gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19243
Missing cells (%)	12.8%
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	강북구
URL	https://data.seoul.go.kr/dataList/OA-10943/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 176 (1.8%) missing values	Missing
`사업장 전화번호` has 3458 (34.6%) missing values	Missing
`소재지` has 301 (3.0%) missing values	Missing
`소재지(도로명)` has 4762 (47.6%) missing values	Missing
`우편번호` has 5647 (56.5%) missing values	Missing
`유효기간만료일자` has 2051 (20.5%) missing values	Missing
`폐쇄일자` has 1612 (16.1%) missing values	Missing
`지점설립일자` has 1236 (12.4%) missing values	Missing

Reproduction

Analysis started	2024-05-03 22:18:33.290232
Analysis finished	2024-05-03 22:20:04.216656
Duration	1 minute and 30.93 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	6175
대부중개업	3390
<NA>	435

Length

Max length	5
Median length	3
Mean length	3.7215
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
대부업	6175	61.8%
대부중개업	3390	33.9%
<NA>	435	4.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6175	61.8%
대부중개업	3390	33.9%
na	435	4.3%

영업구분
Categorical

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

폐업	3750
<NA>	2878
타시군구이관	1175
영업중	867
유효기간만료	791
Other values (2)	539

Length

Max length	6
Median length	4
Mean length	3.5573
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
폐업	3750	37.5%
<NA>	2878	28.8%
타시군구이관	1175	11.8%
영업중	867	8.7%
유효기간만료	791	7.9%
직권취소	535	5.3%
갱신등록불가	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3750	37.5%
na	2878	28.8%
타시군구이관	1175	11.8%
영업중	867	8.7%
유효기간만료	791	7.9%
직권취소	535	5.3%
갱신등록불가	4	< 0.1%

등록증번호
Text

MISSING

Distinct	9782
Distinct (%)	99.6%
Missing	176
Missing (%)	1.8%
Memory size	156.2 KiB

Length

Max length	28
Median length	27
Mean length	19.503257
Min length	4

Characters and Unicode

Total characters	191600
Distinct characters	67
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	9741 ?
Unique (%)	99.2%

Sample

1st row	2010-서울성동-0031
2nd row	2006-서울특별시-00305
3rd row	2012-서울서초-0179(대부업)
4th row	2007-서울특별시-00941
5th row	2015-서울강동-00047

Value	Count	Frequency (%)
2011-서울특별시	23	0.2%
2013-서울특별시	19	0.2%
2012-서울특별시	13	0.1%
2014-서울특별시	12	0.1%
2015-서울특별시	11	0.1%
2010-서울	9	0.1%
대부업	9	0.1%
2016-서울특별시	8	0.1%
대부중개업	8	0.1%
성북구-00010	6	0.1%
Other values (9735)	9854	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	33998	17.7%
-	19640	10.3%
2	15801	8.2%
1	11808	6.2%
서	10925	5.7%
울	9795	5.1%
대	8437	4.4%
(	8174	4.3%
부	8140	4.2%
)	8117	4.2%
Other values (57)	56765	29.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82644	43.1%
Other Letter	72876	38.0%
Dash Punctuation	19640	10.3%
Open Punctuation	8174	4.3%
Close Punctuation	8117	4.2%
Space Separator	149	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10925	15.0%
울	9795	13.4%
대	8437	11.6%
부	8140	11.2%
업	7896	10.8%
중	3547	4.9%
개	2917	4.0%
시	2503	3.4%
특	2495	3.4%
별	2495	3.4%
Other values (43)	13726	18.8%

Decimal Number

Value	Count	Frequency (%)
0	33998	41.1%
2	15801	19.1%
1	11808	14.3%
3	3686	4.5%
8	3103	3.8%
4	3035	3.7%
7	2867	3.5%
9	2866	3.5%
6	2792	3.4%
5	2688	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19640	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8174	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8117	100.0%

Space Separator

Value	Count	Frequency (%)
	149	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	118724	62.0%
Hangul	72876	38.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10925	15.0%
울	9795	13.4%
대	8437	11.6%
부	8140	11.2%
업	7896	10.8%
중	3547	4.9%
개	2917	4.0%
시	2503	3.4%
특	2495	3.4%
별	2495	3.4%
Other values (43)	13726	18.8%

Common

Value	Count	Frequency (%)
0	33998	28.6%
-	19640	16.5%
2	15801	13.3%
1	11808	9.9%
(	8174	6.9%
)	8117	6.8%
3	3686	3.1%
8	3103	2.6%
4	3035	2.6%
7	2867	2.4%
Other values (4)	8495	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118724	62.0%
Hangul	72876	38.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33998	28.6%
-	19640	16.5%
2	15801	13.3%
1	11808	9.9%
(	8174	6.9%
)	8117	6.8%
3	3686	3.1%
8	3103	2.6%
4	3035	2.6%
7	2867	2.4%
Other values (4)	8495	7.2%

Hangul

Value	Count	Frequency (%)
서	10925	15.0%
울	9795	13.4%
대	8437	11.6%
부	8140	11.2%
업	7896	10.8%
중	3547	4.9%
개	2917	4.0%
시	2503	3.4%
특	2495	3.4%
별	2495	3.4%
Other values (43)	13726	18.8%

상호
Text

Distinct	8705
Distinct (%)	87.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	39
Median length	25
Mean length	7.7304
Min length	1

Characters and Unicode

Total characters	77304
Distinct characters	779
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

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

Unique

Unique	7639 ?
Unique (%)	76.4%

Sample

1st row	(주)나이스대부
2nd row	크로버
3rd row	(주)투예스대부
4th row	청솔금융컨설팅
5th row	하이캐피탈대부중개

Value	Count	Frequency (%)
주식회사	830	7.0%
대부중개	294	2.5%
대부	291	2.4%
유한회사	52	0.4%
캐피탈	17	0.1%
대부업	16	0.1%
전당포	13	0.1%
서울대부	12	0.1%
money	12	0.1%
미래	11	0.1%
Other values (8757)	10379	87.0%

Most occurring characters

Value	Count	Frequency (%)
대	8501	11.0%
부	8142	10.5%
주	2690	3.5%
이	2290	3.0%
개	2088	2.7%
중	2086	2.7%
스	1952	2.5%
	1929	2.5%
)	1859	2.4%
(	1854	2.4%
Other values (769)	43913	56.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67775	87.7%
Uppercase Letter	2301	3.0%
Space Separator	1929	2.5%
Close Punctuation	1859	2.4%
Open Punctuation	1854	2.4%
Lowercase Letter	1061	1.4%
Decimal Number	250	0.3%
Other Punctuation	240	0.3%
Dash Punctuation	27	< 0.1%
Other Symbol	5	< 0.1%
Other values (2)	3	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8501	12.5%
부	8142	12.0%
주	2690	4.0%
이	2290	3.4%
개	2088	3.1%
중	2086	3.1%
스	1952	2.9%
사	1336	2.0%
피	1064	1.6%
회	1033	1.5%
Other values (694)	36593	54.0%

Uppercase Letter

Value	Count	Frequency (%)
S	301	13.1%
K	220	9.6%
J	175	7.6%
C	171	7.4%
M	163	7.1%
H	127	5.5%
B	122	5.3%
L	91	4.0%
O	89	3.9%
E	87	3.8%
Other values (16)	755	32.8%

Lowercase Letter

Value	Count	Frequency (%)
e	134	12.6%
n	130	12.3%
o	115	10.8%
a	92	8.7%
i	69	6.5%
t	64	6.0%
r	51	4.8%
c	50	4.7%
s	49	4.6%
l	47	4.4%
Other values (15)	260	24.5%

Decimal Number

Value	Count	Frequency (%)
1	73	29.2%
2	40	16.0%
4	40	16.0%
3	23	9.2%
5	23	9.2%
0	15	6.0%
9	15	6.0%
6	13	5.2%
8	6	2.4%
7	2	0.8%

Other Punctuation

Value	Count	Frequency (%)
.	141	58.8%
&	85	35.4%
,	6	2.5%
?	4	1.7%
*	2	0.8%
？	1	0.4%
＆	1	0.4%

Space Separator

Value	Count	Frequency (%)
	1929	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1859	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1854	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	27	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	5	100.0%

Math Symbol

Value	Count	Frequency (%)
~	2	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67770	87.7%
Common	6161	8.0%
Latin	3363	4.4%
Han	10	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8501	12.5%
부	8142	12.0%
주	2690	4.0%
이	2290	3.4%
개	2088	3.1%
중	2086	3.1%
스	1952	2.9%
사	1336	2.0%
피	1064	1.6%
회	1033	1.5%
Other values (685)	36588	54.0%

Latin

Value	Count	Frequency (%)
S	301	9.0%
K	220	6.5%
J	175	5.2%
C	171	5.1%
M	163	4.8%
e	134	4.0%
n	130	3.9%
H	127	3.8%
B	122	3.6%
o	115	3.4%
Other values (42)	1705	50.7%

Common

Value	Count	Frequency (%)
	1929	31.3%
)	1859	30.2%
(	1854	30.1%
.	141	2.3%
&	85	1.4%
1	73	1.2%
2	40	0.6%
4	40	0.6%
-	27	0.4%
3	23	0.4%
Other values (12)	90	1.5%

Han

Value	Count	Frequency (%)
大	1	10.0%
炅	1	10.0%
地	1	10.0%
天	1	10.0%
去	1	10.0%
星	1	10.0%
百	1	10.0%
萬	1	10.0%
多	1	10.0%
道	1	10.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67765	87.7%
ASCII	9521	12.3%
CJK	10	< 0.1%
None	7	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8501	12.5%
부	8142	12.0%
주	2690	4.0%
이	2290	3.4%
개	2088	3.1%
중	2086	3.1%
스	1952	2.9%
사	1336	2.0%
피	1064	1.6%
회	1033	1.5%
Other values (684)	36583	54.0%

ASCII

Value	Count	Frequency (%)
	1929	20.3%
)	1859	19.5%
(	1854	19.5%
S	301	3.2%
K	220	2.3%
J	175	1.8%
C	171	1.8%
M	163	1.7%
.	141	1.5%
e	134	1.4%
Other values (61)	2574	27.0%

None

Value	Count	Frequency (%)
㈜	5	71.4%
？	1	14.3%
＆	1	14.3%

Number Forms

Value	Count	Frequency (%)
Ⅱ	1	100.0%

CJK

Value	Count	Frequency (%)
大	1	10.0%
炅	1	10.0%
地	1	10.0%
天	1	10.0%
去	1	10.0%
星	1	10.0%
百	1	10.0%
萬	1	10.0%
多	1	10.0%
道	1	10.0%

법인여부
Categorical

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

개인	7199
법인	2801

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
개인	7199	72.0%
법인	2801	28.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7199	72.0%
법인	2801	28.0%

사업장 전화번호
Text

MISSING

Distinct	5816
Distinct (%)	88.9%
Missing	3458
Missing (%)	34.6%
Memory size	156.2 KiB

Length

Max length	43
Median length	41
Mean length	10.574442
Min length	1

Characters and Unicode

Total characters	69178
Distinct characters	30
Distinct categories	10 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	5233 ?
Unique (%)	80.0%

Sample

1st row	02-563-0860
2nd row	22136201
3rd row	02-521-8100
4th row	0226525676
5th row	02-1661-2018

Value	Count	Frequency (%)
02	297	4.0%
	54	0.7%
070	35	0.5%
010	14	0.2%
0	10	0.1%
02-734-6901	7	0.1%
357	6	0.1%
02-830-2228	6	0.1%
1566	6	0.1%
703	6	0.1%
Other values (6155)	6964	94.0%

Most occurring characters

Value	Count	Frequency (%)
0	11190	16.2%
2	10244	14.8%
-	6941	10.0%
5	5798	8.4%
7	5295	7.7%
6	5073	7.3%
3	4987	7.2%
1	4987	7.2%
4	4766	6.9%
8	4722	6.8%
Other values (20)	5175	7.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61003	88.2%
Dash Punctuation	6941	10.0%
Space Separator	950	1.4%
Other Punctuation	143	0.2%
Close Punctuation	75	0.1%
Math Symbol	28	< 0.1%
Open Punctuation	26	< 0.1%
Other Letter	9	< 0.1%
Uppercase Letter	2	< 0.1%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11190	18.3%
2	10244	16.8%
5	5798	9.5%
7	5295	8.7%
6	5073	8.3%
3	4987	8.2%
1	4987	8.2%
4	4766	7.8%
8	4722	7.7%
9	3941	6.5%

Other Letter

Value	Count	Frequency (%)
미	1	11.1%
등	1	11.1%
록	1	11.1%
번	1	11.1%
호	1	11.1%
바	1	11.1%
뀜	1	11.1%
없	1	11.1%
음	1	11.1%

Other Punctuation

Value	Count	Frequency (%)
*	86	60.1%
/	35	24.5%
.	22	15.4%

Uppercase Letter

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

Dash Punctuation

Value	Count	Frequency (%)
-	6941	100.0%

Space Separator

Value	Count	Frequency (%)
	950	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	75	100.0%

Math Symbol

Value	Count	Frequency (%)
~	28	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	26	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69167	> 99.9%
Hangul	9	< 0.1%
Latin	2	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11190	16.2%
2	10244	14.8%
-	6941	10.0%
5	5798	8.4%
7	5295	7.7%
6	5073	7.3%
3	4987	7.2%
1	4987	7.2%
4	4766	6.9%
8	4722	6.8%
Other values (9)	5164	7.5%

Hangul

Value	Count	Frequency (%)
미	1	11.1%
등	1	11.1%
록	1	11.1%
번	1	11.1%
호	1	11.1%
바	1	11.1%
뀜	1	11.1%
없	1	11.1%
음	1	11.1%

Latin

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

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69169	> 99.9%
Hangul	9	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11190	16.2%
2	10244	14.8%
-	6941	10.0%
5	5798	8.4%
7	5295	7.7%
6	5073	7.3%
3	4987	7.2%
1	4987	7.2%
4	4766	6.9%
8	4722	6.8%
Other values (11)	5166	7.5%

Hangul

Value	Count	Frequency (%)
미	1	11.1%
등	1	11.1%
록	1	11.1%
번	1	11.1%
호	1	11.1%
바	1	11.1%
뀜	1	11.1%
없	1	11.1%
음	1	11.1%

소재지
Text

MISSING

Distinct	8602
Distinct (%)	88.7%
Missing	301
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	64
Median length	51
Mean length	31.427467
Min length	15

Characters and Unicode

Total characters	304815
Distinct characters	629
Distinct categories	13 ?
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	7829 ?
Unique (%)	80.7%

Sample

1st row	서울특별시 성동구 성수동1가 656번지 281호 삼일빌딩 5층
2nd row	서울특별시 동대문구 전농동 127-186
3rd row	서울특별시 서초구 방배동 880번지 8호 우진빌딩 2층
4th row	서울특별시 양천구 신정2동 294-58 성지빌딩
5th row	서울특별시 강동구 성내동 320번지 8호 오피스나인-310

Value	Count	Frequency (%)
서울특별시	9696	17.0%
강남구	1577	2.8%
서초구	973	1.7%
1호	698	1.2%
역삼동	668	1.2%
서초동	599	1.0%
송파구	583	1.0%
중구	564	1.0%
2호	465	0.8%
영등포구	451	0.8%
Other values (9466)	40855	71.5%

Most occurring characters

Value	Count	Frequency (%)
	67732	22.2%
1	13436	4.4%
서	12099	4.0%
동	11100	3.6%
구	10441	3.4%
시	9969	3.3%
울	9750	3.2%
별	9705	3.2%
특	9698	3.2%
2	8688	2.9%
Other values (619)	142197	46.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166938	54.8%
Space Separator	67732	22.2%
Decimal Number	63043	20.7%
Dash Punctuation	5388	1.8%
Uppercase Letter	1164	0.4%
Other Punctuation	213	0.1%
Lowercase Letter	120	< 0.1%
Close Punctuation	92	< 0.1%
Open Punctuation	91	< 0.1%
Letter Number	22	< 0.1%
Other values (3)	12	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12099	7.2%
동	11100	6.6%
구	10441	6.3%
시	9969	6.0%
울	9750	5.8%
별	9705	5.8%
특	9698	5.8%
호	8554	5.1%
지	8433	5.1%
번	7946	4.8%
Other values (544)	69243	41.5%

Uppercase Letter

Value	Count	Frequency (%)
B	248	21.3%
A	215	18.5%
S	85	7.3%
D	64	5.5%
T	55	4.7%
E	50	4.3%
K	49	4.2%
C	49	4.2%
L	46	4.0%
I	41	3.5%
Other values (16)	262	22.5%

Lowercase Letter

Value	Count	Frequency (%)
e	20	16.7%
n	13	10.8%
i	11	9.2%
t	10	8.3%
r	10	8.3%
o	7	5.8%
a	6	5.0%
u	6	5.0%
c	6	5.0%
w	5	4.2%
Other values (10)	26	21.7%

Decimal Number

Value	Count	Frequency (%)
1	13436	21.3%
2	8688	13.8%
0	7914	12.6%
3	6973	11.1%
4	5749	9.1%
5	4990	7.9%
6	4558	7.2%
7	4044	6.4%
9	3395	5.4%
8	3296	5.2%

Other Punctuation

Value	Count	Frequency (%)
,	74	34.7%
/	68	31.9%
.	64	30.0%
？	3	1.4%
&	2	0.9%
;	1	0.5%
@	1	0.5%

Letter Number

Value	Count	Frequency (%)
Ⅱ	14	63.6%
Ⅰ	6	27.3%
Ⅲ	2	9.1%

Close Punctuation

Value	Count	Frequency (%)
)	91	98.9%
]	1	1.1%

Open Punctuation

Value	Count	Frequency (%)
(	90	98.9%
[	1	1.1%

Space Separator

Value	Count	Frequency (%)
	67732	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5388	100.0%

Math Symbol

Value	Count	Frequency (%)
~	10	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	1	100.0%

Other Number

Value	Count	Frequency (%)
½	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166937	54.8%
Common	136570	44.8%
Latin	1306	0.4%
Han	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12099	7.2%
동	11100	6.6%
구	10441	6.3%
시	9969	6.0%
울	9750	5.8%
별	9705	5.8%
특	9698	5.8%
호	8554	5.1%
지	8433	5.1%
번	7946	4.8%
Other values (543)	69242	41.5%

Latin

Value	Count	Frequency (%)
B	248	19.0%
A	215	16.5%
S	85	6.5%
D	64	4.9%
T	55	4.2%
E	50	3.8%
K	49	3.8%
C	49	3.8%
L	46	3.5%
I	41	3.1%
Other values (39)	404	30.9%

Common

Value	Count	Frequency (%)
	67732	49.6%
1	13436	9.8%
2	8688	6.4%
0	7914	5.8%
3	6973	5.1%
4	5749	4.2%
-	5388	3.9%
5	4990	3.7%
6	4558	3.3%
7	4044	3.0%
Other values (15)	7098	5.2%

Han

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

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166936	54.8%
ASCII	137850	45.2%
Number Forms	22	< 0.1%
None	5	< 0.1%
CJK	1	< 0.1%
CJK Compat Ideographs	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67732	49.1%
1	13436	9.7%
2	8688	6.3%
0	7914	5.7%
3	6973	5.1%
4	5749	4.2%
-	5388	3.9%
5	4990	3.6%
6	4558	3.3%
7	4044	2.9%
Other values (59)	8378	6.1%

Hangul

Value	Count	Frequency (%)
서	12099	7.2%
동	11100	6.6%
구	10441	6.3%
시	9969	6.0%
울	9750	5.8%
별	9705	5.8%
특	9698	5.8%
호	8554	5.1%
지	8433	5.1%
번	7946	4.8%
Other values (542)	69241	41.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	14	63.6%
Ⅰ	6	27.3%
Ⅲ	2	9.1%

None

Value	Count	Frequency (%)
？	3	60.0%
㈜	1	20.0%
½	1	20.0%

CJK

Value	Count	Frequency (%)
塘	1	100.0%

CJK Compat Ideographs

Value	Count	Frequency (%)
金	1	100.0%

소재지(도로명)
Text

MISSING

Distinct	4789
Distinct (%)	91.4%
Missing	4762
Missing (%)	47.6%
Memory size	156.2 KiB

Length

Max length	66
Median length	53
Mean length	37.235204
Min length	19

Characters and Unicode

Total characters	195038
Distinct characters	611
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

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

Unique

Unique	4382 ?
Unique (%)	83.7%

Sample

1st row	서울특별시 성동구 아차산로 33, 4층 (성수동1가, 삼일빌딩)
2nd row	서울특별시 서초구 서초대로33길 9, 2층 (방배동, 우진빌딩)
3rd row	서울특별시 강동구 천호옛길 19, 310호 (성내동, 오피스나인)
4th row	서울특별시 종로구 종로5길 38-1, 청일빌딩 301호 (청진동)
5th row	서울특별시 강남구 학동로3길 7, 우영빌딩 3층 (논현동)

Value	Count	Frequency (%)
서울특별시	5236	14.1%
강남구	926	2.5%
서초구	601	1.6%
2층	472	1.3%
서초동	407	1.1%
역삼동	382	1.0%
3층	358	1.0%
4층	336	0.9%
영등포구	327	0.9%
송파구	299	0.8%
Other values (6718)	27751	74.8%

Most occurring characters

Value	Count	Frequency (%)
	31866	16.3%
1	7439	3.8%
,	7147	3.7%
서	6999	3.6%
동	6862	3.5%
로	5806	3.0%
구	5771	3.0%
시	5459	2.8%
2	5377	2.8%
울	5285	2.7%
Other values (601)	107027	54.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	108509	55.6%
Decimal Number	34781	17.8%
Space Separator	31866	16.3%
Other Punctuation	7166	3.7%
Close Punctuation	5282	2.7%
Open Punctuation	5282	2.7%
Dash Punctuation	1082	0.6%
Uppercase Letter	911	0.5%
Lowercase Letter	118	0.1%
Letter Number	24	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6999	6.5%
동	6862	6.3%
로	5806	5.4%
구	5771	5.3%
시	5459	5.0%
울	5285	4.9%
별	5246	4.8%
특	5237	4.8%
호	4223	3.9%
길	2778	2.6%
Other values (528)	54843	50.5%

Uppercase Letter

Value	Count	Frequency (%)
B	157	17.2%
A	136	14.9%
S	82	9.0%
E	60	6.6%
T	57	6.3%
C	48	5.3%
L	44	4.8%
I	42	4.6%
K	40	4.4%
G	32	3.5%
Other values (16)	213	23.4%

Lowercase Letter

Value	Count	Frequency (%)
e	16	13.6%
n	15	12.7%
r	10	8.5%
t	10	8.5%
c	9	7.6%
i	9	7.6%
o	8	6.8%
u	7	5.9%
s	6	5.1%
w	5	4.2%
Other values (8)	23	19.5%

Decimal Number

Value	Count	Frequency (%)
1	7439	21.4%
2	5377	15.5%
0	4451	12.8%
3	4136	11.9%
4	3026	8.7%
5	2782	8.0%
6	2239	6.4%
7	1949	5.6%
8	1730	5.0%
9	1652	4.7%

Other Punctuation

Value	Count	Frequency (%)
,	7147	99.7%
.	8	0.1%
@	4	0.1%
&	2	< 0.1%
？	2	< 0.1%
/	2	< 0.1%
?	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	14	58.3%
Ⅰ	7	29.2%
Ⅲ	3	12.5%

Math Symbol

Value	Count	Frequency (%)
~	13	76.5%
<	2	11.8%
>	2	11.8%

Close Punctuation

Value	Count	Frequency (%)
)	5281	> 99.9%
]	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	5281	> 99.9%
[	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	31866	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1082	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	108509	55.6%
Common	85476	43.8%
Latin	1053	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6999	6.5%
동	6862	6.3%
로	5806	5.4%
구	5771	5.3%
시	5459	5.0%
울	5285	4.9%
별	5246	4.8%
특	5237	4.8%
호	4223	3.9%
길	2778	2.6%
Other values (528)	54843	50.5%

Latin

Value	Count	Frequency (%)
B	157	14.9%
A	136	12.9%
S	82	7.8%
E	60	5.7%
T	57	5.4%
C	48	4.6%
L	44	4.2%
I	42	4.0%
K	40	3.8%
G	32	3.0%
Other values (37)	355	33.7%

Common

Value	Count	Frequency (%)
	31866	37.3%
1	7439	8.7%
,	7147	8.4%
2	5377	6.3%
)	5281	6.2%
(	5281	6.2%
0	4451	5.2%
3	4136	4.8%
4	3026	3.5%
5	2782	3.3%
Other values (16)	8690	10.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	108509	55.6%
ASCII	86503	44.4%
Number Forms	24	< 0.1%
None	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31866	36.8%
1	7439	8.6%
,	7147	8.3%
2	5377	6.2%
)	5281	6.1%
(	5281	6.1%
0	4451	5.1%
3	4136	4.8%
4	3026	3.5%
5	2782	3.2%
Other values (59)	9717	11.2%

Hangul

Value	Count	Frequency (%)
서	6999	6.5%
동	6862	6.3%
로	5806	5.4%
구	5771	5.3%
시	5459	5.0%
울	5285	4.9%
별	5246	4.8%
특	5237	4.8%
호	4223	3.9%
길	2778	2.6%
Other values (528)	54843	50.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	14	58.3%
Ⅰ	7	29.2%
Ⅲ	3	12.5%

None

Value	Count	Frequency (%)
？	2	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1350
Distinct (%)	31.0%
Missing	5647
Missing (%)	56.5%
Infinite	0
Infinite (%)	0.0%
Mean	136341.76

Minimum	4526
Maximum	429842
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	4526
5-th percentile	100851
Q1	132040
median	136086
Q3	143150
95-th percentile	157030
Maximum	429842
Range	425316
Interquartile range (IQR)	11110

Descriptive statistics

Standard deviation	15994.958
Coefficient of variation (CV)	0.11731518
Kurtosis	70.993336
Mean	136341.76
Median Absolute Deviation (MAD)	4966
Skewness	2.8471381
Sum	5.9349569 × 10⁸
Variance	2.5583869 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	163	1.6%
137070	135	1.4%
157010	67	0.7%
135010	58	0.6%
151015	54	0.5%
152050	50	0.5%
151050	47	0.5%
158070	40	0.4%
142070	40	0.4%
138160	37	0.4%
Other values (1340)	3662	36.6%
(Missing)	5647	56.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4526	1	< 0.1%
4554	1	< 0.1%
4801	1	< 0.1%
7220	1	< 0.1%
100011	3	< 0.1%
100012	2	< 0.1%
100014	1	< 0.1%
100015	3	< 0.1%
100021	31	0.3%
100022	6	0.1%

Value	Count	Frequency (%)
429842	1	< 0.1%
423060	1	< 0.1%
403866	1	< 0.1%
158881	1	< 0.1%
158877	1	< 0.1%
158864	2	< 0.1%
158863	2	< 0.1%
158860	4	< 0.1%
158859	1	< 0.1%
158858	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3547
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20137267

Minimum	20060306
Maximum	20240502
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060306
5-th percentile	20070828
Q1	20091127
median	20130325
Q3	20171108
95-th percentile	20230214
Maximum	20240502
Range	180196
Interquartile range (IQR)	79981

Descriptive statistics

Standard deviation	49258.101
Coefficient of variation (CV)	0.0024461165
Kurtosis	-0.96586162
Mean	20137267
Median Absolute Deviation (MAD)	39714
Skewness	0.43550067
Sum	2.0137267 × 10¹¹
Variance	2.4263605 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080814	35	0.4%
20080731	25	0.2%
20080926	23	0.2%
20080818	22	0.2%
20080806	22	0.2%
20090611	21	0.2%
20090514	20	0.2%
20081222	18	0.2%
20080822	16	0.2%
20090520	16	0.2%
Other values (3537)	9782	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060306	2	< 0.1%
20060308	1	< 0.1%
20060310	1	< 0.1%
20060320	3	< 0.1%
20060323	3	< 0.1%
20060324	2	< 0.1%
20060327	1	< 0.1%
20060405	1	< 0.1%
20060407	2	< 0.1%
20060410	2	< 0.1%

Value	Count	Frequency (%)
20240502	1	< 0.1%
20240430	3	< 0.1%
20240425	2	< 0.1%
20240424	4	< 0.1%
20240423	1	< 0.1%
20240422	3	< 0.1%
20240418	1	< 0.1%
20240411	3	< 0.1%
20240409	1	< 0.1%
20240408	2	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3329
Distinct (%)	41.9%
Missing	2051
Missing (%)	20.5%
Infinite	0
Infinite (%)	0.0%
Mean	20182266

Minimum	20090310
Maximum	22180428
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090310
5-th percentile	20120330
Q1	20141020
median	20180123
Q3	20220409
95-th percentile	20260502
Maximum	22180428
Range	2090118
Interquartile range (IQR)	79389

Descriptive statistics

Standard deviation	50084.965
Coefficient of variation (CV)	0.0024816324
Kurtosis	317.2301
Mean	20182266
Median Absolute Deviation (MAD)	39218
Skewness	8.1824879
Sum	1.6042883 × 10¹¹
Variance	2.5085037 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20110831	15	0.1%
20160530	14	0.1%
20120611	13	0.1%
20140831	12	0.1%
20120514	12	0.1%
20180428	11	0.1%
20140721	10	0.1%
20240728	10	0.1%
20131102	10	0.1%
20141108	10	0.1%
Other values (3319)	7832	78.3%
(Missing)	2051	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090310	1	< 0.1%
20090514	1	< 0.1%
20091116	1	< 0.1%
20100112	1	< 0.1%
20100117	1	< 0.1%
20100125	1	< 0.1%
20100216	1	< 0.1%
20100219	1	< 0.1%
20100308	1	< 0.1%
20100410	1	< 0.1%

Value	Count	Frequency (%)
22180428	1	< 0.1%
20270502	1	< 0.1%
20270430	3	< 0.1%
20270425	2	< 0.1%
20270424	4	< 0.1%
20270423	1	< 0.1%
20270422	2	< 0.1%
20270421	1	< 0.1%
20270418	1	< 0.1%
20270411	3	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3120
Distinct (%)	37.2%
Missing	1612
Missing (%)	16.1%
Infinite	0
Infinite (%)	0.0%
Mean	20142404

Minimum	20090219
Maximum	20240503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090219
5-th percentile	20090904
Q1	20110412
median	20130730
Q3	20170603
95-th percentile	20220929
Maximum	20240503
Range	150284
Interquartile range (IQR)	60190.75

Descriptive statistics

Standard deviation	41201.751
Coefficient of variation (CV)	0.002045523
Kurtosis	-0.61302929
Mean	20142404
Median Absolute Deviation (MAD)	29803.5
Skewness	0.6704006
Sum	1.6895448 × 10¹¹
Variance	1.6975843 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	199	2.0%
20100927	81	0.8%
20101213	24	0.2%
20160725	19	0.2%
20110425	18	0.2%
20110420	17	0.2%
20110914	16	0.2%
20170124	15	0.1%
20110901	13	0.1%
20111108	13	0.1%
Other values (3110)	7973	79.7%
(Missing)	1612	16.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090219	1	< 0.1%
20090220	1	< 0.1%
20090305	1	< 0.1%
20090307	2	< 0.1%
20090309	2	< 0.1%
20090311	3	< 0.1%
20090312	4	< 0.1%
20090313	3	< 0.1%
20090316	2	< 0.1%
20090317	2	< 0.1%

Value	Count	Frequency (%)
20240503	3	< 0.1%
20240501	2	< 0.1%
20240430	3	< 0.1%
20240429	2	< 0.1%
20240425	1	< 0.1%
20240423	3	< 0.1%
20240419	3	< 0.1%
20240418	1	< 0.1%
20240417	5	0.1%
20240415	1	< 0.1%

지점설립일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3590
Distinct (%)	41.0%
Missing	1236
Missing (%)	12.4%
Infinite	0
Infinite (%)	0.0%
Mean	20135658

Minimum	19050627
Maximum	20240502
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	19050627
5-th percentile	20061228
Q1	20100413
median	20130514
Q3	20170717
95-th percentile	20220518
Maximum	20240502
Range	1189875
Interquartile range (IQR)	70304.25

Descriptive statistics

Standard deviation	49478.207
Coefficient of variation (CV)	0.0024572431
Kurtosis	26.020224
Mean	20135658
Median Absolute Deviation (MAD)	39302.5
Skewness	-1.0814452
Sum	1.7646891 × 10¹¹
Variance	2.448093 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20090514	24	0.2%
20090611	23	0.2%
20090820	19	0.2%
20090528	18	0.2%
20090821	16	0.2%
20090520	15	0.1%
20090512	14	0.1%
20100201	13	0.1%
20130530	13	0.1%
20090511	13	0.1%
Other values (3580)	8596	86.0%
(Missing)	1236	12.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19050627	1	< 0.1%
19770919	1	< 0.1%
19840618	1	< 0.1%
19880322	1	< 0.1%
19930107	1	< 0.1%
19940223	1	< 0.1%
19940418	1	< 0.1%
19950501	1	< 0.1%
19951229	1	< 0.1%
19960712	1	< 0.1%

Value	Count	Frequency (%)
20240502	1	< 0.1%
20240430	3	< 0.1%
20240425	2	< 0.1%
20240423	1	< 0.1%
20240422	2	< 0.1%
20240419	1	< 0.1%
20240418	1	< 0.1%
20240411	2	< 0.1%
20240408	1	< 0.1%
20240404	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	3171
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20153447

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

Quantile statistics

Minimum	20090518
5-th percentile	20091117
Q1	20111013
median	20140930
Q3	20190708
95-th percentile	20231013
Maximum	20240503
Range	149985
Interquartile range (IQR)	79695

Descriptive statistics

Standard deviation	46217.47
Coefficient of variation (CV)	0.0022932787
Kurtosis	-1.1061226
Mean	20153447
Median Absolute Deviation (MAD)	30709.5
Skewness	0.4204903
Sum	2.0153447 × 10¹¹
Variance	2.1360545 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	91	0.9%
20090609	54	0.5%
20100927	49	0.5%
20091116	46	0.5%
20090622	43	0.4%
20091118	42	0.4%
20110425	38	0.4%
20100330	37	0.4%
20091119	37	0.4%
20130621	35	0.4%
Other values (3161)	9528	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090518	2	< 0.1%
20090521	4	< 0.1%
20090601	6	0.1%
20090603	10	0.1%
20090604	15	0.1%
20090605	5	0.1%
20090608	4	< 0.1%
20090609	54	0.5%
20090610	22	0.2%
20090611	21	0.2%

Value	Count	Frequency (%)
20240503	8	0.1%
20240502	5	0.1%
20240501	5	0.1%
20240430	6	0.1%
20240429	5	0.1%
20240425	6	0.1%
20240424	4	< 0.1%
20240423	7	0.1%
20240422	8	0.1%
20240419	3	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
등록신청사업	1.000	0.103	0.018	0.041	0.231	0.000	0.220	0.173	0.000	0.178
영업구분	0.103	1.000	0.283	0.107	0.613	0.002	0.265	0.226	0.046	0.539
법인여부	0.018	0.283	1.000	0.107	0.344	0.000	0.259	0.281	0.168	0.349
우편번호	0.041	0.107	0.107	1.000	0.225	NaN	0.250	0.055	0.000	0.195
등록일자	0.231	0.613	0.344	0.225	1.000	0.000	0.938	0.693	0.079	0.939
유효기간만료일자	0.000	0.002	0.000	NaN	0.000	1.000	0.000	0.000	0.000	0.000
폐쇄일자	0.220	0.265	0.259	0.250	0.938	0.000	1.000	0.692	0.045	0.999
지점설립일자	0.173	0.226	0.281	0.055	0.693	0.000	0.692	1.000	0.121	0.687
본점여부	0.000	0.046	0.168	0.000	0.079	0.000	0.045	0.121	1.000	0.078
최근수정일자	0.178	0.539	0.349	0.195	0.939	0.000	0.999	0.687	0.078	1.000

Heatmap
Table

	등록신청사업	본점여부	법인여부	영업구분
등록신청사업	1.000	0.000	0.012	0.074
본점여부	0.000	1.000	0.108	0.033
법인여부	0.012	0.108	1.000	0.203
영업구분	0.074	0.033	0.203	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.007	0.002	0.039	0.051	0.019	0.028	0.130	0.068	0.000
등록일자	0.007	1.000	0.995	0.961	0.925	0.965	0.177	0.381	0.264	0.060
유효기간만료일자	0.002	0.995	1.000	0.964	0.897	0.966	0.000	0.001	0.000	0.000
폐쇄일자	0.039	0.961	0.964	1.000	0.905	0.991	0.169	0.113	0.199	0.035
지점설립일자	0.051	0.925	0.897	0.905	1.000	0.895	0.129	0.121	0.334	0.235
최근수정일자	0.019	0.965	0.966	0.991	0.895	1.000	0.136	0.302	0.268	0.060
등록신청사업	0.028	0.177	0.000	0.169	0.129	0.136	1.000	0.074	0.012	0.000
영업구분	0.130	0.381	0.001	0.113	0.121	0.302	0.074	1.000	0.203	0.033
법인여부	0.068	0.264	0.000	0.199	0.334	0.268	0.012	0.203	1.000	0.108
본점여부	0.000	0.060	0.000	0.035	0.235	0.060	0.000	0.033	0.108	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
14845	대부업	타시군구이관	2010-서울성동-0031	(주)나이스대부	법인	02-563-0860	서울특별시 성동구 성수동1가 656번지 281호 삼일빌딩 5층	서울특별시 성동구 아차산로 33, 4층 (성수동1가, 삼일빌딩)	133111	20130717	20160717	20150227	20101005	본점	20150227
28992	대부업	<NA>	2006-서울특별시-00305	크로버	개인	22136201	서울특별시 동대문구 전농동 127-186	<NA>	130022	20060817	<NA>	20090818	20060801	본점	20100211
12074	대부업	폐업	2012-서울서초-0179(대부업)	(주)투예스대부	법인	02-521-8100	서울특별시 서초구 방배동 880번지 8호 우진빌딩 2층	서울특별시 서초구 서초대로33길 9, 2층 (방배동, 우진빌딩)	<NA>	20150722	20180722	20160921	20121004	본점	20160921
30729	<NA>	<NA>	2007-서울특별시-00941	청솔금융컨설팅	개인	0226525676	서울특별시 양천구 신정2동 294-58 성지빌딩	<NA>	158072	20070716	<NA>	20090623	20070706	본점	20090623
10872	대부중개업	직권취소	2015-서울강동-00047	하이캐피탈대부중개	개인	02-1661-2018	서울특별시 강동구 성내동 320번지 8호 오피스나인-310	서울특별시 강동구 천호옛길 19, 310호 (성내동, 오피스나인)	<NA>	20150916	20180916	20170313	20150916	본점	20170313
313	대부중개업	유효기간만료	2021-서울종로-00004(대부중개업)	플러스머니대부(주)	법인	<NA>	서울특별시 종로구 청진동 3번지 2호 청일빌딩	서울특별시 종로구 종로5길 38-1, 청일빌딩 301호 (청진동)	<NA>	20210324	20240324	<NA>	20200220	본점	20240403
22145	대부중개업	폐업	2010-서울관악-00016(대부중개업)	케이엘시스템스대부중개	법인	0231411052	서울특별시 관악구 봉천동 33번지 3호 협동빌딩-405	<NA>	151050	20090828	20120828	20100806	20090828	본점	20120315
27602	대부중개업	<NA>	<NA>	다산스피드웨이	개인	<NA>	서울특별시 영등포구 도림동 152-12	<NA>	<NA>	20071113	<NA>	20100715	20071106	본점	20100716
4077	대부업	<NA>	2017-서울강남-0264(대부업)	엔알자산대부주식회사	법인	02-544-1344	서울특별시 강남구 논현동 51번지 11호	서울특별시 강남구 학동로3길 7, 우영빌딩 3층 (논현동)	<NA>	20200804	20230804	<NA>	20171026	본점	20220722
14472	대부업	직권취소	2014-서울영등포-0606(대부업)	황제대부	개인	<NA>	<NA>	서울특별시 영등포구 영중로 65, 361호 (영등포동6가, 영월빌딩)	<NA>	20140703	20170703	20150601	20140703	본점	20150602

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
9429	대부중개업	폐업	2015-서울강북-0078(대부중개업)	이에스캐피탈대부중개	개인	1833-8043	서울특별시 강북구 미아동 159번지 50호 금강빌딩, 2층	서울특별시 강북구 덕릉로28길 15, 2층 (미아동, 금강빌딩)	<NA>	20151209	20181209	20180202	20151209	본점	20180205
11463	대부업	<NA>	2015-서울서초-0073(대부업)	(유)테라에셋대부	법인	070-7825-8984	서울특별시 서초구 서초동 1364번지 39호 3층-3406	서울특별시 서초구 서운로6길 26, 3층 3406호 (서초동, 지훈빌딩)	<NA>	20160318	20190318	<NA>	20130408	본점	20170106
25196	대부업	<NA>	2008-서울특별시-01641(대부업)	드림기획	개인	023333463	서울특별시 영등포구 양평동2가 38-1 삼성A 상가 201호	<NA>	<NA>	20080507	20110507	20110401	<NA>	본점	20110401
8010	대부중개업	폐업	2018-서울도봉-0051(대부중개)	디아스론대부중개	개인	02-991-0045	서울특별시 도봉구 창동 10번지 -602	서울특별시 도봉구 노해로69길 15-15, 점보빌딩 602호 (창동)	<NA>	20181116	20211116	20190220	20181115	본점	20190220
27314	대부업	<NA>	2007-서울특별시-01042(대부업)	HR-캐피탈	개인	0234323100	서울특별시 송파구 잠실동 304-21 101호	<NA>	<NA>	20070809	<NA>	20100810	20070801	본점	20100811
23390	대부업	<NA>	2009-서울특별시-00182(대부업)	우성기획	개인	029544698	서울특별시 도봉구 방학동 660-4번지 2층	<NA>	<NA>	20090121	<NA>	20111019	<NA>	본점	20111019
13476	대부업	타시군구이관	2015-서울강남-0016(대부업)	에스엠에셋대부(주)	법인	(02)6495-4000	서울특별시 강남구 역삼동 770번지 19호	서울특별시 강남구 논현로72길 21, 3층 (역삼동)	135928	20150106	20180106	20160112	20150106	본점	20160112
1018	대부중개업	영업중	2018-서울노원-00026(대부중개업)	(주)모네다대부중개	법인	02-2212-8440	서울특별시 노원구 공릉동 566번지 20호 공릉상가	서울특별시 노원구 동일로180길 37, 공릉상가 202호 (공릉동)	<NA>	20240104	20270104	<NA>	20150515	본점	20240104
20750	대부중개업	폐업	2012-서울송파-0057(대부중개업)	동도금융대부중개	개인	<NA>	서울특별시 송파구 방이동 62번지 12호 동도빌딩 3층-302	<NA>	138828	20120501	20150501	20120910	20120501	본점	20120910
19303	대부업	유효기간만료	2010-서울서초-0043(대부업)	우리건설캐피탈대부	개인	025986988	서울특별시 서초구 서초동 1355번지 8호 중앙로얄오피스텔 810호	<NA>	137070	20100323	20130323	20130324	20100322	본점	20130326

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	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Dash Punctuation

Open Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Other Symbol

Math Symbol

Letter Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

Number Forms

CJK

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Other Punctuation

Uppercase Letter

Dash Punctuation

Space Separator

Close Punctuation

Math Symbol

Open Punctuation

Modifier Symbol

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories