4.8%
특	5191	4.8%
호	4228	3.9%
길	2801	2.6%
Other values (522)	54193	50.5%

Latin

Value	Count	Frequency (%)
B	165	17.1%
A	116	12.0%
S	75	7.8%
T	51	5.3%
G	43	4.5%
L	43	4.5%
E	42	4.3%
C	41	4.2%
I	35	3.6%
K	33	3.4%
Other values (37)	322	33.3%

Common

Value	Count	Frequency (%)
	31449	37.3%
1	7392	8.8%
,	7100	8.4%
2	5278	6.3%
)	5229	6.2%
(	5228	6.2%
0	4507	5.3%
3	4062	4.8%
4	2917	3.5%
5	2689	3.2%
Other values (10)	8526	10.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	107286	55.7%
ASCII	85323	44.3%
Number Forms	20	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31449	36.9%
1	7392	8.7%
,	7100	8.3%
2	5278	6.2%
)	5229	6.1%
(	5228	6.1%
0	4507	5.3%
3	4062	4.8%
4	2917	3.4%
5	2689	3.2%
Other values (54)	9472	11.1%

Hangul

Value	Count	Frequency (%)
동	6834	6.4%
서	6763	6.3%
로	5729	5.3%
구	5714	5.3%
시	5395	5.0%
울	5244	4.9%
별	5194	4.8%
특	5191	4.8%
호	4228	3.9%
길	2801	2.6%
Other values (522)	54193	50.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	14	70.0%
Ⅰ	3	15.0%
Ⅲ	3	15.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1390
Distinct (%)	31.1%
Missing	5532
Missing (%)	55.3%
Infinite	0
Infinite (%)	0.0%
Mean	135959.62

Minimum	2519
Maximum	429842
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	2519
5-th percentile	100845
Q1	131880.25
median	136060
Q3	143190
95-th percentile	157030
Maximum	429842
Range	427323
Interquartile range (IQR)	11309.75

Descriptive statistics

Standard deviation	16440.564
Coefficient of variation (CV)	0.1209224
Kurtosis	49.810222
Mean	135959.62
Median Absolute Deviation (MAD)	5248
Skewness	0.58217953
Sum	6.0746758 × 10⁸
Variance	2.7029213 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	168	1.7%
137070	140	1.4%
157010	62	0.6%
135010	54	0.5%
158070	54	0.5%
142070	52	0.5%
151015	49	0.5%
152050	45	0.4%
151050	42	0.4%
138160	41	0.4%
Other values (1380)	3761	37.6%
(Missing)	5532	55.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2519	1	< 0.1%
3163	1	< 0.1%
4526	1	< 0.1%
4534	1	< 0.1%
4536	1	< 0.1%
4537	1	< 0.1%
4554	1	< 0.1%
4801	1	< 0.1%
5510	1	< 0.1%
7238	1	< 0.1%

Value	Count	Frequency (%)
429842	1	< 0.1%
410762	1	< 0.1%
158877	1	< 0.1%
158871	2	< 0.1%
158865	1	< 0.1%
158864	3	< 0.1%
158863	1	< 0.1%
158860	3	< 0.1%
158859	3	< 0.1%
158857	2	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3530
Distinct (%)	35.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20135851

Minimum	20051216
Maximum	20240516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20051216
5-th percentile	20070810
Q1	20091120
median	20130220
Q3	20170522
95-th percentile	20230202
Maximum	20240516
Range	189300
Interquartile range (IQR)	79402

Descriptive statistics

Standard deviation	48510.686
Coefficient of variation (CV)	0.00240917
Kurtosis	-0.84497221
Mean	20135851
Median Absolute Deviation (MAD)	39393
Skewness	0.48765458
Sum	2.0135851 × 10¹¹
Variance	2.3532867 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	30	0.3%
20080731	23	0.2%
20081222	22	0.2%
20090611	17	0.2%
20080718	16	0.2%
20080926	15	0.1%
20090520	15	0.1%
20081229	14	0.1%
20080806	14	0.1%
20091008	14	0.1%
Other values (3520)	9820	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20051216	1	< 0.1%
20060124	1	< 0.1%
20060306	1	< 0.1%
20060310	2	< 0.1%
20060320	4	< 0.1%
20060323	1	< 0.1%
20060324	2	< 0.1%
20060329	4	< 0.1%
20060331	1	< 0.1%
20060407	3	< 0.1%

Value	Count	Frequency (%)
20240516	3	< 0.1%
20240514	1	< 0.1%
20240510	1	< 0.1%
20240509	1	< 0.1%
20240507	3	< 0.1%
20240503	2	< 0.1%
20240502	2	< 0.1%
20240429	2	< 0.1%
20240426	1	< 0.1%
20240425	3	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3297
Distinct (%)	41.7%
Missing	2091
Missing (%)	20.9%
Infinite	0
Infinite (%)	0.0%
Mean	20180526

Minimum	20090310
Maximum	20270517
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090310
5-th percentile	20120316
Q1	20141020
median	20171120
Q3	20211010
95-th percentile	20260503
Maximum	20270517
Range	180207
Interquartile range (IQR)	69990

Descriptive statistics

Standard deviation	44197.748
Coefficient of variation (CV)	0.0021901188
Kurtosis	-0.92211854
Mean	20180526
Median Absolute Deviation (MAD)	30409
Skewness	0.35794319
Sum	1.5960778 × 10¹¹
Variance	1.9534409 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20140831	20	0.2%
20110831	16	0.2%
20190720	12	0.1%
20190216	12	0.1%
20180914	11	0.1%
20140711	11	0.1%
20140701	11	0.1%
20150531	10	0.1%
20120520	10	0.1%
20140811	10	0.1%
Other values (3287)	7786	77.9%
(Missing)	2091	20.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090310	1	< 0.1%
20090907	1	< 0.1%
20091220	1	< 0.1%
20100112	1	< 0.1%
20100117	1	< 0.1%
20100308	1	< 0.1%
20100323	1	< 0.1%
20100326	1	< 0.1%
20100405	1	< 0.1%
20100418	2	< 0.1%

Value	Count	Frequency (%)
20270517	1	< 0.1%
20270516	2	< 0.1%
20270514	1	< 0.1%
20270510	1	< 0.1%
20270509	1	< 0.1%
20270507	2	< 0.1%
20270506	1	< 0.1%
20270503	2	< 0.1%
20270502	2	< 0.1%
20270429	2	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3096
Distinct (%)	36.5%
Missing	1523
Missing (%)	15.2%
Infinite	0
Infinite (%)	0.0%
Mean	20141653

Minimum	20071115
Maximum	20240516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20071115
5-th percentile	20090914
Q1	20110402
median	20130731
Q3	20170223
95-th percentile	20220906
Maximum	20240516
Range	169401
Interquartile range (IQR)	59821

Descriptive statistics

Standard deviation	40501.913
Coefficient of variation (CV)	0.0020108535
Kurtosis	-0.51937851
Mean	20141653
Median Absolute Deviation (MAD)	29802
Skewness	0.69385123
Sum	1.7074079 × 10¹¹
Variance	1.6404049 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	226	2.3%
20100927	69	0.7%
20101213	24	0.2%
20110420	24	0.2%
20170124	23	0.2%
20160725	20	0.2%
20110901	19	0.2%
20111108	17	0.2%
20110425	17	0.2%
20110125	15	0.1%
Other values (3086)	8023	80.2%
(Missing)	1523	15.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20071115	1	< 0.1%
20080730	1	< 0.1%
20081217	1	< 0.1%
20090125	1	< 0.1%
20090305	2	< 0.1%
20090306	1	< 0.1%
20090307	1	< 0.1%
20090309	2	< 0.1%
20090311	6	0.1%
20090312	4	< 0.1%

Value	Count	Frequency (%)
20240516	1	< 0.1%
20240513	3	< 0.1%
20240510	2	< 0.1%
20240509	1	< 0.1%
20240507	1	< 0.1%
20240503	3	< 0.1%
20240502	2	< 0.1%
20240501	1	< 0.1%
20240430	2	< 0.1%
20240426	1	< 0.1%

지점설립일자
Text

MISSING

Distinct	3553
Distinct (%)	40.6%
Missing	1253
Missing (%)	12.5%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	69976
Distinct characters	17
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	1370 ?
Unique (%)	15.7%

Sample

1st row	20171215
2nd row	20110602
3rd row	20140428
4th row	20090518
5th row	20130903

Value	Count	Frequency (%)
20090611	20	0.2%
20090520	20	0.2%
20090514	18	0.2%
20090528	17	0.2%
20090821	17	0.2%
20090820	17	0.2%
20090512	15	0.2%
20090605	14	0.2%
20090511	14	0.2%
20091008	13	0.1%
Other values (3543)	8582	98.1%

Most occurring characters

Value	Count	Frequency (%)
0	22621	32.3%
2	15820	22.6%
1	14174	20.3%
3	2872	4.1%
9	2593	3.7%
7	2499	3.6%
6	2498	3.6%
5	2411	3.4%
8	2264	3.2%
4	2206	3.2%
Other values (7)	18	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69958	> 99.9%
Space Separator	9	< 0.1%
Lowercase Letter	6	< 0.1%
Uppercase Letter	3	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22621	32.3%
2	15820	22.6%
1	14174	20.3%
3	2872	4.1%
9	2593	3.7%
7	2499	3.6%
6	2498	3.6%
5	2411	3.4%
8	2264	3.2%
4	2206	3.2%

Lowercase Letter

Value	Count	Frequency (%)
a	2	33.3%
r	2	33.3%
y	1	16.7%
p	1	16.7%

Uppercase Letter

Value	Count	Frequency (%)
M	2	66.7%
A	1	33.3%

Space Separator

Value	Count	Frequency (%)
	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69967	> 99.9%
Latin	9	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22621	32.3%
2	15820	22.6%
1	14174	20.3%
3	2872	4.1%
9	2593	3.7%
7	2499	3.6%
6	2498	3.6%
5	2411	3.4%
8	2264	3.2%
4	2206	3.2%

Latin

Value	Count	Frequency (%)
M	2	22.2%
a	2	22.2%
r	2	22.2%
y	1	11.1%
A	1	11.1%
p	1	11.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69976	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22621	32.3%
2	15820	22.6%
1	14174	20.3%
3	2872	4.1%
9	2593	3.7%
7	2499	3.6%
6	2498	3.6%
5	2411	3.4%
8	2264	3.2%
4	2206	3.2%
Other values (7)	18	< 0.1%

본점여부
Categorical

IMBALANCE

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

본점	9930
지점	70

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	9930	99.3%
지점	70	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9930	99.3%
지점	70	0.7%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3173
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152177

Minimum	20090518
Maximum	20240517
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090518
5-th percentile	20091117
Q1	20110930
median	20140806
Q3	20190110
95-th percentile	20231013
Maximum	20240517
Range	149999
Interquartile range (IQR)	79180.5

Descriptive statistics

Standard deviation	45484.751
Coefficient of variation (CV)	0.0022570638
Kurtosis	-1.003767
Mean	20152177
Median Absolute Deviation (MAD)	30401
Skewness	0.47388623
Sum	2.0152177 × 10¹¹
Variance	2.0688625 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	87	0.9%
20091116	50	0.5%
20091118	46	0.5%
20100330	46	0.5%
20100927	45	0.4%
20090609	45	0.4%
20110425	36	0.4%
20090622	33	0.3%
20130621	32	0.3%
20100517	29	0.3%
Other values (3163)	9551	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	1	< 0.1%
20090521	4	< 0.1%
20090601	5	0.1%
20090602	1	< 0.1%
20090603	13	0.1%
20090604	18	0.2%
20090605	2	< 0.1%
20090608	4	< 0.1%
20090609	45	0.4%
20090610	20	0.2%

Value	Count	Frequency (%)
20240517	4	< 0.1%
20240516	2	< 0.1%
20240514	3	< 0.1%
20240513	5	0.1%
20240510	4	< 0.1%
20240509	4	< 0.1%
20240508	4	< 0.1%
20240507	3	< 0.1%
20240503	8	0.1%
20240502	6	0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.124	0.000	0.000	0.224	0.144	0.202	0.000	0.168
영업구분	0.124	1.000	0.291	0.093	0.611	0.624	0.203	0.029	0.540
법인여부	0.000	0.291	1.000	0.054	0.327	0.275	0.247	0.202	0.336
우편번호	0.000	0.093	0.054	1.000	0.324	0.324	0.240	0.000	0.244
등록일자	0.224	0.611	0.327	0.324	1.000	0.989	0.935	0.073	0.937
유효기간만료일자	0.144	0.624	0.275	0.324	0.989	1.000	0.854	0.068	0.925
폐쇄일자	0.202	0.203	0.247	0.240	0.935	0.854	1.000	0.071	0.986
본점여부	0.000	0.029	0.202	0.000	0.073	0.068	0.071	1.000	0.106
최근수정일자	0.168	0.540	0.336	0.244	0.937	0.925	0.986	0.106	1.000

Heatmap
Table

	등록신청사업	영업구분	본점여부	법인여부
등록신청사업	1.000	0.089	0.000	0.000
영업구분	0.089	1.000	0.021	0.209
본점여부	0.000	0.021	1.000	0.129
법인여부	0.000	0.209	0.129	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.011	-0.002	0.027	0.010	0.000	0.072	0.031	0.000
등록일자	0.011	1.000	0.996	0.961	0.965	0.172	0.379	0.251	0.056
유효기간만료일자	-0.002	0.996	1.000	0.964	0.966	0.110	0.390	0.211	0.052
폐쇄일자	0.027	0.961	0.964	1.000	0.991	0.155	0.118	0.189	0.054
최근수정일자	0.010	0.965	0.966	0.991	1.000	0.129	0.303	0.258	0.081
등록신청사업	0.000	0.172	0.110	0.155	0.129	1.000	0.089	0.000	0.000
영업구분	0.072	0.379	0.390	0.118	0.303	0.089	1.000	0.209	0.021
법인여부	0.031	0.251	0.211	0.189	0.258	0.000	0.209	1.000	0.129
본점여부	0.000	0.056	0.052	0.054	0.081	0.000	0.021	0.129	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
6744	대부업	폐업	2017-서울관악-0037(대부업)	실로암대부	개인	<NA>	서울특별시 관악구 신림동 1424번지 19호	서울특별시 관악구 신림로 354, 5층 (신림동)	<NA>	20171215	20201215	20200423	20171215	본점	20200423
20223	대부업	타시군구이관	2011-서울종로-00044(대부업)	피아이에이엔피엘3차대부 유한회사	법인	02-734-6901	서울특별시 종로구 인사동 194번지 4호 하나로빌딩 5층-513	<NA>	110794	20110602	20140602	20121206	20110602	본점	20121206
13716	대부업	직권취소	2014-서울강남-0068	대산대부업	개인	02-501-5550	서울특별시 강남구 개포동 1234번지 11호 에이스빌라-302	서울특별시 강남구 논현로18길 14-15, 302호 (개포동, 에이스빌라)	135964	20140428	20170428	20151113	20140428	본점	20151118
28326	대부중개업	<NA>	2009-서울특별시-00766(대부중개업)	우정금융	개인	0222444624	서울특별시 동대문구 답십리동 10-1 동아아파트 109동 703호	<NA>	<NA>	20090309	<NA>	20100504	20090518	본점	20100506
16433	대부업	폐업	2013-서울노원-00045	우리대부파트너즈	개인	<NA>	서울특별시 노원구 상계동 707번지 1호 명성빌딩-407	<NA>	139942	20130903	20160903	20140409	20130903	본점	20140410
8579	대부업	폐업	2017-서울강서-00041(대부업)	가연대부	개인	02-2064-0472	서울특별시 강서구 방화동 616번지 27호	서울특별시 강서구 방화동로3길 49, 2층 (방화동)	<NA>	20171221	20201221	20180829	20171221	본점	20180829
22750	대부중개업	직권취소	2010-서울종로구-00024(대부중개업)	캘리포니아론대부	개인	15991508	서울특별시 종로구 예지동 269번지 27호 2층 202호	<NA>	110833	20100507	20130507	20120104	20100507	본점	20120104
2032	대부중개업	직권취소	2021-서울영등포-2146(대부중개업)	유니솔루션 대부	개인	<NA>	서울특별시 영등포구 당산동6가 217번지 4호 수정빌딩	서울특별시 영등포구 양평로 24, 수정빌딩 6층 616호 (당산동6가)	<NA>	20210825	20240825	20230814	20210825	본점	20230814
23447	대부중개업	<NA>	2008-서울특별시-03639(대부중개업)	A one 캐피탈	개인	024551918	서울특별시 강동구 성내동 203-1	<NA>	<NA>	20081022	20111022	20111013	<NA>	본점	20111013
28906	대부중개업	<NA>	2007-서울특별시-01658(대부중개	케이제이아이파이낸스인터내셔널 유한회사	법인	0222635005	서울특별시 중구 을지로6가 18번지 130호 기승빌딩 7층(동대문지점)	<NA>	100851	20070226	<NA>	20100227	20070226	본점	20100302

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
26926	대부업	<NA>	2009-서울특별시-00205(대부업)	필(feel)	개인	<NA>	서울특별시 강남구 역삼동 706-20 한화진넥스빌 2005호	<NA>	<NA>	20090122	<NA>	20100927	<NA>	본점	20100927
22847	대부업	타시군구이관	2011-서울특별시 성북구-00023	은성대부사	개인	<NA>	서울특별시 성북구 정릉동 903번지 13호 보광빌라 3층 1호	<NA>	136103	20110715	20140715	20111021	20110715	본점	20111223
29786	대부업	<NA>	2007-서울특별시-01317(대부업)	월드	개인	0222422506	서울특별시 동대문구 장안동 458-1 동진빌딩 405호	<NA>	<NA>	20071019	<NA>	20091116	20071015	본점	20091118
1813	대부업	폐업	2022-서울구로-00015(대부업)	동부대부	개인	02-6015-9840	서울특별시 구로구 구로동 612번지 11호 -304-1	서울특별시 구로구 구로중앙로 211, 304-1호 (구로동)	<NA>	20220622	20250623	20230915	20220622	본점	20230915
17750	대부업	폐업	2012-서울중구-0511(대부업)	원플러스대부	개인	02-776-3817	서울특별시 중구 태평로2가 69번지 15호 덕제빌딩-303	<NA>	100864	20120508	20150508	20130902	20120508	본점	20130903
29581	<NA>	<NA>	2008-서울특별시-02816	상록유통	개인	<NA>	서울특별시 성북구 동소문동4가 75-2. 922호	<NA>	136034	20080910	<NA>	20090414	<NA>	본점	20091120
5944	대부중개업	유효기간만료	2018-서울강남-0027(대부중개업)	(주)화랑금융대부	법인	<NA>	서울특별시 강남구 역삼동 707번지 38호 테헤란로오피스빌딩-1510	서울특별시 강남구 테헤란로52길 6, 테헤란로오피스빌딩 1510호 (역삼동)	<NA>	20180208	20210208	<NA>	20180208	본점	20210210
21505	대부중개업	폐업	2010-서울용산-00010(대부중개)	리치앤웰스대부중개	개인	02-705-0930/011-1717-9598	서울특별시 용산구 한강로3가 16번지 49호 삼구빌딩-1719	<NA>	140013	20100324	20130324	20120608	20100324	본점	20120608
26779	대부업	<NA>	2009-서울특별시-02491(대부업)	스피드대부	개인	02 438 9174	서울특별시 중랑구 면목동 190번지 54호 가산아트쉐르빌 402호	<NA>	<NA>	20091029	<NA>	20100909	20091029	본점	20100929
31116	<NA>	<NA>	2006-서울특별시-00029	스카이월드	개인	3625515	서울특별시 마포구 아현동 437-3 고려아카데미텔 738호	<NA>	121010	20060329	<NA>	20090330	20060321	본점	20090610

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

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

Math Symbol

Uppercase Letter

Dash Punctuation

Space Separator

Close Punctuation

Open Punctuation

Modifier Symbol

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

Most occurring blocks

Most frequent character per block

ASCII

None

Hangul

Most occurring characters