gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19338
Missing cells (%)	12.9%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	1.3 MiB
Average record size in memory	133.0 B

Variable types

Categorical	4
Text	6
Numeric	5

Dataset

Description	등록신청사업,영업구분,등록증번호,상호,법인여부,사업장 전화번호,소재지,소재지(도로명),우편번호,등록일자,유효기간만료일자,폐쇄일자,지점설립일자,본점여부,최근수정일자
Author	성동구
URL	https://data.seoul.go.kr/dataList/OA-10789/S/1/datasetView.do

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`등록일자` is highly overall correlated with `유효기간만료일자` and 2 other fields	High correlation
`유효기간만료일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`폐쇄일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`최근수정일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`본점여부` is highly imbalanced (93.5%)	Imbalance
`등록증번호` has 171 (1.7%) missing values	Missing
`사업장 전화번호` has 3455 (34.5%) missing values	Missing
`소재지` has 299 (3.0%) missing values	Missing
`소재지(도로명)` has 4792 (47.9%) missing values	Missing
`우편번호` has 5665 (56.6%) missing values	Missing
`유효기간만료일자` has 2087 (20.9%) missing values	Missing
`폐쇄일자` has 1596 (16.0%) missing values	Missing
`지점설립일자` has 1273 (12.7%) missing values	Missing

Reproduction

Analysis started	2024-05-11 01:57:26.742232
Analysis finished	2024-05-11 01:57:43.940534
Duration	17.2 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	6211
대부중개업	3372
<NA>	417

Length

Max length	5
Median length	3
Mean length	3.7161
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6211	62.1%
대부중개업	3372	33.7%
<NA>	417	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6211	62.1%
대부중개업	3372	33.7%
na	417	4.2%

영업구분
Categorical

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

폐업	3660
<NA>	2942
타시군구이관	1251
영업중	842
유효기간만료	804
Other values (2)	501

Length

Max length	6
Median length	4
Mean length	3.5952
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3660	36.6%
<NA>	2942	29.4%
타시군구이관	1251	12.5%
영업중	842	8.4%
유효기간만료	804	8.0%
직권취소	499	5.0%
갱신등록불가	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3660	36.6%
na	2942	29.4%
타시군구이관	1251	12.5%
영업중	842	8.4%
유효기간만료	804	8.0%
직권취소	499	5.0%
갱신등록불가	2	< 0.1%

등록증번호
Text

MISSING

Distinct	9792
Distinct (%)	99.6%
Missing	171
Missing (%)	1.7%
Memory size	156.2 KiB

Length

Max length	27
Median length	26
Mean length	19.515515
Min length	9

Characters and Unicode

Total characters	191818
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	9755 ?
Unique (%)	99.2%

Sample

1st row	2009-서울특별시-02070(대부업)
2nd row	2011-서울강남-0257(대부업)
3rd row	2022-서울양천-00001(대부중개업)
4th row	2013-서울강남-0042(대부업)
5th row	2010-서울관악-00040(대부중개업)

Value	Count	Frequency (%)
2010-서울	19	0.2%
2014-서울특별시	14	0.1%
2013-서울특별시	14	0.1%
2016-서울특별시	11	0.1%
2012-서울특별시	9	0.1%
2011-서울특별시	9	0.1%
2015-서울특별시	9	0.1%
대부업	8	0.1%
성북구-00005	6	0.1%
2018-서울특별시	6	0.1%
Other values (9767)	9865	98.9%

Most occurring characters

Value	Count	Frequency (%)
0	34008	17.7%
-	19642	10.2%
2	15771	8.2%
1	11742	6.1%
서	10898	5.7%
울	9795	5.1%
대	8480	4.4%
(	8208	4.3%
부	8179	4.3%
)	8151	4.2%
Other values (69)	56944	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82759	43.1%
Other Letter	72917	38.0%
Dash Punctuation	19642	10.2%
Open Punctuation	8208	4.3%
Close Punctuation	8151	4.2%
Space Separator	141	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10898	14.9%
울	9795	13.4%
대	8480	11.6%
부	8179	11.2%
업	7941	10.9%
중	3473	4.8%
개	2860	3.9%
시	2571	3.5%
별	2564	3.5%
특	2564	3.5%
Other values (55)	13592	18.6%

Decimal Number

Value	Count	Frequency (%)
0	34008	41.1%
2	15771	19.1%
1	11742	14.2%
3	3782	4.6%
8	3192	3.9%
4	3089	3.7%
6	2838	3.4%
9	2807	3.4%
7	2786	3.4%
5	2744	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19642	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8208	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8151	100.0%

Space Separator

Value	Count	Frequency (%)
	141	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118901	62.0%
Hangul	72917	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10898	14.9%
울	9795	13.4%
대	8480	11.6%
부	8179	11.2%
업	7941	10.9%
중	3473	4.8%
개	2860	3.9%
시	2571	3.5%
별	2564	3.5%
특	2564	3.5%
Other values (55)	13592	18.6%

Common

Value	Count	Frequency (%)
0	34008	28.6%
-	19642	16.5%
2	15771	13.3%
1	11742	9.9%
(	8208	6.9%
)	8151	6.9%
3	3782	3.2%
8	3192	2.7%
4	3089	2.6%
6	2838	2.4%
Other values (4)	8478	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118901	62.0%
Hangul	72917	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	34008	28.6%
-	19642	16.5%
2	15771	13.3%
1	11742	9.9%
(	8208	6.9%
)	8151	6.9%
3	3782	3.2%
8	3192	2.7%
4	3089	2.6%
6	2838	2.4%
Other values (4)	8478	7.1%

Hangul

Value	Count	Frequency (%)
서	10898	14.9%
울	9795	13.4%
대	8480	11.6%
부	8179	11.2%
업	7941	10.9%
중	3473	4.8%
개	2860	3.9%
시	2571	3.5%
별	2564	3.5%
특	2564	3.5%
Other values (55)	13592	18.6%

상호
Text

Distinct	8682
Distinct (%)	86.8%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	39
Median length	33
Mean length	7.7402
Min length	1

Characters and Unicode

Total characters	77402
Distinct characters	792
Distinct categories	13 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

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

Unique

Unique	7623 ?
Unique (%)	76.2%

Sample

1st row	조흥캐피탈대부
2nd row	에스엠씨 대부
3rd row	㈜젠유텍 홀딩스 대부중개
4th row	(주)한빛투자금융대부
5th row	삼성머니대부중개

Value	Count	Frequency (%)
주식회사	828	6.9%
대부중개	302	2.5%
대부	283	2.4%
유한회사	60	0.5%
대부업	17	0.1%
캐피탈	16	0.1%
money	16	0.1%
전당포	11	0.1%
the	10	0.1%
주	10	0.1%
Other values (8722)	10383	87.0%

Most occurring characters

Value	Count	Frequency (%)
대	8444	10.9%
부	8073	10.4%
주	2684	3.5%
이	2240	2.9%
개	2107	2.7%
중	2090	2.7%
	1940	2.5%
스	1922	2.5%
)	1858	2.4%
(	1847	2.4%
Other values (782)	44197	57.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67526	87.2%
Uppercase Letter	2389	3.1%
Space Separator	1940	2.5%
Close Punctuation	1858	2.4%
Open Punctuation	1847	2.4%
Lowercase Letter	1291	1.7%
Decimal Number	262	0.3%
Other Punctuation	243	0.3%
Dash Punctuation	28	< 0.1%
Other Symbol	13	< 0.1%
Other values (3)	5	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8444	12.5%
부	8073	12.0%
주	2684	4.0%
이	2240	3.3%
개	2107	3.1%
중	2090	3.1%
스	1922	2.8%
사	1362	2.0%
피	1123	1.7%
회	1045	1.5%
Other values (703)	36436	54.0%

Uppercase Letter

Value	Count	Frequency (%)
S	321	13.4%
K	203	8.5%
C	189	7.9%
J	179	7.5%
M	177	7.4%
H	134	5.6%
B	107	4.5%
N	96	4.0%
A	94	3.9%
G	89	3.7%
Other values (16)	800	33.5%

Lowercase Letter

Value	Count	Frequency (%)
e	157	12.2%
n	148	11.5%
o	137	10.6%
a	106	8.2%
i	83	6.4%
t	81	6.3%
s	74	5.7%
r	60	4.6%
l	55	4.3%
c	54	4.2%
Other values (15)	336	26.0%

Decimal Number

Value	Count	Frequency (%)
1	86	32.8%
2	39	14.9%
4	33	12.6%
3	24	9.2%
5	23	8.8%
9	22	8.4%
6	15	5.7%
0	9	3.4%
8	8	3.1%
7	3	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	120	49.4%
&	101	41.6%
?	8	3.3%
,	7	2.9%
＆	2	0.8%
/	2	0.8%
*	2	0.8%
@	1	0.4%

Math Symbol

Value	Count	Frequency (%)
~	1	33.3%
<	1	33.3%
>	1	33.3%

Space Separator

Value	Count	Frequency (%)
	1940	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1858	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1847	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	28	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	13	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67520	87.2%
Common	6182	8.0%
Latin	3681	4.8%
Han	19	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8444	12.5%
부	8073	12.0%
주	2684	4.0%
이	2240	3.3%
개	2107	3.1%
중	2090	3.1%
스	1922	2.8%
사	1362	2.0%
피	1123	1.7%
회	1045	1.5%
Other values (685)	36430	54.0%

Latin

Value	Count	Frequency (%)
S	321	8.7%
K	203	5.5%
C	189	5.1%
J	179	4.9%
M	177	4.8%
e	157	4.3%
n	148	4.0%
o	137	3.7%
H	134	3.6%
B	107	2.9%
Other values (42)	1929	52.4%

Common

Value	Count	Frequency (%)
	1940	31.4%
)	1858	30.1%
(	1847	29.9%
.	120	1.9%
&	101	1.6%
1	86	1.4%
2	39	0.6%
4	33	0.5%
-	28	0.5%
3	24	0.4%
Other values (16)	106	1.7%

Han

Value	Count	Frequency (%)
大	1	5.3%
潤	1	5.3%
趙	1	5.3%
鄭	1	5.3%
炅	1	5.3%
多	1	5.3%
道	1	5.3%
利	1	5.3%
靑	1	5.3%
雲	1	5.3%
Other values (9)	9	47.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67507	87.2%
ASCII	9860	12.7%
CJK	19	< 0.1%
None	15	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8444	12.5%
부	8073	12.0%
주	2684	4.0%
이	2240	3.3%
개	2107	3.1%
중	2090	3.1%
스	1922	2.8%
사	1362	2.0%
피	1123	1.7%
회	1045	1.5%
Other values (684)	36417	53.9%

ASCII

Value	Count	Frequency (%)
	1940	19.7%
)	1858	18.8%
(	1847	18.7%
S	321	3.3%
K	203	2.1%
C	189	1.9%
J	179	1.8%
M	177	1.8%
e	157	1.6%
n	148	1.5%
Other values (66)	2841	28.8%

None

Value	Count	Frequency (%)
㈜	13	86.7%
＆	2	13.3%

CJK

Value	Count	Frequency (%)
大	1	5.3%
潤	1	5.3%
趙	1	5.3%
鄭	1	5.3%
炅	1	5.3%
多	1	5.3%
道	1	5.3%
利	1	5.3%
靑	1	5.3%
雲	1	5.3%
Other values (9)	9	47.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	1	100.0%

법인여부
Categorical

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

개인	7201
법인	2799

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	법인
5th row	개인

Common Values

Value	Count	Frequency (%)
개인	7201	72.0%
법인	2799	28.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7201	72.0%
법인	2799	28.0%

사업장 전화번호
Text

MISSING

Distinct	5788
Distinct (%)	88.4%
Missing	3455
Missing (%)	34.5%
Memory size	156.2 KiB

Length

Max length	40
Median length	39
Mean length	10.616654
Min length	1

Characters and Unicode

Total characters	69486
Distinct characters	25
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	5173 ?
Unique (%)	79.0%

Sample

1st row	025832525
2nd row	02-6091-1010
3rd row	02-563-8488
4th row	028788520
5th row	02-888-8770

Value	Count	Frequency (%)
02	289	3.9%
	51	0.7%
070	41	0.6%
010	11	0.1%
1688	8	0.1%
2209	7	0.1%
495	6	0.1%
1599	6	0.1%
434	6	0.1%
070-7617-0528	5	0.1%
Other values (6083)	6938	94.2%

Most occurring characters

Value	Count	Frequency (%)
0	11246	16.2%
2	10287	14.8%
-	7015	10.1%
5	5735	8.3%
7	5413	7.8%
1	5048	7.3%
6	5041	7.3%
3	4916	7.1%
4	4879	7.0%
8	4826	6.9%
Other values (15)	5080	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61330	88.3%
Dash Punctuation	7015	10.1%
Space Separator	910	1.3%
Other Punctuation	121	0.2%
Close Punctuation	62	0.1%
Math Symbol	22	< 0.1%
Open Punctuation	16	< 0.1%
Other Letter	8	< 0.1%
Uppercase Letter	2	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11246	18.3%
2	10287	16.8%
5	5735	9.4%
7	5413	8.8%
1	5048	8.2%
6	5041	8.2%
3	4916	8.0%
4	4879	8.0%
8	4826	7.9%
9	3939	6.4%

Other Letter

Value	Count	Frequency (%)
등	2	25.0%
록	2	25.0%
미	2	25.0%
없	1	12.5%
음	1	12.5%

Other Punctuation

Value	Count	Frequency (%)
/	50	41.3%
*	47	38.8%
.	24	19.8%

Uppercase Letter

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

Dash Punctuation

Value	Count	Frequency (%)
-	7015	100.0%

Space Separator

Value	Count	Frequency (%)
	910	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	62	100.0%

Math Symbol

Value	Count	Frequency (%)
~	22	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	16	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69476	> 99.9%
Hangul	8	< 0.1%
Latin	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11246	16.2%
2	10287	14.8%
-	7015	10.1%
5	5735	8.3%
7	5413	7.8%
1	5048	7.3%
6	5041	7.3%
3	4916	7.1%
4	4879	7.0%
8	4826	6.9%
Other values (8)	5070	7.3%

Hangul

Value	Count	Frequency (%)
등	2	25.0%
록	2	25.0%
미	2	25.0%
없	1	12.5%
음	1	12.5%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69478	> 99.9%
Hangul	8	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11246	16.2%
2	10287	14.8%
-	7015	10.1%
5	5735	8.3%
7	5413	7.8%
1	5048	7.3%
6	5041	7.3%
3	4916	7.1%
4	4879	7.0%
8	4826	6.9%
Other values (10)	5072	7.3%

Hangul

Value	Count	Frequency (%)
등	2	25.0%
록	2	25.0%
미	2	25.0%
없	1	12.5%
음	1	12.5%

소재지
Text

MISSING

Distinct	8633
Distinct (%)	89.0%
Missing	299
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	65
Median length	47
Mean length	31.503866
Min length	15

Characters and Unicode

Total characters	305619
Distinct characters	629
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	7865 ?
Unique (%)	81.1%

Sample

1st row	서울특별시 서초구 방배동 450번지 25호 309호
2nd row	서울특별시 강남구 역삼동 742번지 21호 -202
3rd row	서울특별시 양천구 신월동 412번지 7호
4th row	서울특별시 강남구 역삼동 642번지 19호 역삼하이츠빌딩-1401
5th row	서울특별시 관악구 신림동 1421번지 45호 -302

Value	Count	Frequency (%)
서울특별시	9698	17.0%
강남구	1576	2.8%
서초구	967	1.7%
1호	674	1.2%
역삼동	656	1.1%
서초동	576	1.0%
송파구	565	1.0%
중구	529	0.9%
2호	484	0.8%
영등포구	453	0.8%
Other values (9497)	40983	71.7%

Most occurring characters

Value	Count	Frequency (%)
	67736	22.2%
1	13421	4.4%
서	12094	4.0%
동	11152	3.6%
구	10520	3.4%
시	9967	3.3%
울	9756	3.2%
별	9715	3.2%
특	9700	3.2%
2	8870	2.9%
Other values (619)	142688	46.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	167220	54.7%
Space Separator	67736	22.2%
Decimal Number	63490	20.8%
Dash Punctuation	5460	1.8%
Uppercase Letter	1118	0.4%
Other Punctuation	246	0.1%
Lowercase Letter	134	< 0.1%
Close Punctuation	92	< 0.1%
Open Punctuation	90	< 0.1%
Letter Number	26	< 0.1%
Other values (2)	7	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12094	7.2%
동	11152	6.7%
구	10520	6.3%
시	9967	6.0%
울	9756	5.8%
별	9715	5.8%
특	9700	5.8%
호	8597	5.1%
지	8488	5.1%
번	7931	4.7%
Other values (540)	69300	41.4%

Uppercase Letter

Value	Count	Frequency (%)
B	275	24.6%
A	214	19.1%
D	76	6.8%
S	73	6.5%
C	58	5.2%
T	47	4.2%
K	45	4.0%
I	43	3.8%
L	41	3.7%
G	36	3.2%
Other values (15)	210	18.8%

Lowercase Letter

Value	Count	Frequency (%)
e	23	17.2%
i	14	10.4%
t	12	9.0%
n	12	9.0%
c	9	6.7%
r	8	6.0%
l	8	6.0%
w	6	4.5%
o	6	4.5%
y	6	4.5%
Other values (12)	30	22.4%

Decimal Number

Value	Count	Frequency (%)
1	13421	21.1%
2	8870	14.0%
0	7984	12.6%
3	6983	11.0%
4	5863	9.2%
5	4996	7.9%
6	4511	7.1%
7	4040	6.4%
9	3444	5.4%
8	3378	5.3%

Other Punctuation

Value	Count	Frequency (%)
,	86	35.0%
/	81	32.9%
.	70	28.5%
？	3	1.2%
@	2	0.8%
*	1	0.4%
;	1	0.4%
#	1	0.4%
&	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	19	73.1%
Ⅰ	6	23.1%
Ⅲ	1	3.8%

Math Symbol

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

Close Punctuation

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

Open Punctuation

Value	Count	Frequency (%)
(	89	98.9%
[	1	1.1%

Space Separator

Value	Count	Frequency (%)
	67736	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5460	100.0%

Other Number

Value	Count	Frequency (%)
½	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	167220	54.7%
Common	137121	44.9%
Latin	1278	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12094	7.2%
동	11152	6.7%
구	10520	6.3%
시	9967	6.0%
울	9756	5.8%
별	9715	5.8%
특	9700	5.8%
호	8597	5.1%
지	8488	5.1%
번	7931	4.7%
Other values (540)	69300	41.4%

Latin

Value	Count	Frequency (%)
B	275	21.5%
A	214	16.7%
D	76	5.9%
S	73	5.7%
C	58	4.5%
T	47	3.7%
K	45	3.5%
I	43	3.4%
L	41	3.2%
G	36	2.8%
Other values (40)	370	29.0%

Common

Value	Count	Frequency (%)
	67736	49.4%
1	13421	9.8%
2	8870	6.5%
0	7984	5.8%
3	6983	5.1%
4	5863	4.3%
-	5460	4.0%
5	4996	3.6%
6	4511	3.3%
7	4040	2.9%
Other values (19)	7257	5.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	167220	54.7%
ASCII	138369	45.3%
Number Forms	26	< 0.1%
None	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67736	49.0%
1	13421	9.7%
2	8870	6.4%
0	7984	5.8%
3	6983	5.0%
4	5863	4.2%
-	5460	3.9%
5	4996	3.6%
6	4511	3.3%
7	4040	2.9%
Other values (64)	8505	6.1%

Hangul

Value	Count	Frequency (%)
서	12094	7.2%
동	11152	6.7%
구	10520	6.3%
시	9967	6.0%
울	9756	5.8%
별	9715	5.8%
특	9700	5.8%
호	8597	5.1%
지	8488	5.1%
번	7931	4.7%
Other values (540)	69300	41.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	19	73.1%
Ⅰ	6	23.1%
Ⅲ	1	3.8%

None

Value	Count	Frequency (%)
？	3	75.0%
½	1	25.0%

소재지(도로명)
Text

MISSING

Distinct	4733
Distinct (%)	90.9%
Missing	4792
Missing (%)	47.9%
Memory size	156.2 KiB

Length

Max length	67
Median length	52
Mean length	37.267473
Min length	19

Characters and Unicode

Total characters	194089
Distinct characters	611
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	4305 ?
Unique (%)	82.7%

Sample

1st row	서울특별시 양천구 국회대로 50, 지층 (신월동)
2nd row	서울특별시 강남구 테헤란로 151, 1401호 (역삼동, 역삼하이츠빌딩)
3rd row	서울특별시 금천구 가마산로 96, 306호 (가산동, 대륭테크노타운8차)
4th row	서울특별시 강남구 논현로 542, 금석빌딩 201호 (역삼동)
5th row	서울특별시 송파구 백제고분로22길 9, 303호 (삼전동)

Value	Count	Frequency (%)
서울특별시	5205	14.1%
강남구	956	2.6%
서초구	585	1.6%
2층	469	1.3%
역삼동	409	1.1%
서초동	379	1.0%
3층	365	1.0%
4층	309	0.8%
영등포구	301	0.8%
송파구	284	0.8%
Other values (6588)	27641	74.9%

Most occurring characters

Value	Count	Frequency (%)
	31719	16.3%
1	7422	3.8%
,	7127	3.7%
서	6897	3.6%
동	6796	3.5%
로	5822	3.0%
구	5752	3.0%
시	5412	2.8%
2	5318	2.7%
울	5252	2.7%
Other values (601)	106572	54.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	108061	55.7%
Decimal Number	34673	17.9%
Space Separator	31719	16.3%
Other Punctuation	7142	3.7%
Close Punctuation	5250	2.7%
Open Punctuation	5250	2.7%
Dash Punctuation	1025	0.5%
Uppercase Letter	820	0.4%
Lowercase Letter	111	0.1%
Letter Number	29	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6897	6.4%
동	6796	6.3%
로	5822	5.4%
구	5752	5.3%
시	5412	5.0%
울	5252	4.9%
별	5218	4.8%
특	5206	4.8%
호	4267	3.9%
길	2736	2.5%
Other values (527)	54703	50.6%

Uppercase Letter

Value	Count	Frequency (%)
B	169	20.6%
A	127	15.5%
S	72	8.8%
C	60	7.3%
G	42	5.1%
T	39	4.8%
L	36	4.4%
K	36	4.4%
I	34	4.1%
E	33	4.0%
Other values (15)	172	21.0%

Lowercase Letter

Value	Count	Frequency (%)
e	16	14.4%
t	10	9.0%
i	9	8.1%
w	8	7.2%
n	8	7.2%
o	8	7.2%
r	8	7.2%
l	7	6.3%
c	5	4.5%
b	5	4.5%
Other values (10)	27	24.3%

Decimal Number

Value	Count	Frequency (%)
1	7422	21.4%
2	5318	15.3%
0	4499	13.0%
3	4135	11.9%
4	3017	8.7%
5	2757	8.0%
6	2190	6.3%
7	1965	5.7%
8	1821	5.3%
9	1549	4.5%

Other Punctuation

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

Letter Number

Value	Count	Frequency (%)
Ⅱ	21	72.4%
Ⅰ	6	20.7%
Ⅲ	2	6.9%

Math Symbol

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

Close Punctuation

Value	Count	Frequency (%)
)	5249	> 99.9%
]	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	5249	> 99.9%
[	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	31719	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1025	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	108061	55.7%
Common	85068	43.8%
Latin	960	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6897	6.4%
동	6796	6.3%
로	5822	5.4%
구	5752	5.3%
시	5412	5.0%
울	5252	4.9%
별	5218	4.8%
특	5206	4.8%
호	4267	3.9%
길	2736	2.5%
Other values (527)	54703	50.6%

Latin

Value	Count	Frequency (%)
B	169	17.6%
A	127	13.2%
S	72	7.5%
C	60	6.2%
G	42	4.4%
T	39	4.1%
L	36	3.8%
K	36	3.8%
I	34	3.5%
E	33	3.4%
Other values (38)	312	32.5%

Common

Value	Count	Frequency (%)
	31719	37.3%
1	7422	8.7%
,	7127	8.4%
2	5318	6.3%
)	5249	6.2%
(	5249	6.2%
0	4499	5.3%
3	4135	4.9%
4	3017	3.5%
5	2757	3.2%
Other values (16)	8576	10.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	108061	55.7%
ASCII	85997	44.3%
Number Forms	29	< 0.1%
None	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31719	36.9%
1	7422	8.6%
,	7127	8.3%
2	5318	6.2%
)	5249	6.1%
(	5249	6.1%
0	4499	5.2%
3	4135	4.8%
4	3017	3.5%
5	2757	3.2%
Other values (60)	9505	11.1%

Hangul

Value	Count	Frequency (%)
서	6897	6.4%
동	6796	6.3%
로	5822	5.4%
구	5752	5.3%
시	5412	5.0%
울	5252	4.9%
별	5218	4.8%
특	5206	4.8%
호	4267	3.9%
길	2736	2.5%
Other values (527)	54703	50.6%

Number Forms

Value	Count	Frequency (%)
Ⅱ	21	72.4%
Ⅰ	6	20.7%
Ⅲ	2	6.9%

None

Value	Count	Frequency (%)
？	2	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1384
Distinct (%)	31.9%
Missing	5665
Missing (%)	56.6%
Infinite	0
Infinite (%)	0.0%
Mean	136440.78

Minimum	4526
Maximum	429842
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	4526
5-th percentile	110043.7
Q1	132020
median	136130
Q3	143200
95-th percentile	157030
Maximum	429842
Range	425316
Interquartile range (IQR)	11180

Descriptive statistics

Standard deviation	15849.502
Coefficient of variation (CV)	0.11616397
Kurtosis	55.49792
Mean	136440.78
Median Absolute Deviation (MAD)	5295
Skewness	1.1700573
Sum	5.9147076 × 10⁸
Variance	2.5120671 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
137070	138	1.4%
135080	129	1.3%
157010	67	0.7%
135010	60	0.6%
151015	49	0.5%
152050	48	0.5%
151050	47	0.5%
158070	42	0.4%
142070	41	0.4%
158050	40	0.4%
Other values (1374)	3674	36.7%
(Missing)	5665	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4526	1	< 0.1%
4534	1	< 0.1%
4537	1	< 0.1%
4538	2	< 0.1%
4550	1	< 0.1%
4554	1	< 0.1%
7327	1	< 0.1%
100011	5	0.1%
100012	4	< 0.1%
100013	1	< 0.1%

Value	Count	Frequency (%)
429842	1	< 0.1%
410380	1	< 0.1%
158881	1	< 0.1%
158877	1	< 0.1%
158871	1	< 0.1%
158864	4	< 0.1%
158863	2	< 0.1%
158860	5	0.1%
158859	2	< 0.1%
158857	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3551
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136911

Minimum	20051216
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20051216
5-th percentile	20070830
Q1	20091110
median	20130309
Q3	20170905
95-th percentile	20230221
Maximum	20240510
Range	189294
Interquartile range (IQR)	79795

Descriptive statistics

Standard deviation	49179.279
Coefficient of variation (CV)	0.0024422454
Kurtosis	-0.93520241
Mean	20136911
Median Absolute Deviation (MAD)	39691
Skewness	0.45200657
Sum	2.0136911 × 10¹¹
Variance	2.4186015 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	28	0.3%
20080731	27	0.3%
20080818	26	0.3%
20081222	23	0.2%
20080806	19	0.2%
20090520	18	0.2%
20080926	17	0.2%
20090611	16	0.2%
20090325	15	0.1%
20080718	15	0.1%
Other values (3541)	9796	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20051216	1	< 0.1%
20060320	1	< 0.1%
20060324	3	< 0.1%
20060329	2	< 0.1%
20060407	3	< 0.1%
20060412	1	< 0.1%
20060417	1	< 0.1%
20060418	3	< 0.1%
20060425	1	< 0.1%
20060501	4	< 0.1%

Value	Count	Frequency (%)
20240510	2	< 0.1%
20240508	1	< 0.1%
20240507	3	< 0.1%
20240503	3	< 0.1%
20240430	3	< 0.1%
20240425	3	< 0.1%
20240424	2	< 0.1%
20240423	1	< 0.1%
20240422	2	< 0.1%
20240419	1	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3315
Distinct (%)	41.9%
Missing	2087
Missing (%)	20.9%
Infinite	0
Infinite (%)	0.0%
Mean	20182033

Minimum	20080922
Maximum	22180428
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20080922
5-th percentile	20120219
Q1	20141031
median	20180120
Q3	20220323
95-th percentile	20260508
Maximum	22180428
Range	2099506
Interquartile range (IQR)	79292

Descriptive statistics

Standard deviation	50161.133
Coefficient of variation (CV)	0.0024854351
Kurtosis	316.9078
Mean	20182033
Median Absolute Deviation (MAD)	39113
Skewness	8.1951637
Sum	1.5970043 × 10¹¹
Variance	2.5161393 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20140831	18	0.2%
20110831	15	0.1%
20120520	13	0.1%
20170701	11	0.1%
20180428	11	0.1%
20140721	10	0.1%
20161018	10	0.1%
20150515	10	0.1%
20140905	10	0.1%
20110731	10	0.1%
Other values (3305)	7795	78.0%
(Missing)	2087	20.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20080922	1	< 0.1%
20090907	1	< 0.1%
20091116	1	< 0.1%
20100112	1	< 0.1%
20100117	1	< 0.1%
20100219	1	< 0.1%
20100321	1	< 0.1%
20100405	1	< 0.1%
20100411	2	< 0.1%
20100418	2	< 0.1%

Value	Count	Frequency (%)
22180428	1	< 0.1%
20270510	2	< 0.1%
20270508	1	< 0.1%
20270507	3	< 0.1%
20270503	3	< 0.1%
20270430	3	< 0.1%
20270425	3	< 0.1%
20270424	2	< 0.1%
20270423	1	< 0.1%
20270422	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3088
Distinct (%)	36.7%
Missing	1596
Missing (%)	16.0%
Infinite	0
Infinite (%)	0.0%
Mean	20141970

Minimum	20060920
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060920
5-th percentile	20090921
Q1	20110322
median	20130716
Q3	20170508
95-th percentile	20221110
Maximum	20240510
Range	179590
Interquartile range (IQR)	60186

Descriptive statistics

Standard deviation	41193.089
Coefficient of variation (CV)	0.0020451371
Kurtosis	-0.58796567
Mean	20141970
Median Absolute Deviation (MAD)	29789.5
Skewness	0.69151964
Sum	1.6927311 × 10¹¹
Variance	1.6968706 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	210	2.1%
20100927	79	0.8%
20160725	28	0.3%
20101213	21	0.2%
20110420	19	0.2%
20110412	17	0.2%
20110914	17	0.2%
20170124	16	0.2%
20101126	16	0.2%
20110627	15	0.1%
Other values (3078)	7966	79.7%
(Missing)	1596	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060920	1	< 0.1%
20081023	1	< 0.1%
20081212	1	< 0.1%
20081217	1	< 0.1%
20090219	1	< 0.1%
20090305	1	< 0.1%
20090309	1	< 0.1%
20090311	1	< 0.1%
20090312	3	< 0.1%
20090313	3	< 0.1%

Value	Count	Frequency (%)
20240510	1	< 0.1%
20240508	1	< 0.1%
20240507	3	< 0.1%
20240503	1	< 0.1%
20240502	1	< 0.1%
20240501	3	< 0.1%
20240430	1	< 0.1%
20240429	1	< 0.1%
20240426	2	< 0.1%
20240423	2	< 0.1%

지점설립일자
Text

MISSING

Distinct	3588
Distinct (%)	41.1%
Missing	1273
Missing (%)	12.7%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	69816
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	1410 ?
Unique (%)	16.2%

Sample

1st row	20090821
2nd row	20110728
3rd row	20220106
4th row	20130212
5th row	20100503

Value	Count	Frequency (%)
20090520	25	0.3%
20090820	23	0.3%
20090514	18	0.2%
20090512	17	0.2%
20090611	17	0.2%
20090507	16	0.2%
20090529	16	0.2%
20090821	15	0.2%
20090511	15	0.2%
20090722	13	0.1%
Other values (3578)	8552	98.0%

Most occurring characters

Value	Count	Frequency (%)
0	22627	32.4%
2	15946	22.8%
1	14029	20.1%
3	2841	4.1%
7	2608	3.7%
9	2579	3.7%
6	2388	3.4%
4	2286	3.3%
5	2276	3.3%
8	2230	3.2%
Other values (4)	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69810	> 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	22627	32.4%
2	15946	22.8%
1	14029	20.1%
3	2841	4.1%
7	2608	3.7%
9	2579	3.7%
6	2388	3.4%
4	2286	3.3%
5	2276	3.3%
8	2230	3.2%

Lowercase Letter

Value	Count	Frequency (%)
p	1	50.0%
r	1	50.0%

Space Separator

Value	Count	Frequency (%)
	3	100.0%

Uppercase Letter

Value	Count	Frequency (%)
A	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69813	> 99.9%
Latin	3	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22627	32.4%
2	15946	22.8%
1	14029	20.1%
3	2841	4.1%
7	2608	3.7%
9	2579	3.7%
6	2388	3.4%
4	2286	3.3%
5	2276	3.3%
8	2230	3.2%

Latin

Value	Count	Frequency (%)
A	1	33.3%
p	1	33.3%
r	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69816	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22627	32.4%
2	15946	22.8%
1	14029	20.1%
3	2841	4.1%
7	2608	3.7%
9	2579	3.7%
6	2388	3.4%
4	2286	3.3%
5	2276	3.3%
8	2230	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	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	3133
Distinct (%)	31.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152963

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	20110916
median	20140904
Q3	20190522
95-th percentile	20231016
Maximum	20240510
Range	149992
Interquartile range (IQR)	79606.25

Descriptive statistics

Standard deviation	46247.572
Coefficient of variation (CV)	0.0022948274
Kurtosis	-1.0901873
Mean	20152963
Median Absolute Deviation (MAD)	30687.5
Skewness	0.44142145
Sum	2.0152963 × 10¹¹
Variance	2.1388379 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	85	0.9%
20091118	49	0.5%
20090609	48	0.5%
20091116	47	0.5%
20100927	44	0.4%
20090622	39	0.4%
20100330	39	0.4%
20091119	38	0.4%
20110425	32	0.3%
20130621	29	0.3%
Other values (3123)	9550	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	1	< 0.1%
20090519	1	< 0.1%
20090521	4	< 0.1%
20090601	1	< 0.1%
20090602	3	< 0.1%
20090603	10	0.1%
20090604	12	0.1%
20090605	4	< 0.1%
20090608	3	< 0.1%
20090609	48	0.5%

Value	Count	Frequency (%)
20240510	5	0.1%
20240509	2	< 0.1%
20240508	5	0.1%
20240507	6	0.1%
20240503	5	0.1%
20240502	5	0.1%
20240501	7	0.1%
20240430	3	< 0.1%
20240429	5	0.1%
20240426	2	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.097	0.020	0.000	0.230	0.000	0.170	0.000	0.172
영업구분	0.097	1.000	0.293	0.006	0.609	0.000	0.177	0.030	0.538
법인여부	0.020	0.293	1.000	0.126	0.356	0.000	0.206	0.210	0.354
우편번호	0.000	0.006	0.126	1.000	0.270	NaN	0.324	0.000	0.348
등록일자	0.230	0.609	0.356	0.270	1.000	0.000	0.862	0.075	0.939
유효기간만료일자	0.000	0.000	0.000	NaN	0.000	1.000	0.000	0.000	0.000
폐쇄일자	0.170	0.177	0.206	0.324	0.862	0.000	1.000	0.032	0.960
본점여부	0.000	0.030	0.210	0.000	0.075	0.000	0.032	1.000	0.083
최근수정일자	0.172	0.538	0.354	0.348	0.939	0.000	0.960	0.083	1.000

Heatmap
Table

	법인여부	등록신청사업	영업구분	본점여부
법인여부	1.000	0.013	0.211	0.135
등록신청사업	0.013	1.000	0.070	0.000
영업구분	0.211	0.070	1.000	0.022
본점여부	0.135	0.000	0.022	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.023	0.030	0.044	0.031	0.000	0.043	0.079	0.000
등록일자	0.023	1.000	0.996	0.961	0.966	0.176	0.377	0.273	0.057
유효기간만료일자	0.030	0.996	1.000	0.965	0.968	0.000	0.000	0.000	0.000
폐쇄일자	0.044	0.961	0.965	1.000	0.992	0.170	0.102	0.206	0.031
최근수정일자	0.031	0.966	0.968	0.992	1.000	0.132	0.301	0.271	0.063
등록신청사업	0.000	0.176	0.000	0.170	0.132	1.000	0.070	0.013	0.000
영업구분	0.043	0.377	0.000	0.102	0.301	0.070	1.000	0.211	0.022
법인여부	0.079	0.273	0.000	0.206	0.271	0.013	0.211	1.000	0.135
본점여부	0.000	0.057	0.000	0.031	0.063	0.000	0.022	0.135	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
20081	대부업	타시군구이관	2009-서울특별시-02070(대부업)	조흥캐피탈대부	개인	025832525	서울특별시 서초구 방배동 450번지 25호 309호	<NA>	137060	20120712	20150712	20121221	20090821	본점	20121221
18292	대부업	폐업	2011-서울강남-0257(대부업)	에스엠씨 대부	개인	02-6091-1010	서울특별시 강남구 역삼동 742번지 21호 -202	<NA>	135080	20110728	20140728	20130702	20110728	본점	20130702
1918	대부중개업	영업중	2022-서울양천-00001(대부중개업)	㈜젠유텍 홀딩스 대부중개	법인	<NA>	서울특별시 양천구 신월동 412번지 7호	서울특별시 양천구 국회대로 50, 지층 (신월동)	<NA>	20220107	20250107	<NA>	20220106	본점	20230822
3407	대부업	폐업	2013-서울강남-0042(대부업)	(주)한빛투자금융대부	법인	02-563-8488	서울특별시 강남구 역삼동 642번지 19호 역삼하이츠빌딩-1401	서울특별시 강남구 테헤란로 151, 1401호 (역삼동, 역삼하이츠빌딩)	135981	20211129	20241129	20230102	20130212	본점	20230102
24997	대부중개업	<NA>	2010-서울관악-00040(대부중개업)	삼성머니대부중개	개인	028788520	서울특별시 관악구 신림동 1421번지 45호 -302	<NA>	151015	20100503	20130503	20110425	20100503	본점	20110425
9277	대부업	폐업	2015-서울금천-00014	주식회사 대부리더스	법인	02-888-8770	서울특별시 금천구 가산동 481번지 11호	서울특별시 금천구 가마산로 96, 306호 (가산동, 대륭테크노타운8차)	153775	20150407	20180407	20180302	20150407	본점	20180302
5974	대부업	폐업	2019-서울강남-0135(대부업)	(주)선해대부	법인	02-544-0555	서울특별시 강남구 역삼동 667번지 금석빌딩	서울특별시 강남구 논현로 542, 금석빌딩 201호 (역삼동)	<NA>	20190821	20220821	20210129	20190820	본점	20210129
21415	대부업	폐업	2009-서울특별시-01636(대부업)	(주)이즈에스원대부	법인	024693344	서울특별시 성동구 성수동2가 277-155 3층	<NA>	133120	20090717	20120717	20120620	20090717	본점	20120620
15912	대부업	폐업	2013-서울송파-0079(대부업)	에이치엘대부업	개인	02-419-0487	서울특별시 송파구 삼전동 46번지 -303	서울특별시 송파구 백제고분로22길 9, 303호 (삼전동)	138838	20130819	20160819	20140721	20130819	본점	20140721
23565	대부업	<NA>	2008-서울특별시-00872(대부업)	텐	개인	025340988	서울특별시 서초구 잠원동 58번지 16호 신반포10차아파트 318-806호	<NA>	137030	20080903	20111005	20111006	20050921	본점	20111005

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
11351	대부업	폐업	2016-서울특별시 성북구-00023	대부대자기획	개인	02-914-7265	서울특별시 성북구 정릉동 815번지 16호 가 -302	서울특별시 성북구 보국문로36길 34, 가동 302호 (정릉동, 태청그린하우스)	<NA>	20141205	20171205	20170116	20060405	본점	20170119
3875	대부업	영업중	2022-서울서초-0060(대부업)	주식회사 베스트이너스대부	법인	<NA>	서울특별시 서초구 방배동 449번지 6호 4층 119호	서울특별시 서초구 방배천로2길 21, 4층 119호 (방배동)	<NA>	20220914	20250914	<NA>	20220914	본점	20220914
22834	대부업	폐업	2009-서울특별시-00211(대부업)	원일	개인	024772776	서울특별시 강동구 길동 106-5	<NA>	<NA>	20090122	<NA>	20111223	<NA>	본점	20111223
29876	<NA>	<NA>	2006-서울특별시-00419	JR캐피탈	개인	0237896096/	서울특별시 중구 을지로1가 37 서광빌딩 1102호	<NA>	100191	20060928	<NA>	20091116	20060918	본점	20091117
6118	대부업	폐업	2019-서울금천-0046	금보대부	개인	<NA>	서울특별시 금천구 시흥동 1013번지 7호 벽산중심상가	서울특별시 금천구 금하로 763, 벽산중심상가 205-5호 (시흥동)	<NA>	20191023	20221023	20201222	20191014	본점	20201222
21466	대부중개업	타시군구이관	2011-서울서대문-00039(대부중개)	(주)프리즈비대부중개	법인	<NA>	서울특별시 서대문구 북가좌동 392번지 35호 -212	<NA>	120817	20111108	20141108	20120612	20111108	본점	20120612
12945	대부업	타시군구이관	2014-서울강북-0052	밀레니엄대부	개인	<NA>	서울특별시 강북구 수유동 45번지 1호 쏠라리움타워-606	서울특별시 강북구 노해로 3, 606호 (수유동, 쏠라리움타워)	142071	20141201	20171201	20160531	20141201	본점	20160531
1627	대부업	직권취소	2019-서울강남-0152(대부업)	(주)태양대부홀딩스	법인	1544-6661	서울특별시 강남구 역삼동 837번지 18호 서희스타힐스오피스텔-719	서울특별시 강남구 도곡로3길 19, 서희스타힐스오피스텔 719호 (역삼동)	<NA>	20191002	20221002	20220816	20191002	본점	20231005
1596	대부업	폐업	2020-서울구로-0061(대부업)	케이에이치행복준대부	개인	<NA>	서울특별시 구로구 구로동 222번지 3호 제이앤케이디지털타워	서울특별시 구로구 디지털로26길 111, 제이앤케이디지털타워 1707(방16번)호 (구로동)	<NA>	20201222	20231222	20231012	20201222	본점	20231012
13350	대부중개업	폐업	2015-서울노원-00004	파트너스대부중개	개인	02-6314-5934	서울특별시 노원구 공릉동 81번지 1020 태강아파트-902	서울특별시 노원구 공릉로34길 62, 1020동 902호 (공릉동, 태강아파트 )	139773	20150329	20180329	20160201	20120329	본점	20160202

Most frequently occurring

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자	# duplicates
0	대부중개업	타시군구이관	2013-서울광진-0050(대부중개)	ONE PLUS대부중개	개인	02-2201-8863	서울특별시 광진구 자양동 769번지 10호 Y타워-917	<NA>	143853	20130828	20160828	20140324	20130828	본점	20140324	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Dash Punctuation

Open Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Math Symbol

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Other Symbol

Letter Number

Currency 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

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

Uppercase Letter

Dash Punctuation

Space Separator

Close Punctuation

Math Symbol

Open Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories