gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19373
Missing cells (%)	12.9%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	1.3 MiB
Average record size in memory	133.0 B

Variable types

Categorical	4
Text	5
Numeric	6

Dataset

Description	등록신청사업,영업구분,등록증번호,상호,법인여부,사업장 전화번호,소재지,소재지(도로명),우편번호,등록일자,유효기간만료일자,폐쇄일자,지점설립일자,본점여부,최근수정일자
Author	강남구
URL	https://data.seoul.go.kr/dataList/OA-11328/S/1/datasetView.do

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`등록일자` is highly overall correlated with `유효기간만료일자` and 3 other fields	High correlation
`유효기간만료일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`폐쇄일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`지점설립일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`최근수정일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`본점여부` is highly imbalanced (94.9%)	Imbalance
`등록증번호` has 196 (2.0%) missing values	Missing
`사업장 전화번호` has 3379 (33.8%) missing values	Missing
`소재지` has 318 (3.2%) missing values	Missing
`소재지(도로명)` has 4834 (48.3%) missing values	Missing
`우편번호` has 5663 (56.6%) missing values	Missing
`유효기간만료일자` has 2082 (20.8%) missing values	Missing
`폐쇄일자` has 1617 (16.2%) missing values	Missing
`지점설립일자` has 1284 (12.8%) missing values	Missing

Reproduction

Analysis started	2024-05-11 05:41:35.684182
Analysis finished	2024-05-11 05:42:36.318819
Duration	1 minute and 0.63 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	6270
대부중개업	3328
<NA>	402

Length

Max length	5
Median length	3
Mean length	3.7058
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6270	62.7%
대부중개업	3328	33.3%
<NA>	402	4.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6270	62.7%
대부중개업	3328	33.3%
na	402	4.0%

영업구분
Categorical

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

폐업	3697
<NA>	2922
타시군구이관	1190
영업중	861
유효기간만료	797
Other values (2)	533

Length

Max length	6
Median length	4
Mean length	3.5729
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3697	37.0%
<NA>	2922	29.2%
타시군구이관	1190	11.9%
영업중	861	8.6%
유효기간만료	797	8.0%
직권취소	528	5.3%
갱신등록불가	5	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3697	37.0%
na	2922	29.2%
타시군구이관	1190	11.9%
영업중	861	8.6%
유효기간만료	797	8.0%
직권취소	528	5.3%
갱신등록불가	5	< 0.1%

등록증번호
Text

MISSING

Distinct	9756
Distinct (%)	99.5%
Missing	196
Missing (%)	2.0%
Memory size	156.2 KiB

Length

Max length	29
Median length	27
Mean length	19.515708
Min length	1

Characters and Unicode

Total characters	191332
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	9709 ?
Unique (%)	99.0%

Sample

1st row	2010-서울노원-00044(대부중개업)
2nd row	2020-서울종로-00001(대부업)
3rd row	2012-서울마포-0041(대부중개업)
4th row	2007-서울특별시-00442(대부업)
5th row	2017-서울강북-0062(대부중개업)

Value	Count	Frequency (%)
2012-서울특별시	19	0.2%
2010-서울	19	0.2%
2013-서울특별시	16	0.2%
대부업	12	0.1%
2011-서울특별시	11	0.1%
2017-서울특별시	10	0.1%
2014-서울특별시	9	0.1%
2015-서울특별시	8	0.1%
2016-서울특별시	6	0.1%
2018-서울특별시	5	0.1%
Other values (9727)	9842	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	33935	17.7%
-	19587	10.2%
2	15737	8.2%
1	11776	6.2%
서	10870	5.7%
울	9776	5.1%
대	8494	4.4%
(	8201	4.3%
부	8169	4.3%
)	8151	4.3%
Other values (75)	56636	29.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82486	43.1%
Other Letter	72754	38.0%
Dash Punctuation	19587	10.2%
Open Punctuation	8201	4.3%
Close Punctuation	8151	4.3%
Space Separator	153	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10870	14.9%
울	9776	13.4%
대	8494	11.7%
부	8169	11.2%
업	7927	10.9%
중	3427	4.7%
개	2840	3.9%
시	2510	3.4%
별	2503	3.4%
특	2502	3.4%
Other values (61)	13736	18.9%

Decimal Number

Value	Count	Frequency (%)
0	33935	41.1%
2	15737	19.1%
1	11776	14.3%
3	3722	4.5%
8	3151	3.8%
4	3048	3.7%
9	2874	3.5%
7	2787	3.4%
6	2766	3.4%
5	2690	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19587	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8201	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8151	100.0%

Space Separator

Value	Count	Frequency (%)
	153	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118578	62.0%
Hangul	72754	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10870	14.9%
울	9776	13.4%
대	8494	11.7%
부	8169	11.2%
업	7927	10.9%
중	3427	4.7%
개	2840	3.9%
시	2510	3.4%
별	2503	3.4%
특	2502	3.4%
Other values (61)	13736	18.9%

Common

Value	Count	Frequency (%)
0	33935	28.6%
-	19587	16.5%
2	15737	13.3%
1	11776	9.9%
(	8201	6.9%
)	8151	6.9%
3	3722	3.1%
8	3151	2.7%
4	3048	2.6%
9	2874	2.4%
Other values (4)	8396	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118578	62.0%
Hangul	72754	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33935	28.6%
-	19587	16.5%
2	15737	13.3%
1	11776	9.9%
(	8201	6.9%
)	8151	6.9%
3	3722	3.1%
8	3151	2.7%
4	3048	2.6%
9	2874	2.4%
Other values (4)	8396	7.1%

Hangul

Value	Count	Frequency (%)
서	10870	14.9%
울	9776	13.4%
대	8494	11.7%
부	8169	11.2%
업	7927	10.9%
중	3427	4.7%
개	2840	3.9%
시	2510	3.4%
별	2503	3.4%
특	2502	3.4%
Other values (61)	13736	18.9%

상호
Text

Distinct	8665
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	40
Median length	32
Mean length	7.7112
Min length	1

Characters and Unicode

Total characters	77112
Distinct characters	780
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	7587 ?
Unique (%)	75.9%

Sample

1st row	연앤정대부중개
2nd row	등대대부업
3rd row	중외대부중개
4th row	미래와가치
5th row	크레딧 매니져 대부중개

Value	Count	Frequency (%)
주식회사	814	6.8%
대부중개	320	2.7%
대부	272	2.3%
유한회사	53	0.4%
대부업	25	0.2%
캐피탈	21	0.2%
대부중개업	13	0.1%
money	13	0.1%
미래	11	0.1%
주	11	0.1%
Other values (8710)	10346	86.9%

Most occurring characters

Value	Count	Frequency (%)
대	8475	11.0%
부	8096	10.5%
주	2656	3.4%
이	2290	3.0%
개	2142	2.8%
중	2124	2.8%
	1903	2.5%
스	1868	2.4%
)	1835	2.4%
(	1827	2.4%
Other values (770)	43896	56.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67628	87.7%
Uppercase Letter	2250	2.9%
Space Separator	1903	2.5%
Close Punctuation	1835	2.4%
Open Punctuation	1827	2.4%
Lowercase Letter	1124	1.5%
Other Punctuation	248	0.3%
Decimal Number	248	0.3%
Dash Punctuation	34	< 0.1%
Other Symbol	10	< 0.1%
Other values (2)	5	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8475	12.5%
부	8096	12.0%
주	2656	3.9%
이	2290	3.4%
개	2142	3.2%
중	2124	3.1%
스	1868	2.8%
사	1333	2.0%
피	1166	1.7%
캐	1039	1.5%
Other values (694)	36439	53.9%

Uppercase Letter

Value	Count	Frequency (%)
S	305	13.6%
K	219	9.7%
C	178	7.9%
J	174	7.7%
M	163	7.2%
H	123	5.5%
G	92	4.1%
B	90	4.0%
L	89	4.0%
O	89	4.0%
Other values (16)	728	32.4%

Lowercase Letter

Value	Count	Frequency (%)
e	141	12.5%
o	133	11.8%
n	128	11.4%
a	111	9.9%
i	68	6.0%
t	65	5.8%
s	64	5.7%
c	50	4.4%
l	47	4.2%
m	46	4.1%
Other values (14)	271	24.1%

Decimal Number

Value	Count	Frequency (%)
1	82	33.1%
2	45	18.1%
4	43	17.3%
9	17	6.9%
5	17	6.9%
3	15	6.0%
6	13	5.2%
0	8	3.2%
7	5	2.0%
8	3	1.2%

Other Punctuation

Value	Count	Frequency (%)
.	132	53.2%
&	102	41.1%
?	7	2.8%
,	4	1.6%
？	1	0.4%
'	1	0.4%
*	1	0.4%

Math Symbol

Value	Count	Frequency (%)
~	2	50.0%
>	1	25.0%
<	1	25.0%

Space Separator

Value	Count	Frequency (%)
	1903	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1835	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1827	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	34	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	10	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67623	87.7%
Common	6099	7.9%
Latin	3375	4.4%
Han	15	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8475	12.5%
부	8096	12.0%
주	2656	3.9%
이	2290	3.4%
개	2142	3.2%
중	2124	3.1%
스	1868	2.8%
사	1333	2.0%
피	1166	1.7%
캐	1039	1.5%
Other values (680)	36434	53.9%

Latin

Value	Count	Frequency (%)
S	305	9.0%
K	219	6.5%
C	178	5.3%
J	174	5.2%
M	163	4.8%
e	141	4.2%
o	133	3.9%
n	128	3.8%
H	123	3.6%
a	111	3.3%
Other values (41)	1700	50.4%

Common

Value	Count	Frequency (%)
	1903	31.2%
)	1835	30.1%
(	1827	30.0%
.	132	2.2%
&	102	1.7%
1	82	1.3%
2	45	0.7%
4	43	0.7%
-	34	0.6%
9	17	0.3%
Other values (14)	79	1.3%

Han

Value	Count	Frequency (%)
宙	1	6.7%
成	1	6.7%
五	1	6.7%
花	1	6.7%
大	1	6.7%
勳	1	6.7%
錫	1	6.7%
福	1	6.7%
田	1	6.7%
雲	1	6.7%
Other values (5)	5	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67612	87.7%
ASCII	9472	12.3%
CJK	15	< 0.1%
None	11	< 0.1%
Compat Jamo	1	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8475	12.5%
부	8096	12.0%
주	2656	3.9%
이	2290	3.4%
개	2142	3.2%
중	2124	3.1%
스	1868	2.8%
사	1333	2.0%
피	1166	1.7%
캐	1039	1.5%
Other values (678)	36423	53.9%

ASCII

Value	Count	Frequency (%)
	1903	20.1%
)	1835	19.4%
(	1827	19.3%
S	305	3.2%
K	219	2.3%
C	178	1.9%
J	174	1.8%
M	163	1.7%
e	141	1.5%
o	133	1.4%
Other values (63)	2594	27.4%

None

Value	Count	Frequency (%)
㈜	10	90.9%
？	1	9.1%

CJK

Value	Count	Frequency (%)
宙	1	6.7%
成	1	6.7%
五	1	6.7%
花	1	6.7%
大	1	6.7%
勳	1	6.7%
錫	1	6.7%
福	1	6.7%
田	1	6.7%
雲	1	6.7%
Other values (5)	5	33.3%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	1	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	1	100.0%

법인여부
Categorical

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

개인	7248
법인	2752

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	7248	72.5%
법인	2752	27.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7248	72.5%
법인	2752	27.5%

사업장 전화번호
Text

MISSING

Distinct	5877
Distinct (%)	88.8%
Missing	3379
Missing (%)	33.8%
Memory size	156.2 KiB

Length

Max length	41
Median length	40
Mean length	10.62921
Min length	1

Characters and Unicode

Total characters	70376
Distinct characters	28
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	5273 ?
Unique (%)	79.6%

Sample

1st row	02 909 5001
2nd row	02-2274-8885
3rd row	1544-8137
4th row	7458572
5th row	1599-0675

Value	Count	Frequency (%)
02	317	4.2%
	72	1.0%
070	39	0.5%
2212	7	0.1%
010	7	0.1%
025117185	7	0.1%
1544	6	0.1%
63880505	6	0.1%
02-737-2882	5	0.1%
1577	5	0.1%
Other values (6205)	7036	93.7%

Most occurring characters

Value	Count	Frequency (%)
0	11405	16.2%
2	10286	14.6%
-	7056	10.0%
5	5874	8.3%
7	5474	7.8%
6	5117	7.3%
1	5078	7.2%
3	4943	7.0%
8	4903	7.0%
4	4813	6.8%
Other values (18)	5427	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	62003	88.1%
Dash Punctuation	7056	10.0%
Space Separator	998	1.4%
Other Punctuation	180	0.3%
Close Punctuation	76	0.1%
Math Symbol	29	< 0.1%
Open Punctuation	24	< 0.1%
Other Letter	8	< 0.1%
Uppercase Letter	2	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11405	18.4%
2	10286	16.6%
5	5874	9.5%
7	5474	8.8%
6	5117	8.3%
1	5078	8.2%
3	4943	8.0%
8	4903	7.9%
4	4813	7.8%
9	4110	6.6%

Other Letter

Value	Count	Frequency (%)
미	1	12.5%
등	1	12.5%
록	1	12.5%
번	1	12.5%
호	1	12.5%
바	1	12.5%
뀜	1	12.5%
무	1	12.5%

Other Punctuation

Value	Count	Frequency (%)
*	104	57.8%
/	52	28.9%
.	24	13.3%

Uppercase Letter

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

Dash Punctuation

Value	Count	Frequency (%)
-	7056	100.0%

Space Separator

Value	Count	Frequency (%)
	998	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	76	100.0%

Math Symbol

Value	Count	Frequency (%)
~	29	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	24	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70366	> 99.9%
Hangul	8	< 0.1%
Latin	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11405	16.2%
2	10286	14.6%
-	7056	10.0%
5	5874	8.3%
7	5474	7.8%
6	5117	7.3%
1	5078	7.2%
3	4943	7.0%
8	4903	7.0%
4	4813	6.8%
Other values (8)	5417	7.7%

Hangul

Value	Count	Frequency (%)
미	1	12.5%
등	1	12.5%
록	1	12.5%
번	1	12.5%
호	1	12.5%
바	1	12.5%
뀜	1	12.5%
무	1	12.5%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70368	> 99.9%
Hangul	8	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11405	16.2%
2	10286	14.6%
-	7056	10.0%
5	5874	8.3%
7	5474	7.8%
6	5117	7.3%
1	5078	7.2%
3	4943	7.0%
8	4903	7.0%
4	4813	6.8%
Other values (10)	5419	7.7%

Hangul

Value	Count	Frequency (%)
미	1	12.5%
등	1	12.5%
록	1	12.5%
번	1	12.5%
호	1	12.5%
바	1	12.5%
뀜	1	12.5%
무	1	12.5%

소재지
Text

MISSING

Distinct	8603
Distinct (%)	88.9%
Missing	318
Missing (%)	3.2%
Memory size	156.2 KiB

Length

Max length	60
Median length	49
Mean length	31.45001
Min length	15

Characters and Unicode

Total characters	304499
Distinct characters	616
Distinct categories	11 ?
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	7847 ?
Unique (%)	81.0%

Sample

1st row	서울특별시 노원구 공릉동 670번지 11호 로우폴리스-507
2nd row	서울특별시 종로구 종로5가 265번지 1호
3rd row	서울특별시 종로구 운니동 98-78 가든타워 2층 203호
4th row	서울특별시 강북구 미아동 159번지 1호
5th row	서울특별시 송파구 오금동 43번지 지하 현대아파트-24

Value	Count	Frequency (%)
서울특별시	9679	17.0%
강남구	1608	2.8%
서초구	944	1.7%
1호	707	1.2%
역삼동	688	1.2%
송파구	602	1.1%
서초동	567	1.0%
중구	495	0.9%
영등포구	467	0.8%
2호	427	0.7%
Other values (9462)	40885	71.6%

Most occurring characters

Value	Count	Frequency (%)
	67605	22.2%
1	13412	4.4%
서	12055	4.0%
동	11135	3.7%
구	10493	3.4%
시	9930	3.3%
울	9731	3.2%
별	9691	3.2%
특	9679	3.2%
2	8864	2.9%
Other values (606)	141904	46.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166536	54.7%
Space Separator	67605	22.2%
Decimal Number	63292	20.8%
Dash Punctuation	5399	1.8%
Uppercase Letter	1118	0.4%
Other Punctuation	232	0.1%
Close Punctuation	104	< 0.1%
Open Punctuation	100	< 0.1%
Lowercase Letter	82	< 0.1%
Letter Number	25	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12055	7.2%
동	11135	6.7%
구	10493	6.3%
시	9930	6.0%
울	9731	5.8%
별	9691	5.8%
특	9679	5.8%
호	8633	5.2%
지	8399	5.0%
번	7899	4.7%
Other values (534)	68891	41.4%

Uppercase Letter

Value	Count	Frequency (%)
B	262	23.4%
A	207	18.5%
S	76	6.8%
D	72	6.4%
I	54	4.8%
T	49	4.4%
K	49	4.4%
C	48	4.3%
L	36	3.2%
E	36	3.2%
Other values (16)	229	20.5%

Lowercase Letter

Value	Count	Frequency (%)
e	16	19.5%
t	7	8.5%
i	7	8.5%
n	6	7.3%
r	6	7.3%
s	5	6.1%
w	5	6.1%
o	5	6.1%
c	5	6.1%
y	4	4.9%
Other values (8)	16	19.5%

Decimal Number

Value	Count	Frequency (%)
1	13412	21.2%
2	8864	14.0%
0	8015	12.7%
3	6997	11.1%
4	5777	9.1%
5	4943	7.8%
6	4483	7.1%
7	4120	6.5%
9	3384	5.3%
8	3297	5.2%

Other Punctuation

Value	Count	Frequency (%)
/	83	35.8%
,	80	34.5%
.	64	27.6%
@	1	0.4%
？	1	0.4%
;	1	0.4%
*	1	0.4%
&	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	16	64.0%
Ⅰ	5	20.0%
Ⅲ	4	16.0%

Close Punctuation

Value	Count	Frequency (%)
)	103	99.0%
]	1	1.0%

Open Punctuation

Value	Count	Frequency (%)
(	99	99.0%
[	1	1.0%

Space Separator

Value	Count	Frequency (%)
	67605	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5399	100.0%

Math Symbol

Value	Count	Frequency (%)
~	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166534	54.7%
Common	136738	44.9%
Latin	1225	0.4%
Han	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12055	7.2%
동	11135	6.7%
구	10493	6.3%
시	9930	6.0%
울	9731	5.8%
별	9691	5.8%
특	9679	5.8%
호	8633	5.2%
지	8399	5.0%
번	7899	4.7%
Other values (532)	68889	41.4%

Latin

Value	Count	Frequency (%)
B	262	21.4%
A	207	16.9%
S	76	6.2%
D	72	5.9%
I	54	4.4%
T	49	4.0%
K	49	4.0%
C	48	3.9%
L	36	2.9%
E	36	2.9%
Other values (37)	336	27.4%

Common

Value	Count	Frequency (%)
	67605	49.4%
1	13412	9.8%
2	8864	6.5%
0	8015	5.9%
3	6997	5.1%
4	5777	4.2%
-	5399	3.9%
5	4943	3.6%
6	4483	3.3%
7	4120	3.0%
Other values (15)	7123	5.2%

Han

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

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166534	54.7%
ASCII	137937	45.3%
Number Forms	25	< 0.1%
CJK Compat Ideographs	1	< 0.1%
CJK	1	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67605	49.0%
1	13412	9.7%
2	8864	6.4%
0	8015	5.8%
3	6997	5.1%
4	5777	4.2%
-	5399	3.9%
5	4943	3.6%
6	4483	3.3%
7	4120	3.0%
Other values (58)	8322	6.0%

Hangul

Value	Count	Frequency (%)
서	12055	7.2%
동	11135	6.7%
구	10493	6.3%
시	9930	6.0%
울	9731	5.8%
별	9691	5.8%
특	9679	5.8%
호	8633	5.2%
지	8399	5.0%
번	7899	4.7%
Other values (532)	68889	41.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	16	64.0%
Ⅰ	5	20.0%
Ⅲ	4	16.0%

CJK Compat Ideographs

Value	Count	Frequency (%)
金	1	100.0%

CJK

Value	Count	Frequency (%)
塘	1	100.0%

None

Value	Count	Frequency (%)
？	1	100.0%

소재지(도로명)
Text

MISSING

Distinct	4718
Distinct (%)	91.3%
Missing	4834
Missing (%)	48.3%
Memory size	156.2 KiB

Length

Max length	64
Median length	55
Mean length	37.187379
Min length	19

Characters and Unicode

Total characters	192110
Distinct characters	605
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	4317 ?
Unique (%)	83.6%

Sample

1st row	서울특별시 종로구 종로 252-7, 300호 (종로5가)
2nd row	서울특별시 마포구 마포대로 15, 1010호 (마포동, 현대빌딩)
3rd row	서울특별시 강북구 덕릉로 104, 202호 (미아동, 뉴그린오피스텔)
4th row	서울특별시 송파구 오금로35길 17, 지하층 24호 (오금동, 현대아파트)
5th row	서울특별시 강서구 양천로 551-24, 305-19호 (가양동, 한화비즈메트로2차)

Value	Count	Frequency (%)
서울특별시	5165	14.1%
강남구	953	2.6%
서초구	548	1.5%
2층	478	1.3%
역삼동	409	1.1%
3층	364	1.0%
서초동	362	1.0%
영등포구	331	0.9%
송파구	317	0.9%
4층	302	0.8%
Other values (6574)	27332	74.8%

Most occurring characters

Value	Count	Frequency (%)
	31423	16.4%
1	7407	3.9%
,	7016	3.7%
서	6769	3.5%
동	6738	3.5%
로	5734	3.0%
구	5716	3.0%
2	5393	2.8%
시	5386	2.8%
울	5212	2.7%
Other values (595)	105316	54.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	106947	55.7%
Decimal Number	34304	17.9%
Space Separator	31423	16.4%
Other Punctuation	7034	3.7%
Close Punctuation	5202	2.7%
Open Punctuation	5200	2.7%
Dash Punctuation	1083	0.6%
Uppercase Letter	803	0.4%
Lowercase Letter	78	< 0.1%
Letter Number	27	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6769	6.3%
동	6738	6.3%
로	5734	5.4%
구	5716	5.3%
시	5386	5.0%
울	5212	4.9%
별	5172	4.8%
특	5165	4.8%
호	4224	3.9%
길	2692	2.5%
Other values (523)	54139	50.6%

Uppercase Letter

Value	Count	Frequency (%)
B	169	21.0%
A	108	13.4%
S	64	8.0%
C	49	6.1%
T	49	6.1%
E	42	5.2%
I	36	4.5%
K	32	4.0%
R	29	3.6%
G	28	3.5%
Other values (15)	197	24.5%

Lowercase Letter

Value	Count	Frequency (%)
e	15	19.2%
i	8	10.3%
r	8	10.3%
t	7	9.0%
w	6	7.7%
n	6	7.7%
o	5	6.4%
l	4	5.1%
c	4	5.1%
s	4	5.1%
Other values (9)	11	14.1%

Decimal Number

Value	Count	Frequency (%)
1	7407	21.6%
2	5393	15.7%
0	4442	12.9%
3	4061	11.8%
4	2866	8.4%
5	2638	7.7%
6	2286	6.7%
7	1886	5.5%
8	1770	5.2%
9	1555	4.5%

Other Punctuation

Value	Count	Frequency (%)
,	7016	99.7%
.	10	0.1%
@	4	0.1%
/	2	< 0.1%
？	1	< 0.1%
&	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	15	55.6%
Ⅰ	7	25.9%
Ⅲ	5	18.5%

Math Symbol

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

Close Punctuation

Value	Count	Frequency (%)
)	5201	> 99.9%
]	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	5199	> 99.9%
[	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	31423	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1083	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	106946	55.7%
Common	84255	43.9%
Latin	908	0.5%
Han	1	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6769	6.3%
동	6738	6.3%
로	5734	5.4%
구	5716	5.3%
시	5386	5.0%
울	5212	4.9%
별	5172	4.8%
특	5165	4.8%
호	4224	3.9%
길	2692	2.5%
Other values (522)	54138	50.6%

Latin

Value	Count	Frequency (%)
B	169	18.6%
A	108	11.9%
S	64	7.0%
C	49	5.4%
T	49	5.4%
E	42	4.6%
I	36	4.0%
K	32	3.5%
R	29	3.2%
G	28	3.1%
Other values (37)	302	33.3%

Common

Value	Count	Frequency (%)
	31423	37.3%
1	7407	8.8%
,	7016	8.3%
2	5393	6.4%
)	5201	6.2%
(	5199	6.2%
0	4442	5.3%
3	4061	4.8%
4	2866	3.4%
5	2638	3.1%
Other values (15)	8609	10.2%

Han

Value	Count	Frequency (%)
家	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	106946	55.7%
ASCII	85135	44.3%
Number Forms	27	< 0.1%
CJK	1	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31423	36.9%
1	7407	8.7%
,	7016	8.2%
2	5393	6.3%
)	5201	6.1%
(	5199	6.1%
0	4442	5.2%
3	4061	4.8%
4	2866	3.4%
5	2638	3.1%
Other values (58)	9489	11.1%

Hangul

Value	Count	Frequency (%)
서	6769	6.3%
동	6738	6.3%
로	5734	5.4%
구	5716	5.3%
시	5386	5.0%
울	5212	4.9%
별	5172	4.8%
특	5165	4.8%
호	4224	3.9%
길	2692	2.5%
Other values (522)	54138	50.6%

Number Forms

Value	Count	Frequency (%)
Ⅱ	15	55.6%
Ⅰ	7	25.9%
Ⅲ	5	18.5%

CJK

Value	Count	Frequency (%)
家	1	100.0%

None

Value	Count	Frequency (%)
？	1	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1343
Distinct (%)	31.0%
Missing	5663
Missing (%)	56.6%
Infinite	0
Infinite (%)	0.0%
Mean	136558.12

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	100897
Q1	132030
median	136110
Q3	143220
95-th percentile	157031
Maximum	429842
Range	427323
Interquartile range (IQR)	11190

Descriptive statistics

Standard deviation	16106.606
Coefficient of variation (CV)	0.11794689
Kurtosis	67.11027
Mean	136558.12
Median Absolute Deviation (MAD)	5287
Skewness	2.4216114
Sum	5.9225255 × 10⁸
Variance	2.5942275 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	153	1.5%
137070	122	1.2%
151015	65	0.7%
135010	62	0.6%
157010	61	0.6%
152050	55	0.5%
158070	45	0.4%
132040	44	0.4%
130100	42	0.4%
151050	40	0.4%
Other values (1333)	3648	36.5%
(Missing)	5663	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2519	1	< 0.1%
4534	1	< 0.1%
4538	1	< 0.1%
5510	1	< 0.1%
7220	1	< 0.1%
14538	1	< 0.1%
100011	6	0.1%
100012	3	< 0.1%
100013	1	< 0.1%
100014	1	< 0.1%

Value	Count	Frequency (%)
429842	1	< 0.1%
410762	1	< 0.1%
403866	1	< 0.1%
158877	2	< 0.1%
158860	1	< 0.1%
158856	1	< 0.1%
158846	1	< 0.1%
158845	1	< 0.1%
158842	1	< 0.1%
158841	2	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3549
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136616

Minimum	20060124
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060124
5-th percentile	20070905
Q1	20091119
median	20130215
Q3	20170819
95-th percentile	20230221
Maximum	20240510
Range	180386
Interquartile range (IQR)	79699.75

Descriptive statistics

Standard deviation	48977.802
Coefficient of variation (CV)	0.0024322757
Kurtosis	-0.9157657
Mean	20136616
Median Absolute Deviation (MAD)	39592
Skewness	0.46557504
Sum	2.0136616 × 10¹¹
Variance	2.398825 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	36	0.4%
20080926	21	0.2%
20081222	20	0.2%
20080818	19	0.2%
20080731	18	0.2%
20090507	18	0.2%
20090108	15	0.1%
20100407	14	0.1%
20080806	14	0.1%
20090514	14	0.1%
Other values (3539)	9811	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060124	1	< 0.1%
20060306	1	< 0.1%
20060310	2	< 0.1%
20060323	2	< 0.1%
20060324	1	< 0.1%
20060329	1	< 0.1%
20060331	1	< 0.1%
20060405	1	< 0.1%
20060407	6	0.1%
20060411	2	< 0.1%

Value	Count	Frequency (%)
20240510	1	< 0.1%
20240507	2	< 0.1%
20240503	2	< 0.1%
20240502	3	< 0.1%
20240430	1	< 0.1%
20240425	2	< 0.1%
20240424	2	< 0.1%
20240423	1	< 0.1%
20240422	2	< 0.1%
20240418	2	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3327
Distinct (%)	42.0%
Missing	2082
Missing (%)	20.8%
Infinite	0
Infinite (%)	0.0%
Mean	20181283

Minimum	20090310
Maximum	20270509
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090310
5-th percentile	20120311
Q1	20141004
median	20171222
Q3	20220108
95-th percentile	20260510
Maximum	20270509
Range	180199
Interquartile range (IQR)	79104

Descriptive statistics

Standard deviation	44727.144
Coefficient of variation (CV)	0.0022162687
Kurtosis	-0.99534266
Mean	20181283
Median Absolute Deviation (MAD)	30707
Skewness	0.31529544
Sum	1.5979539 × 10¹¹
Variance	2.0005174 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	20	0.2%
20140831	12	0.1%
20140711	12	0.1%
20150531	12	0.1%
20180914	12	0.1%
20140622	11	0.1%
20140608	11	0.1%
20190722	11	0.1%
20140330	10	0.1%
20110814	10	0.1%
Other values (3317)	7797	78.0%
(Missing)	2082	20.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090310	1	< 0.1%
20090514	1	< 0.1%
20091220	1	< 0.1%
20100117	1	< 0.1%
20100122	1	< 0.1%
20100208	1	< 0.1%
20100321	1	< 0.1%
20100323	1	< 0.1%
20100326	1	< 0.1%
20100405	1	< 0.1%

Value	Count	Frequency (%)
20270509	1	< 0.1%
20270507	1	< 0.1%
20270506	1	< 0.1%
20270503	2	< 0.1%
20270502	2	< 0.1%
20270501	1	< 0.1%
20270430	1	< 0.1%
20270425	2	< 0.1%
20270424	2	< 0.1%
20270423	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3087
Distinct (%)	36.8%
Missing	1617
Missing (%)	16.2%
Infinite	0
Infinite (%)	0.0%
Mean	20141443

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	20090924
Q1	20110329
median	20130625
Q3	20170328
95-th percentile	20220830
Maximum	20240509
Range	179589
Interquartile range (IQR)	59999

Descriptive statistics

Standard deviation	40617.749
Coefficient of variation (CV)	0.0020166256
Kurtosis	-0.53946399
Mean	20141443
Median Absolute Deviation (MAD)	29698
Skewness	0.70602288
Sum	1.6884571 × 10¹¹
Variance	1.6498015 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	205	2.1%
20100927	77	0.8%
20101213	33	0.3%
20160725	20	0.2%
20110823	19	0.2%
20110914	18	0.2%
20110901	17	0.2%
20110420	17	0.2%
20101126	16	0.2%
20110125	16	0.2%
Other values (3077)	7945	79.5%
(Missing)	1617	16.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060920	1	< 0.1%
20071030	1	< 0.1%
20090125	1	< 0.1%
20090220	1	< 0.1%
20090305	1	< 0.1%
20090307	1	< 0.1%
20090309	2	< 0.1%
20090311	7	0.1%
20090312	4	< 0.1%
20090313	2	< 0.1%

Value	Count	Frequency (%)
20240509	1	< 0.1%
20240503	1	< 0.1%
20240502	2	< 0.1%
20240501	2	< 0.1%
20240430	1	< 0.1%
20240429	1	< 0.1%
20240426	1	< 0.1%
20240424	1	< 0.1%
20240423	1	< 0.1%
20240422	2	< 0.1%

지점설립일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3579
Distinct (%)	41.1%
Missing	1284
Missing (%)	12.8%
Infinite	0
Infinite (%)	0.0%
Mean	20135594

Minimum	19050627
Maximum	20240507
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	19050627
5-th percentile	20070116
Q1	20100427
median	20130502
Q3	20170612
95-th percentile	20220620
Maximum	20240507
Range	1189880
Interquartile range (IQR)	70185

Descriptive statistics

Standard deviation	50381.956
Coefficient of variation (CV)	0.002502134
Kurtosis	49.209443
Mean	20135594
Median Absolute Deviation (MAD)	30619
Skewness	-2.1844615
Sum	1.7550184 × 10¹¹
Variance	2.5383415 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20090507	20	0.2%
20090514	19	0.2%
20090611	18	0.2%
20090528	17	0.2%
20090511	16	0.2%
20090520	16	0.2%
20090820	16	0.2%
20100201	14	0.1%
20090722	14	0.1%
20100407	13	0.1%
Other values (3569)	8553	85.5%
(Missing)	1284	12.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19050627	2	< 0.1%
19670425	1	< 0.1%
19840618	1	< 0.1%
19930107	1	< 0.1%
19940223	1	< 0.1%
19950103	1	< 0.1%
19950711	1	< 0.1%
19960712	1	< 0.1%
19970410	1	< 0.1%
19981009	1	< 0.1%

Value	Count	Frequency (%)
20240507	1	< 0.1%
20240502	1	< 0.1%
20240429	1	< 0.1%
20240425	2	< 0.1%
20240423	1	< 0.1%
20240422	1	< 0.1%
20240419	1	< 0.1%
20240418	1	< 0.1%
20240415	2	< 0.1%
20240411	2	< 0.1%

본점여부
Categorical

IMBALANCE

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

본점	9943
지점	57

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	9943	99.4%
지점	57	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9943	99.4%
지점	57	0.6%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3166
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20152766

Minimum	20090519
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090519
5-th percentile	20091118
Q1	20110920
median	20140806
Q3	20190509
95-th percentile	20231017
Maximum	20240510
Range	149991
Interquartile range (IQR)	79589.5

Descriptive statistics

Standard deviation	46073.993
Coefficient of variation (CV)	0.0022862366
Kurtosis	-1.0753814
Mean	20152766
Median Absolute Deviation (MAD)	30501.5
Skewness	0.4541081
Sum	2.0152766 × 10¹¹
Variance	2.1228128 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	84	0.8%
20091118	55	0.5%
20090609	51	0.5%
20100927	49	0.5%
20100330	42	0.4%
20091116	40	0.4%
20091119	34	0.3%
20130621	33	0.3%
20090611	31	0.3%
20090622	31	0.3%
Other values (3156)	9550	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090519	1	< 0.1%
20090521	4	< 0.1%
20090601	2	< 0.1%
20090602	1	< 0.1%
20090603	9	0.1%
20090604	14	0.1%
20090605	5	0.1%
20090608	3	< 0.1%
20090609	51	0.5%
20090610	19	0.2%

Value	Count	Frequency (%)
20240510	4	< 0.1%
20240509	4	< 0.1%
20240508	7	0.1%
20240507	3	< 0.1%
20240503	8	0.1%
20240502	8	0.1%
20240501	2	< 0.1%
20240430	1	< 0.1%
20240429	2	< 0.1%
20240426	1	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
등록신청사업	1.000	0.087	0.024	0.000	0.233	0.170	0.175	0.096	0.026	0.180
영업구분	0.087	1.000	0.287	0.029	0.617	0.628	0.180	0.189	0.058	0.549
법인여부	0.024	0.287	1.000	0.031	0.348	0.294	0.260	0.160	0.180	0.347
우편번호	0.000	0.029	0.031	1.000	0.159	0.158	0.172	0.110	0.000	0.179
등록일자	0.233	0.617	0.348	0.159	1.000	1.000	0.935	0.775	0.080	0.939
유효기간만료일자	0.170	0.628	0.294	0.158	1.000	1.000	0.836	0.753	0.086	0.840
폐쇄일자	0.175	0.180	0.260	0.172	0.935	0.836	1.000	0.667	0.061	0.989
지점설립일자	0.096	0.189	0.160	0.110	0.775	0.753	0.667	1.000	0.000	0.771
본점여부	0.026	0.058	0.180	0.000	0.080	0.086	0.061	0.000	1.000	0.097
최근수정일자	0.180	0.549	0.347	0.179	0.939	0.840	0.989	0.771	0.097	1.000

Heatmap
Table

	등록신청사업	본점여부	영업구분	법인여부
등록신청사업	1.000	0.016	0.062	0.015
본점여부	0.016	1.000	0.042	0.115
영업구분	0.062	0.042	1.000	0.206
법인여부	0.015	0.115	0.206	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.009	0.020	0.021	0.045	0.012	0.000	0.022	0.008	0.000
등록일자	0.009	1.000	0.997	0.961	0.933	0.966	0.179	0.384	0.267	0.061
유효기간만료일자	0.020	0.997	1.000	0.964	0.910	0.967	0.130	0.394	0.225	0.066
폐쇄일자	0.021	0.961	0.964	1.000	0.910	0.991	0.174	0.104	0.199	0.047
지점설립일자	0.045	0.933	0.910	0.910	1.000	0.904	0.136	0.199	0.343	0.120
최근수정일자	0.012	0.966	0.967	0.991	0.904	1.000	0.138	0.309	0.266	0.074
등록신청사업	0.000	0.179	0.130	0.174	0.136	0.138	1.000	0.062	0.015	0.016
영업구분	0.022	0.384	0.394	0.104	0.199	0.309	0.062	1.000	0.206	0.042
법인여부	0.008	0.267	0.225	0.199	0.343	0.266	0.015	0.206	1.000	0.115
본점여부	0.000	0.061	0.066	0.047	0.120	0.074	0.016	0.042	0.115	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
18380	대부중개업	유효기간만료	2010-서울노원-00044(대부중개업)	연앤정대부중개	개인	02 909 5001	서울특별시 노원구 공릉동 670번지 11호 로우폴리스-507	<NA>	139240	20100608	20130608	20130611	20100608	본점	20130624
4077	대부업	폐업	2020-서울종로-00001(대부업)	등대대부업	개인	02-2274-8885	서울특별시 종로구 종로5가 265번지 1호	서울특별시 종로구 종로 252-7, 300호 (종로5가)	<NA>	20200224	20230224	20220727	20200224	본점	20220727
8964	대부중개업	폐업	2012-서울마포-0041(대부중개업)	중외대부중개	개인	1544-8137	<NA>	서울특별시 마포구 마포대로 15, 1010호 (마포동, 현대빌딩)	<NA>	20150526	20180526	20180523	20120616	본점	20180524
29896	대부업	<NA>	2007-서울특별시-00442(대부업)	미래와가치	개인	7458572	서울특별시 종로구 운니동 98-78 가든타워 2층 203호	<NA>	<NA>	20070328	<NA>	20091116	20070304	본점	20091117
9474	대부중개업	폐업	2017-서울강북-0062(대부중개업)	크레딧 매니져 대부중개	개인	1599-0675	서울특별시 강북구 미아동 159번지 1호	서울특별시 강북구 덕릉로 104, 202호 (미아동, 뉴그린오피스텔)	<NA>	20170925	20200925	20180130	20170920	본점	20180130
2975	대부업	영업중	2012-서울송파-0132(대부업)	마중물금융대부	개인	<NA>	서울특별시 송파구 오금동 43번지 지하 현대아파트-24	서울특별시 송파구 오금로35길 17, 지하층 24호 (오금동, 현대아파트)	<NA>	20121214	20240906	<NA>	20121214	본점	20230321
2536	대부업	타시군구이관	2023-서울강서-0005(대부업)	아레스대부	개인	<NA>	서울특별시 강서구 가양동 449번지 21호 한화비즈메트로2차	서울특별시 강서구 양천로 551-24, 305-19호 (가양동, 한화비즈메트로2차)	<NA>	20230322	20260322	20230531	20230320	본점	20230531
6446	대부업	폐업	2018-서울광진-0033(대부업)	에이치에스대부	개인	<NA>	서울특별시 광진구 구의동 244번지 51호	서울특별시 광진구 구의로 8, 2층 (구의동)	<NA>	20171208	20201208	20200731	20171208	본점	20200803
8674	대부업	폐업	2018-서울강서-00008(대부업)	빠르미 대부	개인	<NA>	서울특별시 강서구 화곡동 350번지 29호 은하아트빌	서울특별시 강서구 강서로17가길 7-2, 은하아트빌 B102호 (화곡동)	<NA>	20180212	20210212	20180731	20180212	본점	20180801
7518	대부업	폐업	2015-서울중구-0016(대부업)	웅진(대부)	개인	02-778-6564	서울특별시 중구 명동1가 1번지 1호 YWCA연합회-412	서울특별시 중구 명동길 73, 412호 (명동1가, YWCA연합회)	<NA>	20180221	20210221	20190715	20090624	본점	20190716

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
78	대부업	유효기간만료	2015-서울중구-0043(대부업)	주식회사 서울대부	법인	02-6366-2008	서울특별시 중구 중림동 10번지 3호 신흥빌딩 14층	서울특별시 중구 청파로 450, 14층 (중림동, 신흥빌딩)	<NA>	20210416	20240416	<NA>	20150529	본점	20240503
5960	대부중개업	타시군구이관	2020-서울영등포-2033(대부중개업)	해피안대부	개인	02-832-0045	서울특별시 영등포구 대림동 689번지 4호	서울특별시 영등포구 대림로 194, 2층 (대림동)	<NA>	20200203	20230203	20210202	20200203	본점	20210202
26839	대부중개업	<NA>	2009-서울특별시-02276(대부중개업)	진영대부중개	개인	<NA>	서울특별시 강북구 수유동 519번지 54호 극동빌라 102호	<NA>	<NA>	20090922	<NA>	20100927	20090922	본점	20100928
25819	대부업	<NA>	2010-서울구로-00037(대부업)	(주)어필자산대부	법인	0226764955	서울특별시 구로구 신도림동 637번지 우성 3차상가-302	<NA>	152070	20100611	<NA>	20110121	20100611	본점	20110124
9281	대부중개업	<NA>	2017-서울강남-0193(대부중개업)	주식회사 펀드1번가대부	법인	02-557-1721	서울특별시 강남구 역삼동 723번지 30호 송정빌딩 2층	서울특별시 강남구 테헤란로34길 21-10, 2층 (역삼동, 송정빌딩)	<NA>	20170713	20200713	<NA>	20170713	본점	20180228
12112	대부업	타시군구이관	2015-서울강남-0277(대부업)	론 컨설팅대부	개인	<NA>	서울특별시 강남구 역삼동 605번지 12호 -301	서울특별시 강남구 봉은사로24길 9, 301호 (역삼동)	<NA>	20151116	20181116	20160912	20151116	본점	20160912
24398	대부업	<NA>	2008-서울특별시-00015(대부업)	신우사	개인	023754864	서울특별시 서대문구 북가좌1동 431 한양아파트 상가 106호	<NA>	<NA>	20080805	20110805	20110630	<NA>	본점	20110701
8453	대부업	폐업	2016-서울관악-00006(대부업)	미래지앤티대부	개인	<NA>	서울특별시 관악구 신림동 503번지 21호	서울특별시 관악구 조원로 131-1, 1층 (신림동)	<NA>	20160120	20190120	20181016	20160119	본점	20181016
20122	대부중개업	폐업	2012-서울구로-034(대부중개업)	머니브레인대부중개	개인	1566-3744	서울특별시 구로구 구로동 236번지 한신IT타워-1303	<NA>	152050	20110316	20140316	20121217	20110316	본점	20121217
21649	대부업	타시군구이관	2011-서울용산-00013(대부업)	에스비엔터프라이즈대부	개인	<NA>	서울특별시 용산구 보광동 65	<NA>	<NA>	20110322	20140322	20120516	20080414	본점	20120516

Most frequently occurring

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자	# duplicates
0	대부업	<NA>	2009-서울특별시-00046(대부업)	오리엔트론	개인	0260817960	서울특별시 서초구 방배동 852-21 학촌빌딩 3층	<NA>	<NA>	20090211	<NA>	20101213	20060313	본점	20110112	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Dash Punctuation

Open Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Math Symbol

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Other Symbol

Letter Number

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

Number Forms

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Uppercase Letter

Dash Punctuation

Space Separator

Close Punctuation

Math Symbol

Open Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories