gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19271
Missing cells (%)	12.8%
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	중구
URL	https://data.seoul.go.kr/dataList/OA-10250/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 (93.6%)	Imbalance
`등록증번호` has 182 (1.8%) missing values	Missing
`사업장 전화번호` has 3397 (34.0%) missing values	Missing
`소재지` has 302 (3.0%) missing values	Missing
`소재지(도로명)` has 4856 (48.6%) missing values	Missing
`우편번호` has 5584 (55.8%) missing values	Missing
`유효기간만료일자` has 2106 (21.1%) missing values	Missing
`폐쇄일자` has 1585 (15.8%) missing values	Missing
`지점설립일자` has 1259 (12.6%) missing values	Missing

Reproduction

Analysis started	2024-05-18 06:02:42.743705
Analysis finished	2024-05-18 06:03:00.232416
Duration	17.49 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	6179
대부중개업	3348
<NA>	473

Length

Max length	5
Median length	3
Mean length	3.7169
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6179	61.8%
대부중개업	3348	33.5%
<NA>	473	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6179	61.8%
대부중개업	3348	33.5%
na	473	4.7%

영업구분
Categorical

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

폐업	3666
<NA>	2956
타시군구이관	1207
영업중	840
유효기간만료	802
Other values (2)	529

Length

Max length	6
Median length	4
Mean length	3.5848
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3666	36.7%
<NA>	2956	29.6%
타시군구이관	1207	12.1%
영업중	840	8.4%
유효기간만료	802	8.0%
직권취소	528	5.3%
갱신등록불가	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3666	36.7%
na	2956	29.6%
타시군구이관	1207	12.1%
영업중	840	8.4%
유효기간만료	802	8.0%
직권취소	528	5.3%
갱신등록불가	1	< 0.1%

등록증번호
Text

MISSING

Distinct	9769
Distinct (%)	99.5%
Missing	182
Missing (%)	1.8%
Memory size	156.2 KiB

Length

Max length	29
Median length	27
Mean length	19.521186
Min length	1

Characters and Unicode

Total characters	191659
Distinct characters	87
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	9720 ?
Unique (%)	99.0%

Sample

1st row	2007-서울특별시-01020(대부업)
2nd row	2008-서울특별시-00385(대부업)
3rd row	2021-서울영등포-2122(대부중개업)
4th row	2017-서울구로-030(대부중개업)
5th row	2013-서울서초-0037(대부업)

Value	Count	Frequency (%)
2013-서울특별시	18	0.2%
2012-서울특별시	16	0.2%
2010-서울	16	0.2%
2011-서울특별시	12	0.1%
2015-서울특별시	9	0.1%
대부업	9	0.1%
2014-서울특별시	7	0.1%
2016-서울특별시	7	0.1%
2018-서울특별시	6	0.1%
성북구-00006	6	0.1%
Other values (9741)	9859	98.9%

Most occurring characters

Value	Count	Frequency (%)
0	33890	17.7%
-	19620	10.2%
2	15810	8.2%
1	11768	6.1%
서	10863	5.7%
울	9783	5.1%
대	8486	4.4%
(	8204	4.3%
부	8167	4.3%
)	8132	4.2%
Other values (77)	56936	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82628	43.1%
Other Letter	72927	38.1%
Dash Punctuation	19620	10.2%
Open Punctuation	8204	4.3%
Close Punctuation	8132	4.2%
Space Separator	148	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10863	14.9%
울	9783	13.4%
대	8486	11.6%
부	8167	11.2%
업	7922	10.9%
중	3473	4.8%
개	2895	4.0%
시	2552	3.5%
특	2547	3.5%
별	2547	3.5%
Other values (63)	13692	18.8%

Decimal Number

Value	Count	Frequency (%)
0	33890	41.0%
2	15810	19.1%
1	11768	14.2%
3	3730	4.5%
8	3168	3.8%
4	3039	3.7%
6	2885	3.5%
7	2830	3.4%
9	2806	3.4%
5	2702	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19620	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8204	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8132	100.0%

Space Separator

Value	Count	Frequency (%)
	148	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118732	61.9%
Hangul	72927	38.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10863	14.9%
울	9783	13.4%
대	8486	11.6%
부	8167	11.2%
업	7922	10.9%
중	3473	4.8%
개	2895	4.0%
시	2552	3.5%
특	2547	3.5%
별	2547	3.5%
Other values (63)	13692	18.8%

Common

Value	Count	Frequency (%)
0	33890	28.5%
-	19620	16.5%
2	15810	13.3%
1	11768	9.9%
(	8204	6.9%
)	8132	6.8%
3	3730	3.1%
8	3168	2.7%
4	3039	2.6%
6	2885	2.4%
Other values (4)	8486	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118732	61.9%
Hangul	72927	38.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33890	28.5%
-	19620	16.5%
2	15810	13.3%
1	11768	9.9%
(	8204	6.9%
)	8132	6.8%
3	3730	3.1%
8	3168	2.7%
4	3039	2.6%
6	2885	2.4%
Other values (4)	8486	7.1%

Hangul

Value	Count	Frequency (%)
서	10863	14.9%
울	9783	13.4%
대	8486	11.6%
부	8167	11.2%
업	7922	10.9%
중	3473	4.8%
개	2895	4.0%
시	2552	3.5%
특	2547	3.5%
별	2547	3.5%
Other values (63)	13692	18.8%

상호
Text

Distinct	8587
Distinct (%)	85.9%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	40
Median length	28
Mean length	7.6868
Min length	1

Characters and Unicode

Total characters	76868
Distinct characters	755
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	7463 ?
Unique (%)	74.6%

Sample

1st row	이정두
2nd row	성진실업
3rd row	주식회사 아임머니대부
4th row	씨제이엠대부중개
5th row	이티원강남대부

Value	Count	Frequency (%)
주식회사	813	6.8%
대부중개	310	2.6%
대부	278	2.3%
유한회사	54	0.5%
캐피탈	20	0.2%
대부업	17	0.1%
주	14	0.1%
대부중개업	13	0.1%
미래	10	0.1%
미래대부	9	0.1%
Other values (8633)	10342	87.1%

Most occurring characters

Value	Count	Frequency (%)
대	8444	11.0%
부	8089	10.5%
주	2680	3.5%
이	2231	2.9%
개	2071	2.7%
중	2059	2.7%
스	1940	2.5%
	1881	2.4%
)	1869	2.4%
(	1857	2.4%
Other values (745)	43747	56.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67505	87.8%
Uppercase Letter	2282	3.0%
Space Separator	1881	2.4%
Close Punctuation	1869	2.4%
Open Punctuation	1857	2.4%
Lowercase Letter	961	1.3%
Other Punctuation	244	0.3%
Decimal Number	241	0.3%
Dash Punctuation	21	< 0.1%
Other Symbol	6	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8444	12.5%
부	8089	12.0%
주	2680	4.0%
이	2231	3.3%
개	2071	3.1%
중	2059	3.1%
스	1940	2.9%
사	1342	2.0%
피	1118	1.7%
캐	1037	1.5%
Other values (670)	36494	54.1%

Uppercase Letter

Value	Count	Frequency (%)
S	286	12.5%
K	214	9.4%
C	190	8.3%
J	174	7.6%
M	166	7.3%
H	120	5.3%
B	113	5.0%
L	93	4.1%
A	88	3.9%
N	82	3.6%
Other values (16)	756	33.1%

Lowercase Letter

Value	Count	Frequency (%)
e	117	12.2%
n	111	11.6%
o	93	9.7%
a	92	9.6%
i	61	6.3%
s	51	5.3%
t	51	5.3%
c	47	4.9%
l	44	4.6%
r	43	4.5%
Other values (15)	251	26.1%

Decimal Number

Value	Count	Frequency (%)
1	79	32.8%
2	40	16.6%
4	29	12.0%
9	22	9.1%
5	17	7.1%
3	15	6.2%
0	13	5.4%
6	11	4.6%
8	8	3.3%
7	7	2.9%

Other Punctuation

Value	Count	Frequency (%)
.	135	55.3%
&	92	37.7%
?	7	2.9%
,	6	2.5%
*	1	0.4%
@	1	0.4%
'	1	0.4%
＆	1	0.4%

Space Separator

Value	Count	Frequency (%)
	1881	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1869	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1857	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	21	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	6	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67503	87.8%
Common	6114	8.0%
Latin	3243	4.2%
Han	8	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8444	12.5%
부	8089	12.0%
주	2680	4.0%
이	2231	3.3%
개	2071	3.1%
중	2059	3.1%
스	1940	2.9%
사	1342	2.0%
피	1118	1.7%
캐	1037	1.5%
Other values (665)	36492	54.1%

Latin

Value	Count	Frequency (%)
S	286	8.8%
K	214	6.6%
C	190	5.9%
J	174	5.4%
M	166	5.1%
H	120	3.7%
e	117	3.6%
B	113	3.5%
n	111	3.4%
o	93	2.9%
Other values (41)	1659	51.2%

Common

Value	Count	Frequency (%)
	1881	30.8%
)	1869	30.6%
(	1857	30.4%
.	135	2.2%
&	92	1.5%
1	79	1.3%
2	40	0.7%
4	29	0.5%
9	22	0.4%
-	21	0.3%
Other values (13)	89	1.5%

Han

Value	Count	Frequency (%)
正	2	25.0%
信	2	25.0%
靑	1	12.5%
松	1	12.5%
萬	1	12.5%
百	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67497	87.8%
ASCII	9356	12.2%
CJK	8	< 0.1%
None	7	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8444	12.5%
부	8089	12.0%
주	2680	4.0%
이	2231	3.3%
개	2071	3.1%
중	2059	3.1%
스	1940	2.9%
사	1342	2.0%
피	1118	1.7%
캐	1037	1.5%
Other values (664)	36486	54.1%

ASCII

Value	Count	Frequency (%)
	1881	20.1%
)	1869	20.0%
(	1857	19.8%
S	286	3.1%
K	214	2.3%
C	190	2.0%
J	174	1.9%
M	166	1.8%
.	135	1.4%
H	120	1.3%
Other values (63)	2464	26.3%

None

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

CJK

Value	Count	Frequency (%)
正	2	25.0%
信	2	25.0%
靑	1	12.5%
松	1	12.5%
萬	1	12.5%
百	1	12.5%

법인여부
Categorical

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

개인	7222
법인	2778

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
개인	7222	72.2%
법인	2778	27.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7222	72.2%
법인	2778	27.8%

사업장 전화번호
Text

MISSING

Distinct	5805
Distinct (%)	87.9%
Missing	3397
Missing (%)	34.0%
Memory size	156.2 KiB

Length

Max length	43
Median length	41
Mean length	10.594427
Min length	1

Characters and Unicode

Total characters	69955
Distinct characters	22
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	5159 ?
Unique (%)	78.1%

Sample

1st row	025438199
2nd row	023320464
3rd row	0262151725
4th row	1544-3087
5th row	02-6408-5414

Value	Count	Frequency (%)
02	289	3.9%
	79	1.1%
070	36	0.5%
010	14	0.2%
1688	7	0.1%
0	6	0.1%
1599	6	0.1%
024693344	5	0.1%
02-525-3469	4	0.1%
496	4	0.1%
Other values (6118)	6982	93.9%

Most occurring characters

Value	Count	Frequency (%)
0	11285	16.1%
2	10252	14.7%
-	7030	10.0%
5	5868	8.4%
7	5436	7.8%
6	5135	7.3%
1	5117	7.3%
3	4882	7.0%
4	4841	6.9%
8	4794	6.9%
Other values (12)	5315	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61660	88.1%
Dash Punctuation	7030	10.0%
Space Separator	941	1.3%
Other Punctuation	192	0.3%
Close Punctuation	73	0.1%
Math Symbol	25	< 0.1%
Open Punctuation	24	< 0.1%
Uppercase Letter	6	< 0.1%
Other Letter	4	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11285	18.3%
2	10252	16.6%
5	5868	9.5%
7	5436	8.8%
6	5135	8.3%
1	5117	8.3%
3	4882	7.9%
4	4841	7.9%
8	4794	7.8%
9	4050	6.6%

Other Punctuation

Value	Count	Frequency (%)
*	118	61.5%
/	46	24.0%
.	28	14.6%

Uppercase Letter

Value	Count	Frequency (%)
K	3	50.0%
T	3	50.0%

Other Letter

Value	Count	Frequency (%)
음	2	50.0%
없	2	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7030	100.0%

Space Separator

Value	Count	Frequency (%)
	941	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	73	100.0%

Math Symbol

Value	Count	Frequency (%)
~	25	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	24	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69945	> 99.9%
Latin	6	< 0.1%
Hangul	4	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11285	16.1%
2	10252	14.7%
-	7030	10.1%
5	5868	8.4%
7	5436	7.8%
6	5135	7.3%
1	5117	7.3%
3	4882	7.0%
4	4841	6.9%
8	4794	6.9%
Other values (8)	5305	7.6%

Latin

Value	Count	Frequency (%)
K	3	50.0%
T	3	50.0%

Hangul

Value	Count	Frequency (%)
음	2	50.0%
없	2	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69951	> 99.9%
Hangul	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11285	16.1%
2	10252	14.7%
-	7030	10.0%
5	5868	8.4%
7	5436	7.8%
6	5135	7.3%
1	5117	7.3%
3	4882	7.0%
4	4841	6.9%
8	4794	6.9%
Other values (10)	5311	7.6%

Hangul

Value	Count	Frequency (%)
음	2	50.0%
없	2	50.0%

소재지
Text

MISSING

Distinct	8612
Distinct (%)	88.8%
Missing	302
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	65
Median length	49
Mean length	31.474634
Min length	15

Characters and Unicode

Total characters	305241
Distinct characters	625
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	7840 ?
Unique (%)	80.8%

Sample

1st row	서울특별시 서초구 잠원동 51번지 잠원훼미리A 1동 1205호
2nd row	서울특별시 마포구 합정동 373-4 성지빌딩 611호
3rd row	서울특별시 영등포구 여의도동 36번지 2호 맨하탄빌딩 919(A867)호
4th row	서울특별시 구로구 구로동 197번지 10호 -1002
5th row	서울특별시 서초구 서초동 1307번지 7호 센터프라자-409

Value	Count	Frequency (%)
서울특별시	9697	17.0%
강남구	1598	2.8%
서초구	967	1.7%
1호	744	1.3%
역삼동	708	1.2%
송파구	625	1.1%
서초동	595	1.0%
중구	520	0.9%
2호	477	0.8%
영등포구	469	0.8%
Other values (9472)	40787	71.3%

Most occurring characters

Value	Count	Frequency (%)
	67777	22.2%
1	13468	4.4%
서	12096	4.0%
동	11129	3.6%
구	10490	3.4%
시	9941	3.3%
울	9744	3.2%
별	9714	3.2%
특	9698	3.2%
2	8738	2.9%
Other values (615)	142446	46.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166966	54.7%
Space Separator	67777	22.2%
Decimal Number	63285	20.7%
Dash Punctuation	5402	1.8%
Uppercase Letter	1174	0.4%
Other Punctuation	272	0.1%
Lowercase Letter	120	< 0.1%
Close Punctuation	112	< 0.1%
Open Punctuation	109	< 0.1%
Letter Number	18	< 0.1%
Other values (2)	6	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12096	7.2%
동	11129	6.7%
구	10490	6.3%
시	9941	6.0%
울	9744	5.8%
별	9714	5.8%
특	9698	5.8%
호	8624	5.2%
지	8390	5.0%
번	7943	4.8%
Other values (539)	69197	41.4%

Uppercase Letter

Value	Count	Frequency (%)
B	261	22.2%
A	236	20.1%
S	96	8.2%
D	76	6.5%
T	61	5.2%
K	58	4.9%
C	44	3.7%
I	37	3.2%
L	34	2.9%
E	34	2.9%
Other values (16)	237	20.2%

Lowercase Letter

Value	Count	Frequency (%)
e	18	15.0%
i	17	14.2%
n	10	8.3%
r	9	7.5%
w	8	6.7%
t	8	6.7%
o	7	5.8%
s	6	5.0%
y	6	5.0%
l	5	4.2%
Other values (11)	26	21.7%

Decimal Number

Value	Count	Frequency (%)
1	13468	21.3%
2	8738	13.8%
0	8024	12.7%
3	6931	11.0%
4	5706	9.0%
5	4988	7.9%
6	4604	7.3%
7	4012	6.3%
8	3409	5.4%
9	3405	5.4%

Other Punctuation

Value	Count	Frequency (%)
,	93	34.2%
/	92	33.8%
.	77	28.3%
@	3	1.1%
？	3	1.1%
&	2	0.7%
*	1	0.4%
;	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	14	77.8%
Ⅲ	2	11.1%
Ⅰ	2	11.1%

Close Punctuation

Value	Count	Frequency (%)
)	111	99.1%
]	1	0.9%

Open Punctuation

Value	Count	Frequency (%)
(	108	99.1%
[	1	0.9%

Space Separator

Value	Count	Frequency (%)
	67777	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5402	100.0%

Math Symbol

Value	Count	Frequency (%)
~	5	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166967	54.7%
Common	136962	44.9%
Latin	1312	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12096	7.2%
동	11129	6.7%
구	10490	6.3%
시	9941	6.0%
울	9744	5.8%
별	9714	5.8%
특	9698	5.8%
호	8624	5.2%
지	8390	5.0%
번	7943	4.8%
Other values (540)	69198	41.4%

Latin

Value	Count	Frequency (%)
B	261	19.9%
A	236	18.0%
S	96	7.3%
D	76	5.8%
T	61	4.6%
K	58	4.4%
C	44	3.4%
I	37	2.8%
L	34	2.6%
E	34	2.6%
Other values (40)	375	28.6%

Common

Value	Count	Frequency (%)
	67777	49.5%
1	13468	9.8%
2	8738	6.4%
0	8024	5.9%
3	6931	5.1%
4	5706	4.2%
-	5402	3.9%
5	4988	3.6%
6	4604	3.4%
7	4012	2.9%
Other values (15)	7312	5.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166966	54.7%
ASCII	138253	45.3%
Number Forms	18	< 0.1%
None	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67777	49.0%
1	13468	9.7%
2	8738	6.3%
0	8024	5.8%
3	6931	5.0%
4	5706	4.1%
-	5402	3.9%
5	4988	3.6%
6	4604	3.3%
7	4012	2.9%
Other values (61)	8603	6.2%

Hangul

Value	Count	Frequency (%)
서	12096	7.2%
동	11129	6.7%
구	10490	6.3%
시	9941	6.0%
울	9744	5.8%
별	9714	5.8%
특	9698	5.8%
호	8624	5.2%
지	8390	5.0%
번	7943	4.8%
Other values (539)	69197	41.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	14	77.8%
Ⅲ	2	11.1%
Ⅰ	2	11.1%

None

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

소재지(도로명)
Text

MISSING

Distinct	4639
Distinct (%)	90.2%
Missing	4856
Missing (%)	48.6%
Memory size	156.2 KiB

Length

Max length	67
Median length	55
Mean length	37.153383
Min length	21

Characters and Unicode

Total characters	191117
Distinct characters	608
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	4189 ?
Unique (%)	81.4%

Sample

1st row	서울특별시 영등포구 국제금융로6길 33, 맨하탄빌딩 9층 919(A867)호 (여의도동)
2nd row	서울특별시 구로구 디지털로33길 55, 1002호 (구로동, 이앤씨벤처드림타워2차)
3rd row	서울특별시 성동구 자동차시장1길 51, 502호 (용답동, 나성빌딩)
4th row	서울특별시 강남구 개포로82길 13-17, 501호 (개포동, 대화빌딩)
5th row	서울특별시 송파구 충민로 66, 엘-8145호 (문정동, 가든파이브라이프)

Value	Count	Frequency (%)
서울특별시	5144	14.1%
강남구	947	2.6%
서초구	565	1.6%
2층	466	1.3%
역삼동	409	1.1%
3층	374	1.0%
서초동	370	1.0%
송파구	334	0.9%
영등포구	322	0.9%
4층	300	0.8%
Other values (6490)	27185	74.7%

Most occurring characters

Value	Count	Frequency (%)
	31296	16.4%
1	7280	3.8%
,	7111	3.7%
서	6780	3.5%
동	6700	3.5%
로	5693	3.0%
구	5658	3.0%
시	5334	2.8%
2	5306	2.8%
)	5189	2.7%
Other values (598)	104770	54.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	106476	55.7%
Decimal Number	33828	17.7%
Space Separator	31296	16.4%
Other Punctuation	7132	3.7%
Close Punctuation	5190	2.7%
Open Punctuation	5190	2.7%
Dash Punctuation	1015	0.5%
Uppercase Letter	846	0.4%
Lowercase Letter	113	0.1%
Letter Number	20	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6780	6.4%
동	6700	6.3%
로	5693	5.3%
구	5658	5.3%
시	5334	5.0%
울	5186	4.9%
별	5154	4.8%
특	5145	4.8%
호	4153	3.9%
길	2706	2.5%
Other values (524)	53967	50.7%

Uppercase Letter

Value	Count	Frequency (%)
B	164	19.4%
A	125	14.8%
S	79	9.3%
C	50	5.9%
T	47	5.6%
E	42	5.0%
K	39	4.6%
G	38	4.5%
L	33	3.9%
I	32	3.8%
Other values (15)	197	23.3%

Lowercase Letter

Value	Count	Frequency (%)
e	15	13.3%
i	13	11.5%
w	10	8.8%
n	10	8.8%
r	10	8.8%
o	9	8.0%
t	8	7.1%
s	5	4.4%
c	5	4.4%
b	5	4.4%
Other values (11)	23	20.4%

Decimal Number

Value	Count	Frequency (%)
1	7280	21.5%
2	5306	15.7%
0	4393	13.0%
3	4027	11.9%
4	2882	8.5%
5	2644	7.8%
6	2187	6.5%
7	1857	5.5%
8	1724	5.1%
9	1528	4.5%

Other Punctuation

Value	Count	Frequency (%)
,	7111	99.7%
.	10	0.1%
@	4	0.1%
/	3	< 0.1%
&	2	< 0.1%
？	2	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	14	70.0%
Ⅰ	4	20.0%
Ⅲ	2	10.0%

Math Symbol

Value	Count	Frequency (%)
~	9	81.8%
>	1	9.1%
<	1	9.1%

Close Punctuation

Value	Count	Frequency (%)
)	5189	> 99.9%
]	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	5189	> 99.9%
[	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	31296	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1015	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	106476	55.7%
Common	83662	43.8%
Latin	979	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6780	6.4%
동	6700	6.3%
로	5693	5.3%
구	5658	5.3%
시	5334	5.0%
울	5186	4.9%
별	5154	4.8%
특	5145	4.8%
호	4153	3.9%
길	2706	2.5%
Other values (524)	53967	50.7%

Latin

Value	Count	Frequency (%)
B	164	16.8%
A	125	12.8%
S	79	8.1%
C	50	5.1%
T	47	4.8%
E	42	4.3%
K	39	4.0%
G	38	3.9%
L	33	3.4%
I	32	3.3%
Other values (39)	330	33.7%

Common

Value	Count	Frequency (%)
	31296	37.4%
1	7280	8.7%
,	7111	8.5%
2	5306	6.3%
)	5189	6.2%
(	5189	6.2%
0	4393	5.3%
3	4027	4.8%
4	2882	3.4%
5	2644	3.2%
Other values (15)	8345	10.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	106476	55.7%
ASCII	84619	44.3%
Number Forms	20	< 0.1%
None	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31296	37.0%
1	7280	8.6%
,	7111	8.4%
2	5306	6.3%
)	5189	6.1%
(	5189	6.1%
0	4393	5.2%
3	4027	4.8%
4	2882	3.4%
5	2644	3.1%
Other values (60)	9302	11.0%

Hangul

Value	Count	Frequency (%)
서	6780	6.4%
동	6700	6.3%
로	5693	5.3%
구	5658	5.3%
시	5334	5.0%
울	5186	4.9%
별	5154	4.8%
특	5145	4.8%
호	4153	3.9%
길	2706	2.5%
Other values (524)	53967	50.7%

Number Forms

Value	Count	Frequency (%)
Ⅱ	14	70.0%
Ⅰ	4	20.0%
Ⅲ	2	10.0%

None

Value	Count	Frequency (%)
？	2	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1375
Distinct (%)	31.1%
Missing	5584
Missing (%)	55.8%
Infinite	0
Infinite (%)	0.0%
Mean	136789.83

Minimum	3163
Maximum	158877
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3163
5-th percentile	110086.75
Q1	132821
median	137050.5
Q3	143825.25
95-th percentile	157220
Maximum	158877
Range	155714
Interquartile range (IQR)	11004.25

Descriptive statistics

Standard deviation	14347.709
Coefficient of variation (CV)	0.10488871
Kurtosis	9.6028996
Mean	136789.83
Median Absolute Deviation (MAD)	5813.5
Skewness	-1.6404183
Sum	6.0406389 × 10⁸
Variance	2.0585674 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	173	1.7%
137070	147	1.5%
157010	72	0.7%
152050	60	0.6%
135010	55	0.5%
158070	50	0.5%
151050	50	0.5%
151015	47	0.5%
158050	41	0.4%
142070	41	0.4%
Other values (1365)	3680	36.8%
(Missing)	5584	55.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3163	1	< 0.1%
4534	1	< 0.1%
4536	1	< 0.1%
4538	1	< 0.1%
7220	1	< 0.1%
7327	1	< 0.1%
100011	9	0.1%
100014	1	< 0.1%
100015	3	< 0.1%
100021	34	0.3%

Value	Count	Frequency (%)
158877	1	< 0.1%
158871	1	< 0.1%
158864	3	< 0.1%
158863	1	< 0.1%
158860	7	0.1%
158859	2	< 0.1%
158857	1	< 0.1%
158856	1	< 0.1%
158846	1	< 0.1%
158841	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3492
Distinct (%)	34.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136200

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	20070821
Q1	20091103
median	20130131
Q3	20170616
95-th percentile	20230206
Maximum	20240516
Range	189300
Interquartile range (IQR)	79513.25

Descriptive statistics

Standard deviation	49008.257
Coefficient of variation (CV)	0.0024338384
Kurtosis	-0.89510934
Mean	20136200
Median Absolute Deviation (MAD)	39429
Skewness	0.4716277
Sum	2.01362 × 10¹¹
Variance	2.4018093 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	36	0.4%
20080731	28	0.3%
20080818	22	0.2%
20081222	16	0.2%
20090303	15	0.1%
20080926	15	0.1%
20090611	15	0.1%
20080806	14	0.1%
20080822	14	0.1%
20080708	13	0.1%
Other values (3482)	9812	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20051216	1	< 0.1%
20060124	1	< 0.1%
20060306	3	< 0.1%
20060308	1	< 0.1%
20060310	2	< 0.1%
20060320	5	0.1%
20060321	1	< 0.1%
20060323	1	< 0.1%
20060324	3	< 0.1%
20060327	1	< 0.1%

Value	Count	Frequency (%)
20240516	4	< 0.1%
20240514	2	< 0.1%
20240510	1	< 0.1%
20240509	1	< 0.1%
20240508	1	< 0.1%
20240507	1	< 0.1%
20240503	2	< 0.1%
20240502	2	< 0.1%
20240430	3	< 0.1%
20240429	1	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3270
Distinct (%)	41.4%
Missing	2106
Missing (%)	21.1%
Infinite	0
Infinite (%)	0.0%
Mean	20181132

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	20120224
Q1	20141019
median	20180105
Q3	20211220
95-th percentile	20260508
Maximum	20270517
Range	180207
Interquartile range (IQR)	70200.75

Descriptive statistics

Standard deviation	44648.476
Coefficient of variation (CV)	0.0022123871
Kurtosis	-0.97401854
Mean	20181132
Median Absolute Deviation (MAD)	39085.5
Skewness	0.32542578
Sum	1.5930985 × 10¹¹
Variance	1.9934864 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	21	0.2%
20140831	12	0.1%
20190613	12	0.1%
20140711	12	0.1%
20170602	11	0.1%
20190718	11	0.1%
20110814	10	0.1%
20190720	10	0.1%
20180914	10	0.1%
20140111	10	0.1%
Other values (3260)	7775	77.8%
(Missing)	2106	21.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090310	1	< 0.1%
20091116	1	< 0.1%
20100112	1	< 0.1%
20100308	1	< 0.1%
20100326	1	< 0.1%
20100410	1	< 0.1%
20100411	1	< 0.1%
20100418	1	< 0.1%
20100419	1	< 0.1%
20100427	1	< 0.1%

Value	Count	Frequency (%)
20270517	1	< 0.1%
20270516	3	< 0.1%
20270514	2	< 0.1%
20270510	1	< 0.1%
20270509	1	< 0.1%
20270508	1	< 0.1%
20270506	1	< 0.1%
20270503	2	< 0.1%
20270502	2	< 0.1%
20270430	3	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3098
Distinct (%)	36.8%
Missing	1585
Missing (%)	15.8%
Infinite	0
Infinite (%)	0.0%
Mean	20141247

Minimum	20060920
Maximum	20240516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060920
5-th percentile	20090813
Q1	20110317
median	20130708
Q3	20170328
95-th percentile	20220914
Maximum	20240516
Range	179596
Interquartile range (IQR)	60010.5

Descriptive statistics

Standard deviation	40674.289
Coefficient of variation (CV)	0.0020194524
Kurtosis	-0.52495965
Mean	20141247
Median Absolute Deviation (MAD)	29781
Skewness	0.70488896
Sum	1.6948859 × 10¹¹
Variance	1.6543978 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	216	2.2%
20100927	65	0.7%
20101213	25	0.2%
20160725	19	0.2%
20110914	18	0.2%
20110425	17	0.2%
20110412	17	0.2%
20110901	16	0.2%
20170124	16	0.2%
20110407	15	0.1%
Other values (3088)	7991	79.9%
(Missing)	1585	15.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060920	1	< 0.1%
20080730	1	< 0.1%
20081217	1	< 0.1%
20090125	1	< 0.1%
20090307	3	< 0.1%
20090309	4	< 0.1%
20090311	5	0.1%
20090312	3	< 0.1%
20090313	3	< 0.1%
20090316	4	< 0.1%

Value	Count	Frequency (%)
20240516	1	< 0.1%
20240514	3	< 0.1%
20240513	3	< 0.1%
20240510	1	< 0.1%
20240507	1	< 0.1%
20240501	2	< 0.1%
20240430	1	< 0.1%
20240426	1	< 0.1%
20240423	1	< 0.1%
20240422	3	< 0.1%

지점설립일자
Text

MISSING

Distinct	3521
Distinct (%)	40.3%
Missing	1259
Missing (%)	12.6%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	69928
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	1331 ?
Unique (%)	15.2%

Sample

1st row	20210507
2nd row	20170808
3rd row	20130228
4th row	20140212
5th row	20140501

Value	Count	Frequency (%)
20090611	21	0.2%
20090820	21	0.2%
20090514	19	0.2%
20090511	16	0.2%
20090528	15	0.2%
20090520	15	0.2%
20090512	14	0.2%
20090612	13	0.1%
20090529	13	0.1%
20160215	12	0.1%
Other values (3511)	8582	98.2%

Most occurring characters

Value	Count	Frequency (%)
0	22739	32.5%
2	15914	22.8%
1	13884	19.9%
3	2806	4.0%
7	2642	3.8%
9	2616	3.7%
6	2495	3.6%
5	2406	3.4%
8	2214	3.2%
4	2206	3.2%
Other values (4)	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69922	> 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	22739	32.5%
2	15914	22.8%
1	13884	19.9%
3	2806	4.0%
7	2642	3.8%
9	2616	3.7%
6	2495	3.6%
5	2406	3.4%
8	2214	3.2%
4	2206	3.2%

Lowercase Letter

Value	Count	Frequency (%)
a	1	50.0%
y	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	69925	> 99.9%
Latin	3	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22739	32.5%
2	15914	22.8%
1	13884	19.9%
3	2806	4.0%
7	2642	3.8%
9	2616	3.7%
6	2495	3.6%
5	2406	3.4%
8	2214	3.2%
4	2206	3.2%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69928	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22739	32.5%
2	15914	22.8%
1	13884	19.9%
3	2806	4.0%
7	2642	3.8%
9	2616	3.7%
6	2495	3.6%
5	2406	3.4%
8	2214	3.2%
4	2206	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	9924
지점	76

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	9924	99.2%
지점	76	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9924	99.2%
지점	76	0.8%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3173
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152292

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	20110915
median	20140728
Q3	20190212
95-th percentile	20231016
Maximum	20240517
Range	149999
Interquartile range (IQR)	79297.25

Descriptive statistics

Standard deviation	45859.536
Coefficient of variation (CV)	0.0022756486
Kurtosis	-1.036225
Mean	20152292
Median Absolute Deviation (MAD)	30426
Skewness	0.46376198
Sum	2.0152292 × 10¹¹
Variance	2.1030971 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	88	0.9%
20090609	61	0.6%
20091118	52	0.5%
20100330	42	0.4%
20091116	42	0.4%
20100927	41	0.4%
20090622	40	0.4%
20130621	35	0.4%
20091119	34	0.3%
20130401	30	0.3%
Other values (3163)	9535	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	3	< 0.1%
20090519	2	< 0.1%
20090521	3	< 0.1%
20090601	4	< 0.1%
20090602	1	< 0.1%
20090603	8	0.1%
20090604	19	0.2%
20090605	2	< 0.1%
20090608	5	0.1%
20090609	61	0.6%

Value	Count	Frequency (%)
20240517	4	< 0.1%
20240516	11	0.1%
20240514	5	0.1%
20240513	3	< 0.1%
20240510	3	< 0.1%
20240509	2	< 0.1%
20240508	6	0.1%
20240507	5	0.1%
20240503	7	0.1%
20240502	4	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.117	0.017	0.012	0.224	0.159	0.167	0.021	0.160
영업구분	0.117	1.000	0.284	0.094	0.614	0.627	0.200	0.067	0.547
법인여부	0.017	0.284	1.000	0.063	0.353	0.281	0.203	0.201	0.360
우편번호	0.012	0.094	0.063	1.000	0.187	0.200	0.196	0.030	0.235
등록일자	0.224	0.614	0.353	0.187	1.000	0.989	0.859	0.097	0.938
유효기간만료일자	0.159	0.627	0.281	0.200	0.989	1.000	0.833	0.113	0.926
폐쇄일자	0.167	0.200	0.203	0.196	0.859	0.833	1.000	0.061	0.961
본점여부	0.021	0.067	0.201	0.030	0.097	0.113	0.061	1.000	0.125
최근수정일자	0.160	0.547	0.360	0.235	0.938	0.926	0.961	0.125	1.000

Heatmap
Table

	본점여부	법인여부	등록신청사업	영업구분
본점여부	1.000	0.129	0.013	0.048
법인여부	0.129	1.000	0.011	0.204
등록신청사업	0.013	0.011	1.000	0.084
영업구분	0.048	0.204	0.084	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	-0.005	-0.005	0.015	-0.003	0.019	0.036	0.073	0.037
등록일자	-0.005	1.000	0.996	0.961	0.965	0.172	0.381	0.271	0.075
유효기간만료일자	-0.005	0.996	1.000	0.964	0.967	0.121	0.393	0.216	0.087
폐쇄일자	0.015	0.961	0.964	1.000	0.992	0.166	0.116	0.203	0.060
최근수정일자	-0.003	0.965	0.967	0.992	1.000	0.123	0.308	0.276	0.096
등록신청사업	0.019	0.172	0.121	0.166	0.123	1.000	0.084	0.011	0.013
영업구분	0.036	0.381	0.393	0.116	0.308	0.084	1.000	0.204	0.048
법인여부	0.073	0.271	0.216	0.203	0.276	0.011	0.204	1.000	0.129
본점여부	0.037	0.075	0.087	0.060	0.096	0.013	0.048	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
28634	대부업	<NA>	2007-서울특별시-01020(대부업)	이정두	개인	025438199	서울특별시 서초구 잠원동 51번지 잠원훼미리A 1동 1205호	<NA>	<NA>	20070731	<NA>	20091116	<NA>	본점	20100330
26289	대부업	<NA>	2008-서울특별시-00385(대부업)	성진실업	개인	023320464	서울특별시 마포구 합정동 373-4 성지빌딩 611호	<NA>	<NA>	20080731	<NA>	20101130	<NA>	본점	20101130
1802	대부중개업	폐업	2021-서울영등포-2122(대부중개업)	주식회사 아임머니대부	법인	<NA>	서울특별시 영등포구 여의도동 36번지 2호 맨하탄빌딩 919(A867)호	서울특별시 영등포구 국제금융로6길 33, 맨하탄빌딩 9층 919(A867)호 (여의도동)	<NA>	20210513	20240513	20230919	20210507	본점	20230919
7493	대부중개업	타시군구이관	2017-서울구로-030(대부중개업)	씨제이엠대부중개	개인	<NA>	서울특별시 구로구 구로동 197번지 10호 -1002	서울특별시 구로구 디지털로33길 55, 1002호 (구로동, 이앤씨벤처드림타워2차)	<NA>	20170808	20200808	20190723	20170808	본점	20190723
16616	대부업	폐업	2013-서울서초-0037(대부업)	이티원강남대부	개인	0262151725	서울특별시 서초구 서초동 1307번지 7호 센터프라자-409	<NA>	137856	20130228	20160228	20140306	20130228	본점	20140306
10334	대부중개업	유효기간만료	2014-서울성동-0001	세기정보통신대부중개	개인	1544-3087	서울특별시 성동구 용답동 232번지 13호 -502	서울특별시 성동구 자동차시장1길 51, 502호 (용답동, 나성빌딩)	133170	20140212	20170212	<NA>	20140212	본점	20170801
12728	대부업	폐업	2014-서울강남-0076	엔젤머니강남대부	개인	02-6408-5414	서울특별시 강남구 개포동 186번지 7호 대화빌딩-501	서울특별시 강남구 개포로82길 13-17, 501호 (개포동, 대화빌딩)	135994	20140501	20170501	20160719	20140501	본점	20160719
11154	대부업	<NA>	2016-서울송파-0055(대부업)	호야에셋대부 주식회사	법인	02-2068-1680	서울특별시 송파구 문정동 634번지 가든파이브라이프 엘--8145	서울특별시 송파구 충민로 66, 엘-8145호 (문정동, 가든파이브라이프)	<NA>	20140602	20170602	<NA>	20110720	본점	20170131
3578	대부업	유효기간만료	2019-서울서초-0117(대부업)	소상공인사업자대부	개인	<NA>	서울특별시 서초구 방배동 449번지 6호 -441	서울특별시 서초구 방배천로2길 21, 4층 441호 (방배동)	<NA>	20191126	20221126	<NA>	20191126	본점	20221129
10310	대부중개업	폐업	2015-서울강남-0152(대부중개업)	바로OK론대부중개	개인	1800-6331	서울특별시 강남구 역삼동 831번지 18호 역삼빌딩-329-7	서울특별시 강남구 강남대로 342, 329-7호 (역삼동, 역삼빌딩)	135936	20150612	20180612	20170807	20150612	본점	20170807

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
8810	대부업	폐업	2016-서울양천-00010(대부업)	형제대부	개인	02-855-8528	서울특별시 양천구 신정동 914번지 11호	서울특별시 양천구 중앙로52길 53, 1층 (신정동)	<NA>	20150709	20180709	20180709	20150709	본점	20180709
29761	대부업	<NA>	2007-서울특별시-01471(대부업)	SD파이낸셜	개인	0226288870	서울특별시 영등포구 영등포동5가 44번지 신한빌딩 3층	<NA>	<NA>	20071122	<NA>	20091116	<NA>	본점	20091118
7748	대부업	폐업	2016-서울서초-0075(대부업)	성현대부	개인	031-202-2072	서울특별시 서초구 잠원동 55번지 1호	서울특별시 서초구 잠원로 189, 207호 (잠원동, 재규어 랜드로버 서비스센터)	<NA>	20160613	20190613	20190522	20160609	본점	20190522
27855	대부업	<NA>	2009-서울특별시-02425(대부업)	현운대부	개인	<NA>	서울특별시 성동구 성수동1가 656번지 673호	<NA>	<NA>	20091020	<NA>	20100303	20091020	본점	20100611
10892	대부중개업	직권취소	2015-서울중랑-0036(대부중개업)	에프디크레딧 대부중개	개인	1544-2253	서울특별시 중랑구 신내동 648번지 -259	서울특별시 중랑구 신내로 225, 259호 (신내동, 디아뜨갤러리)	<NA>	20150810	20180810	20170313	20150810	본점	20170313
25550	대부업	<NA>	2008-서울특별시-00994(대부업)	금호	개인	029399890	서울특별시 노원구 상계동 134-40	<NA>	<NA>	20081229	<NA>	20110222	20060112	본점	20110222
6279	대부업	유효기간만료	2014-서울강서-00049(대부업)	두드림대부	개인	<NA>	서울특별시 강서구 화곡동 924번지 2호 신성월드오피스텔 2층-208	서울특별시 강서구 월정로20길 62-8, 208호 (화곡동, 신성월드오피스텔)	<NA>	20170921	20200921	<NA>	20141016	본점	20201022
7071	대부업	타시군구이관	2019-서울종로-00003(대부업)	대민대부	개인	<NA>	서울특별시 종로구 효제동 248번지 1호	서울특별시 종로구 대학로 4-1, 2층 208호 (효제동)	<NA>	20190129	20220129	20191226	20130328	본점	20191226
2479	대부업	영업중	2014-서울중구-0114(대부업)	한국투자대부	개인	02-777-7601	서울특별시 중구 명동1가 7번지 1호 태흥빌딩-804	서울특별시 중구 명동길 55, 태흥빌딩 804호 (명동1가)	<NA>	20230613	20260613	<NA>	20111004	본점	20230613
25428	대부업	<NA>	2008-서울특별시-01295(대부업)	원진사	개인	027023443	서울특별시 용산구 원효로2가 94-2 원효아파트 205호	<NA>	<NA>	20080307	20110307	20110308	20080307	본점	20110308

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

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Other Symbol

Math 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

Decimal Number

Other Punctuation

Uppercase Letter

Other Letter

Dash Punctuation

Space Separator

Close Punctuation

Math Symbol

Open Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Hangul

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