gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19249
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	5
Numeric	5
DateTime	1

Dataset

Description	등록신청사업,영업구분,등록증번호,상호,법인여부,사업장 전화번호,소재지,소재지(도로명),우편번호,등록일자,유효기간만료일자,폐쇄일자,지점설립일자,본점여부,최근수정일자
Author	동대문구
URL	https://data.seoul.go.kr/dataList/OA-10404/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 (93.5%)	Imbalance
`등록증번호` has 157 (1.6%) missing values	Missing
`사업장 전화번호` has 3499 (35.0%) missing values	Missing
`소재지` has 298 (3.0%) missing values	Missing
`소재지(도로명)` has 4778 (47.8%) missing values	Missing
`우편번호` has 5627 (56.3%) missing values	Missing
`유효기간만료일자` has 2040 (20.4%) missing values	Missing
`폐쇄일자` has 1614 (16.1%) missing values	Missing
`지점설립일자` has 1236 (12.4%) missing values	Missing

Reproduction

Analysis started	2024-05-11 06:52:23.325303
Analysis finished	2024-05-11 06:52:31.976979
Duration	8.65 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	6224
대부중개업	3382
<NA>	394

Length

Max length	5
Median length	3
Mean length	3.7158
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6224	62.2%
대부중개업	3382	33.8%
<NA>	394	3.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6224	62.2%
대부중개업	3382	33.8%
na	394	3.9%

영업구분
Categorical

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

폐업	3703
<NA>	2826
타시군구이관	1228
영업중	859
유효기간만료	811
Other values (2)	573

Length

Max length	6
Median length	4
Mean length	3.5815
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3703	37.0%
<NA>	2826	28.3%
타시군구이관	1228	12.3%
영업중	859	8.6%
유효기간만료	811	8.1%
직권취소	572	5.7%
갱신등록불가	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3703	37.0%
na	2826	28.3%
타시군구이관	1228	12.3%
영업중	859	8.6%
유효기간만료	811	8.1%
직권취소	572	5.7%
갱신등록불가	1	< 0.1%

등록증번호
Text

MISSING

Distinct	9789
Distinct (%)	99.5%
Missing	157
Missing (%)	1.6%
Memory size	156.2 KiB

Length

Max length	28
Median length	27
Mean length	19.515188
Min length	1

Characters and Unicode

Total characters	192088
Distinct characters	72
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	9737 ?
Unique (%)	98.9%

Sample

1st row	2011-서울도봉-0022(대부중개업)
2nd row	2019-서울강서-0006(대부업)
3rd row	2012-서울특별시 성북구-00014
4th row	2013-서울강남-0340
5th row	2008-서울특별시-01083

Value	Count	Frequency (%)
2012-서울특별시	17	0.2%
2011-서울특별시	17	0.2%
2010-서울	17	0.2%
2014-서울특별시	14	0.1%
2013-서울특별시	13	0.1%
대부업	11	0.1%
2015-서울특별시	10	0.1%
대부중개업	8	0.1%
2016-서울특별시	8	0.1%
2018-서울특별시	8	0.1%
Other values (9748)	9885	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	34021	17.7%
-	19670	10.2%
2	15752	8.2%
1	11878	6.2%
서	10913	5.7%
울	9808	5.1%
대	8498	4.4%
(	8217	4.3%
부	8188	4.3%
)	8153	4.2%
Other values (62)	56990	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82821	43.1%
Other Letter	73062	38.0%
Dash Punctuation	19670	10.2%
Open Punctuation	8217	4.3%
Close Punctuation	8153	4.2%
Space Separator	165	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10913	14.9%
울	9808	13.4%
대	8498	11.6%
부	8188	11.2%
업	7954	10.9%
중	3506	4.8%
개	2877	3.9%
시	2524	3.5%
별	2514	3.4%
특	2513	3.4%
Other values (48)	13767	18.8%

Decimal Number

Value	Count	Frequency (%)
0	34021	41.1%
2	15752	19.0%
1	11878	14.3%
3	3797	4.6%
8	3085	3.7%
4	3048	3.7%
9	2836	3.4%
6	2819	3.4%
5	2798	3.4%
7	2787	3.4%

Dash Punctuation

Value	Count	Frequency (%)
-	19670	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8217	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8153	100.0%

Space Separator

Value	Count	Frequency (%)
	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	119026	62.0%
Hangul	73062	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10913	14.9%
울	9808	13.4%
대	8498	11.6%
부	8188	11.2%
업	7954	10.9%
중	3506	4.8%
개	2877	3.9%
시	2524	3.5%
별	2514	3.4%
특	2513	3.4%
Other values (48)	13767	18.8%

Common

Value	Count	Frequency (%)
0	34021	28.6%
-	19670	16.5%
2	15752	13.2%
1	11878	10.0%
(	8217	6.9%
)	8153	6.8%
3	3797	3.2%
8	3085	2.6%
4	3048	2.6%
9	2836	2.4%
Other values (4)	8569	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119026	62.0%
Hangul	73062	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	34021	28.6%
-	19670	16.5%
2	15752	13.2%
1	11878	10.0%
(	8217	6.9%
)	8153	6.8%
3	3797	3.2%
8	3085	2.6%
4	3048	2.6%
9	2836	2.4%
Other values (4)	8569	7.2%

Hangul

Value	Count	Frequency (%)
서	10913	14.9%
울	9808	13.4%
대	8498	11.6%
부	8188	11.2%
업	7954	10.9%
중	3506	4.8%
개	2877	3.9%
시	2524	3.5%
별	2514	3.4%
특	2513	3.4%
Other values (48)	13767	18.8%

상호
Text

Distinct	8672
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	40
Median length	33
Mean length	7.7274
Min length	2

Characters and Unicode

Total characters	77274
Distinct characters	773
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	6 ?

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

Unique

Unique	7595 ?
Unique (%)	75.9%

Sample

1st row	하이파이낸스대부중개
2nd row	(주)신밧드월드대부
3rd row	대부신안금융
4th row	핑크 뱅 대부
5th row	하나에셋투자금융

Value	Count	Frequency (%)
주식회사	825	6.9%
대부중개	324	2.7%
대부	300	2.5%
유한회사	55	0.5%
대부업	22	0.2%
캐피탈	19	0.2%
대부중개업	14	0.1%
전당포대부	14	0.1%
미래	13	0.1%
money	12	0.1%
Other values (8720)	10399	86.7%

Most occurring characters

Value	Count	Frequency (%)
대	8546	11.1%
부	8179	10.6%
주	2645	3.4%
이	2241	2.9%
개	2093	2.7%
중	2077	2.7%
	2003	2.6%
스	1857	2.4%
)	1835	2.4%
(	1827	2.4%
Other values (763)	43971	56.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67518	87.4%
Uppercase Letter	2323	3.0%
Space Separator	2003	2.6%
Close Punctuation	1835	2.4%
Open Punctuation	1827	2.4%
Lowercase Letter	1229	1.6%
Other Punctuation	255	0.3%
Decimal Number	242	0.3%
Dash Punctuation	31	< 0.1%
Other Symbol	7	< 0.1%
Other values (2)	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8546	12.7%
부	8179	12.1%
주	2645	3.9%
이	2241	3.3%
개	2093	3.1%
중	2077	3.1%
스	1857	2.8%
사	1376	2.0%
피	1058	1.6%
회	1026	1.5%
Other values (690)	36420	53.9%

Uppercase Letter

Value	Count	Frequency (%)
S	308	13.3%
K	223	9.6%
C	183	7.9%
J	177	7.6%
M	170	7.3%
H	136	5.9%
G	94	4.0%
L	94	4.0%
B	93	4.0%
O	91	3.9%
Other values (15)	754	32.5%

Lowercase Letter

Value	Count	Frequency (%)
o	143	11.6%
e	143	11.6%
n	123	10.0%
a	103	8.4%
i	85	6.9%
t	80	6.5%
c	67	5.5%
l	63	5.1%
r	62	5.0%
s	60	4.9%
Other values (15)	300	24.4%

Decimal Number

Value	Count	Frequency (%)
1	80	33.1%
2	38	15.7%
4	33	13.6%
9	21	8.7%
3	19	7.9%
5	19	7.9%
6	11	4.5%
7	9	3.7%
0	7	2.9%
8	5	2.1%

Other Punctuation

Value	Count	Frequency (%)
.	146	57.3%
&	92	36.1%
,	8	3.1%
?	7	2.7%
'	1	0.4%
/	1	0.4%

Space Separator

Value	Count	Frequency (%)
	2003	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1835	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1827	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	31	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	7	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	3	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67513	87.4%
Common	6194	8.0%
Latin	3555	4.6%
Han	12	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8546	12.7%
부	8179	12.1%
주	2645	3.9%
이	2241	3.3%
개	2093	3.1%
중	2077	3.1%
스	1857	2.8%
사	1376	2.0%
피	1058	1.6%
회	1026	1.5%
Other values (680)	36415	53.9%

Latin

Value	Count	Frequency (%)
S	308	8.7%
K	223	6.3%
C	183	5.1%
J	177	5.0%
M	170	4.8%
o	143	4.0%
e	143	4.0%
H	136	3.8%
n	123	3.5%
a	103	2.9%
Other values (41)	1846	51.9%

Common

Value	Count	Frequency (%)
	2003	32.3%
)	1835	29.6%
(	1827	29.5%
.	146	2.4%
&	92	1.5%
1	80	1.3%
2	38	0.6%
4	33	0.5%
-	31	0.5%
9	21	0.3%
Other values (11)	88	1.4%

Han

Value	Count	Frequency (%)
大	2	16.7%
天	1	8.3%
地	1	8.3%
福	1	8.3%
田	1	8.3%
炅	1	8.3%
五	1	8.3%
花	1	8.3%
勳	1	8.3%
去	1	8.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67505	87.4%
ASCII	9746	12.6%
CJK	12	< 0.1%
None	7	< 0.1%
Number Forms	3	< 0.1%
Compat Jamo	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8546	12.7%
부	8179	12.1%
주	2645	3.9%
이	2241	3.3%
개	2093	3.1%
중	2077	3.1%
스	1857	2.8%
사	1376	2.0%
피	1058	1.6%
회	1026	1.5%
Other values (678)	36407	53.9%

ASCII

Value	Count	Frequency (%)
	2003	20.6%
)	1835	18.8%
(	1827	18.7%
S	308	3.2%
K	223	2.3%
C	183	1.9%
J	177	1.8%
M	170	1.7%
.	146	1.5%
o	143	1.5%
Other values (61)	2731	28.0%

None

Value	Count	Frequency (%)
㈜	7	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	3	100.0%

CJK

Value	Count	Frequency (%)
大	2	16.7%
天	1	8.3%
地	1	8.3%
福	1	8.3%
田	1	8.3%
炅	1	8.3%
五	1	8.3%
花	1	8.3%
勳	1	8.3%
去	1	8.3%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	1	100.0%

법인여부
Categorical

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

개인	7269
법인	2731

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	7269	72.7%
법인	2731	27.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7269	72.7%
법인	2731	27.3%

사업장 전화번호
Text

MISSING

Distinct	5748
Distinct (%)	88.4%
Missing	3499
Missing (%)	35.0%
Memory size	156.2 KiB

Length

Max length	40
Median length	37
Mean length	10.599754
Min length	1

Characters and Unicode

Total characters	68909
Distinct characters	41
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	5133 ?
Unique (%)	79.0%

Sample

1st row	02-6455-1511
2nd row	02-941-0209
3rd row	0234861008
4th row	02-6091-1007
5th row	070-8161-5000

Value	Count	Frequency (%)
02	300	4.1%
	52	0.7%
070	41	0.6%
010	12	0.2%
0	6	0.1%
1688	6	0.1%
02-563-1486	6	0.1%
02-737-2882	5	0.1%
02-889-1765	5	0.1%
0236745525	5	0.1%
Other values (6069)	6907	94.0%

Most occurring characters

Value	Count	Frequency (%)
0	11291	16.4%
2	10045	14.6%
-	7017	10.2%
5	5754	8.4%
7	5455	7.9%
1	5049	7.3%
6	4898	7.1%
3	4884	7.1%
4	4683	6.8%
8	4652	6.8%
Other values (31)	5181	7.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60680	88.1%
Dash Punctuation	7017	10.2%
Space Separator	935	1.4%
Other Punctuation	135	0.2%
Close Punctuation	67	0.1%
Open Punctuation	25	< 0.1%
Math Symbol	25	< 0.1%
Other Letter	23	< 0.1%
Uppercase Letter	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
등	2	8.7%
록	2	8.7%
미	2	8.7%
번	1	4.3%
무	1	4.3%
음	1	4.3%
없	1	4.3%
뀜	1	4.3%
바	1	4.3%
호	1	4.3%
Other values (10)	10	43.5%

Decimal Number

Value	Count	Frequency (%)
0	11291	18.6%
2	10045	16.6%
5	5754	9.5%
7	5455	9.0%
1	5049	8.3%
6	4898	8.1%
3	4884	8.0%
4	4683	7.7%
8	4652	7.7%
9	3969	6.5%

Other Punctuation

Value	Count	Frequency (%)
*	77	57.0%
/	38	28.1%
.	20	14.8%

Math Symbol

Value	Count	Frequency (%)
~	24	96.0%
×	1	4.0%

Uppercase Letter

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

Dash Punctuation

Value	Count	Frequency (%)
-	7017	100.0%

Space Separator

Value	Count	Frequency (%)
	935	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	67	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	25	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	68884	> 99.9%
Hangul	23	< 0.1%
Latin	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
등	2	8.7%
록	2	8.7%
미	2	8.7%
번	1	4.3%
무	1	4.3%
음	1	4.3%
없	1	4.3%
뀜	1	4.3%
바	1	4.3%
호	1	4.3%
Other values (10)	10	43.5%

Common

Value	Count	Frequency (%)
0	11291	16.4%
2	10045	14.6%
-	7017	10.2%
5	5754	8.4%
7	5455	7.9%
1	5049	7.3%
6	4898	7.1%
3	4884	7.1%
4	4683	6.8%
8	4652	6.8%
Other values (9)	5156	7.5%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	68885	> 99.9%
Hangul	23	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11291	16.4%
2	10045	14.6%
-	7017	10.2%
5	5754	8.4%
7	5455	7.9%
1	5049	7.3%
6	4898	7.1%
3	4884	7.1%
4	4683	6.8%
8	4652	6.8%
Other values (10)	5157	7.5%

Hangul

Value	Count	Frequency (%)
등	2	8.7%
록	2	8.7%
미	2	8.7%
번	1	4.3%
무	1	4.3%
음	1	4.3%
없	1	4.3%
뀜	1	4.3%
바	1	4.3%
호	1	4.3%
Other values (10)	10	43.5%

None

Value	Count	Frequency (%)
×	1	100.0%

소재지
Text

MISSING

Distinct	8630
Distinct (%)	89.0%
Missing	298
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	65
Median length	50
Mean length	31.448773
Min length	15

Characters and Unicode

Total characters	305116
Distinct characters	621
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	7871 ?
Unique (%)	81.1%

Sample

1st row	서울특별시 도봉구 창동 10번지 점보빌딩-508
2nd row	서울특별시 강서구 방화동 830번지 2호 하이포트
3rd row	서울특별시 성북구 보문동7가 22번지 5호 -511
4th row	서울특별시 강남구 논현동 42번지 9호 광림빌딩
5th row	서울특별시 서초구 서초동 1588-7 석탑오피스텔 609호

Value	Count	Frequency (%)
서울특별시	9698	17.0%
강남구	1643	2.9%
서초구	954	1.7%
1호	744	1.3%
역삼동	735	1.3%
송파구	596	1.0%
서초동	577	1.0%
중구	540	0.9%
2호	474	0.8%
영등포구	462	0.8%
Other values (9491)	40756	71.3%

Most occurring characters

Value	Count	Frequency (%)
	67721	22.2%
1	13510	4.4%
서	12065	4.0%
동	11099	3.6%
구	10475	3.4%
시	9960	3.3%
울	9753	3.2%
별	9706	3.2%
특	9699	3.2%
2	8825	2.9%
Other values (611)	142303	46.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166824	54.7%
Space Separator	67721	22.2%
Decimal Number	63343	20.8%
Dash Punctuation	5462	1.8%
Uppercase Letter	1144	0.4%
Other Punctuation	228	0.1%
Lowercase Letter	143	< 0.1%
Close Punctuation	110	< 0.1%
Open Punctuation	106	< 0.1%
Letter Number	30	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12065	7.2%
동	11099	6.7%
구	10475	6.3%
시	9960	6.0%
울	9753	5.8%
별	9706	5.8%
특	9699	5.8%
호	8567	5.1%
지	8463	5.1%
번	7942	4.8%
Other values (540)	69095	41.4%

Uppercase Letter

Value	Count	Frequency (%)
B	242	21.2%
A	218	19.1%
S	75	6.6%
D	74	6.5%
C	62	5.4%
T	58	5.1%
K	57	5.0%
I	49	4.3%
E	36	3.1%
L	35	3.1%
Other values (16)	238	20.8%

Lowercase Letter

Value	Count	Frequency (%)
e	23	16.1%
i	19	13.3%
n	13	9.1%
t	10	7.0%
r	10	7.0%
l	10	7.0%
s	8	5.6%
c	6	4.2%
a	6	4.2%
o	6	4.2%
Other values (11)	32	22.4%

Decimal Number

Value	Count	Frequency (%)
1	13510	21.3%
2	8825	13.9%
0	8011	12.6%
3	7013	11.1%
4	5744	9.1%
5	4892	7.7%
6	4647	7.3%
7	4050	6.4%
9	3350	5.3%
8	3301	5.2%

Other Punctuation

Value	Count	Frequency (%)
,	84	36.8%
/	79	34.6%
.	61	26.8%
@	2	0.9%
&	1	0.4%
？	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	21	70.0%
Ⅰ	7	23.3%
Ⅲ	2	6.7%

Space Separator

Value	Count	Frequency (%)
	67721	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5462	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	110	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	106	100.0%

Math Symbol

Value	Count	Frequency (%)
~	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166823	54.7%
Common	136975	44.9%
Latin	1317	0.4%
Han	1	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12065	7.2%
동	11099	6.7%
구	10475	6.3%
시	9960	6.0%
울	9753	5.8%
별	9706	5.8%
특	9699	5.8%
호	8567	5.1%
지	8463	5.1%
번	7942	4.8%
Other values (539)	69094	41.4%

Latin

Value	Count	Frequency (%)
B	242	18.4%
A	218	16.6%
S	75	5.7%
D	74	5.6%
C	62	4.7%
T	58	4.4%
K	57	4.3%
I	49	3.7%
E	36	2.7%
L	35	2.7%
Other values (40)	411	31.2%

Common

Value	Count	Frequency (%)
	67721	49.4%
1	13510	9.9%
2	8825	6.4%
0	8011	5.8%
3	7013	5.1%
4	5744	4.2%
-	5462	4.0%
5	4892	3.6%
6	4647	3.4%
7	4050	3.0%
Other values (11)	7100	5.2%

Han

Value	Count	Frequency (%)
內	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166823	54.7%
ASCII	138261	45.3%
Number Forms	30	< 0.1%
CJK	1	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67721	49.0%
1	13510	9.8%
2	8825	6.4%
0	8011	5.8%
3	7013	5.1%
4	5744	4.2%
-	5462	4.0%
5	4892	3.5%
6	4647	3.4%
7	4050	2.9%
Other values (57)	8386	6.1%

Hangul

Value	Count	Frequency (%)
서	12065	7.2%
동	11099	6.7%
구	10475	6.3%
시	9960	6.0%
울	9753	5.8%
별	9706	5.8%
특	9699	5.8%
호	8567	5.1%
지	8463	5.1%
번	7942	4.8%
Other values (539)	69094	41.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	21	70.0%
Ⅰ	7	23.3%
Ⅲ	2	6.7%

CJK

Value	Count	Frequency (%)
內	1	100.0%

None

Value	Count	Frequency (%)
？	1	100.0%

소재지(도로명)
Text

MISSING

Distinct	4768
Distinct (%)	91.3%
Missing	4778
Missing (%)	47.8%
Memory size	156.2 KiB

Length

Max length	67
Median length	54
Mean length	37.171773
Min length	22

Characters and Unicode

Total characters	194111
Distinct characters	616
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	4366 ?
Unique (%)	83.6%

Sample

1st row	서울특별시 강서구 금낭화로 128, 하이포트 601호 (방화동)
2nd row	서울특별시 성북구 보문로 58-1, 511호 (보문동7가, 한주빌딩)
3rd row	서울특별시 강남구 강남대로132길 55, 5층 (논현동, 광림빌딩)
4th row	서울특별시 성동구 용답중앙15길 19-7, 2층 (용답동)
5th row	서울특별시 영등포구 당산로41길 11, 당산 SK V1 center E동 1405호-B2호 (당산동4가)

Value	Count	Frequency (%)
서울특별시	5220	14.1%
강남구	973	2.6%
서초구	596	1.6%
2층	475	1.3%
역삼동	425	1.1%
서초동	385	1.0%
3층	371	1.0%
영등포구	322	0.9%
4층	321	0.9%
송파구	309	0.8%
Other values (6604)	27592	74.6%

Most occurring characters

Value	Count	Frequency (%)
	31781	16.4%
1	7483	3.9%
,	7127	3.7%
서	6935	3.6%
동	6729	3.5%
로	5812	3.0%
구	5715	2.9%
시	5413	2.8%
2	5328	2.7%
)	5268	2.7%
Other values (606)	106520	54.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	108016	55.6%
Decimal Number	34509	17.8%
Space Separator	31781	16.4%
Other Punctuation	7142	3.7%
Close Punctuation	5268	2.7%
Open Punctuation	5267	2.7%
Dash Punctuation	1060	0.5%
Uppercase Letter	876	0.5%
Lowercase Letter	147	0.1%
Letter Number	36	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6935	6.4%
동	6729	6.2%
로	5812	5.4%
구	5715	5.3%
시	5413	5.0%
울	5265	4.9%
별	5231	4.8%
특	5221	4.8%
호	4244	3.9%
길	2738	2.5%
Other values (533)	54713	50.7%

Uppercase Letter

Value	Count	Frequency (%)
B	151	17.2%
A	112	12.8%
S	73	8.3%
C	63	7.2%
T	55	6.3%
K	44	5.0%
E	40	4.6%
I	38	4.3%
L	35	4.0%
D	32	3.7%
Other values (16)	233	26.6%

Lowercase Letter

Value	Count	Frequency (%)
e	22	15.0%
i	16	10.9%
n	15	10.2%
r	13	8.8%
t	12	8.2%
c	9	6.1%
o	9	6.1%
l	8	5.4%
w	8	5.4%
a	6	4.1%
Other values (11)	29	19.7%

Decimal Number

Value	Count	Frequency (%)
1	7483	21.7%
2	5328	15.4%
0	4459	12.9%
3	4032	11.7%
4	2905	8.4%
5	2768	8.0%
6	2258	6.5%
7	1925	5.6%
8	1768	5.1%
9	1583	4.6%

Other Punctuation

Value	Count	Frequency (%)
,	7127	99.8%
.	8	0.1%
/	3	< 0.1%
@	2	< 0.1%
&	1	< 0.1%
？	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	23	63.9%
Ⅰ	9	25.0%
Ⅲ	4	11.1%

Math Symbol

Value	Count	Frequency (%)
~	7	77.8%
<	1	11.1%
>	1	11.1%

Space Separator

Value	Count	Frequency (%)
	31781	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5268	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5267	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1060	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	108016	55.6%
Common	85036	43.8%
Latin	1059	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6935	6.4%
동	6729	6.2%
로	5812	5.4%
구	5715	5.3%
시	5413	5.0%
울	5265	4.9%
별	5231	4.8%
특	5221	4.8%
호	4244	3.9%
길	2738	2.5%
Other values (533)	54713	50.7%

Latin

Value	Count	Frequency (%)
B	151	14.3%
A	112	10.6%
S	73	6.9%
C	63	5.9%
T	55	5.2%
K	44	4.2%
E	40	3.8%
I	38	3.6%
L	35	3.3%
D	32	3.0%
Other values (40)	416	39.3%

Common

Value	Count	Frequency (%)
	31781	37.4%
1	7483	8.8%
,	7127	8.4%
2	5328	6.3%
)	5268	6.2%
(	5267	6.2%
0	4459	5.2%
3	4032	4.7%
4	2905	3.4%
5	2768	3.3%
Other values (13)	8618	10.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	108016	55.6%
ASCII	86058	44.3%
Number Forms	36	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31781	36.9%
1	7483	8.7%
,	7127	8.3%
2	5328	6.2%
)	5268	6.1%
(	5267	6.1%
0	4459	5.2%
3	4032	4.7%
4	2905	3.4%
5	2768	3.2%
Other values (59)	9640	11.2%

Hangul

Value	Count	Frequency (%)
서	6935	6.4%
동	6729	6.2%
로	5812	5.4%
구	5715	5.3%
시	5413	5.0%
울	5265	4.9%
별	5231	4.8%
특	5221	4.8%
호	4244	3.9%
길	2738	2.5%
Other values (533)	54713	50.7%

Number Forms

Value	Count	Frequency (%)
Ⅱ	23	63.9%
Ⅰ	9	25.0%
Ⅲ	4	11.1%

None

Value	Count	Frequency (%)
？	1	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1367
Distinct (%)	31.3%
Missing	5627
Missing (%)	56.3%
Infinite	0
Infinite (%)	0.0%
Mean	136440.18

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

Quantile statistics

Minimum	4526
5-th percentile	100876
Q1	132040
median	136721
Q3	143190
95-th percentile	157031
Maximum	410380
Range	405854
Interquartile range (IQR)	11150

Descriptive statistics

Standard deviation	15361.568
Coefficient of variation (CV)	0.1125883
Kurtosis	49.28929
Mean	136440.18
Median Absolute Deviation (MAD)	5379
Skewness	1.3032659
Sum	5.9665292 × 10⁸
Variance	2.3597778 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	163	1.6%
137070	140	1.4%
135010	68	0.7%
157010	55	0.5%
151015	51	0.5%
142070	50	0.5%
152050	49	0.5%
151050	48	0.5%
139200	45	0.4%
158070	43	0.4%
Other values (1357)	3661	36.6%
(Missing)	5627	56.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4526	1	< 0.1%
4534	1	< 0.1%
4554	1	< 0.1%
7238	1	< 0.1%
14538	1	< 0.1%
100011	8	0.1%
100012	2	< 0.1%
100013	3	< 0.1%
100014	1	< 0.1%
100015	2	< 0.1%

Value	Count	Frequency (%)
410380	1	< 0.1%
403866	1	< 0.1%
158864	3	< 0.1%
158863	1	< 0.1%
158860	4	< 0.1%
158859	3	< 0.1%
158858	1	< 0.1%
158856	1	< 0.1%
158845	1	< 0.1%
158838	2	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3532
Distinct (%)	35.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20137138

Minimum	20030519
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20030519
5-th percentile	20070827
Q1	20091207
median	20130319
Q3	20170825
95-th percentile	20230220
Maximum	20240510
Range	209991
Interquartile range (IQR)	79618

Descriptive statistics

Standard deviation	49093.951
Coefficient of variation (CV)	0.0024379806
Kurtosis	-0.92728655
Mean	20137138
Median Absolute Deviation (MAD)	39600.5
Skewness	0.45436599
Sum	2.0137138 × 10¹¹
Variance	2.4102161 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	30	0.3%
20080731	23	0.2%
20080818	21	0.2%
20080926	20	0.2%
20090520	18	0.2%
20090213	16	0.2%
20081222	16	0.2%
20080806	15	0.1%
20090611	15	0.1%
20090514	15	0.1%
Other values (3522)	9811	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20030519	1	< 0.1%
20060127	1	< 0.1%
20060306	1	< 0.1%
20060308	1	< 0.1%
20060310	1	< 0.1%
20060320	2	< 0.1%
20060321	1	< 0.1%
20060323	2	< 0.1%
20060324	1	< 0.1%
20060331	1	< 0.1%

Value	Count	Frequency (%)
20240510	1	< 0.1%
20240507	1	< 0.1%
20240503	4	< 0.1%
20240430	3	< 0.1%
20240429	2	< 0.1%
20240425	5	0.1%
20240424	1	< 0.1%
20240423	1	< 0.1%
20240422	3	< 0.1%
20240419	1	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3269
Distinct (%)	41.1%
Missing	2040
Missing (%)	20.4%
Infinite	0
Infinite (%)	0.0%
Mean	20181675

Minimum	20100117
Maximum	20270510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20100117
5-th percentile	20120402
Q1	20141014
median	20180112
Q3	20220321
95-th percentile	20260508
Maximum	20270510
Range	170393
Interquartile range (IQR)	79306.75

Descriptive statistics

Standard deviation	44719.61
Coefficient of variation (CV)	0.0022158523
Kurtosis	-1.0148782
Mean	20181675
Median Absolute Deviation (MAD)	39203
Skewness	0.31917742
Sum	1.6064613 × 10¹¹
Variance	1.9998435 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	20	0.2%
20230707	14	0.1%
20140711	13	0.1%
20140808	11	0.1%
20150531	11	0.1%
20190718	11	0.1%
20120520	11	0.1%
20140831	11	0.1%
20131102	10	0.1%
20140905	10	0.1%
Other values (3259)	7838	78.4%
(Missing)	2040	20.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20100117	1	< 0.1%
20100418	2	< 0.1%
20100419	1	< 0.1%
20100426	1	< 0.1%
20100613	1	< 0.1%
20100627	2	< 0.1%
20100711	1	< 0.1%
20100827	3	< 0.1%
20100830	2	< 0.1%
20100905	1	< 0.1%

Value	Count	Frequency (%)
20270510	1	< 0.1%
20270507	1	< 0.1%
20270503	4	< 0.1%
20270430	3	< 0.1%
20270429	2	< 0.1%
20270425	5	0.1%
20270424	1	< 0.1%
20270423	1	< 0.1%
20270422	3	< 0.1%
20270419	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3117
Distinct (%)	37.2%
Missing	1614
Missing (%)	16.1%
Infinite	0
Infinite (%)	0.0%
Mean	20142164

Minimum	20050517
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20050517
5-th percentile	20090910
Q1	20110408
median	20130724
Q3	20170419
95-th percentile	20221012
Maximum	20240510
Range	189993
Interquartile range (IQR)	60011

Descriptive statistics

Standard deviation	41029.868
Coefficient of variation (CV)	0.0020370139
Kurtosis	-0.55994369
Mean	20142164
Median Absolute Deviation (MAD)	29796.5
Skewness	0.69004423
Sum	1.6891219 × 10¹¹
Variance	1.6834501 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	188	1.9%
20100927	83	0.8%
20101213	23	0.2%
20160725	21	0.2%
20170124	20	0.2%
20110420	17	0.2%
20110425	17	0.2%
20170126	17	0.2%
20170125	15	0.1%
20100726	14	0.1%
Other values (3107)	7971	79.7%
(Missing)	1614	16.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20050517	1	< 0.1%
20060920	1	< 0.1%
20071115	1	< 0.1%
20080730	1	< 0.1%
20081212	1	< 0.1%
20090128	1	< 0.1%
20090211	1	< 0.1%
20090219	1	< 0.1%
20090306	1	< 0.1%
20090307	1	< 0.1%

Value	Count	Frequency (%)
20240510	2	< 0.1%
20240509	1	< 0.1%
20240508	1	< 0.1%
20240507	2	< 0.1%
20240503	3	< 0.1%
20240502	1	< 0.1%
20240501	4	< 0.1%
20240430	2	< 0.1%
20240426	1	< 0.1%
20240425	1	< 0.1%

지점설립일자
Date

MISSING

Distinct	3562
Distinct (%)	40.6%
Missing	1236
Missing (%)	12.4%
Memory size	156.2 KiB

Minimum	1905-06-27 00:00:00
Maximum	2024-05-02 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

본점여부
Categorical

IMBALANCE

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

본점	9923
지점	77

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	9923	99.2%
지점	77	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9923	99.2%
지점	77	0.8%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3161
Distinct (%)	31.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20153329

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

Quantile statistics

Minimum	20090518
5-th percentile	20091118
Q1	20111017
median	20140818
Q3	20190508
95-th percentile	20231024
Maximum	20240510
Range	149992
Interquartile range (IQR)	79491.5

Descriptive statistics

Standard deviation	46135.731
Coefficient of variation (CV)	0.0022892362
Kurtosis	-1.0786522
Mean	20153329
Median Absolute Deviation (MAD)	30505.5
Skewness	0.44124383
Sum	2.0153329 × 10¹¹
Variance	2.1285057 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	77	0.8%
20100927	54	0.5%
20090609	44	0.4%
20091118	43	0.4%
20110425	39	0.4%
20091116	36	0.4%
20130621	36	0.4%
20090622	34	0.3%
20091119	33	0.3%
20100330	33	0.3%
Other values (3151)	9571	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	2	< 0.1%
20090519	2	< 0.1%
20090521	4	< 0.1%
20090601	2	< 0.1%
20090603	3	< 0.1%
20090604	19	0.2%
20090605	3	< 0.1%
20090608	7	0.1%
20090609	44	0.4%
20090610	23	0.2%

Value	Count	Frequency (%)
20240510	3	< 0.1%
20240509	6	0.1%
20240508	6	0.1%
20240507	4	< 0.1%
20240503	14	0.1%
20240502	6	0.1%
20240501	5	0.1%
20240430	6	0.1%
20240429	4	< 0.1%
20240426	1	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.089	0.019	0.000	0.160	0.135	0.181	0.000	0.148
영업구분	0.089	1.000	0.286	0.034	0.630	0.612	0.199	0.071	0.540
법인여부	0.019	0.286	1.000	0.000	0.265	0.285	0.258	0.202	0.348
우편번호	0.000	0.034	0.000	1.000	0.235	0.235	0.187	0.000	0.235
등록일자	0.160	0.630	0.265	0.235	1.000	0.935	0.863	0.076	0.855
유효기간만료일자	0.135	0.612	0.285	0.235	0.935	1.000	0.836	0.100	0.928
폐쇄일자	0.181	0.199	0.258	0.187	0.863	0.836	1.000	0.049	0.984
본점여부	0.000	0.071	0.202	0.000	0.076	0.100	0.049	1.000	0.125
최근수정일자	0.148	0.540	0.348	0.235	0.855	0.928	0.984	0.125	1.000

Heatmap
Table

	본점여부	등록신청사업	법인여부	영업구분
본점여부	1.000	0.000	0.129	0.051
등록신청사업	0.000	1.000	0.012	0.064
법인여부	0.129	0.012	1.000	0.206
영업구분	0.051	0.064	0.206	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	-0.005	-0.005	0.002	-0.010	0.000	0.056	0.000	0.000
등록일자	-0.005	1.000	0.997	0.962	0.966	0.160	0.374	0.264	0.075
유효기간만료일자	-0.005	0.997	1.000	0.964	0.966	0.103	0.379	0.219	0.077
폐쇄일자	0.002	0.962	0.964	1.000	0.992	0.139	0.116	0.197	0.037
최근수정일자	-0.010	0.966	0.966	0.992	1.000	0.113	0.303	0.267	0.095
등록신청사업	0.000	0.160	0.103	0.139	0.113	1.000	0.064	0.012	0.000
영업구분	0.056	0.374	0.379	0.116	0.303	0.064	1.000	0.206	0.051
법인여부	0.000	0.264	0.219	0.197	0.267	0.012	0.206	1.000	0.129
본점여부	0.000	0.075	0.077	0.037	0.095	0.000	0.051	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
21103	대부중개업	폐업	2011-서울도봉-0022(대부중개업)	하이파이낸스대부중개	개인	<NA>	서울특별시 도봉구 창동 10번지 점보빌딩-508	<NA>	132040	20110316	20140316	20120723	20110316	본점	20120723
6771	대부업	유효기간만료	2019-서울강서-0006(대부업)	(주)신밧드월드대부	법인	02-6455-1511	서울특별시 강서구 방화동 830번지 2호 하이포트	서울특별시 강서구 금낭화로 128, 하이포트 601호 (방화동)	<NA>	20170330	20200330	<NA>	20170330	본점	20200408
9462	대부업	유효기간만료	2012-서울특별시 성북구-00014	대부신안금융	개인	02-941-0209	서울특별시 성북구 보문동7가 22번지 5호 -511	서울특별시 성북구 보문로 58-1, 511호 (보문동7가, 한주빌딩)	<NA>	20150130	20180130	<NA>	<NA>	본점	20180131
13048	대부업	폐업	2013-서울강남-0340	핑크 뱅 대부	개인	<NA>	서울특별시 강남구 논현동 42번지 9호 광림빌딩	서울특별시 강남구 강남대로132길 55, 5층 (논현동, 광림빌딩)	135815	20131202	20161202	20160426	20131202	본점	20160426
30832	<NA>	<NA>	2008-서울특별시-01083	하나에셋투자금융	개인	0234861008	서울특별시 서초구 서초동 1588-7 석탑오피스텔 609호	<NA>	137070	20080117	<NA>	20090528	20080110	본점	20090622
16775	대부중개업	폐업	2011-서울영등포-0269(대부중개업)	주식회사 채권추심전문 엘씨대부	법인	02-6091-1007	서울특별시 영등포구 여의도동 14번지 14호 용산빌딩 12층	<NA>	150871	20111122	20141122	20140204	20111122	본점	20140204
27959	대부업	<NA>	2009-서울특별시-00824(대부업)	주식회사 타우자산	법인	<NA>	서울특별시 강남구 논현동 116-5번지 7층	<NA>	<NA>	20090520	<NA>	20100527	20090520	본점	20100528
13062	대부중개업	타시군구이관	2013-서울성동-0014	(주)마이퍼스트대부중개	법인	070-8161-5000	서울특별시 성동구 용답동 61번지 1호 2층	서울특별시 성동구 용답중앙15길 19-7, 2층 (용답동)	133848	20160313	20190320	20160422	20130313	본점	20160422
18716	대부중개업	직권취소	2011-서울영등포-0179(대부중개업)	주식회사 다산플러스대부중개	법인	02-3439-0121	서울특별시 영등포구 문래동3가 55번지 20호 1 에이스하이테크시티-207	<NA>	150972	20110530	20140530	20130529	20110530	본점	20130529
2898	대부업	폐업	2021-서울영등포-2152(대부업)	토탈금융대부	개인	<NA>	서울특별시 영등포구 당산동4가 80번지 당산 SK V1 center	서울특별시 영등포구 당산로41길 11, 당산 SK V1 center E동 1405호-B2호 (당산동4가)	<NA>	20211025	20241025	20230403	20211025	본점	20230403

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
27652	대부업	<NA>	2009-서울특별시-01103(대부업)	한진캐피탈	개인	0226051993	서울특별시 양천구 목동 805번지 17호 201호	<NA>	158050	20090416	<NA>	20100712	20090416	본점	20100712
9947	대부업	폐업	2016-서울광진-0013(대부업)	좋은이웃대부	개인	02-467-4200	서울특별시 광진구 중곡동 193번지 35호	서울특별시 광진구 긴고랑로9길 43, 4층 (중곡동)	<NA>	20160225	20190225	20171108	20160225	본점	20171108
26481	대부중개업	<NA>	2008-서울특별시-02485(대부중개업)	S.H투자금융대부	개인	0222748888	서울특별시 강남구 논현동 18번지 3호 영창빌딩801호	<NA>	135010	20080922	<NA>	20101026	<NA>	본점	20101104
27794	대부중개업	<NA>	2009-서울특별시-01229(대부중개업)	부흥투자	개인	<NA>	서울특별시 강남구 대치동 633 청실아파트 9동 206호	<NA>	<NA>	20090128	<NA>	20100622	<NA>	본점	20100622
8378	대부업	타시군구이관	2018-서울강남-0119(대부업)	부동산담보대출대부	개인	02-542-1118	서울특별시 강남구 대치동 890번지 54호 선릉역 풍림아이원레몬-1011a	서울특별시 강남구 테헤란로64길 13, 10층 1011a호 (대치동, 선릉역 풍림아이원레몬)	<NA>	20180726	20210726	20181114	20180726	본점	20181114
14859	대부업	폐업	2013-서울강서-00033(대부업)	대부서진기획	개인	02 2665 1113	서울특별시 강서구 화곡동 1111번지 3호 경동엠파이어스테이트-1209	서울특별시 강서구 화곡로 344, 1209호 (화곡동, 경동엠파이어스테이트)	157016	20130617	20160617	20150225	20130617	본점	20150225
25860	대부중개업	<NA>	2009-서울특별시-02326(대부중개업)	L&A대부중개	개인	027777654	서울특별시 서대문구 홍은동 455번지 벽산아파트 107-702호	<NA>	<NA>	20090929	<NA>	20110118	20090929	본점	20110119
2700	대부업	폐업	2022-서울노원-0004(대부업)	에이이대부	개인	02-930-7854	서울특별시 노원구 상계동 387번지 64호 창현빌딩	서울특별시 노원구 상계로 140, 창현빌딩 401호 (상계동)	<NA>	20220411	20250411	20230508	20220411	본점	20230508
6301	대부업	유효기간만료	2014-서울송파-0099(대부업)	미래자산대부	개인	02-477-8361	서울특별시 송파구 가락동 74번지 13호	서울특별시 송파구 송이로20길 4-18, 1층 (가락동)	<NA>	20141127	20200927	<NA>	20141127	본점	20201005
10619	대부업	직권취소	2015-서울중랑-0038(대부업)	K&JIN AGECY대부	개인	070-8153-9117	서울특별시 중랑구 면목동 88번지 60호	서울특별시 중랑구 상봉로 73, 6층 (면목동, 동방빌딩)	<NA>	20150821	20180821	20170519	20150821	본점	20170519

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

Letter Number

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

Number Forms

CJK

Compat Jamo

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Other Punctuation

Math Symbol

Uppercase Letter

Dash Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Most occurring characters