gimi9 Pandas Profiling

Dataset statistics

Number of variables	35
Number of observations	5572
Missing cells	65696
Missing cells (%)	33.7%
Duplicate rows	3
Duplicate rows (%)	0.1%
Total size in memory	1.5 MiB
Average record size in memory	286.0 B

Variable types

Categorical	11
Text	10
Boolean	10
DateTime	1
Unsupported	2
Numeric	1

Dataset

Description	한국저작권보호원이 운영하는 온라인 불법복제물 심의시스템의 시스템 운영관리 정보로 회원정보의 일부를 포함하고 있는 데이터임
Author	(재)한국저작권보호원
URL	https://www.data.go.kr/data/15087084/fileData.do

Alerts

`가입목적` has constant value ""	Constant
`서포터즈여부` has constant value ""	Constant
Dataset has 3 (0.1%) duplicate rows	Duplicates
`멤버구분코드` is highly imbalanced (99.3%)	Imbalance
`회원상태코드` is highly imbalanced (93.4%)	Imbalance
`일반회원여부` is highly imbalanced (98.8%)	Imbalance
`문체부여부` is highly imbalanced (99.3%)	Imbalance
`실무협의체여부` is highly imbalanced (98.8%)	Imbalance
`모니터요원여부` is highly imbalanced (68.6%)	Imbalance
`진흥원연계코드` is highly imbalanced (94.4%)	Imbalance
`회원대분류구분코드1` is highly imbalanced (99.3%)	Imbalance
`회원대분류구분코드2` is highly imbalanced (99.3%)	Imbalance
`뉴스레터수신여부` is highly imbalanced (57.7%)	Imbalance
`비고` is highly imbalanced (97.7%)	Imbalance
`로그인실패횟수` is highly imbalanced (83.6%)	Imbalance
`입력프로그램` is highly imbalanced (92.6%)	Imbalance
`수정프로그램` is highly imbalanced (80.6%)	Imbalance
`가입목적` has 5571 (> 99.9%) missing values	Missing
`모니터요원여부` has 95 (1.7%) missing values	Missing
`회사명` has 5563 (99.8%) missing values	Missing
`생일` has 96 (1.7%) missing values	Missing
`홈페이지` has 5572 (100.0%) missing values	Missing
`국적(과거)` has 5572 (100.0%) missing values	Missing
`탈퇴여부` has 5463 (98.0%) missing values	Missing
`탈퇴일시` has 5481 (98.4%) missing values	Missing
`탈퇴사유코드` has 5540 (99.4%) missing values	Missing
`최근로그인날짜` has 86 (1.5%) missing values	Missing
`로그인횟수` has 5242 (94.1%) missing values	Missing
`최근비밀번호변경일시` has 5202 (93.4%) missing values	Missing
`동의여부` has 5515 (99.0%) missing values	Missing
`동의번호` has 5559 (99.8%) missing values	Missing
`서포터즈여부` has 95 (1.7%) missing values	Missing
`수정일` has 4998 (89.7%) missing values	Missing
`홈페이지` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`국적(과거)` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-12-12 18:15:15.290538
Analysis finished	2023-12-12 18:15:16.389946
Duration	1.1 second
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

멤버구분코드
Categorical

IMBALANCE

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

1	5567
25:11.8	4
49:37.0	1

Length

Max length	7
Median length	1
Mean length	1.0053841
Min length	1

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
1	5567	99.9%
25:11.8	4	0.1%
49:37.0	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5567	99.9%
25:11.8	4	0.1%
49:37.0	1	< 0.1%

가입목적
Text

CONSTANT MISSING

Distinct	1
Distinct (%)	100.0%
Missing	5571
Missing (%)	> 99.9%
Memory size	43.7 KiB

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	7
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	1 ?
Unique (%)	100.0%

Sample

1st row	저작권보호활동

Value	Count	Frequency (%)
저작권보호활동	1	100.0%

Most occurring characters

Value	Count	Frequency (%)
저	1	14.3%
작	1	14.3%
권	1	14.3%
보	1	14.3%
호	1	14.3%
활	1	14.3%
동	1	14.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	7	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
저	1	14.3%
작	1	14.3%
권	1	14.3%
보	1	14.3%
호	1	14.3%
활	1	14.3%
동	1	14.3%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	7	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
저	1	14.3%
작	1	14.3%
권	1	14.3%
보	1	14.3%
호	1	14.3%
활	1	14.3%
동	1	14.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	7	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
저	1	14.3%
작	1	14.3%
권	1	14.3%
보	1	14.3%
호	1	14.3%
활	1	14.3%
동	1	14.3%

가입일시
Text

Distinct	4983
Distinct (%)	89.5%
Missing	5
Missing (%)	0.1%
Memory size	43.7 KiB

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	38969
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	4540 ?
Unique (%)	81.6%

Sample

1st row	17:30.5
2nd row	34:54.3
3rd row	07:39.4
4th row	50:00.1
5th row	13:43.5

Value	Count	Frequency (%)
00:00.0	13	0.2%
40:24.6	5	0.1%
40:30.3	5	0.1%
40:27.6	5	0.1%
40:29.1	5	0.1%
40:23.3	5	0.1%
40:29.5	5	0.1%
40:29.6	5	0.1%
40:30.6	5	0.1%
40:25.3	5	0.1%
Other values (4973)	5509	99.0%

Most occurring characters

Value	Count	Frequency (%)
:	5567	14.3%
.	5567	14.3%
4	3733	9.6%
0	3703	9.5%
2	3552	9.1%
5	3459	8.9%
3	3458	8.9%
1	3354	8.6%
8	1664	4.3%
9	1660	4.3%
Other values (2)	3252	8.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27835	71.4%
Other Punctuation	11134	28.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	3733	13.4%
0	3703	13.3%
2	3552	12.8%
5	3459	12.4%
3	3458	12.4%
1	3354	12.0%
8	1664	6.0%
9	1660	6.0%
7	1650	5.9%
6	1602	5.8%

Other Punctuation

Value	Count	Frequency (%)
:	5567	50.0%
.	5567	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	38969	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
:	5567	14.3%
.	5567	14.3%
4	3733	9.6%
0	3703	9.5%
2	3552	9.1%
5	3459	8.9%
3	3458	8.9%
1	3354	8.6%
8	1664	4.3%
9	1660	4.3%
Other values (2)	3252	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38969	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
:	5567	14.3%
.	5567	14.3%
4	3733	9.6%
0	3703	9.5%
2	3552	9.1%
5	3459	8.9%
3	3458	8.9%
1	3354	8.6%
8	1664	4.3%
9	1660	4.3%
Other values (2)	3252	8.3%

회원상태코드
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

1	5476
3	90
<NA>	5
4	1

Length

Max length	4
Median length	1
Mean length	1.002692
Min length	1

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
1	5476	98.3%
3	90	1.6%
<NA>	5	0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5476	98.3%
3	90	1.6%
na	5	0.1%
4	1	< 0.1%

일반회원여부
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	5
Missing (%)	0.1%
Memory size	11.0 KiB

False	5561
True	6
(Missing)	5

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5561	99.8%
True	6	0.1%
(Missing)	5	0.1%

문체부여부
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	5
Missing (%)	0.1%
Memory size	11.0 KiB

False	5564
True	3
(Missing)	5

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5564	99.9%
True	3	0.1%
(Missing)	5	0.1%

실무협의체여부
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	5
Missing (%)	0.1%
Memory size	11.0 KiB

False	5561
True	6
(Missing)	5

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5561	99.8%
True	6	0.1%
(Missing)	5	0.1%

모니터요원여부
Boolean

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	95
Missing (%)	1.7%
Memory size	11.0 KiB

False	5167
True	310
(Missing)	95

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5167	92.7%
True	310	5.6%
(Missing)	95	1.7%

진흥원연계코드
Categorical

IMBALANCE

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

<NA>	5492
G	36
I	30
S	13
FK0NiqA+mDX9GEI6TR6L+3WBBmxCmkZ1o36F76NP+MSh9I+0Na1W4FxQcIrM2sTJdw9VHj9zO1MckFCJEbAeyg==	1

Length

Max length	88
Median length	4
Mean length	3.9725413
Min length	1

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	5492	98.6%
G	36	0.6%
I	30	0.5%
S	13	0.2%
FK0NiqA+mDX9GEI6TR6L+3WBBmxCmkZ1o36F76NP+MSh9I+0Na1W4FxQcIrM2sTJdw9VHj9zO1MckFCJEbAeyg==	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5492	98.6%
g	36	0.6%
i	30	0.5%
s	13	0.2%
fk0niqa+mdx9gei6tr6l+3wbbmxcmkz1o36f76np+msh9i+0na1w4fxqcirm2stjdw9vhj9zo1mckfcjebaeyg	1	< 0.1%

회원대분류구분코드1
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

<NA>	5569
A	3

Length

Max length	4
Median length	4
Mean length	3.9983848
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	5569	99.9%
A	3	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5569	99.9%
a	3	0.1%

회원대분류구분코드2
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

<NA>	5569
A	3

Length

Max length	4
Median length	4
Mean length	3.9983848
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	5569	99.9%
A	3	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5569	99.9%
a	3	0.1%

회사명
Text

MISSING

Distinct	5
Distinct (%)	55.6%
Missing	5563
Missing (%)	99.8%
Memory size	43.7 KiB

Length

Max length	65
Median length	65
Mean length	39.222222
Min length	5

Characters and Unicode

Total characters	353
Distinct characters	47
Distinct categories	7 ?
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	4 ?
Unique (%)	44.4%

Sample

1st row	와이엠북스
2nd row	쿨사인주식회사
3rd row	크리에이티브폼
4th row	주식회사 해커프리
5th row	kr.or.copyright.controller.member.JoinController.saveMemberInfo()

Value	Count	Frequency (%)
kr.or.copyright.controller.member.joincontroller.savememberinfo	5	50.0%
와이엠북스	1	10.0%
쿨사인주식회사	1	10.0%
크리에이티브폼	1	10.0%
주식회사	1	10.0%
해커프리	1	10.0%

Most occurring characters

Value	Count	Frequency (%)
r	45	12.7%
o	40	11.3%
e	35	9.9%
.	30	8.5%
n	20	5.7%
l	20	5.7%
m	15	4.2%
t	15	4.2%
c	10	2.8%
b	10	2.8%
Other values (37)	113	32.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	265	75.1%
Other Punctuation	30	8.5%
Other Letter	27	7.6%
Uppercase Letter	20	5.7%
Open Punctuation	5	1.4%
Close Punctuation	5	1.4%
Space Separator	1	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
사	3	11.1%
회	2	7.4%
식	2	7.4%
주	2	7.4%
리	2	7.4%
이	2	7.4%
브	1	3.7%
폼	1	3.7%
에	1	3.7%
해	1	3.7%
Other values (10)	10	37.0%

Lowercase Letter

Value	Count	Frequency (%)
r	45	17.0%
o	40	15.1%
e	35	13.2%
n	20	7.5%
l	20	7.5%
m	15	5.7%
t	15	5.7%
c	10	3.8%
b	10	3.8%
i	10	3.8%
Other values (9)	45	17.0%

Uppercase Letter

Value	Count	Frequency (%)
M	5	25.0%
I	5	25.0%
J	5	25.0%
C	5	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	30	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5	100.0%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	285	80.7%
Common	41	11.6%
Hangul	27	7.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	45	15.8%
o	40	14.0%
e	35	12.3%
n	20	7.0%
l	20	7.0%
m	15	5.3%
t	15	5.3%
c	10	3.5%
b	10	3.5%
i	10	3.5%
Other values (13)	65	22.8%

Hangul

Value	Count	Frequency (%)
사	3	11.1%
회	2	7.4%
식	2	7.4%
주	2	7.4%
리	2	7.4%
이	2	7.4%
브	1	3.7%
폼	1	3.7%
에	1	3.7%
해	1	3.7%
Other values (10)	10	37.0%

Common

Value	Count	Frequency (%)
.	30	73.2%
(	5	12.2%
)	5	12.2%
	1	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	326	92.4%
Hangul	27	7.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	45	13.8%
o	40	12.3%
e	35	10.7%
.	30	9.2%
n	20	6.1%
l	20	6.1%
m	15	4.6%
t	15	4.6%
c	10	3.1%
b	10	3.1%
Other values (17)	86	26.4%

Hangul

Value	Count	Frequency (%)
사	3	11.1%
회	2	7.4%
식	2	7.4%
주	2	7.4%
리	2	7.4%
이	2	7.4%
브	1	3.7%
폼	1	3.7%
에	1	3.7%
해	1	3.7%
Other values (10)	10	37.0%

성별
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

M	3025
W	2452
<NA>	95

Length

Max length	4
Median length	1
Mean length	1.0511486
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	W
3rd row	M
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
M	3025	54.3%
W	2452	44.0%
<NA>	95	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	3025	54.3%
w	2452	44.0%
na	95	1.7%

생일
Date

MISSING

Distinct	4367
Distinct (%)	79.7%
Missing	96
Missing (%)	1.7%
Memory size	43.7 KiB

Minimum	1933-04-07 00:00:00
Maximum	2008-10-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

홈페이지
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	5572
Missing (%)	100.0%
Memory size	49.1 KiB

뉴스레터수신여부
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	5
Missing (%)	0.1%
Memory size	11.0 KiB

False	5089
True	478
(Missing)	5

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5089	91.3%
True	478	8.6%
(Missing)	5	0.1%

SMS수신여부
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	5
Missing (%)	0.1%
Memory size	11.0 KiB

True	4702
False	865
(Missing)	5

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	4702	84.4%
False	865	15.5%
(Missing)	5	0.1%

이메일수신여부
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	5
Missing (%)	0.1%
Memory size	11.0 KiB

True	4880
False	687
(Missing)	5

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	4880	87.6%
False	687	12.3%
(Missing)	5	0.1%

비고
Categorical

IMBALANCE

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

<NA>	5541
ASP_ID:2011AASP0000002	15
MBRGRADE:CP220010	8
MBRGRADE:CP220020	6
ASP_ID:2012AASP0000001	1

Length

Max length	22
Median length	4
Mean length	4.0875808
Min length	4

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	5541	99.4%
ASP_ID:2011AASP0000002	15	0.3%
MBRGRADE:CP220010	8	0.1%
MBRGRADE:CP220020	6	0.1%
ASP_ID:2012AASP0000001	1	< 0.1%
ASP_ID:2013AASP0000001	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5541	99.4%
asp_id:2011aasp0000002	15	0.3%
mbrgrade:cp220010	8	0.1%
mbrgrade:cp220020	6	0.1%
asp_id:2012aasp0000001	1	< 0.1%
asp_id:2013aasp0000001	1	< 0.1%

국적(과거)
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	5572
Missing (%)	100.0%
Memory size	49.1 KiB

탈퇴여부
Boolean

MISSING

Distinct	2
Distinct (%)	1.8%
Missing	5463
Missing (%)	98.0%
Memory size	11.0 KiB

True	92
False	17
(Missing)	5463

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	92	1.7%
False	17	0.3%
(Missing)	5463	98.0%

탈퇴일시
Text

MISSING

Distinct	91
Distinct (%)	100.0%
Missing	5481
Missing (%)	98.4%
Memory size	43.7 KiB

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	637
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	91 ?
Unique (%)	100.0%

Sample

1st row	16:42.7
2nd row	34:42.9
3rd row	08:12.6
4th row	46:49.6
5th row	53:51.1

Value	Count	Frequency (%)
49:03.4	1	1.1%
24:14.0	1	1.1%
10:48.2	1	1.1%
37:21.9	1	1.1%
02:41.0	1	1.1%
19:14.1	1	1.1%
00:21.7	1	1.1%
53:33.0	1	1.1%
49:48.6	1	1.1%
59:18.9	1	1.1%
Other values (81)	81	89.0%

Most occurring characters

Value	Count	Frequency (%)
:	91	14.3%
.	91	14.3%
4	68	10.7%
1	68	10.7%
0	57	8.9%
3	53	8.3%
2	49	7.7%
5	42	6.6%
9	38	6.0%
6	29	4.6%
Other values (2)	51	8.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	455	71.4%
Other Punctuation	182	28.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	68	14.9%
1	68	14.9%
0	57	12.5%
3	53	11.6%
2	49	10.8%
5	42	9.2%
9	38	8.4%
6	29	6.4%
7	26	5.7%
8	25	5.5%

Other Punctuation

Value	Count	Frequency (%)
:	91	50.0%
.	91	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	637	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
:	91	14.3%
.	91	14.3%
4	68	10.7%
1	68	10.7%
0	57	8.9%
3	53	8.3%
2	49	7.7%
5	42	6.6%
9	38	6.0%
6	29	4.6%
Other values (2)	51	8.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	637	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
:	91	14.3%
.	91	14.3%
4	68	10.7%
1	68	10.7%
0	57	8.9%
3	53	8.3%
2	49	7.7%
5	42	6.6%
9	38	6.0%
6	29	4.6%
Other values (2)	51	8.0%

탈퇴사유코드
Text

MISSING

Distinct	31
Distinct (%)	96.9%
Missing	5540
Missing (%)	99.4%
Memory size	43.7 KiB

Length

Max length	35
Median length	19.5
Mean length	13.0625
Min length	1

Characters and Unicode

Total characters	418
Distinct characters	142
Distinct categories	5 ?
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	30 ?
Unique (%)	93.8%

Sample

1st row	불법 소프트웨어 검사를 위한 프로그램을 구하려 하였지만
2nd row	탈퇴
3rd row	12351235
4th row	저작권자 로 다시 회원가입합니다
5th row	1

Value	Count	Frequency (%)
	3	3.2%
권리자로	2	2.1%
위해	2	2.1%
저작권	2	2.1%
구하려	1	1.1%
제대로	1	1.1%
까다로워서	1	1.1%
변경이	1	1.1%
개인정보	1	1.1%
답변	1	1.1%
Other values (79)	79	84.0%

Most occurring characters

Value	Count	Frequency (%)
	63	15.1%
.	26	6.2%
하	12	2.9%
로	11	2.6%
다	11	2.6%
입	9	2.2%
가	8	1.9%
해	8	1.9%
니	7	1.7%
서	7	1.7%
Other values (132)	256	61.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	294	70.3%
Space Separator	63	15.1%
Other Punctuation	27	6.5%
Lowercase Letter	20	4.8%
Decimal Number	14	3.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
하	12	4.1%
로	11	3.7%
다	11	3.7%
입	9	3.1%
가	8	2.7%
해	8	2.7%
니	7	2.4%
서	7	2.4%
요	6	2.0%
고	6	2.0%
Other values (113)	209	71.1%

Lowercase Letter

Value	Count	Frequency (%)
t	4	20.0%
n	3	15.0%
d	3	15.0%
s	2	10.0%
a	2	10.0%
e	2	10.0%
c	1	5.0%
h	1	5.0%
i	1	5.0%
r	1	5.0%

Decimal Number

Value	Count	Frequency (%)
5	4	28.6%
1	3	21.4%
2	2	14.3%
6	2	14.3%
3	2	14.3%
9	1	7.1%

Other Punctuation

Value	Count	Frequency (%)
.	26	96.3%
?	1	3.7%

Space Separator

Value	Count	Frequency (%)
	63	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	294	70.3%
Common	104	24.9%
Latin	20	4.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
하	12	4.1%
로	11	3.7%
다	11	3.7%
입	9	3.1%
가	8	2.7%
해	8	2.7%
니	7	2.4%
서	7	2.4%
요	6	2.0%
고	6	2.0%
Other values (113)	209	71.1%

Latin

Value	Count	Frequency (%)
t	4	20.0%
n	3	15.0%
d	3	15.0%
s	2	10.0%
a	2	10.0%
e	2	10.0%
c	1	5.0%
h	1	5.0%
i	1	5.0%
r	1	5.0%

Common

Value	Count	Frequency (%)
	63	60.6%
.	26	25.0%
5	4	3.8%
1	3	2.9%
2	2	1.9%
6	2	1.9%
3	2	1.9%
9	1	1.0%
?	1	1.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	294	70.3%
ASCII	124	29.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	63	50.8%
.	26	21.0%
t	4	3.2%
5	4	3.2%
1	3	2.4%
n	3	2.4%
d	3	2.4%
2	2	1.6%
6	2	1.6%
3	2	1.6%
Other values (9)	12	9.7%

Hangul

Value	Count	Frequency (%)
하	12	4.1%
로	11	3.7%
다	11	3.7%
입	9	3.1%
가	8	2.7%
해	8	2.7%
니	7	2.4%
서	7	2.4%
요	6	2.0%
고	6	2.0%
Other values (113)	209	71.1%

최근로그인날짜
Text

MISSING

Distinct	592
Distinct (%)	10.8%
Missing	86
Missing (%)	1.5%
Memory size	43.7 KiB

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	38402
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	535 ?
Unique (%)	9.8%

Sample

1st row	25:11.8
2nd row	25:11.8
3rd row	25:11.8
4th row	25:11.8
5th row	25:11.8

Value	Count	Frequency (%)
25:11.8	4830	88.0%
46:27.6	6	0.1%
47:53.0	4	0.1%
16:41.0	3	0.1%
06:29.0	3	0.1%
01:58.0	3	0.1%
44:38.0	2	< 0.1%
46:09.0	2	< 0.1%
08:37.0	2	< 0.1%
48:49.0	2	< 0.1%
Other values (582)	629	11.5%

Most occurring characters

Value	Count	Frequency (%)
1	9999	26.0%
:	5486	14.3%
.	5486	14.3%
5	5182	13.5%
2	5174	13.5%
8	4960	12.9%
0	988	2.6%
3	367	1.0%
4	346	0.9%
6	148	0.4%
Other values (2)	266	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27430	71.4%
Other Punctuation	10972	28.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	9999	36.5%
5	5182	18.9%
2	5174	18.9%
8	4960	18.1%
0	988	3.6%
3	367	1.3%
4	346	1.3%
6	148	0.5%
7	136	0.5%
9	130	0.5%

Other Punctuation

Value	Count	Frequency (%)
:	5486	50.0%
.	5486	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	38402	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	9999	26.0%
:	5486	14.3%
.	5486	14.3%
5	5182	13.5%
2	5174	13.5%
8	4960	12.9%
0	988	2.6%
3	367	1.0%
4	346	0.9%
6	148	0.4%
Other values (2)	266	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38402	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	9999	26.0%
:	5486	14.3%
.	5486	14.3%
5	5182	13.5%
2	5174	13.5%
8	4960	12.9%
0	988	2.6%
3	367	1.0%
4	346	0.9%
6	148	0.4%
Other values (2)	266	0.7%

로그인횟수
Text

MISSING

Distinct	58
Distinct (%)	17.6%
Missing	5242
Missing (%)	94.1%
Memory size	43.7 KiB

Length

Max length	7
Median length	1
Mean length	1.369697
Min length	1

Characters and Unicode

Total characters	452
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	29 ?
Unique (%)	8.8%

Sample

1st row	54
2nd row	4
3rd row	4
4th row	2
5th row	2

Value	Count	Frequency (%)
2	79	23.9%
3	49	14.8%
4	28	8.5%
5	25	7.6%
7	13	3.9%
9	12	3.6%
6	11	3.3%
10	11	3.3%
8	10	3.0%
11	7	2.1%
Other values (48)	85	25.8%

Most occurring characters

Value	Count	Frequency (%)
2	112	24.8%
3	71	15.7%
1	71	15.7%
4	50	11.1%
5	36	8.0%
9	26	5.8%
6	23	5.1%
7	22	4.9%
8	20	4.4%
0	19	4.2%
Other values (2)	2	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	450	99.6%
Other Punctuation	2	0.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	112	24.9%
3	71	15.8%
1	71	15.8%
4	50	11.1%
5	36	8.0%
9	26	5.8%
6	23	5.1%
7	22	4.9%
8	20	4.4%
0	19	4.2%

Other Punctuation

Value	Count	Frequency (%)
:	1	50.0%
.	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	452	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	112	24.8%
3	71	15.7%
1	71	15.7%
4	50	11.1%
5	36	8.0%
9	26	5.8%
6	23	5.1%
7	22	4.9%
8	20	4.4%
0	19	4.2%
Other values (2)	2	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	452	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	112	24.8%
3	71	15.7%
1	71	15.7%
4	50	11.1%
5	36	8.0%
9	26	5.8%
6	23	5.1%
7	22	4.9%
8	20	4.4%
0	19	4.2%
Other values (2)	2	0.4%

로그인실패횟수
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

<NA>	5243
0	327
4	1
5	1

Length

Max length	4
Median length	4
Mean length	3.8228643
Min length	1

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
<NA>	5243	94.1%
0	327	5.9%
4	1	< 0.1%
5	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5243	94.1%
0	327	5.9%
4	1	< 0.1%
5	1	< 0.1%

최근비밀번호변경일시
Text

MISSING

Distinct	368
Distinct (%)	99.5%
Missing	5202
Missing (%)	93.4%
Memory size	43.7 KiB

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	2590
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	366 ?
Unique (%)	98.9%

Sample

1st row	37:23.1
2nd row	02:55.7
3rd row	51:57.8
4th row	54:32.2
5th row	26:18.3

Value	Count	Frequency (%)
32:26.4	2	0.5%
17:57.3	2	0.5%
00:33.6	1	0.3%
41:35.5	1	0.3%
42:59.6	1	0.3%
19:21.4	1	0.3%
33:26.7	1	0.3%
33:19.3	1	0.3%
15:30.3	1	0.3%
39:44.4	1	0.3%
Other values (358)	358	96.8%

Most occurring characters

Value	Count	Frequency (%)
:	370	14.3%
.	370	14.3%
5	250	9.7%
2	240	9.3%
4	238	9.2%
3	237	9.2%
1	231	8.9%
0	215	8.3%
6	121	4.7%
8	112	4.3%
Other values (2)	206	8.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1850	71.4%
Other Punctuation	740	28.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	250	13.5%
2	240	13.0%
4	238	12.9%
3	237	12.8%
1	231	12.5%
0	215	11.6%
6	121	6.5%
8	112	6.1%
7	105	5.7%
9	101	5.5%

Other Punctuation

Value	Count	Frequency (%)
:	370	50.0%
.	370	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2590	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
:	370	14.3%
.	370	14.3%
5	250	9.7%
2	240	9.3%
4	238	9.2%
3	237	9.2%
1	231	8.9%
0	215	8.3%
6	121	4.7%
8	112	4.3%
Other values (2)	206	8.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2590	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
:	370	14.3%
.	370	14.3%
5	250	9.7%
2	240	9.3%
4	238	9.2%
3	237	9.2%
1	231	8.9%
0	215	8.3%
6	121	4.7%
8	112	4.3%
Other values (2)	206	8.0%

동의여부
Boolean

MISSING

Distinct	2
Distinct (%)	3.5%
Missing	5515
Missing (%)	99.0%
Memory size	11.0 KiB

False	44
True	13
(Missing)	5515

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	44	0.8%
True	13	0.2%
(Missing)	5515	99.0%

동의번호
Real number (ℝ)

MISSING

Distinct	13
Distinct (%)	100.0%
Missing	5559
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%
Mean	44.384615

Minimum	1
Maximum	314
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	49.1 KiB

Quantile statistics

Minimum	1
5-th percentile	2.8
Q1	6
median	9
Q3	23
95-th percentile	217.4
Maximum	314
Range	313
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	90.386705
Coefficient of variation (CV)	2.0364422
Kurtosis	7.3148796
Mean	44.384615
Median Absolute Deviation (MAD)	4
Skewness	2.7182071
Sum	577
Variance	8169.7564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
314	1	< 0.1%
153	1	< 0.1%
1	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%
Other values (3)	3	0.1%
(Missing)	5559	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
23	1	< 0.1%

Value	Count	Frequency (%)
314	1	< 0.1%
153	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
12	1	< 0.1%
11	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
7	1	< 0.1%
6	1	< 0.1%

서포터즈여부
Boolean

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	95
Missing (%)	1.7%
Memory size	11.0 KiB

False	5477
(Missing)	95

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5477	98.3%
(Missing)	95	1.7%

입력프로그램
Categorical

IMBALANCE

Distinct	34
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

kr.or.copyright.controller.member.JoinController.saveMemberInfo()	5263
<NA>	265
cpis.controller.member.MemberJoinController /joinStep04.do	13
mig_academy@tmis_member_info@2011MEMB0000067	1
mig_academy@tmis_member_info@2012MEMB0004251	1
Other values (29)	29

Length

Max length	65
Median length	65
Mean length	61.932699
Min length	4

Unique

Unique	31 ?
Unique (%)	0.6%

Sample

1st row	kr.or.copyright.controller.member.JoinController.saveMemberInfo()
2nd row	kr.or.copyright.controller.member.JoinController.saveMemberInfo()
3rd row	kr.or.copyright.controller.member.JoinController.saveMemberInfo()
4th row	kr.or.copyright.controller.member.JoinController.saveMemberInfo()
5th row	kr.or.copyright.controller.member.JoinController.saveMemberInfo()

Common Values

Value	Count	Frequency (%)
kr.or.copyright.controller.member.JoinController.saveMemberInfo()	5263	94.5%
<NA>	265	4.8%
cpis.controller.member.MemberJoinController /joinStep04.do	13	0.2%
mig_academy@tmis_member_info@2011MEMB0000067	1	< 0.1%
mig_academy@tmis_member_info@2012MEMB0004251	1	< 0.1%
mig_academy@tmis_member_info@2012MEMB0006797	1	< 0.1%
mig_academy@tmis_member_info@2014MEMB0002762	1	< 0.1%
mig_academy@tmis_member_info@2014MEMB0000055	1	< 0.1%
mig_academy@tmis_member_info@2012MEMB0007031	1	< 0.1%
mig_academy@tmis_member_info@2014MEMB0006553	1	< 0.1%
Other values (24)	24	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
kr.or.copyright.controller.member.joincontroller.savememberinfo	5263	94.2%
na	265	4.7%
cpis.controller.member.memberjoincontroller	13	0.2%
joinstep04.do	13	0.2%
mig@copy112@hrs_kcp_mb@yseraph	1	< 0.1%
mig_academy@tmis_member_info@2014memb0002633	1	< 0.1%
mig@copy112@hrs_kcp_mb@onthisgood	1	< 0.1%
mig@copy112@hrs_kcp_mb@kclee99	1	< 0.1%
mig@copy112@hrs_kcp_mb@bellray	1	< 0.1%
mig@copy112@hrs_kcp_mb@jcmans	1	< 0.1%
Other values (25)	25	0.4%

등록일
Text

Distinct	4991
Distinct (%)	89.8%
Missing	11
Missing (%)	0.2%
Memory size	43.7 KiB

Length

Max length	7
Median length	7
Mean length	6.9992807
Min length	3

Characters and Unicode

Total characters	38923
Distinct characters	15
Distinct categories	3 ?
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	4551 ?
Unique (%)	81.8%

Sample

1st row	17:30.5
2nd row	34:54.3
3rd row	07:39.4
4th row	50:00.1
5th row	13:43.5

Value	Count	Frequency (%)
40:28.7	5	0.1%
40:29.1	5	0.1%
40:25.4	5	0.1%
40:29.5	5	0.1%
40:30.5	5	0.1%
40:30.3	5	0.1%
40:29.6	5	0.1%
40:30.6	5	0.1%
40:23.3	5	0.1%
40:24.6	5	0.1%
Other values (4981)	5511	99.1%

Most occurring characters

Value	Count	Frequency (%)
:	5560	14.3%
.	5560	14.3%
4	3735	9.6%
0	3642	9.4%
2	3560	9.1%
5	3463	8.9%
3	3460	8.9%
1	3355	8.6%
8	1666	4.3%
9	1664	4.3%
Other values (5)	3258	8.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27800	71.4%
Other Punctuation	11120	28.6%
Other Letter	3	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	3735	13.4%
0	3642	13.1%
2	3560	12.8%
5	3463	12.5%
3	3460	12.4%
1	3355	12.1%
8	1666	6.0%
9	1664	6.0%
7	1651	5.9%
6	1604	5.8%

Other Letter

Value	Count	Frequency (%)
심	1	33.3%
가	1	33.3%
은	1	33.3%

Other Punctuation

Value	Count	Frequency (%)
:	5560	50.0%
.	5560	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	38920	> 99.9%
Hangul	3	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
:	5560	14.3%
.	5560	14.3%
4	3735	9.6%
0	3642	9.4%
2	3560	9.1%
5	3463	8.9%
3	3460	8.9%
1	3355	8.6%
8	1666	4.3%
9	1664	4.3%
Other values (2)	3255	8.4%

Hangul

Value	Count	Frequency (%)
심	1	33.3%
가	1	33.3%
은	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38920	> 99.9%
Hangul	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
:	5560	14.3%
.	5560	14.3%
4	3735	9.6%
0	3642	9.4%
2	3560	9.1%
5	3463	8.9%
3	3460	8.9%
1	3355	8.6%
8	1666	4.3%
9	1664	4.3%
Other values (2)	3255	8.4%

Hangul

Value	Count	Frequency (%)
심	1	33.3%
가	1	33.3%
은	1	33.3%

수정프로그램
Categorical

IMBALANCE

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

<NA>	4997
kr.or.copyright.controller.member.FindPasswordController.saveChangeForgotPassword()	271
kr.or.copyright.controller.member.ModifyMemberInformation.modifyMemberInfo()	185
kr.or.copyright.controller.member.ChangePasswordController.saveChangePassword()	59
kr.or.copyright.controller.member.AdditionalInformationController.saveAcademyMemberInfo()	45
Other values (6)	15

Length

Max length	97
Median length	4
Mean length	11.905599
Min length	4

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	kr.or.copyright.controller.member.ModifyMemberInformation.modifyMemberInfo()
2nd row	<NA>
3rd row	kr.or.copyright.controller.member.FindPasswordController.saveChangeForgotPassword()
4th row	kr.or.copyright.controller.member.FindPasswordController.saveChangeForgotPassword()
5th row	kr.or.copyright.controller.member.FindPasswordController.saveChangeForgotPassword()

Common Values

Value	Count	Frequency (%)
<NA>	4997	89.7%
kr.or.copyright.controller.member.FindPasswordController.saveChangeForgotPassword()	271	4.9%
kr.or.copyright.controller.member.ModifyMemberInformation.modifyMemberInfo()	185	3.3%
kr.or.copyright.controller.member.ChangePasswordController.saveChangePassword()	59	1.1%
kr.or.copyright.controller.member.AdditionalInformationController.saveAcademyMemberInfo()	45	0.8%
kr.or.copyright.controller.member.AdditionalInformationController.saveTmisMemberinfo()	3	0.1%
cpis.controller.mypage.MypageModifyController /modifyAction.do	3	0.1%
class kr.or.copyright.controller.member.AdditionalInformationController.saveAdrMemberInfo()	3	0.1%
class cpis.controller.member.MemberLoginController.loginCertification()	3	0.1%
kr.or.copyright.controller.member.ModifyAdditionalInformationController.modifyAcademyMemberinfo()	2	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	4997	89.5%
kr.or.copyright.controller.member.findpasswordcontroller.savechangeforgotpassword	271	4.9%
kr.or.copyright.controller.member.modifymemberinformation.modifymemberinfo	185	3.3%
kr.or.copyright.controller.member.changepasswordcontroller.savechangepassword	59	1.1%
kr.or.copyright.controller.member.additionalinformationcontroller.saveacademymemberinfo	45	0.8%
class	6	0.1%
kr.or.copyright.controller.member.additionalinformationcontroller.savetmismemberinfo	3	0.1%
cpis.controller.mypage.mypagemodifycontroller	3	0.1%
modifyaction.do	3	0.1%
kr.or.copyright.controller.member.additionalinformationcontroller.saveadrmemberinfo	3	0.1%
Other values (3)	6	0.1%

수정일
Text

MISSING

Distinct	569
Distinct (%)	99.1%
Missing	4998
Missing (%)	89.7%
Memory size	43.7 KiB

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	4018
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	564 ?
Unique (%)	98.3%

Sample

1st row	10:42.3
2nd row	37:23.1
3rd row	02:55.7
4th row	51:57.8
5th row	36:30.5

Value	Count	Frequency (%)
17:57.3	2	0.3%
32:26.4	2	0.3%
26:09.3	2	0.3%
31:03.9	2	0.3%
49:56.5	2	0.3%
43:44.6	1	0.2%
41:35.5	1	0.2%
02:02.3	1	0.2%
15:30.3	1	0.2%
39:44.4	1	0.2%
Other values (559)	559	97.4%

Most occurring characters

Value	Count	Frequency (%)
:	574	14.3%
.	574	14.3%
1	394	9.8%
5	383	9.5%
2	365	9.1%
3	357	8.9%
4	345	8.6%
0	338	8.4%
8	190	4.7%
6	171	4.3%
Other values (2)	327	8.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2870	71.4%
Other Punctuation	1148	28.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	394	13.7%
5	383	13.3%
2	365	12.7%
3	357	12.4%
4	345	12.0%
0	338	11.8%
8	190	6.6%
6	171	6.0%
7	164	5.7%
9	163	5.7%

Other Punctuation

Value	Count	Frequency (%)
:	574	50.0%
.	574	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4018	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
:	574	14.3%
.	574	14.3%
1	394	9.8%
5	383	9.5%
2	365	9.1%
3	357	8.9%
4	345	8.6%
0	338	8.4%
8	190	4.7%
6	171	4.3%
Other values (2)	327	8.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4018	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
:	574	14.3%
.	574	14.3%
1	394	9.8%
5	383	9.5%
2	365	9.1%
3	357	8.9%
4	345	8.6%
0	338	8.4%
8	190	4.7%
6	171	4.3%
Other values (2)	327	8.1%

홈페이지회원구분
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.7 KiB

1	3632
<NA>	1170
5	710
4	53
3	6

Length

Max length	4
Median length	1
Mean length	1.6299354
Min length	1

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
1	3632	65.2%
<NA>	1170	21.0%
5	710	12.7%
4	53	1.0%
3	6	0.1%
2	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	3632	65.2%
na	1170	21.0%
5	710	12.7%
4	53	1.0%
3	6	0.1%
2	1	< 0.1%

First rows
Last rows

	멤버구분코드	가입목적	가입일시	회원상태코드	일반회원여부	문체부여부	실무협의체여부	모니터요원여부	진흥원연계코드	회원대분류구분코드1	회원대분류구분코드2	회사명	성별	생일	홈페이지	뉴스레터수신여부	SMS수신여부	이메일수신여부	비고	국적(과거)	탈퇴여부	탈퇴일시	탈퇴사유코드	최근로그인날짜	로그인횟수	최근비밀번호변경일시	동의여부	동의번호	서포터즈여부	입력프로그램	등록일	수정프로그램	수정일	홈페이지회원구분
0	1	<NA>	17:30.5	1	N	N	N	N	G	<NA>	<NA>	<NA>	M	1985-01-02	<NA>	Y	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	54	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	17:30.5	kr.or.copyright.controller.member.ModifyMemberInformation.modifyMemberInfo()	10:42.3	<NA>
1	1	<NA>	34:54.3	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1968-06-28	<NA>	N	N	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	4	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	34:54.3	<NA>	<NA>	<NA>
2	1	<NA>	07:39.4	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	M	1974-11-12	<NA>	Y	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	4	37:23.1	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	07:39.4	kr.or.copyright.controller.member.FindPasswordController.saveChangeForgotPassword()	37:23.1	<NA>
3	1	<NA>	50:00.1	1	N	N	N	N	G	<NA>	<NA>	<NA>	M	1980-04-04	<NA>	N	N	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	2	02:55.7	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	50:00.1	kr.or.copyright.controller.member.FindPasswordController.saveChangeForgotPassword()	02:55.7	<NA>
4	1	<NA>	13:43.5	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	M	1978-12-06	<NA>	N	N	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	2	51:57.8	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	13:43.5	kr.or.copyright.controller.member.FindPasswordController.saveChangeForgotPassword()	51:57.8	<NA>
5	1	<NA>	25:40.3	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1967-09-28	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	3	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	25:40.3	kr.or.copyright.controller.member.ModifyMemberInformation.modifyMemberInfo()	36:30.5	<NA>
6	1	<NA>	03:38.0	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1983-02-22	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	14	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	03:38.0	<NA>	<NA>	<NA>
7	1	<NA>	41:12.5	1	N	N	N	N	G	<NA>	<NA>	<NA>	M	1976-06-08	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	18	54:32.2	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	41:12.5	kr.or.copyright.controller.member.AdditionalInformationController.saveAcademyMemberInfo()	11:28.3	<NA>
8	1	<NA>	41:15.0	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1983-02-07	<NA>	Y	N	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	6	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	41:15.0	<NA>	<NA>	<NA>
9	1	<NA>	38:01.8	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	M	1977-11-05	<NA>	N	N	Y	<NA>	<NA>	<NA>	<NA>	<NA>	25:11.8	2	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	38:01.8	<NA>	<NA>	<NA>

	멤버구분코드	가입목적	가입일시	회원상태코드	일반회원여부	문체부여부	실무협의체여부	모니터요원여부	진흥원연계코드	회원대분류구분코드1	회원대분류구분코드2	회사명	성별	생일	홈페이지	뉴스레터수신여부	SMS수신여부	이메일수신여부	비고	국적(과거)	탈퇴여부	탈퇴일시	탈퇴사유코드	최근로그인날짜	로그인횟수	로그인실패횟수	최근비밀번호변경일시	동의여부	동의번호	서포터즈여부	입력프로그램	등록일	수정프로그램	수정일	홈페이지회원구분
5562	1	<NA>	05:31.9	3	N	N	N	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	N	N	<NA>	<NA>	Y	08:49.4	test 계정입니다.	06:29.0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	05:31.9	<NA>	<NA>	1
5563	1	<NA>	24:02.1	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1987-12-22	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	24:02.0	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	24:02.1	<NA>	<NA>	1
5564	1	<NA>	11:30.8	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1989-09-10	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	11:30.8	<NA>	<NA>	1
5565	1	<NA>	11:31.3	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1989-09-10	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	11:31.3	<NA>	<NA>	1
5566	1	<NA>	11:33.3	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1989-09-10	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	11:33.3	<NA>	<NA>	1
5567	1	<NA>	11:34.1	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1989-09-10	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	11:34.1	<NA>	<NA>	1
5568	1	<NA>	11:34.3	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1989-09-10	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	11:34.3	<NA>	<NA>	1
5569	1	<NA>	11:34.4	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1989-09-10	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	11:34.4	<NA>	<NA>	1
5570	1	<NA>	11:34.6	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1989-09-10	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	11:34.6	<NA>	<NA>	1
5571	1	<NA>	11:34.8	1	N	N	N	N	<NA>	<NA>	<NA>	<NA>	W	1989-09-10	<NA>	N	Y	Y	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	N	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	11:34.8	<NA>	<NA>	1

Most frequently occurring

	멤버구분코드	가입목적	가입일시	회원상태코드	일반회원여부	문체부여부	실무협의체여부	모니터요원여부	진흥원연계코드	회원대분류구분코드1	회원대분류구분코드2	회사명	성별	생일	뉴스레터수신여부	SMS수신여부	이메일수신여부	비고	탈퇴여부	탈퇴일시	탈퇴사유코드	최근로그인날짜	로그인횟수	로그인실패횟수	최근비밀번호변경일시	동의여부	동의번호	서포터즈여부	입력프로그램	등록일	수정프로그램	수정일	홈페이지회원구분	# duplicates
2	25:11.8	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	kr.or.copyright.controller.member.JoinController.saveMemberInfo()	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	3
0	1	<NA>	40:28.6	1	N	N	N	Y	<NA>	<NA>	<NA>	<NA>	W	1979-02-10	Y	Y	Y	<NA>	<NA>	<NA>	<NA>	25:11.8	<NA>	<NA>	<NA>	<NA>	<NA>	N	<NA>	40:28.6	<NA>	<NA>	<NA>	2
1	1	<NA>	40:28.7	1	N	N	N	Y	<NA>	<NA>	<NA>	<NA>	W	1975-04-02	Y	Y	Y	<NA>	<NA>	<NA>	<NA>	25:11.8	<NA>	<NA>	<NA>	<NA>	<NA>	N	<NA>	40:28.7	<NA>	<NA>	<NA>	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

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

Lowercase Letter

Uppercase Letter

Other Punctuation

Open Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Decimal Number