gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19104
Missing cells (%)	12.7%
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	노원구
URL	https://data.seoul.go.kr/dataList/OA-11020/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 (94.1%)	Imbalance
`등록증번호` has 157 (1.6%) missing values	Missing
`사업장 전화번호` has 3378 (33.8%) missing values	Missing
`소재지` has 291 (2.9%) missing values	Missing
`소재지(도로명)` has 4784 (47.8%) missing values	Missing
`우편번호` has 5636 (56.4%) missing values	Missing
`유효기간만료일자` has 2018 (20.2%) missing values	Missing
`폐쇄일자` has 1638 (16.4%) missing values	Missing
`지점설립일자` has 1202 (12.0%) missing values	Missing

Reproduction

Analysis started	2024-05-11 00:46:44.212407
Analysis finished	2024-05-11 00:47:01.541407
Duration	17.33 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	6216
대부중개업	3375
<NA>	409

Length

Max length	5
Median length	3
Mean length	3.7159
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6216	62.2%
대부중개업	3375	33.8%
<NA>	409	4.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6216	62.2%
대부중개업	3375	33.8%
na	409	4.1%

영업구분
Categorical

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

폐업	3741
<NA>	2862
타시군구이관	1186
유효기간만료	839
영업중	809
Other values (2)	563

Length

Max length	6
Median length	4
Mean length	3.5763
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3741	37.4%
<NA>	2862	28.6%
타시군구이관	1186	11.9%
유효기간만료	839	8.4%
영업중	809	8.1%
직권취소	561	5.6%
갱신등록불가	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3741	37.4%
na	2862	28.6%
타시군구이관	1186	11.9%
유효기간만료	839	8.4%
영업중	809	8.1%
직권취소	561	5.6%
갱신등록불가	2	< 0.1%

등록증번호
Text

MISSING

Distinct	9792
Distinct (%)	99.5%
Missing	157
Missing (%)	1.6%
Memory size	156.2 KiB

Length

Max length	27
Median length	26
Mean length	19.519862
Min length	1

Characters and Unicode

Total characters	192134
Distinct characters	75
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	9741 ?
Unique (%)	99.0%

Sample

1st row	2018-서울종로-00040(대부중개업)
2nd row	2008-서울특별시-03083
3rd row	2016-서울관악-00021(대부중개업)
4th row	2008-서울특별시-02402(대부업)
5th row	2022-서울강남-0215(대부중개업)

Value	Count	Frequency (%)
2011-서울특별시	20	0.2%
2013-서울특별시	16	0.2%
2010-서울	16	0.2%
2012-서울특별시	14	0.1%
2016-서울특별시	10	0.1%
2015-서울특별시	9	0.1%
대부업	8	0.1%
성북구-00006	7	0.1%
2018-서울특별시	7	0.1%
2017-서울특별시	7	0.1%
Other values (9757)	9888	98.9%

Most occurring characters

Value	Count	Frequency (%)
0	33900	17.6%
-	19670	10.2%
2	15752	8.2%
1	11935	6.2%
서	10917	5.7%
울	9820	5.1%
대	8516	4.4%
(	8247	4.3%
부	8206	4.3%
)	8196	4.3%
Other values (65)	56975	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82741	43.1%
Other Letter	73121	38.1%
Dash Punctuation	19670	10.2%
Open Punctuation	8247	4.3%
Close Punctuation	8196	4.3%
Space Separator	159	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10917	14.9%
울	9820	13.4%
대	8516	11.6%
부	8206	11.2%
업	7962	10.9%
중	3550	4.9%
개	2905	4.0%
시	2490	3.4%
별	2479	3.4%
특	2479	3.4%
Other values (51)	13797	18.9%

Decimal Number

Value	Count	Frequency (%)
0	33900	41.0%
2	15752	19.0%
1	11935	14.4%
3	3730	4.5%
8	3134	3.8%
4	3026	3.7%
9	2865	3.5%
6	2834	3.4%
5	2801	3.4%
7	2764	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19670	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8247	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8196	100.0%

Space Separator

Value	Count	Frequency (%)
	159	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	119013	61.9%
Hangul	73121	38.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10917	14.9%
울	9820	13.4%
대	8516	11.6%
부	8206	11.2%
업	7962	10.9%
중	3550	4.9%
개	2905	4.0%
시	2490	3.4%
별	2479	3.4%
특	2479	3.4%
Other values (51)	13797	18.9%

Common

Value	Count	Frequency (%)
0	33900	28.5%
-	19670	16.5%
2	15752	13.2%
1	11935	10.0%
(	8247	6.9%
)	8196	6.9%
3	3730	3.1%
8	3134	2.6%
4	3026	2.5%
9	2865	2.4%
Other values (4)	8558	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119013	61.9%
Hangul	73121	38.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33900	28.5%
-	19670	16.5%
2	15752	13.2%
1	11935	10.0%
(	8247	6.9%
)	8196	6.9%
3	3730	3.1%
8	3134	2.6%
4	3026	2.5%
9	2865	2.4%
Other values (4)	8558	7.2%

Hangul

Value	Count	Frequency (%)
서	10917	14.9%
울	9820	13.4%
대	8516	11.6%
부	8206	11.2%
업	7962	10.9%
중	3550	4.9%
개	2905	4.0%
시	2490	3.4%
별	2479	3.4%
특	2479	3.4%
Other values (51)	13797	18.9%

상호
Text

Distinct	8679
Distinct (%)	86.8%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	39
Median length	30
Mean length	7.7639
Min length	1

Characters and Unicode

Total characters	77639
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	7618 ?
Unique (%)	76.2%

Sample

1st row	한국대부중개 주식회사
2nd row	대한
3rd row	대출마트대부중개
4th row	(주) 청도그린
5th row	대출톡대부중개

Value	Count	Frequency (%)
주식회사	820	6.9%
대부중개	333	2.8%
대부	301	2.5%
유한회사	57	0.5%
대부업	19	0.2%
캐피탈	15	0.1%
주	13	0.1%
전당포대부	13	0.1%
전당포	12	0.1%
money	11	0.1%
Other values (8682)	10349	86.7%

Most occurring characters

Value	Count	Frequency (%)
대	8532	11.0%
부	8168	10.5%
주	2768	3.6%
이	2241	2.9%
개	2080	2.7%
중	2062	2.7%
	1949	2.5%
)	1939	2.5%
(	1930	2.5%
스	1905	2.5%
Other values (763)	44065	56.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67943	87.5%
Uppercase Letter	2255	2.9%
Space Separator	1949	2.5%
Close Punctuation	1939	2.5%
Open Punctuation	1930	2.5%
Lowercase Letter	1099	1.4%
Decimal Number	261	0.3%
Other Punctuation	226	0.3%
Dash Punctuation	26	< 0.1%
Other Symbol	7	< 0.1%
Other values (2)	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8532	12.6%
부	8168	12.0%
주	2768	4.1%
이	2241	3.3%
개	2080	3.1%
중	2062	3.0%
스	1905	2.8%
사	1349	2.0%
피	1139	1.7%
캐	1033	1.5%
Other values (689)	36666	54.0%

Uppercase Letter

Value	Count	Frequency (%)
S	280	12.4%
K	190	8.4%
M	180	8.0%
J	179	7.9%
C	176	7.8%
H	129	5.7%
A	100	4.4%
B	98	4.3%
L	91	4.0%
G	89	3.9%
Other values (16)	743	32.9%

Lowercase Letter

Value	Count	Frequency (%)
e	141	12.8%
n	122	11.1%
o	114	10.4%
a	112	10.2%
t	70	6.4%
s	67	6.1%
i	62	5.6%
r	53	4.8%
l	49	4.5%
c	48	4.4%
Other values (14)	261	23.7%

Decimal Number

Value	Count	Frequency (%)
1	84	32.2%
2	47	18.0%
4	41	15.7%
9	21	8.0%
3	15	5.7%
5	15	5.7%
8	12	4.6%
6	11	4.2%
7	10	3.8%
0	5	1.9%

Other Punctuation

Value	Count	Frequency (%)
.	119	52.7%
&	93	41.2%
,	6	2.7%
?	5	2.2%
*	1	0.4%
＆	1	0.4%
？	1	0.4%

Space Separator

Value	Count	Frequency (%)
	1949	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1939	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1930	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	26	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	7	100.0%

Math Symbol

Value	Count	Frequency (%)
~	3	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67940	87.5%
Common	6334	8.2%
Latin	3355	4.3%
Han	10	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8532	12.6%
부	8168	12.0%
주	2768	4.1%
이	2241	3.3%
개	2080	3.1%
중	2062	3.0%
스	1905	2.8%
사	1349	2.0%
피	1139	1.7%
캐	1033	1.5%
Other values (680)	36663	54.0%

Latin

Value	Count	Frequency (%)
S	280	8.3%
K	190	5.7%
M	180	5.4%
J	179	5.3%
C	176	5.2%
e	141	4.2%
H	129	3.8%
n	122	3.6%
o	114	3.4%
a	112	3.3%
Other values (41)	1732	51.6%

Common

Value	Count	Frequency (%)
	1949	30.8%
)	1939	30.6%
(	1930	30.5%
.	119	1.9%
&	93	1.5%
1	84	1.3%
2	47	0.7%
4	41	0.6%
-	26	0.4%
9	21	0.3%
Other values (12)	85	1.3%

Han

Value	Count	Frequency (%)
信	1	10.0%
正	1	10.0%
天	1	10.0%
地	1	10.0%
宙	1	10.0%
雲	1	10.0%
大	1	10.0%
勳	1	10.0%
靑	1	10.0%
成	1	10.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67932	87.5%
ASCII	9686	12.5%
CJK	10	< 0.1%
None	9	< 0.1%
Number Forms	1	< 0.1%
Compat Jamo	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8532	12.6%
부	8168	12.0%
주	2768	4.1%
이	2241	3.3%
개	2080	3.1%
중	2062	3.0%
스	1905	2.8%
사	1349	2.0%
피	1139	1.7%
캐	1033	1.5%
Other values (678)	36655	54.0%

ASCII

Value	Count	Frequency (%)
	1949	20.1%
)	1939	20.0%
(	1930	19.9%
S	280	2.9%
K	190	2.0%
M	180	1.9%
J	179	1.8%
C	176	1.8%
e	141	1.5%
H	129	1.3%
Other values (60)	2593	26.8%

None

Value	Count	Frequency (%)
㈜	7	77.8%
＆	1	11.1%
？	1	11.1%

CJK

Value	Count	Frequency (%)
信	1	10.0%
正	1	10.0%
天	1	10.0%
地	1	10.0%
宙	1	10.0%
雲	1	10.0%
大	1	10.0%
勳	1	10.0%
靑	1	10.0%
成	1	10.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	1	100.0%

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	7125
법인	2875

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	법인
5th row	개인

Common Values

Value	Count	Frequency (%)
개인	7125	71.2%
법인	2875	28.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7125	71.2%
법인	2875	28.7%

사업장 전화번호
Text

MISSING

Distinct	5819
Distinct (%)	87.9%
Missing	3378
Missing (%)	33.8%
Memory size	156.2 KiB

Length

Max length	40
Median length	38
Mean length	10.608879
Min length	1

Characters and Unicode

Total characters	70252
Distinct characters	24
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

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

Unique

Unique	5174 ?
Unique (%)	78.1%

Sample

1st row	070-4405-0055
2nd row	02-6082-6155
3rd row	0222156690
4th row	02-540-6268
5th row	02-425-3690

Value	Count	Frequency (%)
02	286	3.8%
	56	0.8%
070	39	0.5%
010	12	0.2%
432	7	0.1%
1644	7	0.1%
1544	6	0.1%
1566	6	0.1%
02-543-1666	6	0.1%
1688	5	0.1%
Other values (6129)	7005	94.2%

Most occurring characters

Value	Count	Frequency (%)
0	11258	16.0%
2	10158	14.5%
-	7263	10.3%
5	6008	8.6%
7	5446	7.8%
1	5225	7.4%
6	5058	7.2%
4	4919	7.0%
3	4883	7.0%
8	4837	6.9%
Other values (14)	5197	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61800	88.0%
Dash Punctuation	7263	10.3%
Space Separator	910	1.3%
Other Punctuation	148	0.2%
Close Punctuation	64	0.1%
Math Symbol	31	< 0.1%
Open Punctuation	25	< 0.1%
Other Letter	11	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11258	18.2%
2	10158	16.4%
5	6008	9.7%
7	5446	8.8%
1	5225	8.5%
6	5058	8.2%
4	4919	8.0%
3	4883	7.9%
8	4837	7.8%
9	4008	6.5%

Other Letter

Value	Count	Frequency (%)
미	3	27.3%
등	3	27.3%
록	3	27.3%
없	1	9.1%
음	1	9.1%

Other Punctuation

Value	Count	Frequency (%)
*	85	57.4%
/	43	29.1%
.	20	13.5%

Math Symbol

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

Dash Punctuation

Value	Count	Frequency (%)
-	7263	100.0%

Space Separator

Value	Count	Frequency (%)
	910	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	64	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	25	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70241	> 99.9%
Hangul	11	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11258	16.0%
2	10158	14.5%
-	7263	10.3%
5	6008	8.6%
7	5446	7.8%
1	5225	7.4%
6	5058	7.2%
4	4919	7.0%
3	4883	7.0%
8	4837	6.9%
Other values (9)	5186	7.4%

Hangul

Value	Count	Frequency (%)
미	3	27.3%
등	3	27.3%
록	3	27.3%
없	1	9.1%
음	1	9.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70240	> 99.9%
Hangul	11	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11258	16.0%
2	10158	14.5%
-	7263	10.3%
5	6008	8.6%
7	5446	7.8%
1	5225	7.4%
6	5058	7.2%
4	4919	7.0%
3	4883	7.0%
8	4837	6.9%
Other values (8)	5185	7.4%

Hangul

Value	Count	Frequency (%)
미	3	27.3%
등	3	27.3%
록	3	27.3%
없	1	9.1%
음	1	9.1%

None

Value	Count	Frequency (%)
×	1	100.0%

소재지
Text

MISSING

Distinct	8612
Distinct (%)	88.7%
Missing	291
Missing (%)	2.9%
Memory size	156.2 KiB

Length

Max length	64
Median length	49
Mean length	31.529715
Min length	15

Characters and Unicode

Total characters	306122
Distinct characters	621
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	7839 ?
Unique (%)	80.7%

Sample

1st row	서울특별시 종로구 내수동 75번지 용비어천가-1404
2nd row	서울특별시 노원구 상계동 751-1 주공아파트 405동 504호
3rd row	서울특별시 관악구 신림동 1666번지 56호 -204
4th row	서울특별시 동대문구 전농동 652-1 2층
5th row	서울특별시 강남구 논현동 187번지 5호

Value	Count	Frequency (%)
서울특별시	9705	16.9%
강남구	1651	2.9%
서초구	952	1.7%
1호	753	1.3%
역삼동	709	1.2%
송파구	605	1.1%
서초동	577	1.0%
중구	552	1.0%
영등포구	461	0.8%
2호	453	0.8%
Other values (9424)	40939	71.4%

Most occurring characters

Value	Count	Frequency (%)
	67959	22.2%
1	13563	4.4%
서	12080	3.9%
동	11143	3.6%
구	10512	3.4%
시	9958	3.3%
울	9750	3.2%
별	9716	3.2%
특	9706	3.2%
2	8871	2.9%
Other values (611)	142864	46.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	167385	54.7%
Space Separator	67959	22.2%
Decimal Number	63545	20.8%
Dash Punctuation	5449	1.8%
Uppercase Letter	1195	0.4%
Other Punctuation	239	0.1%
Lowercase Letter	113	< 0.1%
Close Punctuation	104	< 0.1%
Open Punctuation	101	< 0.1%
Letter Number	22	< 0.1%
Other values (2)	10	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12080	7.2%
동	11143	6.7%
구	10512	6.3%
시	9958	5.9%
울	9750	5.8%
별	9716	5.8%
특	9706	5.8%
호	8735	5.2%
지	8469	5.1%
번	7987	4.8%
Other values (534)	69329	41.4%

Uppercase Letter

Value	Count	Frequency (%)
B	248	20.8%
A	218	18.2%
S	91	7.6%
D	73	6.1%
K	61	5.1%
T	57	4.8%
C	52	4.4%
L	51	4.3%
I	49	4.1%
E	41	3.4%
Other values (16)	254	21.3%

Lowercase Letter

Value	Count	Frequency (%)
e	25	22.1%
r	11	9.7%
n	10	8.8%
t	8	7.1%
o	8	7.1%
i	7	6.2%
w	6	5.3%
c	6	5.3%
k	5	4.4%
s	5	4.4%
Other values (13)	22	19.5%

Decimal Number

Value	Count	Frequency (%)
1	13563	21.3%
2	8871	14.0%
0	7983	12.6%
3	7016	11.0%
4	5802	9.1%
5	4990	7.9%
6	4460	7.0%
7	4097	6.4%
8	3396	5.3%
9	3367	5.3%

Other Punctuation

Value	Count	Frequency (%)
,	94	39.3%
/	74	31.0%
.	63	26.4%
？	2	0.8%
;	2	0.8%
*	1	0.4%
@	1	0.4%
#	1	0.4%
&	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	16	72.7%
Ⅰ	4	18.2%
Ⅲ	2	9.1%

Space Separator

Value	Count	Frequency (%)
	67959	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5449	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	104	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	101	100.0%

Math Symbol

Value	Count	Frequency (%)
~	9	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	167385	54.7%
Common	137406	44.9%
Latin	1330	0.4%
Han	1	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12080	7.2%
동	11143	6.7%
구	10512	6.3%
시	9958	5.9%
울	9750	5.8%
별	9716	5.8%
특	9706	5.8%
호	8735	5.2%
지	8469	5.1%
번	7987	4.8%
Other values (534)	69329	41.4%

Latin

Value	Count	Frequency (%)
B	248	18.6%
A	218	16.4%
S	91	6.8%
D	73	5.5%
K	61	4.6%
T	57	4.3%
C	52	3.9%
L	51	3.8%
I	49	3.7%
E	41	3.1%
Other values (42)	389	29.2%

Common

Value	Count	Frequency (%)
	67959	49.5%
1	13563	9.9%
2	8871	6.5%
0	7983	5.8%
3	7016	5.1%
4	5802	4.2%
-	5449	4.0%
5	4990	3.6%
6	4460	3.2%
7	4097	3.0%
Other values (14)	7216	5.3%

Han

Value	Count	Frequency (%)
內	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	167384	54.7%
ASCII	138712	45.3%
Number Forms	22	< 0.1%
None	3	< 0.1%
CJK	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67959	49.0%
1	13563	9.8%
2	8871	6.4%
0	7983	5.8%
3	7016	5.1%
4	5802	4.2%
-	5449	3.9%
5	4990	3.6%
6	4460	3.2%
7	4097	3.0%
Other values (62)	8522	6.1%

Hangul

Value	Count	Frequency (%)
서	12080	7.2%
동	11143	6.7%
구	10512	6.3%
시	9958	5.9%
울	9750	5.8%
별	9716	5.8%
특	9706	5.8%
호	8735	5.2%
지	8469	5.1%
번	7987	4.8%
Other values (533)	69328	41.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	16	72.7%
Ⅰ	4	18.2%
Ⅲ	2	9.1%

None

Value	Count	Frequency (%)
？	2	66.7%
㈜	1	33.3%

CJK

Value	Count	Frequency (%)
內	1	100.0%

소재지(도로명)
Text

MISSING

Distinct	4738
Distinct (%)	90.8%
Missing	4784
Missing (%)	47.8%
Memory size	156.2 KiB

Length

Max length	66
Median length	54
Mean length	37.193827
Min length	19

Characters and Unicode

Total characters	194003
Distinct characters	602
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	4320 ?
Unique (%)	82.8%

Sample

1st row	서울특별시 종로구 새문안로3길 36, 14층 1404호 (내수동, 용비어천가)
2nd row	서울특별시 관악구 시흥대로 536-1, 204호 (신림동, 대동빌딩)
3rd row	서울특별시 강남구 강남대로118길 64, 201호 (논현동)
4th row	서울특별시 송파구 오금로11길 55, 2동 216호 (방이동, 현대주상복합빌딩)
5th row	서울특별시 서초구 반포대로20길 61, 지하1층 (서초동, 동성빌딩)

Value	Count	Frequency (%)
서울특별시	5214	14.1%
강남구	966	2.6%
서초구	587	1.6%
2층	455	1.2%
역삼동	409	1.1%
서초동	387	1.0%
3층	387	1.0%
송파구	339	0.9%
4층	316	0.9%
영등포구	310	0.8%
Other values (6492)	27579	74.6%

Most occurring characters

Value	Count	Frequency (%)
	31759	16.4%
1	7399	3.8%
,	7157	3.7%
서	6936	3.6%
동	6814	3.5%
로	5764	3.0%
구	5739	3.0%
2	5451	2.8%
시	5431	2.8%
울	5266	2.7%
Other values (592)	106287	54.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	107998	55.7%
Decimal Number	34471	17.8%
Space Separator	31759	16.4%
Other Punctuation	7174	3.7%
Close Punctuation	5252	2.7%
Open Punctuation	5251	2.7%
Dash Punctuation	1022	0.5%
Uppercase Letter	939	0.5%
Lowercase Letter	108	0.1%
Letter Number	22	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6936	6.4%
동	6814	6.3%
로	5764	5.3%
구	5739	5.3%
시	5431	5.0%
울	5266	4.9%
별	5222	4.8%
특	5215	4.8%
호	4230	3.9%
길	2689	2.5%
Other values (520)	54692	50.6%

Uppercase Letter

Value	Count	Frequency (%)
B	168	17.9%
A	125	13.3%
S	79	8.4%
T	56	6.0%
L	53	5.6%
C	50	5.3%
E	50	5.3%
K	47	5.0%
I	42	4.5%
G	36	3.8%
Other values (16)	233	24.8%

Lowercase Letter

Value	Count	Frequency (%)
e	20	18.5%
r	13	12.0%
n	10	9.3%
t	9	8.3%
o	8	7.4%
c	7	6.5%
w	7	6.5%
i	7	6.5%
b	5	4.6%
s	4	3.7%
Other values (10)	18	16.7%

Decimal Number

Value	Count	Frequency (%)
1	7399	21.5%
2	5451	15.8%
0	4406	12.8%
3	4125	12.0%
4	2903	8.4%
5	2700	7.8%
6	2223	6.4%
7	1874	5.4%
8	1784	5.2%
9	1606	4.7%

Other Punctuation

Value	Count	Frequency (%)
,	7157	99.8%
.	6	0.1%
/	4	0.1%
#	2	< 0.1%
@	2	< 0.1%
&	1	< 0.1%
？	1	< 0.1%
?	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	15	68.2%
Ⅰ	4	18.2%
Ⅲ	3	13.6%

Space Separator

Value	Count	Frequency (%)
	31759	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5252	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5251	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1022	100.0%

Math Symbol

Value	Count	Frequency (%)
~	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	107997	55.7%
Common	84936	43.8%
Latin	1069	0.6%
Han	1	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6936	6.4%
동	6814	6.3%
로	5764	5.3%
구	5739	5.3%
시	5431	5.0%
울	5266	4.9%
별	5222	4.8%
특	5215	4.8%
호	4230	3.9%
길	2689	2.5%
Other values (519)	54691	50.6%

Latin

Value	Count	Frequency (%)
B	168	15.7%
A	125	11.7%
S	79	7.4%
T	56	5.2%
L	53	5.0%
C	50	4.7%
E	50	4.7%
K	47	4.4%
I	42	3.9%
G	36	3.4%
Other values (39)	363	34.0%

Common

Value	Count	Frequency (%)
	31759	37.4%
1	7399	8.7%
,	7157	8.4%
2	5451	6.4%
)	5252	6.2%
(	5251	6.2%
0	4406	5.2%
3	4125	4.9%
4	2903	3.4%
5	2700	3.2%
Other values (13)	8533	10.0%

Han

Value	Count	Frequency (%)
家	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	107997	55.7%
ASCII	85982	44.3%
Number Forms	22	< 0.1%
None	1	< 0.1%
CJK	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31759	36.9%
1	7399	8.6%
,	7157	8.3%
2	5451	6.3%
)	5252	6.1%
(	5251	6.1%
0	4406	5.1%
3	4125	4.8%
4	2903	3.4%
5	2700	3.1%
Other values (58)	9579	11.1%

Hangul

Value	Count	Frequency (%)
서	6936	6.4%
동	6814	6.3%
로	5764	5.3%
구	5739	5.3%
시	5431	5.0%
울	5266	4.9%
별	5222	4.8%
특	5215	4.8%
호	4230	3.9%
길	2689	2.5%
Other values (519)	54691	50.6%

Number Forms

Value	Count	Frequency (%)
Ⅱ	15	68.2%
Ⅰ	4	18.2%
Ⅲ	3	13.6%

None

Value	Count	Frequency (%)
？	1	100.0%

CJK

Value	Count	Frequency (%)
家	1	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1383
Distinct (%)	31.7%
Missing	5636
Missing (%)	56.4%
Infinite	0
Infinite (%)	0.0%
Mean	136324.59

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

Quantile statistics

Minimum	2519
5-th percentile	100862.3
Q1	132020
median	136033
Q3	143190
95-th percentile	157030
Maximum	429842
Range	427323
Interquartile range (IQR)	11170

Descriptive statistics

Standard deviation	15568.67
Coefficient of variation (CV)	0.11420294
Kurtosis	54.186164
Mean	136324.59
Median Absolute Deviation (MAD)	5191
Skewness	1.5063622
Sum	5.9492053 × 10⁸
Variance	2.4238349 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	171	1.7%
137070	129	1.3%
157010	77	0.8%
135010	71	0.7%
151015	54	0.5%
158070	48	0.5%
152050	47	0.5%
142070	45	0.4%
151050	41	0.4%
135090	39	0.4%
Other values (1373)	3642	36.4%
(Missing)	5636	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2519	1	< 0.1%
4526	1	< 0.1%
4534	1	< 0.1%
4550	1	< 0.1%
4554	1	< 0.1%
100011	5	0.1%
100012	2	< 0.1%
100013	3	< 0.1%
100014	1	< 0.1%
100015	1	< 0.1%

Value	Count	Frequency (%)
429842	1	< 0.1%
403866	1	< 0.1%
158877	1	< 0.1%
158871	1	< 0.1%
158865	1	< 0.1%
158864	2	< 0.1%
158863	1	< 0.1%
158860	3	< 0.1%
158859	2	< 0.1%
158858	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3522
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136638

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	20070810
Q1	20091210
median	20130314
Q3	20170704
95-th percentile	20230130
Maximum	20240510
Range	189294
Interquartile range (IQR)	79494.25

Descriptive statistics

Standard deviation	48590.432
Coefficient of variation (CV)	0.0024130359
Kurtosis	-0.88504303
Mean	20136638
Median Absolute Deviation (MAD)	39486.5
Skewness	0.46399443
Sum	2.0136638 × 10¹¹
Variance	2.36103 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080731	25	0.2%
20080814	25	0.2%
20080822	21	0.2%
20080818	18	0.2%
20081222	17	0.2%
20090325	17	0.2%
20080926	15	0.1%
20160720	15	0.1%
20090611	15	0.1%
20160718	14	0.1%
Other values (3512)	9818	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20051216	1	< 0.1%
20060124	1	< 0.1%
20060127	1	< 0.1%
20060306	1	< 0.1%
20060320	1	< 0.1%
20060323	2	< 0.1%
20060324	2	< 0.1%
20060329	2	< 0.1%
20060405	2	< 0.1%
20060407	3	< 0.1%

Value	Count	Frequency (%)
20240510	1	< 0.1%
20240507	3	< 0.1%
20240503	3	< 0.1%
20240502	1	< 0.1%
20240430	1	< 0.1%
20240426	1	< 0.1%
20240425	2	< 0.1%
20240424	5	0.1%
20240422	2	< 0.1%
20240419	2	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3311
Distinct (%)	41.5%
Missing	2018
Missing (%)	20.2%
Infinite	0
Infinite (%)	0.0%
Mean	20181145

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	20120406
Q1	20141013
median	20171222
Q3	20211203
95-th percentile	20260425
Maximum	22180428
Range	2099506
Interquartile range (IQR)	70189.75

Descriptive statistics

Standard deviation	49572.026
Coefficient of variation (CV)	0.0024563535
Kurtosis	330.04728
Mean	20181145
Median Absolute Deviation (MAD)	30599.5
Skewness	8.4519338
Sum	1.610859 × 10¹¹
Variance	2.4573858 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	15	0.1%
20190720	15	0.1%
20190718	14	0.1%
20140721	13	0.1%
20140816	13	0.1%
20190613	12	0.1%
20140720	12	0.1%
20140822	11	0.1%
20150420	10	0.1%
20180105	10	0.1%
Other values (3301)	7857	78.6%
(Missing)	2018	20.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20080922	1	< 0.1%
20090907	1	< 0.1%
20091116	1	< 0.1%
20100125	1	< 0.1%
20100216	1	< 0.1%
20100308	1	< 0.1%
20100411	1	< 0.1%
20100418	2	< 0.1%
20100419	1	< 0.1%
20100426	1	< 0.1%

Value	Count	Frequency (%)
22180428	1	< 0.1%
20270510	1	< 0.1%
20270507	2	< 0.1%
20270506	1	< 0.1%
20270503	3	< 0.1%
20270501	1	< 0.1%
20270430	1	< 0.1%
20270426	1	< 0.1%
20270425	2	< 0.1%
20270424	5	0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3107
Distinct (%)	37.2%
Missing	1638
Missing (%)	16.4%
Infinite	0
Infinite (%)	0.0%
Mean	20142060

Minimum	20060920
Maximum	20240509
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060920
5-th percentile	20090922
Q1	20110415
median	20130766
Q3	20170403
95-th percentile	20221004
Maximum	20240509
Range	179589
Interquartile range (IQR)	59988

Descriptive statistics

Standard deviation	40761.783
Coefficient of variation (CV)	0.0020237146
Kurtosis	-0.53163997
Mean	20142060
Median Absolute Deviation (MAD)	29836
Skewness	0.69620469
Sum	1.6842791 × 10¹¹
Variance	1.6615229 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	201	2.0%
20100927	83	0.8%
20101213	24	0.2%
20170124	19	0.2%
20160725	17	0.2%
20110914	17	0.2%
20110420	17	0.2%
20120420	17	0.2%
20110823	16	0.2%
20110125	14	0.1%
Other values (3097)	7937	79.4%
(Missing)	1638	16.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060920	1	< 0.1%
20071030	1	< 0.1%
20071115	1	< 0.1%
20081217	1	< 0.1%
20090125	1	< 0.1%
20090128	1	< 0.1%
20090211	1	< 0.1%
20090305	2	< 0.1%
20090306	1	< 0.1%
20090307	1	< 0.1%

Value	Count	Frequency (%)
20240509	1	< 0.1%
20240507	1	< 0.1%
20240503	4	< 0.1%
20240502	1	< 0.1%
20240501	2	< 0.1%
20240430	1	< 0.1%
20240424	2	< 0.1%
20240423	2	< 0.1%
20240422	3	< 0.1%
20240419	3	< 0.1%

지점설립일자
Text

MISSING

Distinct	3558
Distinct (%)	40.4%
Missing	1202
Missing (%)	12.0%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	70384
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	1377 ?
Unique (%)	15.7%

Sample

1st row	20181031
2nd row	20081128
3rd row	20160512
4th row	20210823
5th row	20230130

Value	Count	Frequency (%)
20090520	21	0.2%
20090820	19	0.2%
20090611	19	0.2%
20090528	18	0.2%
20160720	18	0.2%
20090514	18	0.2%
20090507	16	0.2%
20090511	13	0.1%
20091128	13	0.1%
20160718	13	0.1%
Other values (3548)	8630	98.1%

Most occurring characters

Value	Count	Frequency (%)
0	22833	32.4%
2	15934	22.6%
1	14236	20.2%
3	2798	4.0%
9	2687	3.8%
7	2615	3.7%
6	2446	3.5%
5	2387	3.4%
8	2245	3.2%
4	2197	3.1%
Other values (4)	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	70378	> 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	22833	32.4%
2	15934	22.6%
1	14236	20.2%
3	2798	4.0%
9	2687	3.8%
7	2615	3.7%
6	2446	3.5%
5	2387	3.4%
8	2245	3.2%
4	2197	3.1%

Lowercase Letter

Value	Count	Frequency (%)
a	1	50.0%
y	1	50.0%

Space Separator

Value	Count	Frequency (%)
	3	100.0%

Uppercase Letter

Value	Count	Frequency (%)
M	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70381	> 99.9%
Latin	3	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22833	32.4%
2	15934	22.6%
1	14236	20.2%
3	2798	4.0%
9	2687	3.8%
7	2615	3.7%
6	2446	3.5%
5	2387	3.4%
8	2245	3.2%
4	2197	3.1%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70384	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22833	32.4%
2	15934	22.6%
1	14236	20.2%
3	2798	4.0%
9	2687	3.8%
7	2615	3.7%
6	2446	3.5%
5	2387	3.4%
8	2245	3.2%
4	2197	3.1%
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	9932
지점	68

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	9932	99.3%
지점	68	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9932	99.3%
지점	68	0.7%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3169
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152970

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	20111024
median	20140912
Q3	20190323
95-th percentile	20231013
Maximum	20240510
Range	149992
Interquartile range (IQR)	79299

Descriptive statistics

Standard deviation	45590.425
Coefficient of variation (CV)	0.0022622186
Kurtosis	-1.0458702
Mean	20152970
Median Absolute Deviation (MAD)	30498.5
Skewness	0.44854212
Sum	2.015297 × 10¹¹
Variance	2.0784869 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	76	0.8%
20090609	56	0.6%
20100927	47	0.5%
20091118	45	0.4%
20091116	43	0.4%
20100330	40	0.4%
20130621	33	0.3%
20160812	32	0.3%
20110425	32	0.3%
20100928	30	0.3%
Other values (3159)	9566	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	2	< 0.1%
20090519	1	< 0.1%
20090521	4	< 0.1%
20090601	3	< 0.1%
20090602	2	< 0.1%
20090603	10	0.1%
20090604	22	0.2%
20090605	1	< 0.1%
20090608	6	0.1%
20090609	56	0.6%

Value	Count	Frequency (%)
20240510	5	0.1%
20240509	3	< 0.1%
20240507	6	0.1%
20240503	7	0.1%
20240502	6	0.1%
20240501	6	0.1%
20240430	4	< 0.1%
20240429	2	< 0.1%
20240426	1	< 0.1%
20240425	5	0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.114	0.000	0.025	0.208	0.000	0.214	0.000	0.159
영업구분	0.114	1.000	0.282	0.071	0.637	0.000	0.218	0.056	0.541
법인여부	0.000	0.282	1.000	0.000	0.344	0.000	0.262	0.192	0.345
우편번호	0.025	0.071	0.000	1.000	0.246	NaN	0.308	0.000	0.254
등록일자	0.208	0.637	0.344	0.246	1.000	0.000	0.939	0.086	0.938
유효기간만료일자	0.000	0.000	0.000	NaN	0.000	1.000	0.000	0.000	0.000
폐쇄일자	0.214	0.218	0.262	0.308	0.939	0.000	1.000	0.078	0.989
본점여부	0.000	0.056	0.192	0.000	0.086	0.000	0.078	1.000	0.100
최근수정일자	0.159	0.541	0.345	0.254	0.938	0.000	0.989	0.100	1.000

Heatmap
Table

	법인여부	본점여부	등록신청사업	영업구분
법인여부	1.000	0.123	0.000	0.203
본점여부	0.123	1.000	0.000	0.040
등록신청사업	0.000	0.000	1.000	0.082
영업구분	0.203	0.040	0.082	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.008	0.029	0.022	0.010	0.019	0.050	0.000	0.000
등록일자	0.008	1.000	0.996	0.962	0.965	0.160	0.379	0.264	0.066
유효기간만료일자	0.029	0.996	1.000	0.964	0.965	0.000	0.000	0.000	0.000
폐쇄일자	0.022	0.962	0.964	1.000	0.991	0.164	0.140	0.201	0.060
최근수정일자	0.010	0.965	0.965	0.991	1.000	0.122	0.304	0.265	0.076
등록신청사업	0.019	0.160	0.000	0.164	0.122	1.000	0.082	0.000	0.000
영업구분	0.050	0.379	0.000	0.140	0.304	0.082	1.000	0.203	0.040
법인여부	0.000	0.264	0.000	0.201	0.265	0.000	0.203	1.000	0.123
본점여부	0.000	0.066	0.000	0.060	0.076	0.000	0.040	0.123	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
7872	대부중개업	폐업	2018-서울종로-00040(대부중개업)	한국대부중개 주식회사	법인	070-4405-0055	서울특별시 종로구 내수동 75번지 용비어천가-1404	서울특별시 종로구 새문안로3길 36, 14층 1404호 (내수동, 용비어천가)	<NA>	20181031	20211031	20190410	20181031	본점	20190410
31326	<NA>	<NA>	2008-서울특별시-03083	대한	개인	<NA>	서울특별시 노원구 상계동 751-1 주공아파트 405동 504호	<NA>	139200	20081128	<NA>	20090416	20081128	본점	20090604
9952	대부중개업	폐업	2016-서울관악-00021(대부중개업)	대출마트대부중개	개인	02-6082-6155	서울특별시 관악구 신림동 1666번지 56호 -204	서울특별시 관악구 시흥대로 536-1, 204호 (신림동, 대동빌딩)	<NA>	20160512	20190512	20171106	20160512	본점	20171106
26426	대부업	<NA>	2008-서울특별시-02402(대부업)	(주) 청도그린	법인	0222156690	서울특별시 동대문구 전농동 652-1 2층	<NA>	<NA>	20080910	<NA>	20101115	<NA>	본점	20101115
2703	대부중개업	폐업	2022-서울강남-0215(대부중개업)	대출톡대부중개	개인	02-540-6268	서울특별시 강남구 논현동 187번지 5호	서울특별시 강남구 강남대로118길 64, 201호 (논현동)	<NA>	20210823	20240823	20230508	20210823	본점	20230508
989	대부업	폐업	2023-서울송파-0005(대부업)	값진 대부	개인	02-425-3690	서울특별시 송파구 방이동 48번지 5호 현대주상복합빌딩	서울특별시 송파구 오금로11길 55, 2동 216호 (방이동, 현대주상복합빌딩)	<NA>	20230130	20260130	20240116	20230130	본점	20240116
15050	대부업	폐업	2013-서울서초-0068(대부업)	(주)씨엠코퍼레이션대부	법인	1599-0767	서울특별시 서초구 서초동 1564번지 11호 동성빌딩 지하1층	서울특별시 서초구 반포대로20길 61, 지하1층 (서초동, 동성빌딩)	137874	20130521	20160521	20150119	20130521	본점	20150119
10967	대부업	폐업	2015-서울영등포-0759(대부업)	해피플래이스대부	개인	<NA>	<NA>	서울특별시 영등포구 버드나루로12가길 13, 1703호 (영등포동7가, 브라운스톤 영등포아파트)	<NA>	20151113	20181113	20170227	20151113	본점	20170227
14663	대부업	폐업	2013-서울영등포-0486(대부업)	DHK인터내셔널대부 양평점	개인	02-2678-3562	서울특별시 영등포구 양평동4가 319번지 6호	서울특별시 영등포구 양평로20길 20 (양평동4가)	150867	20130717	20160717	20150414	20130717	본점	20150414
6051	대부업	타시군구이관	2020-서울구로-0059(대부업)	체인지캐피탈대부	개인	<NA>	서울특별시 구로구 구로동 197번지 10호 이앤씨벤처드림타워2차	서울특별시 구로구 디지털로33길 55, 이앤씨벤처드림타워2차 702(방11호)호 (구로동)	<NA>	20201222	20231222	20210108	20201222	본점	20210108

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
11726	대부업	<NA>	2012-서울용산-00034(대부업)	(주)한국퀵대부	법인	02-715-0067~8	서울특별시 용산구 서계동 82번지	서울특별시 용산구 청파로 359 (서계동)	140827	20121226	20181226	<NA>	20121226	본점	20161128
4971	대부중개업	영업중	2021-서울서초-0115(대부중개업)	월드론대부 주식회사	법인	<NA>	서울특별시 서초구 서초동 1656번지 2호 일광빌딩-202	서울특별시 서초구 서초중앙로 114, 일광빌딩 202호 (서초동)	<NA>	20211206	20241206	<NA>	20211206	본점	20211207
25177	대부업	<NA>	2007-서울관악-01064(대부업)	CH상사대부	개인	<NA>	서울특별시 관악구 남현동 1061번지 18호 르메이에르2차 1009호	<NA>	<NA>	20100816	20130816	20110406	<NA>	본점	20110406
9784	대부업	폐업	2012-서울서초-0224(대부업)	(주)석세스게이트대부	법인	548-3066	서울특별시 서초구 반포동 20번지 45호 반포자이주구중심상가 1동 206호	서울특별시 서초구 잠원로 24, 1동 206호 (반포동, 반포자이주구중심상가)	137040	20151211	20181211	20171206	20121224	본점	20171206
24636	대부업	<NA>	2009-서울은평-02272(대부업)	ACE대부	개인	02 356 1250 031 246 1250	서울특별시 은평구 대조동 185번지 41호 203호	<NA>	<NA>	20090922	20120921	20110603	20090922	본점	20110603
17787	대부업	폐업	2012-서울양천-00078	아미파이넨셜대부(주)	법인	02-2699-9026	서울특별시 양천구 신정동 991번지 7호 -201	<NA>	158860	20121204	20151204	20130828	20121204	본점	20130828
2817	대부업	영업중	2011-서울은평-00165(대부업)	현대사대부	개인	02-359-1256	서울특별시 은평구 불광동 274번지 11호 -2층 15	서울특별시 은평구 통일로 738, 2층 15호 (불광동)	122041	20230417	20260417	<NA>	20080917	본점	20230417
17200	대부중개업	폐업	2011-서울영등포-0270(대부중개업)	(주)투엔비즈니스대부중개	법인	02-6968-1203	서울특별시 영등포구 양평동5가 1번지 1호 아이에스비즈타워-602	<NA>	150105	20111125	20141125	20131129	20111125	본점	20131129
7972	대부업	유효기간만료	2015-서울동대문-00459(대부업)	cm캐피탈대부	개인	02-929-7989	서울특별시 동대문구 제기동 714번지 18호	서울특별시 동대문구 고산자로 511-1 (제기동)	<NA>	20151023	20181023	<NA>	20151023	본점	20190305
9658	대부중개업	직권취소	2016-서울종로-00023(대부중개업)	엠펀드대부유한회사	법인	070-4327-4516	서울특별시 종로구 종로1가 1번지 24호 르메이에르종로타운-비119-	서울특별시 종로구 종로 19, 비119-2호 (종로1가, 르메이에르종로타운)	<NA>	20160607	20190607	20171227	20160607	본점	20171227

Most frequently occurring

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자	# duplicates
0	대부업	타시군구이관	2020-서울마포-0027(대부업)	브릿지오토론대부	개인	1544-5919	서울특별시 마포구 공덕동 462번지 마포공덕파크팰리스 Ⅱ	서울특별시 마포구 마포대로 143, 마포공덕파크팰리스 Ⅱ 804호 (공덕동)	<NA>	20200602	20230602	20220128	20200602	본점	20220128	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

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Other Symbol

Math Symbol

Letter Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

CJK

Number Forms

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

Math Symbol

Dash Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Most occurring characters

Most occurring categories

Most frequent character per category