gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19113
Missing cells (%)	12.7%
Duplicate rows	3
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	강동구
URL	https://data.seoul.go.kr/dataList/OA-10712/S/1/datasetView.do

Alerts

Dataset has 3 (< 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 (94.4%)	Imbalance
`등록증번호` has 179 (1.8%) missing values	Missing
`사업장 전화번호` has 3404 (34.0%) missing values	Missing
`소재지` has 295 (2.9%) missing values	Missing
`소재지(도로명)` has 4759 (47.6%) missing values	Missing
`우편번호` has 5615 (56.1%) missing values	Missing
`유효기간만료일자` has 2034 (20.3%) missing values	Missing
`폐쇄일자` has 1573 (15.7%) missing values	Missing
`지점설립일자` has 1254 (12.5%) missing values	Missing

Reproduction

Analysis started	2024-05-18 00:22:24.363791
Analysis finished	2024-05-18 00:22:39.256605
Duration	14.89 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	6199
대부중개업	3410
<NA>	391

Length

Max length	5
Median length	3
Mean length	3.7211
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6199	62.0%
대부중개업	3410	34.1%
<NA>	391	3.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6199	62.0%
대부중개업	3410	34.1%
na	391	3.9%

영업구분
Categorical

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

폐업	3700
<NA>	2873
타시군구이관	1185
유효기간만료	851
영업중	828
Other values (2)	563

Length

Max length	6
Median length	4
Mean length	3.5844
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3700	37.0%
<NA>	2873	28.7%
타시군구이관	1185	11.8%
유효기간만료	851	8.5%
영업중	828	8.3%
직권취소	562	5.6%
영업정지	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3700	37.0%
na	2873	28.7%
타시군구이관	1185	11.8%
유효기간만료	851	8.5%
영업중	828	8.3%
직권취소	562	5.6%
영업정지	1	< 0.1%

등록증번호
Text

MISSING

Distinct	9767
Distinct (%)	99.5%
Missing	179
Missing (%)	1.8%
Memory size	156.2 KiB

Length

Max length	28
Median length	27
Mean length	19.538642
Min length	10

Characters and Unicode

Total characters	191889
Distinct characters	78
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	9717 ?
Unique (%)	98.9%

Sample

1st row	2008-서울특별시-03663(대부업)
2nd row	2013-서울중구-0117(대부업)
3rd row	2015-서울강남-0023(대부중개업)
4th row	2012-서울영등포-0334(대부업)
5th row	2017-서울강동-00044

Value	Count	Frequency (%)
2011-서울특별시	20	0.2%
2013-서울특별시	17	0.2%
2010-서울	17	0.2%
2016-서울특별시	13	0.1%
2015-서울특별시	12	0.1%
2012-서울특별시	12	0.1%
대부업	10	0.1%
2014-서울특별시	8	0.1%
대부중개업	7	0.1%
2020-서울	6	0.1%
Other values (9738)	9857	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	33939	17.7%
-	19626	10.2%
2	15786	8.2%
1	11858	6.2%
서	10873	5.7%
울	9797	5.1%
대	8528	4.4%
(	8236	4.3%
부	8195	4.3%
)	8185	4.3%
Other values (68)	56866	29.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82608	43.0%
Other Letter	73076	38.1%
Dash Punctuation	19626	10.2%
Open Punctuation	8236	4.3%
Close Punctuation	8185	4.3%
Space Separator	158	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10873	14.9%
울	9797	13.4%
대	8528	11.7%
부	8195	11.2%
업	7951	10.9%
중	3536	4.8%
개	2913	4.0%
시	2504	3.4%
별	2498	3.4%
특	2498	3.4%
Other values (54)	13783	18.9%

Decimal Number

Value	Count	Frequency (%)
0	33939	41.1%
2	15786	19.1%
1	11858	14.4%
3	3772	4.6%
8	3116	3.8%
4	3046	3.7%
9	2869	3.5%
6	2762	3.3%
5	2736	3.3%
7	2724	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19626	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8236	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8185	100.0%

Space Separator

Value	Count	Frequency (%)
	158	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118813	61.9%
Hangul	73076	38.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10873	14.9%
울	9797	13.4%
대	8528	11.7%
부	8195	11.2%
업	7951	10.9%
중	3536	4.8%
개	2913	4.0%
시	2504	3.4%
별	2498	3.4%
특	2498	3.4%
Other values (54)	13783	18.9%

Common

Value	Count	Frequency (%)
0	33939	28.6%
-	19626	16.5%
2	15786	13.3%
1	11858	10.0%
(	8236	6.9%
)	8185	6.9%
3	3772	3.2%
8	3116	2.6%
4	3046	2.6%
9	2869	2.4%
Other values (4)	8380	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118813	61.9%
Hangul	73076	38.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33939	28.6%
-	19626	16.5%
2	15786	13.3%
1	11858	10.0%
(	8236	6.9%
)	8185	6.9%
3	3772	3.2%
8	3116	2.6%
4	3046	2.6%
9	2869	2.4%
Other values (4)	8380	7.1%

Hangul

Value	Count	Frequency (%)
서	10873	14.9%
울	9797	13.4%
대	8528	11.7%
부	8195	11.2%
업	7951	10.9%
중	3536	4.8%
개	2913	4.0%
시	2504	3.4%
별	2498	3.4%
특	2498	3.4%
Other values (54)	13783	18.9%

상호
Text

Distinct	8661
Distinct (%)	86.6%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	36
Median length	26
Mean length	7.7246
Min length	1

Characters and Unicode

Total characters	77246
Distinct characters	774
Distinct categories	12 ?
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	7601 ?
Unique (%)	76.0%

Sample

1st row	대신
2nd row	영풍상사대부
3rd row	주식회사 에이디자산운용대부
4th row	(주)코리아인포메이션서비스자산관리대부
5th row	스마일재무 대부중개

Value	Count	Frequency (%)
주식회사	800	6.7%
대부중개	328	2.8%
대부	287	2.4%
유한회사	51	0.4%
대부업	23	0.2%
캐피탈	21	0.2%
주	12	0.1%
미래	12	0.1%
전당포대부	10	0.1%
the	10	0.1%
Other values (8672)	10363	87.0%

Most occurring characters

Value	Count	Frequency (%)
대	8575	11.1%
부	8188	10.6%
주	2662	3.4%
이	2256	2.9%
개	2160	2.8%
중	2152	2.8%
	1923	2.5%
)	1871	2.4%
스	1870	2.4%
(	1865	2.4%
Other values (764)	43724	56.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67701	87.6%
Uppercase Letter	2295	3.0%
Space Separator	1923	2.5%
Close Punctuation	1871	2.4%
Open Punctuation	1865	2.4%
Lowercase Letter	1046	1.4%
Decimal Number	253	0.3%
Other Punctuation	248	0.3%
Dash Punctuation	29	< 0.1%
Other Symbol	12	< 0.1%
Other values (2)	3	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8575	12.7%
부	8188	12.1%
주	2662	3.9%
이	2256	3.3%
개	2160	3.2%
중	2152	3.2%
스	1870	2.8%
사	1325	2.0%
피	1149	1.7%
캐	1041	1.5%
Other values (690)	36323	53.7%

Uppercase Letter

Value	Count	Frequency (%)
S	327	14.2%
K	193	8.4%
C	180	7.8%
J	180	7.8%
M	164	7.1%
H	131	5.7%
B	110	4.8%
G	95	4.1%
A	90	3.9%
O	90	3.9%
Other values (15)	735	32.0%

Lowercase Letter

Value	Count	Frequency (%)
e	142	13.6%
o	117	11.2%
n	109	10.4%
a	91	8.7%
i	67	6.4%
l	61	5.8%
t	57	5.4%
c	56	5.4%
s	54	5.2%
d	44	4.2%
Other values (15)	248	23.7%

Decimal Number

Value	Count	Frequency (%)
1	71	28.1%
2	44	17.4%
4	33	13.0%
5	24	9.5%
3	24	9.5%
9	20	7.9%
6	15	5.9%
0	10	4.0%
7	7	2.8%
8	5	2.0%

Other Punctuation

Value	Count	Frequency (%)
.	134	54.0%
&	105	42.3%
,	4	1.6%
?	2	0.8%
＆	1	0.4%
*	1	0.4%
'	1	0.4%

Space Separator

Value	Count	Frequency (%)
	1923	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1871	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1865	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	29	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	12	100.0%

Math Symbol

Value	Count	Frequency (%)
~	2	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67702	87.6%
Common	6192	8.0%
Latin	3341	4.3%
Han	11	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8575	12.7%
부	8188	12.1%
주	2662	3.9%
이	2256	3.3%
개	2160	3.2%
중	2152	3.2%
스	1870	2.8%
사	1325	2.0%
피	1149	1.7%
캐	1041	1.5%
Other values (681)	36324	53.7%

Latin

Value	Count	Frequency (%)
S	327	9.8%
K	193	5.8%
C	180	5.4%
J	180	5.4%
M	164	4.9%
e	142	4.3%
H	131	3.9%
o	117	3.5%
B	110	3.3%
n	109	3.3%
Other values (40)	1688	50.5%

Common

Value	Count	Frequency (%)
	1923	31.1%
)	1871	30.2%
(	1865	30.1%
.	134	2.2%
&	105	1.7%
1	71	1.1%
2	44	0.7%
4	33	0.5%
-	29	0.5%
5	24	0.4%
Other values (13)	93	1.5%

Han

Value	Count	Frequency (%)
靑	2	18.2%
潤	1	9.1%
趙	1	9.1%
鄭	1	9.1%
雲	1	9.1%
勳	1	9.1%
大	1	9.1%
天	1	9.1%
地	1	9.1%
松	1	9.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67690	87.6%
ASCII	9532	12.3%
None	13	< 0.1%
CJK	11	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8575	12.7%
부	8188	12.1%
주	2662	3.9%
이	2256	3.3%
개	2160	3.2%
중	2152	3.2%
스	1870	2.8%
사	1325	2.0%
피	1149	1.7%
캐	1041	1.5%
Other values (680)	36312	53.6%

ASCII

Value	Count	Frequency (%)
	1923	20.2%
)	1871	19.6%
(	1865	19.6%
S	327	3.4%
K	193	2.0%
C	180	1.9%
J	180	1.9%
M	164	1.7%
e	142	1.5%
.	134	1.4%
Other values (62)	2553	26.8%

None

Value	Count	Frequency (%)
㈜	12	92.3%
＆	1	7.7%

CJK

Value	Count	Frequency (%)
靑	2	18.2%
潤	1	9.1%
趙	1	9.1%
鄭	1	9.1%
雲	1	9.1%
勳	1	9.1%
大	1	9.1%
天	1	9.1%
地	1	9.1%
松	1	9.1%

법인여부
Categorical

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

개인	7242
법인	2758

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
개인	7242	72.4%
법인	2758	27.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7242	72.4%
법인	2758	27.6%

사업장 전화번호
Text

MISSING

Distinct	5808
Distinct (%)	88.1%
Missing	3404
Missing (%)	34.0%
Memory size	156.2 KiB

Length

Max length	43
Median length	41
Mean length	10.601122
Min length	1

Characters and Unicode

Total characters	69925
Distinct characters	37
Distinct categories	10 ?
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	5162 ?
Unique (%)	78.3%

Sample

1st row	025886110
2nd row	02-318-5584
3rd row	02-889-1765
4th row	0237865825
5th row	02-475-1019

Value	Count	Frequency (%)
02	298	4.0%
	57	0.8%
070	34	0.5%
010	10	0.1%
1566	9	0.1%
703	6	0.1%
02-734-6901	5	0.1%
1599	5	0.1%
1661-1547	5	0.1%
02-6272-1300	4	0.1%
Other values (6106)	6974	94.2%

Most occurring characters

Value	Count	Frequency (%)
0	11314	16.2%
2	10282	14.7%
-	7108	10.2%
5	5895	8.4%
7	5429	7.8%
6	5185	7.4%
1	5026	7.2%
3	4919	7.0%
4	4857	6.9%
8	4708	6.7%
Other values (27)	5202	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61627	88.1%
Dash Punctuation	7108	10.2%
Space Separator	908	1.3%
Other Punctuation	153	0.2%
Close Punctuation	65	0.1%
Math Symbol	22	< 0.1%
Other Letter	20	< 0.1%
Open Punctuation	15	< 0.1%
Uppercase Letter	6	< 0.1%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
등	2	10.0%
록	2	10.0%
미	2	10.0%
음	2	10.0%
없	2	10.0%
메	1	5.0%
타	1	5.0%
허	1	5.0%
브	1	5.0%
대	1	5.0%
Other values (5)	5	25.0%

Decimal Number

Value	Count	Frequency (%)
0	11314	18.4%
2	10282	16.7%
5	5895	9.6%
7	5429	8.8%
6	5185	8.4%
1	5026	8.2%
3	4919	8.0%
4	4857	7.9%
8	4708	7.6%
9	4012	6.5%

Other Punctuation

Value	Count	Frequency (%)
*	93	60.8%
/	39	25.5%
.	21	13.7%

Math Symbol

Value	Count	Frequency (%)
~	21	95.5%
×	1	4.5%

Uppercase Letter

Value	Count	Frequency (%)
K	3	50.0%
T	3	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7108	100.0%

Space Separator

Value	Count	Frequency (%)
	908	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	65	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	15	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69899	> 99.9%
Hangul	20	< 0.1%
Latin	6	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11314	16.2%
2	10282	14.7%
-	7108	10.2%
5	5895	8.4%
7	5429	7.8%
6	5185	7.4%
1	5026	7.2%
3	4919	7.0%
4	4857	6.9%
8	4708	6.7%
Other values (10)	5176	7.4%

Hangul

Value	Count	Frequency (%)
등	2	10.0%
록	2	10.0%
미	2	10.0%
음	2	10.0%
없	2	10.0%
메	1	5.0%
타	1	5.0%
허	1	5.0%
브	1	5.0%
대	1	5.0%
Other values (5)	5	25.0%

Latin

Value	Count	Frequency (%)
K	3	50.0%
T	3	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69904	> 99.9%
Hangul	20	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11314	16.2%
2	10282	14.7%
-	7108	10.2%
5	5895	8.4%
7	5429	7.8%
6	5185	7.4%
1	5026	7.2%
3	4919	7.0%
4	4857	6.9%
8	4708	6.7%
Other values (11)	5181	7.4%

Hangul

Value	Count	Frequency (%)
등	2	10.0%
록	2	10.0%
미	2	10.0%
음	2	10.0%
없	2	10.0%
메	1	5.0%
타	1	5.0%
허	1	5.0%
브	1	5.0%
대	1	5.0%
Other values (5)	5	25.0%

None

Value	Count	Frequency (%)
×	1	100.0%

소재지
Text

MISSING

Distinct	8615
Distinct (%)	88.8%
Missing	295
Missing (%)	2.9%
Memory size	156.2 KiB

Length

Max length	65
Median length	51
Mean length	31.514992
Min length	15

Characters and Unicode

Total characters	305853
Distinct characters	612
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	7845 ?
Unique (%)	80.8%

Sample

1st row	서울특별시 서초구 서초동 1319번지 13호 현대타워 907호
2nd row	서울특별시 중구 을지로2가 195번지 3호 한양빌딩
3rd row	서울특별시 강남구 역삼동 706번지 15호 성보빌딩Ⅱ
4th row	서울특별시 영등포구 여의도동 13번지 13호 크레딧플라자 10층
5th row	서울특별시 강동구 성내동 533번지 1호 -202

Value	Count	Frequency (%)
서울특별시	9702	17.0%
강남구	1565	2.7%
서초구	936	1.6%
1호	759	1.3%
역삼동	656	1.1%
송파구	618	1.1%
서초동	569	1.0%
중구	555	1.0%
영등포구	465	0.8%
2호	447	0.8%
Other values (9396)	40966	71.6%

Most occurring characters

Value	Count	Frequency (%)
	67782	22.2%
1	13449	4.4%
서	12064	3.9%
동	11144	3.6%
구	10499	3.4%
시	9944	3.3%
울	9752	3.2%
별	9710	3.2%
특	9703	3.2%
2	8747	2.9%
Other values (602)	143059	46.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	167422	54.7%
Space Separator	67782	22.2%
Decimal Number	63490	20.8%
Dash Punctuation	5460	1.8%
Uppercase Letter	1097	0.4%
Other Punctuation	258	0.1%
Lowercase Letter	124	< 0.1%
Close Punctuation	97	< 0.1%
Open Punctuation	92	< 0.1%
Letter Number	26	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12064	7.2%
동	11144	6.7%
구	10499	6.3%
시	9944	5.9%
울	9752	5.8%
별	9710	5.8%
특	9703	5.8%
호	8622	5.1%
지	8482	5.1%
번	7976	4.8%
Other values (529)	69526	41.5%

Uppercase Letter

Value	Count	Frequency (%)
B	272	24.8%
A	199	18.1%
D	78	7.1%
S	70	6.4%
K	52	4.7%
T	47	4.3%
I	41	3.7%
E	38	3.5%
C	38	3.5%
L	37	3.4%
Other values (16)	225	20.5%

Lowercase Letter

Value	Count	Frequency (%)
e	24	19.4%
r	12	9.7%
n	11	8.9%
i	9	7.3%
c	7	5.6%
t	7	5.6%
o	7	5.6%
w	6	4.8%
l	6	4.8%
k	5	4.0%
Other values (13)	30	24.2%

Decimal Number

Value	Count	Frequency (%)
1	13449	21.2%
2	8747	13.8%
0	8139	12.8%
3	6827	10.8%
4	5823	9.2%
5	5013	7.9%
6	4565	7.2%
7	4037	6.4%
9	3476	5.5%
8	3414	5.4%

Other Punctuation

Value	Count	Frequency (%)
,	97	37.6%
/	95	36.8%
.	63	24.4%
;	1	0.4%
&	1	0.4%
*	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	22	84.6%
Ⅲ	2	7.7%
Ⅰ	2	7.7%

Space Separator

Value	Count	Frequency (%)
	67782	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5460	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	97	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	92	100.0%

Math Symbol

Value	Count	Frequency (%)
~	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	167419	54.7%
Common	137184	44.9%
Latin	1247	0.4%
Han	3	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12064	7.2%
동	11144	6.7%
구	10499	6.3%
시	9944	5.9%
울	9752	5.8%
별	9710	5.8%
특	9703	5.8%
호	8622	5.1%
지	8482	5.1%
번	7976	4.8%
Other values (526)	69523	41.5%

Latin

Value	Count	Frequency (%)
B	272	21.8%
A	199	16.0%
D	78	6.3%
S	70	5.6%
K	52	4.2%
T	47	3.8%
I	41	3.3%
E	38	3.0%
C	38	3.0%
L	37	3.0%
Other values (42)	375	30.1%

Common

Value	Count	Frequency (%)
	67782	49.4%
1	13449	9.8%
2	8747	6.4%
0	8139	5.9%
3	6827	5.0%
4	5823	4.2%
-	5460	4.0%
5	5013	3.7%
6	4565	3.3%
7	4037	2.9%
Other values (11)	7342	5.4%

Han

Value	Count	Frequency (%)
金	1	33.3%
塘	1	33.3%
內	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	167419	54.7%
ASCII	138405	45.3%
Number Forms	26	< 0.1%
CJK	2	< 0.1%
CJK Compat Ideographs	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67782	49.0%
1	13449	9.7%
2	8747	6.3%
0	8139	5.9%
3	6827	4.9%
4	5823	4.2%
-	5460	3.9%
5	5013	3.6%
6	4565	3.3%
7	4037	2.9%
Other values (60)	8563	6.2%

Hangul

Value	Count	Frequency (%)
서	12064	7.2%
동	11144	6.7%
구	10499	6.3%
시	9944	5.9%
울	9752	5.8%
별	9710	5.8%
특	9703	5.8%
호	8622	5.1%
지	8482	5.1%
번	7976	4.8%
Other values (526)	69523	41.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	22	84.6%
Ⅲ	2	7.7%
Ⅰ	2	7.7%

CJK Compat Ideographs

Value	Count	Frequency (%)
金	1	100.0%

CJK

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

소재지(도로명)
Text

MISSING

Distinct	4784
Distinct (%)	91.3%
Missing	4759
Missing (%)	47.6%
Memory size	156.2 KiB

Length

Max length	67
Median length	56
Mean length	37.239458
Min length	19

Characters and Unicode

Total characters	195172
Distinct characters	600
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	4375 ?
Unique (%)	83.5%

Sample

1st row	서울특별시 중구 명동9길 23, 한양빌딩 6층 712호 (을지로2가)
2nd row	서울특별시 강남구 언주로 432-6, 성보빌딩Ⅱ 4층 019호 (역삼동)
3rd row	서울특별시 강동구 성내로3가길 49, 202호 (성내동, 호성빌딩)
4th row	서울특별시 강서구 양천로 470, 그레이스힐 지하1층 115호-(4)호 (등촌동)
5th row	서울특별시 송파구 가락로 102, 석촌꽃마을빌딩 212호 (석촌동)

Value	Count	Frequency (%)
서울특별시	5239	14.1%
강남구	887	2.4%
서초구	574	1.5%
2층	447	1.2%
서초동	379	1.0%
역삼동	375	1.0%
3층	375	1.0%
송파구	336	0.9%
영등포구	332	0.9%
4층	308	0.8%
Other values (6608)	27898	75.1%

Most occurring characters

Value	Count	Frequency (%)
	31935	16.4%
1	7454	3.8%
,	7229	3.7%
서	6916	3.5%
동	6892	3.5%
로	5764	3.0%
구	5761	3.0%
시	5441	2.8%
2	5409	2.8%
울	5283	2.7%
Other values (590)	107088	54.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	108511	55.6%
Decimal Number	34878	17.9%
Space Separator	31935	16.4%
Other Punctuation	7248	3.7%
Open Punctuation	5277	2.7%
Close Punctuation	5277	2.7%
Dash Punctuation	1056	0.5%
Uppercase Letter	844	0.4%
Lowercase Letter	115	0.1%
Letter Number	24	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6916	6.4%
동	6892	6.4%
로	5764	5.3%
구	5761	5.3%
시	5441	5.0%
울	5283	4.9%
별	5247	4.8%
특	5240	4.8%
호	4306	4.0%
길	2750	2.5%
Other values (520)	54911	50.6%

Uppercase Letter

Value	Count	Frequency (%)
B	172	20.4%
A	112	13.3%
S	74	8.8%
T	46	5.5%
E	45	5.3%
C	44	5.2%
I	40	4.7%
K	37	4.4%
G	34	4.0%
L	34	4.0%
Other values (16)	206	24.4%

Lowercase Letter

Value	Count	Frequency (%)
e	17	14.8%
r	14	12.2%
n	11	9.6%
o	11	9.6%
w	9	7.8%
c	8	7.0%
t	7	6.1%
i	5	4.3%
u	5	4.3%
s	5	4.3%
Other values (9)	23	20.0%

Decimal Number

Value	Count	Frequency (%)
1	7454	21.4%
2	5409	15.5%
0	4551	13.0%
3	4213	12.1%
4	2955	8.5%
5	2764	7.9%
6	2231	6.4%
7	1882	5.4%
8	1816	5.2%
9	1603	4.6%

Other Punctuation

Value	Count	Frequency (%)
,	7229	99.7%
.	10	0.1%
/	3	< 0.1%
?	2	< 0.1%
@	2	< 0.1%
&	1	< 0.1%
#	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	19	79.2%
Ⅲ	3	12.5%
Ⅰ	2	8.3%

Space Separator

Value	Count	Frequency (%)
	31935	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5277	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5277	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1056	100.0%

Math Symbol

Value	Count	Frequency (%)
~	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	108511	55.6%
Common	85678	43.9%
Latin	983	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6916	6.4%
동	6892	6.4%
로	5764	5.3%
구	5761	5.3%
시	5441	5.0%
울	5283	4.9%
별	5247	4.8%
특	5240	4.8%
호	4306	4.0%
길	2750	2.5%
Other values (520)	54911	50.6%

Latin

Value	Count	Frequency (%)
B	172	17.5%
A	112	11.4%
S	74	7.5%
T	46	4.7%
E	45	4.6%
C	44	4.5%
I	40	4.1%
K	37	3.8%
G	34	3.5%
L	34	3.5%
Other values (38)	345	35.1%

Common

Value	Count	Frequency (%)
	31935	37.3%
1	7454	8.7%
,	7229	8.4%
2	5409	6.3%
(	5277	6.2%
)	5277	6.2%
0	4551	5.3%
3	4213	4.9%
4	2955	3.4%
5	2764	3.2%
Other values (12)	8614	10.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	108511	55.6%
ASCII	86637	44.4%
Number Forms	24	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31935	36.9%
1	7454	8.6%
,	7229	8.3%
2	5409	6.2%
(	5277	6.1%
)	5277	6.1%
0	4551	5.3%
3	4213	4.9%
4	2955	3.4%
5	2764	3.2%
Other values (57)	9573	11.0%

Hangul

Value	Count	Frequency (%)
서	6916	6.4%
동	6892	6.4%
로	5764	5.3%
구	5761	5.3%
시	5441	5.0%
울	5283	4.9%
별	5247	4.8%
특	5240	4.8%
호	4306	4.0%
길	2750	2.5%
Other values (520)	54911	50.6%

Number Forms

Value	Count	Frequency (%)
Ⅱ	19	79.2%
Ⅲ	3	12.5%
Ⅰ	2	8.3%

우편번호
Real number (ℝ)

MISSING

Distinct	1347
Distinct (%)	30.7%
Missing	5615
Missing (%)	56.1%
Infinite	0
Infinite (%)	0.0%
Mean	136228.86

Minimum	3182
Maximum	429842
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3182
5-th percentile	100859
Q1	132010
median	136130
Q3	143190
95-th percentile	157030
Maximum	429842
Range	426660
Interquartile range (IQR)	11180

Descriptive statistics

Standard deviation	15503.488
Coefficient of variation (CV)	0.11380473
Kurtosis	53.684111
Mean	136228.86
Median Absolute Deviation (MAD)	5286
Skewness	1.6464038
Sum	5.9736355 × 10⁸
Variance	2.4035814 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	153	1.5%
137070	136	1.4%
135010	69	0.7%
157010	57	0.6%
151015	50	0.5%
151050	44	0.4%
139200	44	0.4%
158070	44	0.4%
152050	42	0.4%
142100	40	0.4%
Other values (1337)	3706	37.1%
(Missing)	5615	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3182	1	< 0.1%
4526	1	< 0.1%
4534	1	< 0.1%
7326	1	< 0.1%
100011	9	0.1%
100012	3	< 0.1%
100013	1	< 0.1%
100014	1	< 0.1%
100015	4	< 0.1%
100021	27	0.3%

Value	Count	Frequency (%)
429842	1	< 0.1%
403866	1	< 0.1%
158881	1	< 0.1%
158877	1	< 0.1%
158871	1	< 0.1%
158865	1	< 0.1%
158864	2	< 0.1%
158860	6	0.1%
158859	1	< 0.1%
158856	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3535
Distinct (%)	35.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20136864

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	20070928
Q1	20091126
median	20130228
Q3	20170727
95-th percentile	20230217
Maximum	20240516
Range	180210
Interquartile range (IQR)	79601

Descriptive statistics

Standard deviation	48847.892
Coefficient of variation (CV)	0.0024257944
Kurtosis	-0.90786437
Mean	20136864
Median Absolute Deviation (MAD)	39509.5
Skewness	0.46721128
Sum	2.0136864 × 10¹¹
Variance	2.3861166 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080731	25	0.2%
20080814	23	0.2%
20080818	22	0.2%
20080926	20	0.2%
20090611	17	0.2%
20081017	16	0.2%
20090514	16	0.2%
20080822	14	0.1%
20080806	14	0.1%
20081222	14	0.1%
Other values (3525)	9819	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060306	2	< 0.1%
20060320	2	< 0.1%
20060324	1	< 0.1%
20060329	1	< 0.1%
20060331	2	< 0.1%
20060405	2	< 0.1%
20060407	4	< 0.1%
20060410	1	< 0.1%
20060418	2	< 0.1%
20060501	3	< 0.1%

Value	Count	Frequency (%)
20240516	3	< 0.1%
20240514	2	< 0.1%
20240507	3	< 0.1%
20240503	1	< 0.1%
20240502	1	< 0.1%
20240430	1	< 0.1%
20240429	2	< 0.1%
20240425	2	< 0.1%
20240424	2	< 0.1%
20240422	6	0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3314
Distinct (%)	41.6%
Missing	2034
Missing (%)	20.3%
Infinite	0
Infinite (%)	0.0%
Mean	20181185

Minimum	20091116
Maximum	20270516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20091116
5-th percentile	20120213
Q1	20141007
median	20171223
Q3	20220109
95-th percentile	20260508
Maximum	20270516
Range	179400
Interquartile range (IQR)	79102

Descriptive statistics

Standard deviation	44766.522
Coefficient of variation (CV)	0.0022182306
Kurtosis	-0.98887376
Mean	20181185
Median Absolute Deviation (MAD)	30693
Skewness	0.31899759
Sum	1.6076332 × 10¹¹
Variance	2.0040415 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	18	0.2%
20190718	13	0.1%
20150531	12	0.1%
20140711	11	0.1%
20141108	11	0.1%
20110731	11	0.1%
20140622	11	0.1%
20140223	10	0.1%
20170306	10	0.1%
20170421	10	0.1%
Other values (3304)	7849	78.5%
(Missing)	2034	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20091116	2	< 0.1%
20100323	1	< 0.1%
20100410	1	< 0.1%
20100418	1	< 0.1%
20100419	1	< 0.1%
20100514	1	< 0.1%
20100515	1	< 0.1%
20100521	1	< 0.1%
20100522	1	< 0.1%
20100627	2	< 0.1%

Value	Count	Frequency (%)
20270516	3	< 0.1%
20270514	2	< 0.1%
20270507	2	< 0.1%
20270506	1	< 0.1%
20270503	1	< 0.1%
20270501	1	< 0.1%
20270430	1	< 0.1%
20270429	2	< 0.1%
20270425	2	< 0.1%
20270424	2	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3141
Distinct (%)	37.3%
Missing	1573
Missing (%)	15.7%
Infinite	0
Infinite (%)	0.0%
Mean	20142431

Minimum	20071115
Maximum	20240516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20071115
5-th percentile	20091014
Q1	20110412
median	20130725
Q3	20170514
95-th percentile	20221124
Maximum	20240516
Range	169401
Interquartile range (IQR)	60101

Descriptive statistics

Standard deviation	41014.36
Coefficient of variation (CV)	0.002036217
Kurtosis	-0.56826738
Mean	20142431
Median Absolute Deviation (MAD)	29798
Skewness	0.6902426
Sum	1.6974026 × 10¹¹
Variance	1.6821777 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	190	1.9%
20100927	86	0.9%
20160725	25	0.2%
20101213	23	0.2%
20110914	21	0.2%
20170124	21	0.2%
20110420	17	0.2%
20110901	16	0.2%
20110425	16	0.2%
20110823	15	0.1%
Other values (3131)	7997	80.0%
(Missing)	1573	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20071115	1	< 0.1%
20080730	1	< 0.1%
20090306	1	< 0.1%
20090307	2	< 0.1%
20090309	1	< 0.1%
20090311	1	< 0.1%
20090312	3	< 0.1%
20090313	4	< 0.1%
20090316	1	< 0.1%
20090317	2	< 0.1%

Value	Count	Frequency (%)
20240516	1	< 0.1%
20240514	1	< 0.1%
20240513	2	< 0.1%
20240508	1	< 0.1%
20240507	3	< 0.1%
20240503	2	< 0.1%
20240502	1	< 0.1%
20240501	3	< 0.1%
20240430	5	0.1%
20240426	1	< 0.1%

지점설립일자
Text

MISSING

Distinct	3578
Distinct (%)	40.9%
Missing	1254
Missing (%)	12.5%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	69968
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	1374 ?
Unique (%)	15.7%

Sample

1st row	20080718
2nd row	20131028
3rd row	20150120
4th row	20090701
5th row	20171016

Value	Count	Frequency (%)
20090820	19	0.2%
20090611	18	0.2%
20090514	18	0.2%
20090528	16	0.2%
20090511	16	0.2%
20090821	16	0.2%
20090605	14	0.2%
20090520	14	0.2%
20090507	13	0.1%
20090722	13	0.1%
Other values (3568)	8589	98.2%

Most occurring characters

Value	Count	Frequency (%)
0	22662	32.4%
2	15941	22.8%
1	14127	20.2%
3	2808	4.0%
9	2683	3.8%
7	2560	3.7%
6	2405	3.4%
5	2319	3.3%
8	2266	3.2%
4	2191	3.1%
Other values (4)	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69962	> 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	22662	32.4%
2	15941	22.8%
1	14127	20.2%
3	2808	4.0%
9	2683	3.8%
7	2560	3.7%
6	2405	3.4%
5	2319	3.3%
8	2266	3.2%
4	2191	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	69965	> 99.9%
Latin	3	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22662	32.4%
2	15941	22.8%
1	14127	20.2%
3	2808	4.0%
9	2683	3.8%
7	2560	3.7%
6	2405	3.4%
5	2319	3.3%
8	2266	3.2%
4	2191	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	69968	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22662	32.4%
2	15941	22.8%
1	14127	20.2%
3	2808	4.0%
9	2683	3.8%
7	2560	3.7%
6	2405	3.4%
5	2319	3.3%
8	2266	3.2%
4	2191	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	9936
지점	64

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	9936	99.4%
지점	64	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9936	99.4%
지점	64	0.6%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3195
Distinct (%)	31.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20153169

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	20091118
Q1	20111012
median	20140928
Q3	20190423
95-th percentile	20231026
Maximum	20240517
Range	149999
Interquartile range (IQR)	79411

Descriptive statistics

Standard deviation	45984.989
Coefficient of variation (CV)	0.0022817746
Kurtosis	-1.0641055
Mean	20153169
Median Absolute Deviation (MAD)	30603.5
Skewness	0.45040845
Sum	2.0153169 × 10¹¹
Variance	2.1146192 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	74	0.7%
20100927	57	0.6%
20091118	48	0.5%
20090609	48	0.5%
20160812	37	0.4%
20091116	35	0.4%
20100330	35	0.4%
20090622	32	0.3%
20100517	32	0.3%
20130621	32	0.3%
Other values (3185)	9570	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	2	< 0.1%
20090519	1	< 0.1%
20090521	6	0.1%
20090601	3	< 0.1%
20090602	1	< 0.1%
20090603	6	0.1%
20090604	16	0.2%
20090605	3	< 0.1%
20090608	2	< 0.1%
20090609	48	0.5%

Value	Count	Frequency (%)
20240517	2	< 0.1%
20240516	5	0.1%
20240514	5	0.1%
20240513	2	< 0.1%
20240510	3	< 0.1%
20240508	5	0.1%
20240507	6	0.1%
20240503	10	0.1%
20240502	8	0.1%
20240501	6	0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	본점여부	최근수정일자
등록신청사업	1.000	0.102	0.000	0.039	0.223	0.158	0.162	0.000	0.177
영업구분	0.102	1.000	0.287	0.092	0.619	0.628	0.225	0.039	0.541
법인여부	0.000	0.287	1.000	0.076	0.347	0.292	0.256	0.174	0.344
우편번호	0.039	0.092	0.076	1.000	0.170	0.209	0.081	0.000	0.138
등록일자	0.223	0.619	0.347	0.170	1.000	1.000	0.935	0.102	0.937
유효기간만료일자	0.158	0.628	0.292	0.209	1.000	1.000	0.846	0.085	0.924
폐쇄일자	0.162	0.225	0.256	0.081	0.935	0.846	1.000	0.065	0.985
본점여부	0.000	0.039	0.174	0.000	0.102	0.085	0.065	1.000	0.112
최근수정일자	0.177	0.541	0.344	0.138	0.937	0.924	0.985	0.112	1.000

Heatmap
Table

	본점여부	법인여부	등록신청사업	영업구분
본점여부	1.000	0.111	0.000	0.028
법인여부	0.111	1.000	0.000	0.207
등록신청사업	0.000	0.000	1.000	0.073
영업구분	0.028	0.207	0.073	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.033	0.028	0.053	0.044	0.028	0.075	0.054	0.000
등록일자	0.033	1.000	0.996	0.960	0.964	0.171	0.385	0.266	0.078
유효기간만료일자	0.028	0.996	1.000	0.964	0.966	0.121	0.394	0.224	0.065
폐쇄일자	0.053	0.960	0.964	1.000	0.991	0.162	0.132	0.196	0.050
최근수정일자	0.044	0.964	0.966	0.991	1.000	0.135	0.304	0.264	0.086
등록신청사업	0.028	0.171	0.121	0.162	0.135	1.000	0.073	0.000	0.000
영업구분	0.075	0.385	0.394	0.132	0.304	0.073	1.000	0.207	0.028
법인여부	0.054	0.266	0.224	0.196	0.264	0.000	0.207	1.000	0.111
본점여부	0.000	0.078	0.065	0.050	0.086	0.000	0.028	0.111	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
29199	대부업	<NA>	2008-서울특별시-03663(대부업)	대신	개인	025886110	서울특별시 서초구 서초동 1319번지 13호 현대타워 907호	<NA>	<NA>	20080718	<NA>	20100118	20080718	본점	20100118
4111	대부업	유효기간만료	2013-서울중구-0117(대부업)	영풍상사대부	개인	02-318-5584	서울특별시 중구 을지로2가 195번지 3호 한양빌딩	서울특별시 중구 명동9길 23, 한양빌딩 6층 712호 (을지로2가)	<NA>	20190712	20220712	<NA>	20131028	본점	20220726
345	대부중개업	영업중	2015-서울강남-0023(대부중개업)	주식회사 에이디자산운용대부	법인	02-889-1765	서울특별시 강남구 역삼동 706번지 15호 성보빌딩Ⅱ	서울특별시 강남구 언주로 432-6, 성보빌딩Ⅱ 4층 019호 (역삼동)	<NA>	20230915	20260915	<NA>	20150120	본점	20240411
16816	대부업	폐업	2012-서울영등포-0334(대부업)	(주)코리아인포메이션서비스자산관리대부	법인	0237865825	서울특별시 영등포구 여의도동 13번지 13호 크레딧플라자 10층	<NA>	150010	20120522	20150522	20140129	20090701	본점	20140129
8555	대부중개업	폐업	2017-서울강동-00044	스마일재무 대부중개	개인	02-475-1019	서울특별시 강동구 성내동 533번지 1호 -202	서울특별시 강동구 성내로3가길 49, 202호 (성내동, 호성빌딩)	<NA>	20171016	20201016	20180904	20171016	본점	20180904
20461	대부업	유효기간만료	2009-서울특별시-02452(대부업)	G.P대부	개인	<NA>	서울특별시 광진구 자양동 809번지 강변아이파크 101-405호	<NA>	<NA>	20091023	20121023	<NA>	20091023	본점	20121109
1080	대부업	폐업	2021-서울강서-0046(대부업)	(주)홍티경매유튜브대부11호	법인	.	서울특별시 강서구 등촌동 717번지 그레이스힐	서울특별시 강서구 양천로 470, 그레이스힐 지하1층 115호-(4)호 (등촌동)	<NA>	20211119	20241119	20240110	20211119	본점	20240110
1631	대부업	영업중	2023-서울송파-0070(대부업)	주식회사 이에스엔젤네트웍스대부	법인	<NA>	서울특별시 송파구 석촌동 276번지 2호 석촌꽃마을빌딩	서울특별시 송파구 가락로 102, 석촌꽃마을빌딩 212호 (석촌동)	<NA>	20231011	20261010	<NA>	20231011	본점	20231013
14045	대부업	유효기간만료	2012-서울노원-00069	한양대부	개인	02-6081-3722	서울특별시 노원구 공릉동 513번지 48호 주인맨션 가동 B01호	서울특별시 노원구 동일로184길 35 (공릉동,주인맨션 가동 B01호)	139241	20120822	20150822	20150823	20120822	본점	20150824
23277	대부업	<NA>	2011-서울금천-0036	우리오토대부	개인	02-862-3132	서울특별시 금천구 가산동 371번지 37호 에스티엑스브이타워-507	<NA>	153023	20090623	20120623	20111102	20090623	본점	20111102

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
26549	대부업	<NA>	2007-서울특별시-01324(대부업)	대성	개인	024155377	서울특별시 송파구 송파동 180번지 301호	<NA>	138170	20071022	<NA>	20101023	20071016	본점	20101025
25840	대부업	<NA>	2009-서울특별시-01806(대부업)	배태헌대부	개인	<NA>	서울특별시 송파구 송파동 151번지 한양아파트 21-805	<NA>	<NA>	20090731	<NA>	20110120	20090731	본점	20110121
15507	대부중개업	타시군구이관	2012-서울구로-020(대부중개업)	아원아이엔디대부중개	개인	02-2069-1878	서울특별시 구로구 신도림동 416번지 26호 3층	서울특별시 구로구 신도림로11길 2, 3층 (신도림동)	152887	20120217	20150217	20141017	20120217	본점	20141017
3506	대부업	영업중	2017-서울종로-00001(대부업)	주식회사 우정파이낸스대부	법인	<NA>	서울특별시 종로구 종로1가 24번지 르메이에르종로타운-1016	서울특별시 종로구 종로 19, 르메이에르종로타운 1016호 (종로1가)	<NA>	20221216	20251216	<NA>	20110406	본점	20221216
8337	대부업	폐업	2012-서울강북-0012(대부업)	가나에프엔씨대부	개인	02-981-5644	서울특별시 강북구 수유동 188번지 6호 현광빌딩	서울특별시 강북구 한천로 1077, 3층 22호 (수유동, 오피스프렌즈)	<NA>	20171204	20201204	20181123	20120313	본점	20181126
6331	대부업	폐업	2014-서울서초-0174(대부업)	이지자산대부	개인	02-3486-4329	서울특별시 서초구 방배동 451번지 7호 삼원빌딩-405	서울특별시 서초구 방배천로4안길 6, 405호 (방배동, 삼원빌딩)	<NA>	20171024	20201024	20200921	20141219	본점	20200921
5752	대부중개업	폐업	2020-서울금천-0002	세움자산관리대부중개	개인	<NA>	서울특별시 금천구 독산동 900번지 8호 서원빌딩	서울특별시 금천구 남부순환로 1414, 서원빌딩 305호 (독산동)	<NA>	20200130	20230130	20210428	20200130	본점	20210428
7022	대부중개업	폐업	2016-서울은평-0031(대부중개업)	아이앤유캐피탈대부중개	개인	02-6406-5986	서울특별시 은평구 응암동 97번지 35호 1층	서울특별시 은평구 은평로12길 11, 1층 (응암동)	<NA>	20191002	20221002	20200114	20161021	본점	20200115
4785	대부중개업	폐업	2020-서울중랑-0039(대부중개업)	드림파이낸스 대부중개	개인	<NA>	서울특별시 중랑구 묵동 246번지 38호 3층	서울특별시 중랑구 중랑역로 149, 3층 (묵동)	<NA>	20200227	20230227	20220128	20200227	본점	20220128
16842	대부업	직권취소	2008-서울특별시-02057(대부업)	우인기획	개인	028389728	서울특별시 관악구 신림동 1479-14	<NA>	<NA>	20080729	20110729	20100913	<NA>	본점	20140127

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-02231(대부업)	한빛투자금융대부	개인	025638488	서울특별시 은평구 구산동 177번지 2호 명성골든빌 A-502호	<NA>	<NA>	20090918	<NA>	20100211	20090918	본점	20100604	3
1	대부중개업	타시군구이관	2013-서울광진-0050(대부중개)	ONE PLUS대부중개	개인	02-2201-8863	서울특별시 광진구 자양동 769번지 10호 Y타워-917	<NA>	143853	20130828	20160828	20140324	20130828	본점	20140324	2
2	대부중개업	<NA>	2009-서울특별시-02581(대부중개업)	브이지에프대부중개	개인	<NA>	서울특별시 마포구 도화동 250번지 4호 근신빌딩 본관 5층 505호	<NA>	121702	20091111	<NA>	20100405	20091111	본점	20100701	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

Currency Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

CJK

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Other Punctuation

Math Symbol

Uppercase Letter

Dash Punctuation

Space Separator

Close Punctuation

Open Punctuation

Modifier Symbol

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Most occurring characters

Most occurring categories