gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19163
Missing cells (%)	12.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	133.0 B

Variable types

Categorical	4
Text	5
Numeric	5
DateTime	1

Dataset

Description	등록신청사업,영업구분,등록증번호,상호,법인여부,사업장 전화번호,소재지,소재지(도로명),우편번호,등록일자,유효기간만료일자,폐쇄일자,지점설립일자,본점여부,최근수정일자
Author	금천구
URL	https://data.seoul.go.kr/dataList/OA-10173/S/1/datasetView.do

Alerts

`등록일자` is highly overall correlated with `유효기간만료일자` and 2 other fields	High correlation
`유효기간만료일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`폐쇄일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`최근수정일자` is highly overall correlated with `등록일자` and 2 other fields	High correlation
`본점여부` is highly imbalanced (93.5%)	Imbalance
`등록증번호` has 168 (1.7%) missing values	Missing
`사업장 전화번호` has 3356 (33.6%) missing values	Missing
`소재지` has 299 (3.0%) missing values	Missing
`소재지(도로명)` has 4786 (47.9%) missing values	Missing
`우편번호` has 5646 (56.5%) missing values	Missing
`유효기간만료일자` has 2050 (20.5%) missing values	Missing
`폐쇄일자` has 1560 (15.6%) missing values	Missing
`지점설립일자` has 1298 (13.0%) missing values	Missing

Reproduction

Analysis started	2024-05-18 05:40:21.490371
Analysis finished	2024-05-18 05:40:39.998869
Duration	18.51 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	6231
대부중개업	3331
<NA>	438

Length

Max length	5
Median length	3
Mean length	3.71
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6231	62.3%
대부중개업	3331	33.3%
<NA>	438	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6231	62.3%
대부중개업	3331	33.3%
na	438	4.4%

영업구분
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

폐업	3767
<NA>	2856
타시군구이관	1172
유효기간만료	841
영업중	813
Other values (3)	551

Length

Max length	6
Median length	4
Mean length	3.5683
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3767	37.7%
<NA>	2856	28.6%
타시군구이관	1172	11.7%
유효기간만료	841	8.4%
영업중	813	8.1%
직권취소	548	5.5%
갱신등록불가	2	< 0.1%
영업정지	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3767	37.7%
na	2856	28.6%
타시군구이관	1172	11.7%
유효기간만료	841	8.4%
영업중	813	8.1%
직권취소	548	5.5%
갱신등록불가	2	< 0.1%
영업정지	1	< 0.1%

등록증번호
Text

MISSING

Distinct	9784
Distinct (%)	99.5%
Missing	168
Missing (%)	1.7%
Memory size	156.2 KiB

Length

Max length	29
Median length	27
Mean length	19.518206
Min length	7

Characters and Unicode

Total characters	191903
Distinct characters	86
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	9739 ?
Unique (%)	99.1%

Sample

1st row	2016-서울중랑-0018(대부중개업)
2nd row	2016-서울영등포-0803(대부업)
3rd row	2010-서울서초-0047(대부업)
4th row	2012-서울강남-0035
5th row	2011-서울강북-0043

Value	Count	Frequency (%)
2010-서울	22	0.2%
2011-서울특별시	17	0.2%
2012-서울특별시	15	0.2%
2015-서울특별시	10	0.1%
2013-서울특별시	9	0.1%
2016-서울특별시	7	0.1%
대부업	7	0.1%
2014-서울특별시	7	0.1%
2020-서울특별시	5	0.1%
2017-서울특별시	5	0.1%
Other values (9761)	9865	99.0%

Most occurring characters

Value	Count	Frequency (%)
0	33891	17.7%
-	19655	10.2%
2	15807	8.2%
1	11878	6.2%
서	10880	5.7%
울	9809	5.1%
대	8503	4.4%
(	8235	4.3%
부	8197	4.3%
)	8185	4.3%
Other values (76)	56863	29.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82684	43.1%
Other Letter	73006	38.0%
Dash Punctuation	19655	10.2%
Open Punctuation	8235	4.3%
Close Punctuation	8185	4.3%
Space Separator	138	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10880	14.9%
울	9809	13.4%
대	8503	11.6%
부	8197	11.2%
업	7975	10.9%
중	3484	4.8%
개	2866	3.9%
시	2537	3.5%
별	2527	3.5%
특	2527	3.5%
Other values (62)	13701	18.8%

Decimal Number

Value	Count	Frequency (%)
0	33891	41.0%
2	15807	19.1%
1	11878	14.4%
3	3699	4.5%
8	3127	3.8%
4	3058	3.7%
9	2880	3.5%
6	2792	3.4%
7	2788	3.4%
5	2764	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19655	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8235	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8185	100.0%

Space Separator

Value	Count	Frequency (%)
	138	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118897	62.0%
Hangul	73006	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10880	14.9%
울	9809	13.4%
대	8503	11.6%
부	8197	11.2%
업	7975	10.9%
중	3484	4.8%
개	2866	3.9%
시	2537	3.5%
별	2527	3.5%
특	2527	3.5%
Other values (62)	13701	18.8%

Common

Value	Count	Frequency (%)
0	33891	28.5%
-	19655	16.5%
2	15807	13.3%
1	11878	10.0%
(	8235	6.9%
)	8185	6.9%
3	3699	3.1%
8	3127	2.6%
4	3058	2.6%
9	2880	2.4%
Other values (4)	8482	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118897	62.0%
Hangul	73006	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33891	28.5%
-	19655	16.5%
2	15807	13.3%
1	11878	10.0%
(	8235	6.9%
)	8185	6.9%
3	3699	3.1%
8	3127	2.6%
4	3058	2.6%
9	2880	2.4%
Other values (4)	8482	7.1%

Hangul

Value	Count	Frequency (%)
서	10880	14.9%
울	9809	13.4%
대	8503	11.6%
부	8197	11.2%
업	7975	10.9%
중	3484	4.8%
개	2866	3.9%
시	2537	3.5%
별	2527	3.5%
특	2527	3.5%
Other values (62)	13701	18.8%

상호
Text

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

Length

Max length	40
Median length	30
Mean length	7.7233
Min length	1

Characters and Unicode

Total characters	77233
Distinct characters	759
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	7618 ?
Unique (%)	76.2%

Sample

1st row	한국이지컨설팅 대부중개
2nd row	소망대부
3rd row	제이에스캐피탈대부
4th row	동원대부
5th row	위드피플대부중개

Value	Count	Frequency (%)
주식회사	794	6.7%
대부중개	298	2.5%
대부	272	2.3%
유한회사	58	0.5%
캐피탈	21	0.2%
대부업	20	0.2%
미래	14	0.1%
주	13	0.1%
대부중개업	11	0.1%
loan	11	0.1%
Other values (8679)	10329	87.2%

Most occurring characters

Value	Count	Frequency (%)
대	8469	11.0%
부	8110	10.5%
주	2708	3.5%
이	2306	3.0%
개	2061	2.7%
중	2047	2.7%
)	1934	2.5%
스	1932	2.5%
(	1924	2.5%
	1847	2.4%
Other values (749)	43895	56.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67711	87.7%
Uppercase Letter	2267	2.9%
Close Punctuation	1934	2.5%
Open Punctuation	1924	2.5%
Space Separator	1847	2.4%
Lowercase Letter	1041	1.3%
Other Punctuation	238	0.3%
Decimal Number	233	0.3%
Dash Punctuation	28	< 0.1%
Other Symbol	7	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8469	12.5%
부	8110	12.0%
주	2708	4.0%
이	2306	3.4%
개	2061	3.0%
중	2047	3.0%
스	1932	2.9%
사	1345	2.0%
피	1159	1.7%
캐	1033	1.5%
Other values (678)	36541	54.0%

Uppercase Letter

Value	Count	Frequency (%)
S	293	12.9%
K	198	8.7%
C	169	7.5%
M	160	7.1%
J	152	6.7%
H	141	6.2%
L	108	4.8%
B	97	4.3%
N	97	4.3%
G	94	4.1%
Other values (14)	758	33.4%

Lowercase Letter

Value	Count	Frequency (%)
e	127	12.2%
n	123	11.8%
o	117	11.2%
a	99	9.5%
i	73	7.0%
t	57	5.5%
l	53	5.1%
c	48	4.6%
s	47	4.5%
r	38	3.7%
Other values (14)	259	24.9%

Decimal Number

Value	Count	Frequency (%)
1	87	37.3%
2	37	15.9%
4	29	12.4%
9	25	10.7%
5	15	6.4%
3	12	5.2%
0	10	4.3%
7	9	3.9%
6	6	2.6%
8	3	1.3%

Other Punctuation

Value	Count	Frequency (%)
.	128	53.8%
&	89	37.4%
,	8	3.4%
?	7	2.9%
*	4	1.7%
'	1	0.4%
@	1	0.4%

Close Punctuation

Value	Count	Frequency (%)
)	1934	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1924	100.0%

Space Separator

Value	Count	Frequency (%)
	1847	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	28	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	7	100.0%

Math Symbol

Value	Count	Frequency (%)
~	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67700	87.7%
Common	6207	8.0%
Latin	3308	4.3%
Han	18	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8469	12.5%
부	8110	12.0%
주	2708	4.0%
이	2306	3.4%
개	2061	3.0%
중	2047	3.0%
스	1932	2.9%
사	1345	2.0%
피	1159	1.7%
캐	1033	1.5%
Other values (661)	36530	54.0%

Latin

Value	Count	Frequency (%)
S	293	8.9%
K	198	6.0%
C	169	5.1%
M	160	4.8%
J	152	4.6%
H	141	4.3%
e	127	3.8%
n	123	3.7%
o	117	3.5%
L	108	3.3%
Other values (38)	1720	52.0%

Common

Value	Count	Frequency (%)
)	1934	31.2%
(	1924	31.0%
	1847	29.8%
.	128	2.1%
&	89	1.4%
1	87	1.4%
2	37	0.6%
4	29	0.5%
-	28	0.5%
9	25	0.4%
Other values (12)	79	1.3%

Han

Value	Count	Frequency (%)
天	1	5.6%
地	1	5.6%
松	1	5.6%
去	1	5.6%
靑	1	5.6%
福	1	5.6%
田	1	5.6%
大	1	5.6%
元	1	5.6%
趙	1	5.6%
Other values (8)	8	44.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67693	87.6%
ASCII	9515	12.3%
CJK	18	< 0.1%
None	7	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8469	12.5%
부	8110	12.0%
주	2708	4.0%
이	2306	3.4%
개	2061	3.0%
중	2047	3.0%
스	1932	2.9%
사	1345	2.0%
피	1159	1.7%
캐	1033	1.5%
Other values (660)	36523	54.0%

ASCII

Value	Count	Frequency (%)
)	1934	20.3%
(	1924	20.2%
	1847	19.4%
S	293	3.1%
K	198	2.1%
C	169	1.8%
M	160	1.7%
J	152	1.6%
H	141	1.5%
.	128	1.3%
Other values (60)	2569	27.0%

None

Value	Count	Frequency (%)
㈜	7	100.0%

CJK

Value	Count	Frequency (%)
天	1	5.6%
地	1	5.6%
松	1	5.6%
去	1	5.6%
靑	1	5.6%
福	1	5.6%
田	1	5.6%
大	1	5.6%
元	1	5.6%
趙	1	5.6%
Other values (8)	8	44.4%

법인여부
Categorical

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

개인	7178
법인	2822

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	개인
4th row	개인
5th row	개인

Common Values

Value	Count	Frequency (%)
개인	7178	71.8%
법인	2822	28.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7178	71.8%
법인	2822	28.2%

사업장 전화번호
Text

MISSING

Distinct	5872
Distinct (%)	88.4%
Missing	3356
Missing (%)	33.6%
Memory size	156.2 KiB

Length

Max length	43
Median length	41
Mean length	10.559452
Min length	1

Characters and Unicode

Total characters	70157
Distinct characters	34
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	5247 ?
Unique (%)	79.0%

Sample

1st row	070-8743-5130
2nd row	02445-1300
3rd row	027322567
4th row	0232850147
5th row	070-4055-9009

Value	Count	Frequency (%)
02	306	4.1%
	62	0.8%
070	45	0.6%
010	9	0.1%
1688	8	0.1%
2212	6	0.1%
2209	6	0.1%
0	6	0.1%
432	6	0.1%
070-4814-3914	5	0.1%
Other values (6180)	7026	93.9%

Most occurring characters

Value	Count	Frequency (%)
0	11432	16.3%
2	10301	14.7%
-	7060	10.1%
5	5840	8.3%
7	5467	7.8%
1	5099	7.3%
6	5070	7.2%
3	5010	7.1%
8	4830	6.9%
4	4790	6.8%
Other values (24)	5258	7.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61891	88.2%
Dash Punctuation	7060	10.1%
Space Separator	944	1.3%
Other Punctuation	126	0.2%
Close Punctuation	65	0.1%
Math Symbol	28	< 0.1%
Open Punctuation	23	< 0.1%
Other Letter	16	< 0.1%
Uppercase Letter	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
등	2	12.5%
록	2	12.5%
미	2	12.5%
메	1	6.2%
타	1	6.2%
허	1	6.2%
브	1	6.2%
대	1	6.2%
부	1	6.2%
주	1	6.2%
Other values (3)	3	18.8%

Decimal Number

Value	Count	Frequency (%)
0	11432	18.5%
2	10301	16.6%
5	5840	9.4%
7	5467	8.8%
1	5099	8.2%
6	5070	8.2%
3	5010	8.1%
8	4830	7.8%
4	4790	7.7%
9	4052	6.5%

Other Punctuation

Value	Count	Frequency (%)
*	56	44.4%
/	45	35.7%
.	25	19.8%

Uppercase Letter

Value	Count	Frequency (%)
K	2	50.0%
S	1	25.0%
T	1	25.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7060	100.0%

Space Separator

Value	Count	Frequency (%)
	944	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	65	100.0%

Math Symbol

Value	Count	Frequency (%)
~	28	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	23	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70137	> 99.9%
Hangul	16	< 0.1%
Latin	4	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11432	16.3%
2	10301	14.7%
-	7060	10.1%
5	5840	8.3%
7	5467	7.8%
1	5099	7.3%
6	5070	7.2%
3	5010	7.1%
8	4830	6.9%
4	4790	6.8%
Other values (8)	5238	7.5%

Hangul

Value	Count	Frequency (%)
등	2	12.5%
록	2	12.5%
미	2	12.5%
메	1	6.2%
타	1	6.2%
허	1	6.2%
브	1	6.2%
대	1	6.2%
부	1	6.2%
주	1	6.2%
Other values (3)	3	18.8%

Latin

Value	Count	Frequency (%)
K	2	50.0%
S	1	25.0%
T	1	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70141	> 99.9%
Hangul	16	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11432	16.3%
2	10301	14.7%
-	7060	10.1%
5	5840	8.3%
7	5467	7.8%
1	5099	7.3%
6	5070	7.2%
3	5010	7.1%
8	4830	6.9%
4	4790	6.8%
Other values (11)	5242	7.5%

Hangul

Value	Count	Frequency (%)
등	2	12.5%
록	2	12.5%
미	2	12.5%
메	1	6.2%
타	1	6.2%
허	1	6.2%
브	1	6.2%
대	1	6.2%
부	1	6.2%
주	1	6.2%
Other values (3)	3	18.8%

소재지
Text

MISSING

Distinct	8637
Distinct (%)	89.0%
Missing	299
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	62
Median length	49
Mean length	31.453252
Min length	15

Characters and Unicode

Total characters	305128
Distinct characters	630
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	7880 ?
Unique (%)	81.2%

Sample

1st row	서울특별시 중랑구 신내동 539번지 9호
2nd row	서울특별시 서초구 양재동 8번지 56호 서진빌라 지층 102호
3rd row	서울특별시 강남구 일원동 734번지 105 상록수아파트-103
4th row	서울특별시 강북구 수유동 48번지 23호 규봉빌딩 9층
5th row	서울특별시 종로구 종로1가 24번지 르메이에르빌딩 410-1호

Value	Count	Frequency (%)
서울특별시	9698	17.0%
강남구	1640	2.9%
서초구	947	1.7%
1호	747	1.3%
역삼동	720	1.3%
송파구	650	1.1%
서초동	575	1.0%
중구	556	1.0%
영등포구	467	0.8%
2호	461	0.8%
Other values (9474)	40725	71.2%

Most occurring characters

Value	Count	Frequency (%)
	67734	22.2%
1	13493	4.4%
서	12051	3.9%
동	11076	3.6%
구	10493	3.4%
시	9950	3.3%
울	9742	3.2%
별	9709	3.2%
특	9699	3.2%
2	8923	2.9%
Other values (620)	142258	46.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166845	54.7%
Space Separator	67734	22.2%
Decimal Number	63348	20.8%
Dash Punctuation	5461	1.8%
Uppercase Letter	1152	0.4%
Other Punctuation	241	0.1%
Lowercase Letter	118	< 0.1%
Close Punctuation	98	< 0.1%
Open Punctuation	93	< 0.1%
Letter Number	30	< 0.1%
Other values (2)	8	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12051	7.2%
동	11076	6.6%
구	10493	6.3%
시	9950	6.0%
울	9742	5.8%
별	9709	5.8%
특	9699	5.8%
호	8592	5.1%
지	8388	5.0%
번	7884	4.7%
Other values (542)	69261	41.5%

Uppercase Letter

Value	Count	Frequency (%)
B	252	21.9%
A	224	19.4%
D	80	6.9%
S	78	6.8%
C	54	4.7%
I	50	4.3%
T	49	4.3%
K	47	4.1%
L	38	3.3%
G	35	3.0%
Other values (16)	245	21.3%

Lowercase Letter

Value	Count	Frequency (%)
e	21	17.8%
i	14	11.9%
n	9	7.6%
t	9	7.6%
r	8	6.8%
l	8	6.8%
s	7	5.9%
k	7	5.9%
c	5	4.2%
a	5	4.2%
Other values (12)	25	21.2%

Decimal Number

Value	Count	Frequency (%)
1	13493	21.3%
2	8923	14.1%
0	8030	12.7%
3	6917	10.9%
4	5782	9.1%
5	4949	7.8%
6	4506	7.1%
7	4080	6.4%
8	3374	5.3%
9	3294	5.2%

Other Punctuation

Value	Count	Frequency (%)
,	87	36.1%
/	83	34.4%
.	66	27.4%
&	2	0.8%
*	1	0.4%
#	1	0.4%
？	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	24	80.0%
Ⅲ	3	10.0%
Ⅰ	3	10.0%

Math Symbol

Value	Count	Frequency (%)
~	3	42.9%
>	2	28.6%
<	2	28.6%

Close Punctuation

Value	Count	Frequency (%)
)	97	99.0%
]	1	1.0%

Open Punctuation

Value	Count	Frequency (%)
(	92	98.9%
[	1	1.1%

Space Separator

Value	Count	Frequency (%)
	67734	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5461	100.0%

Other Number

Value	Count	Frequency (%)
½	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166843	54.7%
Common	136983	44.9%
Latin	1300	0.4%
Han	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12051	7.2%
동	11076	6.6%
구	10493	6.3%
시	9950	6.0%
울	9742	5.8%
별	9709	5.8%
특	9699	5.8%
호	8592	5.1%
지	8388	5.0%
번	7884	4.7%
Other values (540)	69259	41.5%

Latin

Value	Count	Frequency (%)
B	252	19.4%
A	224	17.2%
D	80	6.2%
S	78	6.0%
C	54	4.2%
I	50	3.8%
T	49	3.8%
K	47	3.6%
L	38	2.9%
G	35	2.7%
Other values (41)	393	30.2%

Common

Value	Count	Frequency (%)
	67734	49.4%
1	13493	9.9%
2	8923	6.5%
0	8030	5.9%
3	6917	5.0%
4	5782	4.2%
-	5461	4.0%
5	4949	3.6%
6	4506	3.3%
7	4080	3.0%
Other values (17)	7108	5.2%

Han

Value	Count	Frequency (%)
塘	1	50.0%
金	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166843	54.7%
ASCII	138251	45.3%
Number Forms	30	< 0.1%
None	2	< 0.1%
CJK	1	< 0.1%
CJK Compat Ideographs	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67734	49.0%
1	13493	9.8%
2	8923	6.5%
0	8030	5.8%
3	6917	5.0%
4	5782	4.2%
-	5461	4.0%
5	4949	3.6%
6	4506	3.3%
7	4080	3.0%
Other values (63)	8376	6.1%

Hangul

Value	Count	Frequency (%)
서	12051	7.2%
동	11076	6.6%
구	10493	6.3%
시	9950	6.0%
울	9742	5.8%
별	9709	5.8%
특	9699	5.8%
호	8592	5.1%
지	8388	5.0%
번	7884	4.7%
Other values (540)	69259	41.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	24	80.0%
Ⅲ	3	10.0%
Ⅰ	3	10.0%

None

Value	Count	Frequency (%)
½	1	50.0%
？	1	50.0%

CJK

Value	Count	Frequency (%)
塘	1	100.0%

CJK Compat Ideographs

Value	Count	Frequency (%)
金	1	100.0%

소재지(도로명)
Text

MISSING

Distinct	4741
Distinct (%)	90.9%
Missing	4786
Missing (%)	47.9%
Memory size	156.2 KiB

Length

Max length	62
Median length	54
Mean length	37.209628
Min length	20

Characters and Unicode

Total characters	194011
Distinct characters	613
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	4318 ?
Unique (%)	82.8%

Sample

1st row	서울특별시 중랑구 신내로8길 5-6, C동 B101호 (신내동)
2nd row	서울특별시 영등포구 대림로31가길 7, 1층 (대림동)
3rd row	서울특별시 강남구 광평로10길 15, 105동 103호 (일원동, 상록수아파트)
4th row	서울특별시 강북구 덕릉로24길 6 (수유동,규봉빌딩 9층)
5th row	서울특별시 송파구 위례성대로2길 8, 새천년잠실헤리츠오피스텔 1동 1120호 (방이동)

Value	Count	Frequency (%)
서울특별시	5213	14.1%
강남구	962	2.6%
서초구	568	1.5%
2층	450	1.2%
역삼동	406	1.1%
서초동	372	1.0%
3층	363	1.0%
송파구	346	0.9%
영등포구	327	0.9%
4층	303	0.8%
Other values (6646)	27591	74.8%

Most occurring characters

Value	Count	Frequency (%)
	31705	16.3%
1	7400	3.8%
,	7163	3.7%
서	6857	3.5%
동	6818	3.5%
로	5785	3.0%
구	5725	3.0%
2	5454	2.8%
시	5408	2.8%
울	5267	2.7%
Other values (603)	106429	54.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	107984	55.7%
Decimal Number	34611	17.8%
Space Separator	31705	16.3%
Other Punctuation	7180	3.7%
Close Punctuation	5254	2.7%
Open Punctuation	5253	2.7%
Dash Punctuation	1044	0.5%
Uppercase Letter	845	0.4%
Lowercase Letter	98	0.1%
Letter Number	27	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6857	6.4%
동	6818	6.3%
로	5785	5.4%
구	5725	5.3%
시	5408	5.0%
울	5267	4.9%
별	5225	4.8%
특	5213	4.8%
호	4232	3.9%
길	2734	2.5%
Other values (529)	54720	50.7%

Uppercase Letter

Value	Count	Frequency (%)
B	176	20.8%
A	120	14.2%
S	74	8.8%
T	47	5.6%
C	44	5.2%
E	42	5.0%
I	40	4.7%
K	39	4.6%
L	36	4.3%
G	33	3.9%
Other values (15)	194	23.0%

Lowercase Letter

Value	Count	Frequency (%)
e	15	15.3%
r	9	9.2%
i	9	9.2%
n	8	8.2%
t	8	8.2%
c	6	6.1%
l	5	5.1%
w	5	5.1%
b	5	5.1%
s	4	4.1%
Other values (11)	24	24.5%

Decimal Number

Value	Count	Frequency (%)
1	7400	21.4%
2	5454	15.8%
0	4516	13.0%
3	4149	12.0%
4	2947	8.5%
5	2676	7.7%
6	2221	6.4%
7	1909	5.5%
8	1745	5.0%
9	1594	4.6%

Other Punctuation

Value	Count	Frequency (%)
,	7163	99.8%
.	11	0.2%
&	2	< 0.1%
@	2	< 0.1%
#	1	< 0.1%
/	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	18	66.7%
Ⅲ	5	18.5%
Ⅰ	4	14.8%

Math Symbol

Value	Count	Frequency (%)
~	4	40.0%
<	3	30.0%
>	3	30.0%

Close Punctuation

Value	Count	Frequency (%)
)	5253	> 99.9%
]	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	5252	> 99.9%
[	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	31705	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1044	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	107984	55.7%
Common	85057	43.8%
Latin	970	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6857	6.4%
동	6818	6.3%
로	5785	5.4%
구	5725	5.3%
시	5408	5.0%
울	5267	4.9%
별	5225	4.8%
특	5213	4.8%
호	4232	3.9%
길	2734	2.5%
Other values (529)	54720	50.7%

Latin

Value	Count	Frequency (%)
B	176	18.1%
A	120	12.4%
S	74	7.6%
T	47	4.8%
C	44	4.5%
E	42	4.3%
I	40	4.1%
K	39	4.0%
L	36	3.7%
G	33	3.4%
Other values (39)	319	32.9%

Common

Value	Count	Frequency (%)
	31705	37.3%
1	7400	8.7%
,	7163	8.4%
2	5454	6.4%
)	5253	6.2%
(	5252	6.2%
0	4516	5.3%
3	4149	4.9%
4	2947	3.5%
5	2676	3.1%
Other values (15)	8542	10.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	107984	55.7%
ASCII	86000	44.3%
Number Forms	27	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31705	36.9%
1	7400	8.6%
,	7163	8.3%
2	5454	6.3%
)	5253	6.1%
(	5252	6.1%
0	4516	5.3%
3	4149	4.8%
4	2947	3.4%
5	2676	3.1%
Other values (61)	9485	11.0%

Hangul

Value	Count	Frequency (%)
서	6857	6.4%
동	6818	6.3%
로	5785	5.4%
구	5725	5.3%
시	5408	5.0%
울	5267	4.9%
별	5225	4.8%
특	5213	4.8%
호	4232	3.9%
길	2734	2.5%
Other values (529)	54720	50.7%

Number Forms

Value	Count	Frequency (%)
Ⅱ	18	66.7%
Ⅲ	5	18.5%
Ⅰ	4	14.8%

우편번호
Real number (ℝ)

MISSING

Distinct	1356
Distinct (%)	31.1%
Missing	5646
Missing (%)	56.5%
Infinite	0
Infinite (%)	0.0%
Mean	136490.93

Minimum	3163
Maximum	423060
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3163
5-th percentile	110121
Q1	132030
median	136095
Q3	143190
95-th percentile	157031
Maximum	423060
Range	419897
Interquartile range (IQR)	11160

Descriptive statistics

Standard deviation	15368.411
Coefficient of variation (CV)	0.11259657
Kurtosis	55.568626
Mean	136490.93
Median Absolute Deviation (MAD)	5219
Skewness	1.3738269
Sum	5.9428153 × 10⁸
Variance	2.3618806 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	179	1.8%
137070	135	1.4%
157010	58	0.6%
135010	55	0.5%
152050	54	0.5%
151050	52	0.5%
151015	51	0.5%
139200	41	0.4%
158070	41	0.4%
142100	41	0.4%
Other values (1346)	3647	36.5%
(Missing)	5646	56.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3163	1	< 0.1%
4534	1	< 0.1%
4537	1	< 0.1%
4538	1	< 0.1%
4554	1	< 0.1%
4801	1	< 0.1%
100011	2	< 0.1%
100012	1	< 0.1%
100013	2	< 0.1%
100014	2	< 0.1%

Value	Count	Frequency (%)
423060	1	< 0.1%
403866	1	< 0.1%
158871	2	< 0.1%
158864	5	0.1%
158860	6	0.1%
158859	1	< 0.1%
158857	1	< 0.1%
158849	1	< 0.1%
158845	1	< 0.1%
158838	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3554
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136854

Minimum	20060306
Maximum	20240516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060306
5-th percentile	20070828
Q1	20091126
median	20130228
Q3	20170828
95-th percentile	20230217
Maximum	20240516
Range	180210
Interquartile range (IQR)	79702

Descriptive statistics

Standard deviation	49033.344
Coefficient of variation (CV)	0.0024350052
Kurtosis	-0.925045
Mean	20136854
Median Absolute Deviation (MAD)	39563
Skewness	0.45190261
Sum	2.0136854 × 10¹¹
Variance	2.4042688 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	30	0.3%
20080818	25	0.2%
20080926	19	0.2%
20080731	18	0.2%
20081229	16	0.2%
20110808	15	0.1%
20080806	14	0.1%
20081222	14	0.1%
20080805	14	0.1%
20110711	13	0.1%
Other values (3544)	9822	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060306	2	< 0.1%
20060308	1	< 0.1%
20060310	1	< 0.1%
20060320	4	< 0.1%
20060323	3	< 0.1%
20060324	2	< 0.1%
20060329	1	< 0.1%
20060331	1	< 0.1%
20060405	2	< 0.1%
20060407	4	< 0.1%

Value	Count	Frequency (%)
20240516	4	< 0.1%
20240514	1	< 0.1%
20240507	3	< 0.1%
20240503	1	< 0.1%
20240502	1	< 0.1%
20240430	1	< 0.1%
20240425	1	< 0.1%
20240424	4	< 0.1%
20240422	5	0.1%
20240418	2	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3321
Distinct (%)	41.8%
Missing	2050
Missing (%)	20.5%
Infinite	0
Infinite (%)	0.0%
Mean	20181560

Minimum	20100112
Maximum	20270516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20100112
5-th percentile	20120323
Q1	20141019
median	20180103
Q3	20220225
95-th percentile	20260509
Maximum	20270516
Range	170404
Interquartile range (IQR)	79206

Descriptive statistics

Standard deviation	44616.073
Coefficient of variation (CV)	0.0022107346
Kurtosis	-1.0030199
Mean	20181560
Median Absolute Deviation (MAD)	39183
Skewness	0.31739155
Sum	1.604434 × 10¹¹
Variance	1.990594 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20140831	18	0.2%
20140711	13	0.1%
20140808	13	0.1%
20190718	12	0.1%
20150109	12	0.1%
20140816	12	0.1%
20150112	11	0.1%
20140131	11	0.1%
20170602	11	0.1%
20150531	10	0.1%
Other values (3311)	7827	78.3%
(Missing)	2050	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20100112	1	< 0.1%
20100405	1	< 0.1%
20100411	1	< 0.1%
20100418	1	< 0.1%
20100419	1	< 0.1%
20100501	1	< 0.1%
20100515	1	< 0.1%
20100528	2	< 0.1%
20100608	1	< 0.1%
20100615	1	< 0.1%

Value	Count	Frequency (%)
20270516	4	< 0.1%
20270514	1	< 0.1%
20270507	2	< 0.1%
20270506	1	< 0.1%
20270503	1	< 0.1%
20270501	1	< 0.1%
20270430	1	< 0.1%
20270425	1	< 0.1%
20270424	4	< 0.1%
20270422	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3124
Distinct (%)	37.0%
Missing	1560
Missing (%)	15.6%
Infinite	0
Infinite (%)	0.0%
Mean	20142474

Minimum	20060920
Maximum	20240514
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060920
5-th percentile	20090901
Q1	20110411
median	20130722
Q3	20170549
95-th percentile	20221205
Maximum	20240514
Range	179594
Interquartile range (IQR)	60137.75

Descriptive statistics

Standard deviation	41462.113
Coefficient of variation (CV)	0.0020584419
Kurtosis	-0.59544851
Mean	20142474
Median Absolute Deviation (MAD)	29805.5
Skewness	0.68101258
Sum	1.7000248 × 10¹¹
Variance	1.7191068 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	222	2.2%
20100927	80	0.8%
20160725	21	0.2%
20101213	17	0.2%
20110420	16	0.2%
20110425	16	0.2%
20110914	16	0.2%
20111007	13	0.1%
20101126	13	0.1%
20131210	13	0.1%
Other values (3114)	8013	80.1%
(Missing)	1560	15.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060920	1	< 0.1%
20071030	1	< 0.1%
20071115	1	< 0.1%
20090219	1	< 0.1%
20090220	1	< 0.1%
20090305	2	< 0.1%
20090306	2	< 0.1%
20090307	2	< 0.1%
20090309	2	< 0.1%
20090311	3	< 0.1%

Value	Count	Frequency (%)
20240514	1	< 0.1%
20240513	4	< 0.1%
20240510	3	< 0.1%
20240509	3	< 0.1%
20240507	1	< 0.1%
20240503	1	< 0.1%
20240501	3	< 0.1%
20240430	3	< 0.1%
20240429	2	< 0.1%
20240426	1	< 0.1%

지점설립일자
Date

MISSING

Distinct	3571
Distinct (%)	41.0%
Missing	1298
Missing (%)	13.0%
Memory size	156.2 KiB

Minimum	1905-06-28 00:00:00
Maximum	2024-05-16 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

본점여부
Categorical

IMBALANCE

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

본점	9923
지점	77

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

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

Length

Histogram of lengths of the category

Common Values (Plot)

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

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3174
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20153149

Minimum	20090518
Maximum	20240517
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090518
5-th percentile	20091117
Q1	20111013
median	20140911
Q3	20190511
95-th percentile	20231030
Maximum	20240517
Range	149999
Interquartile range (IQR)	79497.75

Descriptive statistics

Standard deviation	46199.281
Coefficient of variation (CV)	0.0022924101
Kurtosis	-1.0817331
Mean	20153149
Median Absolute Deviation (MAD)	30683
Skewness	0.43901731
Sum	2.0153149 × 10¹¹
Variance	2.1343736 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	80	0.8%
20091118	59	0.6%
20090609	56	0.6%
20100927	54	0.5%
20100330	52	0.5%
20091116	42	0.4%
20091119	34	0.3%
20090622	34	0.3%
20090611	32	0.3%
20100517	32	0.3%
Other values (3164)	9525	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	1	< 0.1%
20090519	1	< 0.1%
20090521	2	< 0.1%
20090601	3	< 0.1%
20090602	4	< 0.1%
20090603	14	0.1%
20090604	19	0.2%
20090605	4	< 0.1%
20090608	3	< 0.1%
20090609	56	0.6%

Value	Count	Frequency (%)
20240517	2	< 0.1%
20240516	6	0.1%
20240514	3	< 0.1%
20240513	6	0.1%
20240510	3	< 0.1%
20240509	8	0.1%
20240508	4	< 0.1%
20240507	5	0.1%
20240503	6	0.1%
20240502	3	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.062	0.044	0.000	0.261	0.178	0.260	0.015	0.208
영업구분	0.062	1.000	0.187	0.059	0.581	0.585	0.174	0.040	0.479
법인여부	0.044	0.187	1.000	0.028	0.338	0.264	0.260	0.201	0.343
우편번호	0.000	0.059	0.028	1.000	0.224	0.221	0.166	0.000	0.214
등록일자	0.261	0.581	0.338	0.224	1.000	0.986	0.935	0.101	0.938
유효기간만료일자	0.178	0.585	0.264	0.221	0.986	1.000	0.848	0.093	0.845
폐쇄일자	0.260	0.174	0.260	0.166	0.935	0.848	1.000	0.075	0.988
본점여부	0.015	0.040	0.201	0.000	0.101	0.093	0.075	1.000	0.119
최근수정일자	0.208	0.479	0.343	0.214	0.938	0.845	0.988	0.119	1.000

Heatmap
Table

	법인여부	본점여부	등록신청사업	영업구분
법인여부	1.000	0.129	0.028	0.200
본점여부	0.129	1.000	0.009	0.042
등록신청사업	0.028	0.009	1.000	0.066
영업구분	0.200	0.042	0.066	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.020	0.045	0.035	0.024	0.000	0.043	0.006	0.000
등록일자	0.020	1.000	0.996	0.962	0.966	0.200	0.342	0.259	0.077
유효기간만료일자	0.045	0.996	1.000	0.964	0.966	0.137	0.346	0.202	0.071
폐쇄일자	0.035	0.962	0.964	1.000	0.992	0.199	0.107	0.199	0.058
최근수정일자	0.024	0.966	0.966	0.992	1.000	0.159	0.277	0.263	0.091
등록신청사업	0.000	0.200	0.137	0.199	0.159	1.000	0.066	0.028	0.009
영업구분	0.043	0.342	0.346	0.107	0.277	0.066	1.000	0.200	0.042
법인여부	0.006	0.259	0.202	0.199	0.263	0.028	0.200	1.000	0.129
본점여부	0.000	0.077	0.071	0.058	0.091	0.009	0.042	0.129	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
12599	대부중개업	폐업	2016-서울중랑-0018(대부중개업)	한국이지컨설팅 대부중개	개인	<NA>	서울특별시 중랑구 신내동 539번지 9호	서울특별시 중랑구 신내로8길 5-6, C동 B101호 (신내동)	<NA>	20160422	20190422	20160804	20160422	본점	20160804
11006	대부업	폐업	2016-서울영등포-0803(대부업)	소망대부	개인	<NA>	<NA>	서울특별시 영등포구 대림로31가길 7, 1층 (대림동)	<NA>	20160324	20190324	20170221	20160324	본점	20170222
20163	대부업	폐업	2010-서울서초-0047(대부업)	제이에스캐피탈대부	개인	070-8743-5130	서울특별시 서초구 양재동 8번지 56호 서진빌라 지층 102호	<NA>	137130	20100329	20130329	20121213	20100329	본점	20121213
16077	대부업	폐업	2012-서울강남-0035	동원대부	개인	02445-1300	서울특별시 강남구 일원동 734번지 105 상록수아파트-103	서울특별시 강남구 광평로10길 15, 105동 103호 (일원동, 상록수아파트)	135947	20120209	20150209	20140618	20120209	본점	20140618
15344	대부중개업	유효기간만료	2011-서울강북-0043	위드피플대부중개	개인	<NA>	서울특별시 강북구 수유동 48번지 23호 규봉빌딩 9층	서울특별시 강북구 덕릉로24길 6 (수유동,규봉빌딩 9층)	142070	20111006	20141006	<NA>	20111006	본점	20141119
23626	대부업	<NA>	2010-서울종로-00064(대부업)	동광캐피탈대부	개인	027322567	서울특별시 종로구 종로1가 24번지 르메이에르빌딩 410-1호	<NA>	110888	20101110	20131110	20110927	20101110	본점	20110927
17248	대부중개업	폐업	2010-서울관악-00088(대부중개업)	삼정대부중개	개인	0232850147	서울특별시 관악구 신림동 1424번지 28호 태영아파트-2306	<NA>	151015	20101109	20131109	<NA>	20101109	본점	20131121
18541	대부업	타시군구이관	2013-서울마포-0014(대부업)	SK대부	개인	070-4055-9009	서울특별시 마포구 성산동 597번지 동성아파트-1508	<NA>	121850	20130204	20160204	20130619	20130204	본점	20130619
24242	대부업	<NA>	2010-서울구로-00004(대부업)	플러스원캐싱	개인	070-7582-0885	서울특별시 구로구 구로동 1130번지 21호 세종오피스텔-411	<NA>	152050	20080716	20110716	20110717	20080716	본점	20110719
31300	<NA>	<NA>	2008-서울특별시-00727	자립회	개인	26774904	서울특별시 영등포구 양평동4가 249-2	<NA>	150104	20080814	<NA>	20090605	20050529	본점	20090605

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
20864	대부중개업	타시군구이관	2012-서울강북-0018	하나오토론 대부중개	개인	1544-5983	서울특별시 강북구 미아동 126번지 46호 한일빌딩-405	<NA>	142100	20120410	20150410	20120820	20120410	본점	20120820
11586	대부업	폐업	2016-서울구로-042(대부업)	성화플러스대부	개인	<NA>	서울특별시 구로구 고척동 334번지 208 -801	서울특별시 구로구 경인로 390, 208동 801호 (고척동, 벽산블루밍아파트)	<NA>	20160623	20190623	20161223	20160622	본점	20161223
28470	대부중개업	<NA>	2010-서울강남-0087	진흥	개인	027730653	서울특별시 강남구 역삼동 824번지 25호 대우디오빌플러스-429호	<NA>	135080	20070806	<NA>	20100413	20070806	본점	20100413
9817	대부중개업	유효기간만료	2014-서울송파-0073(대부중개업)	황금 대부중개업	개인	<NA>	서울특별시 송파구 문정동 79번지 9호 황금빌라-402	서울특별시 송파구 새말로6길 24-8, 402호 (문정동, 황금빌라)	<NA>	20140917	20170917	20170917	20140918	본점	20171128
20125	대부업	폐업	2011-서울영등포-0262(대부업)	제노솔루션 주식회사	법인	02-554-5677	서울특별시 영등포구 여의도동 35번지 4호 한국화재보험협회빌딩 13층	<NA>	150885	20111115	20141115	20121217	20111115	본점	20121217
28718	<NA>	<NA>	2008-서울특별시-00522	(주)원엔디	법인	7555873	서울특별시 중구 을지로2가 195-8 영생일호빌딩 1101호	<NA>	100845	20080630	<NA>	20091116	<NA>	본점	20100329
31061	<NA>	<NA>	2008-서울특별시-02930	장흥	개인	0222310460	서울특별시 종로구 숭인동 201-14 경일빌딩 202호	<NA>	110550	20080110	<NA>	20090331	<NA>	본점	20090610
271	대부중개업	폐업	2023-서울송파-0061(대부중개업)	은하수대부중개	개인	<NA>	서울특별시 송파구 송파동 95번지 55호 장원빌딩	서울특별시 송파구 가락로 139-1, 장원빌딩 202-1호 (송파동)	<NA>	20230912	20260911	20240419	20230912	본점	20240419
21242	대부업	폐업	2010-서울종로-00073(대부업)	프린시펄어드바이저파트너스대부 유한회사	법인	02-734-6901	서울특별시 종로구 인사동 (4/) 하나로빌딩 5층 514	<NA>	110794	20101210	20131210	20120712	20101210	본점	20120712
30669	<NA>	<NA>	2006-서울특별시-00397	송석봉	개인	<NA>	서울특별시 중구 남창동 169-2 삼선빌딩 15층	<NA>	100806	20060920	<NA>	20090702	20060908	본점	20090706

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

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Other Symbol

Math Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

CJK

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

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

Most frequent character per category

Other Letter

Uppercase Letter