gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19181
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	동작구
URL	https://data.seoul.go.kr/dataList/OA-10635/S/1/datasetView.do

Alerts

`등록일자` is highly overall correlated with `유효기간만료일자` and 2 other fields	High correlation
`유효기간만료일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`폐쇄일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`최근수정일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`본점여부` is highly imbalanced (94.0%)	Imbalance
`등록증번호` has 192 (1.9%) missing values	Missing
`사업장 전화번호` has 3424 (34.2%) missing values	Missing
`소재지` has 303 (3.0%) missing values	Missing
`소재지(도로명)` has 4778 (47.8%) missing values	Missing
`우편번호` has 5612 (56.1%) missing values	Missing
`유효기간만료일자` has 2066 (20.7%) missing values	Missing
`폐쇄일자` has 1573 (15.7%) missing values	Missing
`지점설립일자` has 1233 (12.3%) missing values	Missing

Reproduction

Analysis started	2024-05-04 03:30:20.550667
Analysis finished	2024-05-04 03:30:39.141745
Duration	18.59 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	6256
대부중개업	3305
<NA>	439

Length

Max length	5
Median length	3
Mean length	3.7049
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6256	62.6%
대부중개업	3305	33.1%
<NA>	439	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6256	62.6%
대부중개업	3305	33.1%
na	439	4.4%

영업구분
Categorical

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

폐업	3781
<NA>	2896
타시군구이관	1197
영업중	806
유효기간만료	790
Other values (2)	530

Length

Max length	6
Median length	4
Mean length	3.5614
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3781	37.8%
<NA>	2896	29.0%
타시군구이관	1197	12.0%
영업중	806	8.1%
유효기간만료	790	7.9%
직권취소	526	5.3%
갱신등록불가	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3781	37.8%
na	2896	29.0%
타시군구이관	1197	12.0%
영업중	806	8.1%
유효기간만료	790	7.9%
직권취소	526	5.3%
갱신등록불가	4	< 0.1%

등록증번호
Text

MISSING

Distinct	9763
Distinct (%)	99.5%
Missing	192
Missing (%)	1.9%
Memory size	156.2 KiB

Length

Max length	29
Median length	28
Mean length	19.507647
Min length	1

Characters and Unicode

Total characters	191331
Distinct characters	85
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	9719 ?
Unique (%)	99.1%

Sample

1st row	2018-서울서초-0106(대부업)
2nd row	2016-서울구로-044(대부업)
3rd row	2010-서울관악-00025(대부중개업)
4th row	2010-서울동작-00043(대부업)
5th row	2008-서울특별시-01935(대부업)

Value	Count	Frequency (%)
2015-서울특별시	18	0.2%
2012-서울특별시	17	0.2%
2013-서울특별시	15	0.2%
2010-서울	14	0.1%
2014-서울특별시	12	0.1%
2011-서울특별시	12	0.1%
2016-서울특별시	10	0.1%
대부업	9	0.1%
성북구-00003	7	0.1%
성북구-00013	5	0.1%
Other values (9722)	9844	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	33886	17.7%
-	19607	10.2%
2	15703	8.2%
1	11785	6.2%
서	10850	5.7%
울	9779	5.1%
대	8440	4.4%
(	8181	4.3%
부	8131	4.2%
)	8128	4.2%
Other values (75)	56841	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82535	43.1%
Other Letter	72724	38.0%
Dash Punctuation	19607	10.2%
Open Punctuation	8181	4.3%
Close Punctuation	8128	4.2%
Space Separator	156	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10850	14.9%
울	9779	13.4%
대	8440	11.6%
부	8131	11.2%
업	7924	10.9%
중	3447	4.7%
개	2820	3.9%
시	2539	3.5%
별	2530	3.5%
특	2529	3.5%
Other values (61)	13735	18.9%

Decimal Number

Value	Count	Frequency (%)
0	33886	41.1%
2	15703	19.0%
1	11785	14.3%
3	3745	4.5%
8	3116	3.8%
4	3051	3.7%
7	2906	3.5%
6	2816	3.4%
9	2791	3.4%
5	2736	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19607	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8181	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8128	100.0%

Space Separator

Value	Count	Frequency (%)
	156	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118607	62.0%
Hangul	72724	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10850	14.9%
울	9779	13.4%
대	8440	11.6%
부	8131	11.2%
업	7924	10.9%
중	3447	4.7%
개	2820	3.9%
시	2539	3.5%
별	2530	3.5%
특	2529	3.5%
Other values (61)	13735	18.9%

Common

Value	Count	Frequency (%)
0	33886	28.6%
-	19607	16.5%
2	15703	13.2%
1	11785	9.9%
(	8181	6.9%
)	8128	6.9%
3	3745	3.2%
8	3116	2.6%
4	3051	2.6%
7	2906	2.5%
Other values (4)	8499	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118607	62.0%
Hangul	72724	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33886	28.6%
-	19607	16.5%
2	15703	13.2%
1	11785	9.9%
(	8181	6.9%
)	8128	6.9%
3	3745	3.2%
8	3116	2.6%
4	3051	2.6%
7	2906	2.5%
Other values (4)	8499	7.2%

Hangul

Value	Count	Frequency (%)
서	10850	14.9%
울	9779	13.4%
대	8440	11.6%
부	8131	11.2%
업	7924	10.9%
중	3447	4.7%
개	2820	3.9%
시	2539	3.5%
별	2530	3.5%
특	2529	3.5%
Other values (61)	13735	18.9%

상호
Text

Distinct	8675
Distinct (%)	86.8%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	40
Median length	32
Mean length	7.7413
Min length	1

Characters and Unicode

Total characters	77413
Distinct characters	781
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

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

Unique

Unique	7592 ?
Unique (%)	75.9%

Sample

1st row	거성아이앤지대부(주)
2nd row	무지개캐피탈대부
3rd row	브이지에프대부중개
4th row	Yes 대부
5th row	코드론

Value	Count	Frequency (%)
주식회사	832	7.0%
대부중개	309	2.6%
대부	302	2.5%
유한회사	64	0.5%
주	18	0.2%
캐피탈	17	0.1%
대부업	14	0.1%
미래	13	0.1%
전당포	10	0.1%
the	9	0.1%
Other values (8705)	10378	86.7%

Most occurring characters

Value	Count	Frequency (%)
대	8493	11.0%
부	8131	10.5%
주	2722	3.5%
이	2210	2.9%
개	2027	2.6%
중	2012	2.6%
	1969	2.5%
스	1921	2.5%
)	1913	2.5%
(	1904	2.5%
Other values (771)	44111	57.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67806	87.6%
Uppercase Letter	2265	2.9%
Space Separator	1969	2.5%
Close Punctuation	1913	2.5%
Open Punctuation	1904	2.5%
Lowercase Letter	1020	1.3%
Decimal Number	272	0.4%
Other Punctuation	221	0.3%
Dash Punctuation	26	< 0.1%
Other Symbol	14	< 0.1%
Other values (2)	3	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8493	12.5%
부	8131	12.0%
주	2722	4.0%
이	2210	3.3%
개	2027	3.0%
중	2012	3.0%
스	1921	2.8%
사	1393	2.1%
피	1114	1.6%
회	1055	1.6%
Other values (695)	36728	54.2%

Uppercase Letter

Value	Count	Frequency (%)
S	310	13.7%
K	210	9.3%
J	185	8.2%
C	163	7.2%
M	159	7.0%
H	136	6.0%
L	100	4.4%
A	98	4.3%
N	88	3.9%
O	84	3.7%
Other values (16)	732	32.3%

Lowercase Letter

Value	Count	Frequency (%)
e	144	14.1%
n	113	11.1%
o	99	9.7%
a	83	8.1%
s	69	6.8%
t	65	6.4%
i	54	5.3%
r	52	5.1%
m	42	4.1%
c	38	3.7%
Other values (15)	261	25.6%

Decimal Number

Value	Count	Frequency (%)
1	94	34.6%
2	45	16.5%
4	28	10.3%
9	26	9.6%
3	26	9.6%
5	20	7.4%
0	15	5.5%
6	12	4.4%
8	3	1.1%
7	3	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	127	57.5%
&	78	35.3%
?	6	2.7%
,	5	2.3%
*	2	0.9%
？	1	0.5%
@	1	0.5%
/	1	0.5%

Space Separator

Value	Count	Frequency (%)
	1969	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1913	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1904	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	26	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	14	100.0%

Math Symbol

Value	Count	Frequency (%)
~	2	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67804	87.6%
Common	6308	8.1%
Latin	3285	4.2%
Han	16	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8493	12.5%
부	8131	12.0%
주	2722	4.0%
이	2210	3.3%
개	2027	3.0%
중	2012	3.0%
스	1921	2.8%
사	1393	2.1%
피	1114	1.6%
회	1055	1.6%
Other values (681)	36726	54.2%

Latin

Value	Count	Frequency (%)
S	310	9.4%
K	210	6.4%
J	185	5.6%
C	163	5.0%
M	159	4.8%
e	144	4.4%
H	136	4.1%
n	113	3.4%
L	100	3.0%
o	99	3.0%
Other values (41)	1666	50.7%

Common

Value	Count	Frequency (%)
	1969	31.2%
)	1913	30.3%
(	1904	30.2%
.	127	2.0%
1	94	1.5%
&	78	1.2%
2	45	0.7%
4	28	0.4%
-	26	0.4%
9	26	0.4%
Other values (14)	98	1.6%

Han

Value	Count	Frequency (%)
大	2	12.5%
地	1	6.2%
錫	1	6.2%
成	1	6.2%
天	1	6.2%
信	1	6.2%
正	1	6.2%
靑	1	6.2%
元	1	6.2%
田	1	6.2%
Other values (5)	5	31.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67789	87.6%
ASCII	9592	12.4%
CJK	16	< 0.1%
None	15	< 0.1%
Compat Jamo	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8493	12.5%
부	8131	12.0%
주	2722	4.0%
이	2210	3.3%
개	2027	3.0%
중	2012	3.0%
스	1921	2.8%
사	1393	2.1%
피	1114	1.6%
회	1055	1.6%
Other values (679)	36711	54.2%

ASCII

Value	Count	Frequency (%)
	1969	20.5%
)	1913	19.9%
(	1904	19.8%
S	310	3.2%
K	210	2.2%
J	185	1.9%
C	163	1.7%
M	159	1.7%
e	144	1.5%
H	136	1.4%
Other values (64)	2499	26.1%

None

Value	Count	Frequency (%)
㈜	14	93.3%
？	1	6.7%

CJK

Value	Count	Frequency (%)
大	2	12.5%
地	1	6.2%
錫	1	6.2%
成	1	6.2%
天	1	6.2%
信	1	6.2%
正	1	6.2%
靑	1	6.2%
元	1	6.2%
田	1	6.2%
Other values (5)	5	31.2%

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	7139
법인	2861

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
개인	7139	71.4%
법인	2861	28.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7139	71.4%
법인	2861	28.6%

사업장 전화번호
Text

MISSING

Distinct	5805
Distinct (%)	88.3%
Missing	3424
Missing (%)	34.2%
Memory size	156.2 KiB

Length

Max length	43
Median length	40
Mean length	10.585462
Min length	1

Characters and Unicode

Total characters	69610
Distinct characters	30
Distinct categories	10 ?
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	5180 ?
Unique (%)	78.8%

Sample

1st row	02-535-0131
2nd row	0263403201
3rd row	1566-8781
4th row	023255879
5th row	1599-6627

Value	Count	Frequency (%)
02	272	3.7%
	63	0.9%
070	40	0.5%
010	11	0.1%
435	6	0.1%
434	6	0.1%
1599	5	0.1%
2212	5	0.1%
025117185	5	0.1%
1566	5	0.1%
Other values (6100)	6934	94.3%

Most occurring characters

Value	Count	Frequency (%)
0	11369	16.3%
2	10228	14.7%
-	7073	10.2%
5	5909	8.5%
7	5397	7.8%
6	5057	7.3%
1	4999	7.2%
8	4868	7.0%
3	4853	7.0%
4	4697	6.7%
Other values (20)	5160	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61375	88.2%
Dash Punctuation	7073	10.2%
Space Separator	859	1.2%
Other Punctuation	167	0.2%
Close Punctuation	67	0.1%
Math Symbol	35	0.1%
Open Punctuation	18	< 0.1%
Other Letter	13	< 0.1%
Uppercase Letter	2	< 0.1%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11369	18.5%
2	10228	16.7%
5	5909	9.6%
7	5397	8.8%
6	5057	8.2%
1	4999	8.1%
8	4868	7.9%
3	4853	7.9%
4	4697	7.7%
9	3998	6.5%

Other Letter

Value	Count	Frequency (%)
음	3	23.1%
없	3	23.1%
번	1	7.7%
호	1	7.7%
바	1	7.7%
뀜	1	7.7%
미	1	7.7%
등	1	7.7%
록	1	7.7%

Other Punctuation

Value	Count	Frequency (%)
*	103	61.7%
/	38	22.8%
.	26	15.6%

Uppercase Letter

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

Dash Punctuation

Value	Count	Frequency (%)
-	7073	100.0%

Space Separator

Value	Count	Frequency (%)
	859	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	67	100.0%

Math Symbol

Value	Count	Frequency (%)
~	35	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	18	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69595	> 99.9%
Hangul	13	< 0.1%
Latin	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11369	16.3%
2	10228	14.7%
-	7073	10.2%
5	5909	8.5%
7	5397	7.8%
6	5057	7.3%
1	4999	7.2%
8	4868	7.0%
3	4853	7.0%
4	4697	6.7%
Other values (9)	5145	7.4%

Hangul

Value	Count	Frequency (%)
음	3	23.1%
없	3	23.1%
번	1	7.7%
호	1	7.7%
바	1	7.7%
뀜	1	7.7%
미	1	7.7%
등	1	7.7%
록	1	7.7%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69597	> 99.9%
Hangul	13	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11369	16.3%
2	10228	14.7%
-	7073	10.2%
5	5909	8.5%
7	5397	7.8%
6	5057	7.3%
1	4999	7.2%
8	4868	7.0%
3	4853	7.0%
4	4697	6.7%
Other values (11)	5147	7.4%

Hangul

Value	Count	Frequency (%)
음	3	23.1%
없	3	23.1%
번	1	7.7%
호	1	7.7%
바	1	7.7%
뀜	1	7.7%
미	1	7.7%
등	1	7.7%
록	1	7.7%

소재지
Text

MISSING

Distinct	8669
Distinct (%)	89.4%
Missing	303
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	62
Median length	48
Mean length	31.449727
Min length	15

Characters and Unicode

Total characters	304968
Distinct characters	611
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	7905 ?
Unique (%)	81.5%

Sample

1st row	서울특별시 서초구 서초동 1307번지 7호 센터프라자-811
2nd row	서울특별시 구로구 구로동 1267번지 108 -1402
3rd row	서울특별시 관악구 신림동 1734번지 102 신림동부센트레빌-1104
4th row	서울특별시 동작구 사당동 141번지 177호 -202
5th row	서울특별시 영등포구 양평동3가 15-1 월드메르디앙비즈센타 1010호

Value	Count	Frequency (%)
서울특별시	9696	17.0%
강남구	1603	2.8%
서초구	948	1.7%
1호	727	1.3%
역삼동	697	1.2%
송파구	574	1.0%
서초동	568	1.0%
중구	545	1.0%
영등포구	467	0.8%
2호	459	0.8%
Other values (9403)	40827	71.5%

Most occurring characters

Value	Count	Frequency (%)
	67701	22.2%
1	13626	4.5%
서	12068	4.0%
동	11065	3.6%
구	10500	3.4%
시	9947	3.3%
울	9747	3.2%
별	9706	3.2%
특	9697	3.2%
2	8796	2.9%
Other values (601)	142115	46.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166503	54.6%
Space Separator	67701	22.2%
Decimal Number	63573	20.8%
Dash Punctuation	5458	1.8%
Uppercase Letter	1133	0.4%
Other Punctuation	221	0.1%
Lowercase Letter	152	< 0.1%
Close Punctuation	96	< 0.1%
Open Punctuation	94	< 0.1%
Letter Number	28	< 0.1%
Other values (2)	9	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12068	7.2%
동	11065	6.6%
구	10500	6.3%
시	9947	6.0%
울	9747	5.9%
별	9706	5.8%
특	9697	5.8%
호	8538	5.1%
지	8465	5.1%
번	7932	4.8%
Other values (533)	68838	41.3%

Uppercase Letter

Value	Count	Frequency (%)
B	257	22.7%
A	219	19.3%
D	70	6.2%
S	68	6.0%
T	55	4.9%
C	52	4.6%
K	45	4.0%
I	43	3.8%
L	40	3.5%
E	36	3.2%
Other values (15)	248	21.9%

Lowercase Letter

Value	Count	Frequency (%)
e	25	16.4%
i	17	11.2%
n	16	10.5%
r	12	7.9%
t	11	7.2%
s	10	6.6%
o	9	5.9%
l	7	4.6%
u	7	4.6%
w	7	4.6%
Other values (9)	31	20.4%

Decimal Number

Value	Count	Frequency (%)
1	13626	21.4%
2	8796	13.8%
0	8082	12.7%
3	7101	11.2%
4	5636	8.9%
5	4952	7.8%
6	4556	7.2%
7	4155	6.5%
9	3364	5.3%
8	3305	5.2%

Other Punctuation

Value	Count	Frequency (%)
,	89	40.3%
/	67	30.3%
.	63	28.5%
？	1	0.5%
#	1	0.5%

Letter Number

Value	Count	Frequency (%)
Ⅱ	20	71.4%
Ⅰ	5	17.9%
Ⅲ	3	10.7%

Space Separator

Value	Count	Frequency (%)
	67701	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5458	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	96	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	94	100.0%

Math Symbol

Value	Count	Frequency (%)
~	8	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166504	54.6%
Common	137151	45.0%
Latin	1313	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12068	7.2%
동	11065	6.6%
구	10500	6.3%
시	9947	6.0%
울	9747	5.9%
별	9706	5.8%
특	9697	5.8%
호	8538	5.1%
지	8465	5.1%
번	7932	4.8%
Other values (534)	68839	41.3%

Latin

Value	Count	Frequency (%)
B	257	19.6%
A	219	16.7%
D	70	5.3%
S	68	5.2%
T	55	4.2%
C	52	4.0%
K	45	3.4%
I	43	3.3%
L	40	3.0%
E	36	2.7%
Other values (37)	428	32.6%

Common

Value	Count	Frequency (%)
	67701	49.4%
1	13626	9.9%
2	8796	6.4%
0	8082	5.9%
3	7101	5.2%
4	5636	4.1%
-	5458	4.0%
5	4952	3.6%
6	4556	3.3%
7	4155	3.0%
Other values (10)	7088	5.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166503	54.6%
ASCII	138435	45.4%
Number Forms	28	< 0.1%
None	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67701	48.9%
1	13626	9.8%
2	8796	6.4%
0	8082	5.8%
3	7101	5.1%
4	5636	4.1%
-	5458	3.9%
5	4952	3.6%
6	4556	3.3%
7	4155	3.0%
Other values (53)	8372	6.0%

Hangul

Value	Count	Frequency (%)
서	12068	7.2%
동	11065	6.6%
구	10500	6.3%
시	9947	6.0%
울	9747	5.9%
별	9706	5.8%
특	9697	5.8%
호	8538	5.1%
지	8465	5.1%
번	7932	4.8%
Other values (533)	68838	41.3%

Number Forms

Value	Count	Frequency (%)
Ⅱ	20	71.4%
Ⅰ	5	17.9%
Ⅲ	3	10.7%

None

Value	Count	Frequency (%)
？	1	50.0%
㈜	1	50.0%

소재지(도로명)
Text

MISSING

Distinct	4735
Distinct (%)	90.7%
Missing	4778
Missing (%)	47.8%
Memory size	156.2 KiB

Length

Max length	65
Median length	54
Mean length	37.080046
Min length	22

Characters and Unicode

Total characters	193632
Distinct characters	605
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	4296 ?
Unique (%)	82.3%

Sample

1st row	서울특별시 서초구 강남대로61길 10, 센터프라자 811호 (서초동)
2nd row	서울특별시 구로구 새말로 93, 108동 1402호 (구로동, 신도림태영타운)
3rd row	서울특별시 은평구 녹번로 45-11 (녹번동, 옥탑)
4th row	서울특별시 마포구 마포대로 52, 고려아카데미텔Ⅱ 지하1층 38호 (도화동)
5th row	서울특별시 서초구 효령로 304, 7층 55호 (서초동, 국제전자센터)

Value	Count	Frequency (%)
서울특별시	5222	14.2%
강남구	942	2.6%
서초구	573	1.6%
2층	458	1.2%
역삼동	398	1.1%
서초동	374	1.0%
3층	372	1.0%
영등포구	335	0.9%
송파구	305	0.8%
4층	288	0.8%
Other values (6580)	27606	74.9%

Most occurring characters

Value	Count	Frequency (%)
	31661	16.4%
1	7483	3.9%
,	7170	3.7%
서	6900	3.6%
동	6815	3.5%
로	5799	3.0%
구	5751	3.0%
시	5429	2.8%
울	5279	2.7%
)	5263	2.7%
Other values (595)	106082	54.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	107835	55.7%
Decimal Number	34388	17.8%
Space Separator	31661	16.4%
Other Punctuation	7181	3.7%
Close Punctuation	5263	2.7%
Open Punctuation	5262	2.7%
Dash Punctuation	1022	0.5%
Uppercase Letter	832	0.4%
Lowercase Letter	148	0.1%
Letter Number	32	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6900	6.4%
동	6815	6.3%
로	5799	5.4%
구	5751	5.3%
시	5429	5.0%
울	5279	4.9%
별	5232	4.9%
특	5223	4.8%
호	4176	3.9%
길	2734	2.5%
Other values (528)	54497	50.5%

Uppercase Letter

Value	Count	Frequency (%)
B	161	19.4%
A	104	12.5%
S	67	8.1%
C	54	6.5%
T	50	6.0%
L	42	5.0%
E	41	4.9%
G	39	4.7%
I	37	4.4%
K	36	4.3%
Other values (15)	201	24.2%

Lowercase Letter

Value	Count	Frequency (%)
e	25	16.9%
n	15	10.1%
i	15	10.1%
r	14	9.5%
o	10	6.8%
c	10	6.8%
t	10	6.8%
w	9	6.1%
s	7	4.7%
u	7	4.7%
Other values (11)	26	17.6%

Decimal Number

Value	Count	Frequency (%)
1	7483	21.8%
2	5215	15.2%
0	4544	13.2%
3	4070	11.8%
4	2862	8.3%
5	2744	8.0%
6	2232	6.5%
7	1940	5.6%
8	1742	5.1%
9	1556	4.5%

Other Punctuation

Value	Count	Frequency (%)
,	7170	99.8%
.	10	0.1%
/	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	21	65.6%
Ⅰ	7	21.9%
Ⅲ	4	12.5%

Space Separator

Value	Count	Frequency (%)
	31661	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5263	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5262	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1022	100.0%

Math Symbol

Value	Count	Frequency (%)
~	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	107834	55.7%
Common	84785	43.8%
Latin	1012	0.5%
Han	1	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6900	6.4%
동	6815	6.3%
로	5799	5.4%
구	5751	5.3%
시	5429	5.0%
울	5279	4.9%
별	5232	4.9%
특	5223	4.8%
호	4176	3.9%
길	2734	2.5%
Other values (527)	54496	50.5%

Latin

Value	Count	Frequency (%)
B	161	15.9%
A	104	10.3%
S	67	6.6%
C	54	5.3%
T	50	4.9%
L	42	4.2%
E	41	4.1%
G	39	3.9%
I	37	3.7%
K	36	3.6%
Other values (39)	381	37.6%

Common

Value	Count	Frequency (%)
	31661	37.3%
1	7483	8.8%
,	7170	8.5%
)	5263	6.2%
(	5262	6.2%
2	5215	6.2%
0	4544	5.4%
3	4070	4.8%
4	2862	3.4%
5	2744	3.2%
Other values (8)	8511	10.0%

Han

Value	Count	Frequency (%)
家	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	107834	55.7%
ASCII	85765	44.3%
Number Forms	32	< 0.1%
CJK	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31661	36.9%
1	7483	8.7%
,	7170	8.4%
)	5263	6.1%
(	5262	6.1%
2	5215	6.1%
0	4544	5.3%
3	4070	4.7%
4	2862	3.3%
5	2744	3.2%
Other values (54)	9491	11.1%

Hangul

Value	Count	Frequency (%)
서	6900	6.4%
동	6815	6.3%
로	5799	5.4%
구	5751	5.3%
시	5429	5.0%
울	5279	4.9%
별	5232	4.9%
특	5223	4.8%
호	4176	3.9%
길	2734	2.5%
Other values (527)	54496	50.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	21	65.6%
Ⅰ	7	21.9%
Ⅲ	4	12.5%

CJK

Value	Count	Frequency (%)
家	1	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1370
Distinct (%)	31.2%
Missing	5612
Missing (%)	56.1%
Infinite	0
Infinite (%)	0.0%
Mean	136234.81

Minimum	2519
Maximum	158877
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	2519
5-th percentile	110065
Q1	132010
median	136110
Q3	143200
95-th percentile	157200.65
Maximum	158877
Range	156358
Interquartile range (IQR)	11190

Descriptive statistics

Standard deviation	14871.423
Coefficient of variation (CV)	0.10916023
Kurtosis	13.080281
Mean	136234.81
Median Absolute Deviation (MAD)	5268.5
Skewness	-2.0168911
Sum	5.9779835 × 10⁸
Variance	2.2115923 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	159	1.6%
137070	136	1.4%
135010	67	0.7%
157010	55	0.5%
151015	53	0.5%
152050	51	0.5%
151050	45	0.4%
158070	45	0.4%
142070	41	0.4%
158090	39	0.4%
Other values (1360)	3697	37.0%
(Missing)	5612	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2519	1	< 0.1%
3163	1	< 0.1%
4526	1	< 0.1%
4536	1	< 0.1%
4537	1	< 0.1%
4538	1	< 0.1%
4801	1	< 0.1%
7220	1	< 0.1%
7326	1	< 0.1%
14538	1	< 0.1%

Value	Count	Frequency (%)
158877	1	< 0.1%
158871	1	< 0.1%
158864	3	< 0.1%
158860	7	0.1%
158859	4	< 0.1%
158858	1	< 0.1%
158857	1	< 0.1%
158856	1	< 0.1%
158849	1	< 0.1%
158842	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3537
Distinct (%)	35.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136476

Minimum	20051216
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20051216
5-th percentile	20070905
Q1	20091118
median	20130227
Q3	20170726
95-th percentile	20230117
Maximum	20240503
Range	189287
Interquartile range (IQR)	79608

Descriptive statistics

Standard deviation	48752.057
Coefficient of variation (CV)	0.0024210819
Kurtosis	-0.91836408
Mean	20136476
Median Absolute Deviation (MAD)	39598
Skewness	0.45314499
Sum	2.0136476 × 10¹¹
Variance	2.3767631 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	32	0.3%
20080731	28	0.3%
20081222	23	0.2%
20090611	21	0.2%
20080818	19	0.2%
20080822	17	0.2%
20080805	14	0.1%
20080721	14	0.1%
20090226	13	0.1%
20090520	13	0.1%
Other values (3527)	9806	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20051216	1	< 0.1%
20060306	1	< 0.1%
20060320	4	< 0.1%
20060321	1	< 0.1%
20060323	1	< 0.1%
20060324	4	< 0.1%
20060329	2	< 0.1%
20060331	1	< 0.1%
20060405	1	< 0.1%
20060407	2	< 0.1%

Value	Count	Frequency (%)
20240503	2	< 0.1%
20240502	1	< 0.1%
20240430	1	< 0.1%
20240426	1	< 0.1%
20240425	2	< 0.1%
20240424	5	0.1%
20240423	1	< 0.1%
20240422	4	< 0.1%
20240418	1	< 0.1%
20240415	2	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3303
Distinct (%)	41.6%
Missing	2066
Missing (%)	20.7%
Infinite	0
Infinite (%)	0.0%
Mean	20181037

Minimum	20100208
Maximum	20270503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20100208
5-th percentile	20120224
Q1	20141020
median	20180106
Q3	20211216
95-th percentile	20260420
Maximum	20270503
Range	170295
Interquartile range (IQR)	70195.75

Descriptive statistics

Standard deviation	44348.115
Coefficient of variation (CV)	0.0021975142
Kurtosis	-0.98321238
Mean	20181037
Median Absolute Deviation (MAD)	39079.5
Skewness	0.31199208
Sum	1.6011635 × 10¹¹
Variance	1.9667553 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	13	0.1%
20140608	12	0.1%
20140721	12	0.1%
20180914	12	0.1%
20161203	11	0.1%
20150831	11	0.1%
20180622	11	0.1%
20110731	11	0.1%
20131102	11	0.1%
20140711	10	0.1%
Other values (3293)	7820	78.2%
(Missing)	2066	20.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20100208	1	< 0.1%
20100216	1	< 0.1%
20100308	1	< 0.1%
20100410	1	< 0.1%
20100411	1	< 0.1%
20100418	2	< 0.1%
20100426	1	< 0.1%
20100514	1	< 0.1%
20100515	2	< 0.1%
20100613	1	< 0.1%

Value	Count	Frequency (%)
20270503	2	< 0.1%
20270501	1	< 0.1%
20270430	1	< 0.1%
20270426	1	< 0.1%
20270425	2	< 0.1%
20270424	5	0.1%
20270423	1	< 0.1%
20270422	2	< 0.1%
20270421	2	< 0.1%
20270417	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3112
Distinct (%)	36.9%
Missing	1573
Missing (%)	15.7%
Infinite	0
Infinite (%)	0.0%
Mean	20141891

Minimum	20060920
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060920
5-th percentile	20090902
Q1	20110324
median	20130731
Q3	20170405
95-th percentile	20220927
Maximum	20240503
Range	179583
Interquartile range (IQR)	60081.5

Descriptive statistics

Standard deviation	40949.457
Coefficient of variation (CV)	0.0020330493
Kurtosis	-0.56592244
Mean	20141891
Median Absolute Deviation (MAD)	29804
Skewness	0.68689506
Sum	1.6973571 × 10¹¹
Variance	1.676858 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	210	2.1%
20100927	66	0.7%
20101213	24	0.2%
20170124	20	0.2%
20111108	17	0.2%
20160725	17	0.2%
20110420	16	0.2%
20110914	16	0.2%
20110901	15	0.1%
20110503	15	0.1%
Other values (3102)	8011	80.1%
(Missing)	1573	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060920	1	< 0.1%
20080730	1	< 0.1%
20081217	1	< 0.1%
20090211	1	< 0.1%
20090219	1	< 0.1%
20090220	1	< 0.1%
20090305	1	< 0.1%
20090306	1	< 0.1%
20090307	1	< 0.1%
20090309	2	< 0.1%

Value	Count	Frequency (%)
20240503	2	< 0.1%
20240502	2	< 0.1%
20240501	3	< 0.1%
20240425	2	< 0.1%
20240424	1	< 0.1%
20240423	4	< 0.1%
20240422	2	< 0.1%
20240419	2	< 0.1%
20240418	2	< 0.1%
20240417	1	< 0.1%

지점설립일자
Text

MISSING

Distinct	3585
Distinct (%)	40.9%
Missing	1233
Missing (%)	12.3%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	70136
Distinct characters	15
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	1371 ?
Unique (%)	15.6%

Sample

1st row	20180907
2nd row	20160627
3rd row	20091111
4th row	20101005
5th row	20110210

Value	Count	Frequency (%)
20090611	22	0.3%
20090520	18	0.2%
20090605	17	0.2%
20090820	17	0.2%
20090528	17	0.2%
20090821	17	0.2%
20090511	15	0.2%
20090514	15	0.2%
20090512	13	0.1%
20090623	13	0.1%
Other values (3575)	8603	98.1%

Most occurring characters

Value	Count	Frequency (%)
0	22637	32.3%
2	16003	22.8%
1	14105	20.1%
3	2787	4.0%
9	2665	3.8%
7	2620	3.7%
6	2508	3.6%
5	2309	3.3%
8	2263	3.2%
4	2227	3.2%
Other values (5)	12	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	70124	> 99.9%
Space Separator	6	< 0.1%
Lowercase Letter	4	< 0.1%
Uppercase Letter	2	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22637	32.3%
2	16003	22.8%
1	14105	20.1%
3	2787	4.0%
9	2665	3.8%
7	2620	3.7%
6	2508	3.6%
5	2309	3.3%
8	2263	3.2%
4	2227	3.2%

Lowercase Letter

Value	Count	Frequency (%)
a	2	50.0%
y	1	25.0%
r	1	25.0%

Space Separator

Value	Count	Frequency (%)
	6	100.0%

Uppercase Letter

Value	Count	Frequency (%)
M	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70130	> 99.9%
Latin	6	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22637	32.3%
2	16003	22.8%
1	14105	20.1%
3	2787	4.0%
9	2665	3.8%
7	2620	3.7%
6	2508	3.6%
5	2309	3.3%
8	2263	3.2%
4	2227	3.2%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70136	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22637	32.3%
2	16003	22.8%
1	14105	20.1%
3	2787	4.0%
9	2665	3.8%
7	2620	3.7%
6	2508	3.6%
5	2309	3.3%
8	2263	3.2%
4	2227	3.2%
Other values (5)	12	< 0.1%

본점여부
Categorical

IMBALANCE

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

본점	9930
지점	70

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	본점
2nd row	본점
3rd row	본점
4th row	본점
5th row	본점

Common Values

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

Length

Histogram of lengths of the category

Common Values (Plot)

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

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3177
Distinct (%)	31.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152762

Minimum	20090518
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090518
5-th percentile	20091117
Q1	20110930
median	20140818
Q3	20190415
95-th percentile	20230926
Maximum	20240503
Range	149985
Interquartile range (IQR)	79485

Descriptive statistics

Standard deviation	45806.262
Coefficient of variation (CV)	0.0022729521
Kurtosis	-1.0651335
Mean	20152762
Median Absolute Deviation (MAD)	30510.5
Skewness	0.44127285
Sum	2.0152762 × 10¹¹
Variance	2.0982137 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	77	0.8%
20090609	61	0.6%
20091118	55	0.5%
20091116	45	0.4%
20100927	42	0.4%
20100330	40	0.4%
20130621	36	0.4%
20110425	33	0.3%
20160812	31	0.3%
20090622	30	0.3%
Other values (3167)	9550	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	2	< 0.1%
20090519	1	< 0.1%
20090521	4	< 0.1%
20090601	5	0.1%
20090602	1	< 0.1%
20090603	11	0.1%
20090604	13	0.1%
20090605	4	< 0.1%
20090608	4	< 0.1%
20090609	61	0.6%

Value	Count	Frequency (%)
20240503	8	0.1%
20240502	4	< 0.1%
20240501	4	< 0.1%
20240430	3	< 0.1%
20240429	2	< 0.1%
20240426	2	< 0.1%
20240425	6	0.1%
20240424	6	0.1%
20240423	10	0.1%
20240422	5	0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.106	0.000	0.000	0.210	0.132	0.160	0.000	0.157
영업구분	0.106	1.000	0.277	0.196	0.630	0.612	0.196	0.041	0.537
법인여부	0.000	0.277	1.000	0.071	0.354	0.284	0.210	0.196	0.360
우편번호	0.000	0.196	0.071	1.000	0.387	0.394	0.199	0.000	0.299
등록일자	0.210	0.630	0.354	0.387	1.000	0.978	0.864	0.103	0.938
유효기간만료일자	0.132	0.612	0.284	0.394	0.978	1.000	0.852	0.096	0.846
폐쇄일자	0.160	0.196	0.210	0.199	0.864	0.852	1.000	0.055	0.959
본점여부	0.000	0.041	0.196	0.000	0.103	0.096	0.055	1.000	0.131
최근수정일자	0.157	0.537	0.360	0.299	0.938	0.846	0.959	0.131	1.000

Heatmap
Table

	등록신청사업	법인여부	영업구분	본점여부
등록신청사업	1.000	0.000	0.076	0.000
법인여부	0.000	1.000	0.199	0.126
영업구분	0.076	0.199	1.000	0.030
본점여부	0.000	0.126	0.030	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	-0.006	0.002	0.012	-0.002	0.000	0.071	0.085	0.000
등록일자	-0.006	1.000	0.997	0.961	0.966	0.161	0.373	0.272	0.079
유효기간만료일자	0.002	0.997	1.000	0.964	0.966	0.102	0.380	0.218	0.073
폐쇄일자	0.012	0.961	0.964	1.000	0.991	0.159	0.113	0.209	0.054
최근수정일자	-0.002	0.966	0.966	0.991	1.000	0.120	0.301	0.276	0.101
등록신청사업	0.000	0.161	0.102	0.159	0.120	1.000	0.076	0.000	0.000
영업구분	0.071	0.373	0.380	0.113	0.301	0.076	1.000	0.199	0.030
법인여부	0.085	0.272	0.218	0.209	0.276	0.000	0.199	1.000	0.126
본점여부	0.000	0.079	0.073	0.054	0.101	0.000	0.030	0.126	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
5785	대부업	폐업	2018-서울서초-0106(대부업)	거성아이앤지대부(주)	법인	02-535-0131	서울특별시 서초구 서초동 1307번지 7호 센터프라자-811	서울특별시 서초구 강남대로61길 10, 센터프라자 811호 (서초동)	<NA>	20180907	20210907	20210413	20180907	본점	20210413
10663	대부업	타시군구이관	2016-서울구로-044(대부업)	무지개캐피탈대부	개인	<NA>	서울특별시 구로구 구로동 1267번지 108 -1402	서울특별시 구로구 새말로 93, 108동 1402호 (구로동, 신도림태영타운)	<NA>	20160627	20190627	20170510	20160627	본점	20170510
22583	대부중개업	폐업	2010-서울관악-00025(대부중개업)	브이지에프대부중개	개인	<NA>	서울특별시 관악구 신림동 1734번지 102 신림동부센트레빌-1104	<NA>	151015	20091111	20121111	20120119	20091111	본점	20120119
24566	대부업	<NA>	2010-서울동작-00043(대부업)	Yes 대부	개인	<NA>	서울특별시 동작구 사당동 141번지 177호 -202	<NA>	156090	20101005	20131005	20110613	20101005	본점	20110613
29605	대부업	<NA>	2008-서울특별시-01935(대부업)	코드론	개인	0263403201	서울특별시 영등포구 양평동3가 15-1 월드메르디앙비즈센타 1010호	<NA>	<NA>	20080708	<NA>	20091009	<NA>	본점	20091119
14574	대부중개업	타시군구이관	2014-서울은평-0023(대부중개업)	리드캐싱 대부중개	개인	1566-8781	서울특별시 은평구 녹번동 96번지 3호	서울특별시 은평구 녹번로 45-11 (녹번동, 옥탑)	122830	20150304	20180304	20150507	<NA>	본점	20150507
22877	대부업	유효기간만료	2008-서울특별시-03182(대부업)	에이스	개인	023255879	서울특별시 마포구 서교동 394-25 동양한강트레벨오피스텔 3층 314호	<NA>	<NA>	20081211	20111211	20111214	<NA>	본점	20111217
19352	대부중개업	폐업	2011-서울강북-0006	조이론대부중개	개인	1599-6627	서울특별시 강북구 번동 446-13 가든타워 805호	<NA>	142060	20110210	20140210	20130315	20110210	본점	20130319
197	대부업	영업중	2022-서울마포-0024(대부업)	지인금융대부주식회사	법인	02-2088-2990	서울특별시 마포구 도화동 36번지 고려아카데미텔Ⅱ	서울특별시 마포구 마포대로 52, 고려아카데미텔Ⅱ 지하1층 38호 (도화동)	<NA>	20220725	20250725	<NA>	20220725	본점	20240417
15387	대부업	폐업	2013-서울서초-0162(대부업)	대부단지	개인	02-1661-7858	서울특별시 서초구 서초동 1445번지 3호 국제전자센터 7층-55	서울특별시 서초구 효령로 304, 7층 55호 (서초동, 국제전자센터)	137728	20131126	20161126	20141106	20131126	본점	20141106

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
13368	대부업	타시군구이관	2013-서울광진-0037(대부업)	배가자산관리대부(주)	법인	3437-7470	서울특별시 광진구 능동 236번지 15호	서울특별시 광진구 능동로36길 47 (능동)	<NA>	20150813	20180813	20160129	20120918	본점	20160129
17268	대부업	직권취소	2012-서울양천-00053(대부업)	월드컵대부	개인	<NA>	서울특별시 양천구 신월동 984번지 8호 -302	<NA>	158090	20120628	20150628	20131114	20120628	본점	20131114
30794	<NA>	<NA>	2008-서울특별시-01142	월드	개인	<NA>	서울특별시 노원구 중계동 목련A 302-304호	<NA>	139223	20080130	<NA>	20090528	20080124	본점	20090622
10685	대부업	폐업	2016-서울서초-0142(대부업)	(주)아보나도대부	법인	070-8688-6880	서울특별시 서초구 양재동 13번지 9호 -508	서울특별시 서초구 남부순환로350길 36, 508호 (양재동, 우남양재캐슬)	<NA>	20160923	20190923	20170501	20160923	본점	20170501
8507	대부중개업	유효기간만료	2015-서울강남-0219(대부중개업)	이지머니대부	개인	02-508-7734	서울특별시 강남구 역삼동 661번지 25호 3층-201-2	서울특별시 강남구 언주로103길 13, 3층 (역삼동)	<NA>	20150925	20180925	<NA>	20150925	본점	20180927
12334	대부업	<NA>	2014-서울마포-0049(대부업)	(주)비엔케이자산관리대부	법인	02-714-3314	서울특별시 마포구 공덕동 404번지 풍림빌딩-1418	서울특별시 마포구 마포대로 127, 1418호 (공덕동, 풍림빌딩)	121718	20140826	20170826	<NA>	20140826	본점	20160823
26335	대부중개업	<NA>	2010-서울동작-00028(대부중개업)	트루파트너대부중개(주)	법인	15887320	서울특별시 동작구 대방동 353번지 9호 3층	<NA>	156020	20100719	<NA>	20101126	20100719	본점	20101126
28801	대부중개업	<NA>	<NA>	대출일일사(주)	법인	0215881114	서울특별시 강남구 도곡동 467-6 대림아크로텔 2105호	<NA>	<NA>	20070411	<NA>	20100315	<NA>	본점	20100315
24734	대부업	<NA>	2010-서울구로-00042(대부업)	푸른산투자금융대부	개인	861-5766	서울특별시 구로구 구로동 104번지 10호 동남오피스텔-904	<NA>	152050	20100729	20130729	20110518	20100729	본점	20110518
20860	대부중개업	유효기간만료	2009-서울특별시-02089(대부중개업)	산내들대부	개인	02-430-8553	서울특별시 송파구 가락동 98번지 7호 거북이빌딩-506	<NA>	138160	20090813	20120813	20120814	20090813	본점	20120814

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

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

Compat Jamo

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

Modifier Symbol

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