Overview

Dataset statistics

Number of variables9
Number of observations45
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.3 KiB
Average record size in memory74.9 B

Variable types

Text4
Categorical5

Dataset

Description창원시 시의원정보(성명, 이메일주소,정당,구역,선거구,사진URL,위원회,전화번호,데이터기준일)
Author경상남도 창원시
URLhttps://www.data.go.kr/data/15031337/fileData.do

Alerts

데이터기준일 has constant value ""Constant
구역 is highly overall correlated with 선거구High correlation
선거구 is highly overall correlated with 구역High correlation
성명 has unique valuesUnique
이메일주소 has unique valuesUnique
사진(홈페이지주소) has unique valuesUnique
전화번호 has unique valuesUnique

Reproduction

Analysis started2023-12-12 19:26:05.773299
Analysis finished2023-12-12 19:26:06.325015
Duration0.55 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

성명
Text

UNIQUE 

Distinct45
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size492.0 B
2023-12-13T04:26:06.474809image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters135
Distinct characters73
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique45 ?
Unique (%)100.0%

Sample

1st row권성현
2nd row김우진
3rd row최은하
4th row구점득
5th row김묘정
ValueCountFrequency (%)
권성현 1
 
2.2%
전홍표 1
 
2.2%
남재욱 1
 
2.2%
이우완 1
 
2.2%
서명일 1
 
2.2%
황점복 1
 
2.2%
문순규 1
 
2.2%
박승엽 1
 
2.2%
손태화 1
 
2.2%
김상현 1
 
2.2%
Other values (35) 35
77.8%
2023-12-13T04:26:06.801194image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
12
 
8.9%
7
 
5.2%
7
 
5.2%
4
 
3.0%
4
 
3.0%
4
 
3.0%
4
 
3.0%
3
 
2.2%
3
 
2.2%
3
 
2.2%
Other values (63) 84
62.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 135
100.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
12
 
8.9%
7
 
5.2%
7
 
5.2%
4
 
3.0%
4
 
3.0%
4
 
3.0%
4
 
3.0%
3
 
2.2%
3
 
2.2%
3
 
2.2%
Other values (63) 84
62.2%

Most occurring scripts

ValueCountFrequency (%)
Hangul 135
100.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
12
 
8.9%
7
 
5.2%
7
 
5.2%
4
 
3.0%
4
 
3.0%
4
 
3.0%
4
 
3.0%
3
 
2.2%
3
 
2.2%
3
 
2.2%
Other values (63) 84
62.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 135
100.0%

Most frequent character per block

Hangul
ValueCountFrequency (%)
12
 
8.9%
7
 
5.2%
7
 
5.2%
4
 
3.0%
4
 
3.0%
4
 
3.0%
4
 
3.0%
3
 
2.2%
3
 
2.2%
3
 
2.2%
Other values (63) 84
62.2%

이메일주소
Text

UNIQUE 

Distinct45
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size492.0 B
2023-12-13T04:26:07.043894image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length25
Median length23
Mean length19.311111
Min length15

Characters and Unicode

Total characters869
Distinct characters39
Distinct categories6 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique45 ?
Unique (%)100.0%

Sample

1st rowkwonvictory@naver.com
2nd rowa01052123111@gmail.com
3rd rowh4223@hanmail.net
4th row01020068283@hanmail.net
5th rowhkmj2004@hanmail.net
ValueCountFrequency (%)
kwonvictory@naver.com 1
 
2.2%
misojari@gmail.com 1
 
2.2%
knduck123@hanmail.net 1
 
2.2%
asadarl@hanmail.net 1
 
2.2%
eagle-seo@nate.com 1
 
2.2%
hjbk0112@naver.com 1
 
2.2%
anstnsrb3150@naver.com 1
 
2.2%
extreme9kr@naver.com 1
 
2.2%
sonth0528@naver.com 1
 
2.2%
yestotal@naver.com 1
 
2.2%
Other values (35) 35
77.8%
2023-12-13T04:26:07.375223image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
a 81
 
9.3%
n 72
 
8.3%
m 58
 
6.7%
e 58
 
6.7%
o 51
 
5.9%
. 46
 
5.3%
@ 45
 
5.2%
l 36
 
4.1%
c 36
 
4.1%
i 34
 
3.9%
Other values (29) 352
40.5%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 629
72.4%
Decimal Number 146
 
16.8%
Other Punctuation 91
 
10.5%
Space Separator 1
 
0.1%
Dash Punctuation 1
 
0.1%
Connector Punctuation 1
 
0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
a 81
12.9%
n 72
11.4%
m 58
 
9.2%
e 58
 
9.2%
o 51
 
8.1%
l 36
 
5.7%
c 36
 
5.7%
i 34
 
5.4%
h 30
 
4.8%
r 28
 
4.5%
Other values (14) 145
23.1%
Decimal Number
ValueCountFrequency (%)
2 27
18.5%
0 26
17.8%
1 17
11.6%
8 16
11.0%
3 16
11.0%
6 14
9.6%
5 9
 
6.2%
4 8
 
5.5%
7 7
 
4.8%
9 6
 
4.1%
Other Punctuation
ValueCountFrequency (%)
. 46
50.5%
@ 45
49.5%
Space Separator
ValueCountFrequency (%)
1
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 629
72.4%
Common 240
 
27.6%

Most frequent character per script

Latin
ValueCountFrequency (%)
a 81
12.9%
n 72
11.4%
m 58
 
9.2%
e 58
 
9.2%
o 51
 
8.1%
l 36
 
5.7%
c 36
 
5.7%
i 34
 
5.4%
h 30
 
4.8%
r 28
 
4.5%
Other values (14) 145
23.1%
Common
ValueCountFrequency (%)
. 46
19.2%
@ 45
18.8%
2 27
11.2%
0 26
10.8%
1 17
 
7.1%
8 16
 
6.7%
3 16
 
6.7%
6 14
 
5.8%
5 9
 
3.8%
4 8
 
3.3%
Other values (5) 16
 
6.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII 869
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
a 81
 
9.3%
n 72
 
8.3%
m 58
 
6.7%
e 58
 
6.7%
o 51
 
5.9%
. 46
 
5.3%
@ 45
 
5.2%
l 36
 
4.1%
c 36
 
4.1%
i 34
 
3.9%
Other values (29) 352
40.5%

정당
Categorical

Distinct2
Distinct (%)4.4%
Missing0
Missing (%)0.0%
Memory size492.0 B
국민의힘
27 
더불어민주당
18 

Length

Max length6
Median length4
Mean length4.8
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row국민의힘
2nd row국민의힘
3rd row더불어민주당
4th row국민의힘
5th row더불어민주당

Common Values

ValueCountFrequency (%)
국민의힘 27
60.0%
더불어민주당 18
40.0%

Length

2023-12-13T04:26:07.524154image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T04:26:07.661625image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
국민의힘 27
60.0%
더불어민주당 18
40.0%

구역
Categorical

HIGH CORRELATION 

Distinct6
Distinct (%)13.3%
Missing0
Missing (%)0.0%
Memory size492.0 B
성산구
의창구
마산합포구
진해구
마산회원구

Length

Max length5
Median length3
Mean length3.7777778
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
성산구 9
20.0%
의창구 8
17.8%
마산합포구 8
17.8%
진해구 8
17.8%
마산회원구 7
15.6%
비례대표 5
11.1%

Length

2023-12-13T04:26:07.783263image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T04:26:07.900845image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
성산구 9
20.0%
의창구 8
17.8%
마산합포구 8
17.8%
진해구 8
17.8%
마산회원구 7
15.6%
비례대표 5
11.1%

선거구
Categorical

HIGH CORRELATION 

Distinct18
Distinct (%)40.0%
Missing0
Missing (%)0.0%
Memory size492.0 B
비례대표
파(양덕1·2,합성2,구암1·2,봉암동)
나(팔룡,의창동)
자(자산,교방,오동,합포,산호동)
가(동읍,대산,북면)
Other values (13)
28 

Length

Max length22
Median length17
Mean length12.133333
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row가(동읍,대산,북면)
2nd row가(동읍,대산,북면)
3rd row가(동읍,대산,북면)
4th row나(팔룡,의창동)
5th row나(팔룡,의창동)

Common Values

ValueCountFrequency (%)
비례대표 5
 
11.1%
파(양덕1·2,합성2,구암1·2,봉암동) 3
 
6.7%
나(팔룡,의창동) 3
 
6.7%
자(자산,교방,오동,합포,산호동) 3
 
6.7%
가(동읍,대산,북면) 3
 
6.7%
차(월영,문화,반월중앙,완월동) 3
 
6.7%
바(상남,사파동) 3
 
6.7%
타(회원1·2,석전,회성,합성1동) 2
 
4.4%
너(이동,자은,덕산,풍호동) 2
 
4.4%
거(경화,병암,석동) 2
 
4.4%
Other values (8) 16
35.6%

Length

2023-12-13T04:26:08.046568image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
비례대표 5
 
11.1%
나(팔룡,의창동 3
 
6.7%
자(자산,교방,오동,합포,산호동 3
 
6.7%
가(동읍,대산,북면 3
 
6.7%
차(월영,문화,반월중앙,완월동 3
 
6.7%
바(상남,사파동 3
 
6.7%
파(양덕1·2,합성2,구암1·2,봉암동 3
 
6.7%
마(중앙,웅남동 2
 
4.4%
사(가음정,성주동 2
 
4.4%
아(구산,진동,진북,진전면,현동,가포동 2
 
4.4%
Other values (8) 16
35.6%
Distinct45
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size492.0 B
2023-12-13T04:26:08.327713image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length65
Median length65
Mean length65
Min length65

Characters and Unicode

Total characters2925
Distinct characters38
Distinct categories5 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique45 ?
Unique (%)100.0%

Sample

1st rowhttps://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0018
2nd rowhttps://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0587
3rd rowhttps://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0107
4th rowhttps://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0017
5th rowhttps://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0588
ValueCountFrequency (%)
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0018 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0091 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0599 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0077 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0600 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0601 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0047 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0605 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0064 1
 
2.2%
https://council.changwon.go.kr/svc/mhp/mhpmain.do?mbrmncd=mbr0025 1
 
2.2%
Other values (35) 35
77.8%
2023-12-13T04:26:08.808010image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
/ 225
 
7.7%
n 225
 
7.7%
h 180
 
6.2%
M 180
 
6.2%
c 180
 
6.2%
o 180
 
6.2%
. 180
 
6.2%
p 135
 
4.6%
a 90
 
3.1%
d 90
 
3.1%
Other values (28) 1260
43.1%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 1890
64.6%
Other Punctuation 495
 
16.9%
Uppercase Letter 315
 
10.8%
Decimal Number 180
 
6.2%
Math Symbol 45
 
1.5%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
n 225
11.9%
h 180
 
9.5%
c 180
 
9.5%
o 180
 
9.5%
p 135
 
7.1%
a 90
 
4.8%
d 90
 
4.8%
t 90
 
4.8%
r 90
 
4.8%
g 90
 
4.8%
Other values (9) 540
28.6%
Decimal Number
ValueCountFrequency (%)
0 82
45.6%
9 18
 
10.0%
5 17
 
9.4%
6 16
 
8.9%
8 10
 
5.6%
7 10
 
5.6%
1 9
 
5.0%
4 7
 
3.9%
2 6
 
3.3%
3 5
 
2.8%
Other Punctuation
ValueCountFrequency (%)
/ 225
45.5%
. 180
36.4%
? 45
 
9.1%
: 45
 
9.1%
Uppercase Letter
ValueCountFrequency (%)
M 180
57.1%
R 45
 
14.3%
C 45
 
14.3%
B 45
 
14.3%
Math Symbol
ValueCountFrequency (%)
= 45
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 2205
75.4%
Common 720
 
24.6%

Most frequent character per script

Latin
ValueCountFrequency (%)
n 225
 
10.2%
h 180
 
8.2%
M 180
 
8.2%
c 180
 
8.2%
o 180
 
8.2%
p 135
 
6.1%
a 90
 
4.1%
d 90
 
4.1%
t 90
 
4.1%
r 90
 
4.1%
Other values (13) 765
34.7%
Common
ValueCountFrequency (%)
/ 225
31.2%
. 180
25.0%
0 82
 
11.4%
= 45
 
6.2%
? 45
 
6.2%
: 45
 
6.2%
9 18
 
2.5%
5 17
 
2.4%
6 16
 
2.2%
8 10
 
1.4%
Other values (5) 37
 
5.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII 2925
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
/ 225
 
7.7%
n 225
 
7.7%
h 180
 
6.2%
M 180
 
6.2%
c 180
 
6.2%
o 180
 
6.2%
. 180
 
6.2%
p 135
 
4.6%
a 90
 
3.1%
d 90
 
3.1%
Other values (28) 1260
43.1%

위원회
Categorical

Distinct10
Distinct (%)22.2%
Missing0
Missing (%)0.0%
Memory size492.0 B
건설해양농림위원회
문화환경도시위원회
경제복지여성위원회
기획행정위원회
의회운영위원회,경제복지여성위원회
Other values (5)

Length

Max length17
Median length15
Mean length10.066667
Min length2

Unique

Unique2 ?
Unique (%)4.4%

Sample

1st row건설해양농림위원회
2nd row건설해양농림위원회
3rd row문화환경도시위원회
4th row의회운영위원회,경제복지여성위원회
5th row의회운영위원회,기획행정위원회

Common Values

ValueCountFrequency (%)
건설해양농림위원회 9
20.0%
문화환경도시위원회 9
20.0%
경제복지여성위원회 9
20.0%
기획행정위원회 8
17.8%
의회운영위원회,경제복지여성위원회 2
 
4.4%
의회운영위원회,기획행정위원회 2
 
4.4%
의회운영위원회,문화환경도시위원회 2
 
4.4%
의회운영위원회,건설해양농림위원회 2
 
4.4%
의장 1
 
2.2%
부의장,기획행정위원회 1
 
2.2%

Length

2023-12-13T04:26:09.001160image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T04:26:09.181217image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
건설해양농림위원회 9
20.0%
문화환경도시위원회 9
20.0%
경제복지여성위원회 9
20.0%
기획행정위원회 8
17.8%
의회운영위원회,경제복지여성위원회 2
 
4.4%
의회운영위원회,기획행정위원회 2
 
4.4%
의회운영위원회,문화환경도시위원회 2
 
4.4%
의회운영위원회,건설해양농림위원회 2
 
4.4%
의장 1
 
2.2%
부의장,기획행정위원회 1
 
2.2%

전화번호
Text

UNIQUE 

Distinct45
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size492.0 B
2023-12-13T04:26:09.456478image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length12
Median length12
Mean length12
Min length12

Characters and Unicode

Total characters540
Distinct characters11
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique45 ?
Unique (%)100.0%

Sample

1st row055-225-5080
2nd row055-225-5151
3rd row055-225-5143
4th row055-225-5040
5th row055-225-5136
ValueCountFrequency (%)
055-225-5080 1
 
2.2%
055-225-5111 1
 
2.2%
055-225-5123 1
 
2.2%
055-225-5135 1
 
2.2%
055-225-5122 1
 
2.2%
055-225-5116 1
 
2.2%
055-225-5010 1
 
2.2%
055-225-5020 1
 
2.2%
055-225-5146 1
 
2.2%
055-225-5130 1
 
2.2%
Other values (35) 35
77.8%
2023-12-13T04:26:09.875504image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
5 188
34.8%
2 106
19.6%
- 90
16.7%
0 64
 
11.9%
1 52
 
9.6%
4 13
 
2.4%
3 12
 
2.2%
6 5
 
0.9%
8 4
 
0.7%
7 4
 
0.7%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 450
83.3%
Dash Punctuation 90
 
16.7%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
5 188
41.8%
2 106
23.6%
0 64
 
14.2%
1 52
 
11.6%
4 13
 
2.9%
3 12
 
2.7%
6 5
 
1.1%
8 4
 
0.9%
7 4
 
0.9%
9 2
 
0.4%
Dash Punctuation
ValueCountFrequency (%)
- 90
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 540
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
5 188
34.8%
2 106
19.6%
- 90
16.7%
0 64
 
11.9%
1 52
 
9.6%
4 13
 
2.4%
3 12
 
2.2%
6 5
 
0.9%
8 4
 
0.7%
7 4
 
0.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII 540
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
5 188
34.8%
2 106
19.6%
- 90
16.7%
0 64
 
11.9%
1 52
 
9.6%
4 13
 
2.4%
3 12
 
2.2%
6 5
 
0.9%
8 4
 
0.7%
7 4
 
0.7%

데이터기준일
Categorical

CONSTANT 

Distinct1
Distinct (%)2.2%
Missing0
Missing (%)0.0%
Memory size492.0 B
2022-09-20
45 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2022-09-20
2nd row2022-09-20
3rd row2022-09-20
4th row2022-09-20
5th row2022-09-20

Common Values

ValueCountFrequency (%)
2022-09-20 45
100.0%

Length

2023-12-13T04:26:10.021957image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T04:26:10.129086image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2022-09-20 45
100.0%

Correlations

2023-12-13T04:26:10.205954image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
성명이메일주소정당구역선거구사진(홈페이지주소)위원회전화번호
성명1.0001.0001.0001.0001.0001.0001.0001.000
이메일주소1.0001.0001.0001.0001.0001.0001.0001.000
정당1.0001.0001.0000.0000.0001.0000.0001.000
구역1.0001.0000.0001.0001.0001.0000.0001.000
선거구1.0001.0000.0001.0001.0001.0000.4591.000
사진(홈페이지주소)1.0001.0001.0001.0001.0001.0001.0001.000
위원회1.0001.0000.0000.0000.4591.0001.0001.000
전화번호1.0001.0001.0001.0001.0001.0001.0001.000
2023-12-13T04:26:10.329234image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
위원회선거구정당구역
위원회1.0000.1370.0000.000
선거구0.1371.0000.0000.832
정당0.0000.0001.0000.000
구역0.0000.8320.0001.000
2023-12-13T04:26:10.427507image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
정당구역선거구위원회
정당1.0000.0000.0000.000
구역0.0001.0000.8320.000
선거구0.0000.8321.0000.137
위원회0.0000.0000.1371.000

Missing values

2023-12-13T04:26:06.153800image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T04:26:06.278176image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

성명이메일주소정당구역선거구사진(홈페이지주소)위원회전화번호데이터기준일
0권성현kwonvictory@naver.com국민의힘의창구가(동읍,대산,북면)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0018건설해양농림위원회055-225-50802022-09-20
1김우진a01052123111@gmail.com국민의힘의창구가(동읍,대산,북면)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0587건설해양농림위원회055-225-51512022-09-20
2최은하h4223@hanmail.net더불어민주당의창구가(동읍,대산,북면)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0107문화환경도시위원회055-225-51432022-09-20
3구점득01020068283@hanmail.net국민의힘의창구나(팔룡,의창동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0017의회운영위원회,경제복지여성위원회055-225-50402022-09-20
4김묘정hkmj2004@hanmail.net더불어민주당의창구나(팔룡,의창동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0588의회운영위원회,기획행정위원회055-225-51362022-09-20
5김혜란khl4199@hanmail.net국민의힘의창구나(팔룡,의창동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0604문화환경도시위원회055-225-51412022-09-20
6김남수yeli883@gmail.com더불어민주당의창구다(봉림,명곡동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0589경제복지여성위원회055-225-51272022-09-20
7안상우wonderingsoul0@gmail.com국민의힘의창구다(봉림,명곡동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0590기획행정위원회055-225-51322022-09-20
8강창석kcs9878@naver.com국민의힘성산구라(반송,용지동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0592의회운영위원회,문화환경도시위원회055-225-51522022-09-20
9박해정phj2067@hanmail.net더불어민주당성산구라(반송,용지동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0591의회운영위원회,건설해양농림위원회055-225-51132022-09-20
성명이메일주소정당구역선거구사진(홈페이지주소)위원회전화번호데이터기준일
35정순욱jsu2566@hanmail.net더불어민주당진해구거(경화,병암,석동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0094문화환경도시위원회055-225-51442022-09-20
36이종화ljflower@hanmail.net더불어민주당진해구너(이동,자은,덕산,풍호동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0078경제복지여성위원회055-225-51252022-09-20
37최정훈namja2k@naver.com국민의힘진해구너(이동,자은,덕산,풍호동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0603경제복지여성위원회055-225-51282022-09-20
38심영석s8y8s8@hanmail.net더불어민주당진해구더(웅천,웅동1·2동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0067건설해양농림위원회055-225-51122022-09-20
39한상석hanss4427@gmail.com국민의힘진해구더(웅천,웅동1·2동)https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0602건설해양농림위원회055-225-51152022-09-20
40김미나b5382@naver.com국민의힘비례대표비례대표https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0608기획행정위원회055-225-51332022-09-20
41김수혜sooov@naver.com국민의힘비례대표비례대표https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0610경제복지여성위원회055-225-51292022-09-20
42박강우baek2322@nate.com국민의힘비례대표비례대표https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0609건설해양농림위원회055-225-51172022-09-20
43오은옥oeo1104@changwon.ac.kr더불어민주당비례대표비례대표https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0606건설해양농림위원회055-225-51182022-09-20
44진형익hi_changwon@naver.com더불어민주당비례대표비례대표https://council.changwon.go.kr/svc/mhp/MhpMain.do?mbrMnCd=MBR0607기획행정위원회055-225-51532022-09-20