Overview

Dataset statistics

Number of variables5
Number of observations81
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.3 KiB
Average record size in memory41.6 B

Variable types

Text2
DateTime1
Categorical2

Dataset

Description한국중부발전(주)의 MOU(양해각서) 체결 현황이며, 목록명은 'MOU명칭', '체결일', '체결분야', '체결부서', '체결상대'로 이루어져 있습니다.
URLhttps://www.data.go.kr/data/15120218/fileData.do

Alerts

체결분야 is highly overall correlated with 체결부서High correlation
체결부서 is highly overall correlated with 체결분야High correlation
MOU명칭 has unique valuesUnique

Reproduction

Analysis started2023-12-12 19:20:55.771014
Analysis finished2023-12-12 19:20:56.649816
Duration0.88 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

MOU명칭
Text

UNIQUE 

Distinct81
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size780.0 B
2023-12-13T04:20:56.949317image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length49
Median length35
Mean length26.592593
Min length9

Characters and Unicode

Total characters2154
Distinct characters310
Distinct categories11 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique81 ?
Unique (%)100.0%

Sample

1st row축산분뇨 자원화를 통한 온실가스 감축 외부사업 업무협약
2nd row사내하도급 근로자 고용안정 및 근로조건 보호 가이드라인 준수 협약
3rd row보령시 미래 인재 육성을 위한 아동비전플랜트사업 업무협약
4th row수소에너지 신사업 추진 협약
5th row폐자원 재순환 그린 수소에너지 신사업 공동개발 협약
ValueCountFrequency (%)
업무협약 36
 
7.6%
위한 34
 
7.1%
협약 17
 
3.6%
9
 
1.9%
test-bed 8
 
1.7%
제공 8
 
1.7%
스마트 5
 
1.1%
상호협력 4
 
0.8%
개발 4
 
0.8%
구축을 4
 
0.8%
Other values (300) 347
72.9%
2023-12-13T04:20:57.519102image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
395
 
18.3%
80
 
3.7%
71
 
3.3%
69
 
3.2%
51
 
2.4%
43
 
2.0%
35
 
1.6%
33
 
1.5%
28
 
1.3%
27
 
1.3%
Other values (300) 1322
61.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1531
71.1%
Space Separator 395
 
18.3%
Uppercase Letter 83
 
3.9%
Lowercase Letter 80
 
3.7%
Decimal Number 24
 
1.1%
Dash Punctuation 14
 
0.6%
Open Punctuation 9
 
0.4%
Close Punctuation 9
 
0.4%
Other Punctuation 7
 
0.3%
Final Punctuation 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
80
 
5.2%
71
 
4.6%
69
 
4.5%
51
 
3.3%
43
 
2.8%
35
 
2.3%
33
 
2.2%
28
 
1.8%
27
 
1.8%
27
 
1.8%
Other values (249) 1067
69.7%
Uppercase Letter
ValueCountFrequency (%)
T 10
12.0%
E 10
12.0%
S 9
10.8%
B 9
10.8%
G 6
 
7.2%
M 5
 
6.0%
R 4
 
4.8%
W 4
 
4.8%
C 4
 
4.8%
P 4
 
4.8%
Other values (10) 18
21.7%
Lowercase Letter
ValueCountFrequency (%)
e 24
30.0%
t 13
16.2%
d 10
12.5%
s 9
 
11.2%
a 5
 
6.2%
r 5
 
6.2%
o 3
 
3.8%
n 3
 
3.8%
m 2
 
2.5%
l 1
 
1.2%
Other values (5) 5
 
6.2%
Decimal Number
ValueCountFrequency (%)
0 9
37.5%
2 5
20.8%
1 4
16.7%
3 2
 
8.3%
8 2
 
8.3%
9 1
 
4.2%
4 1
 
4.2%
Other Punctuation
ValueCountFrequency (%)
, 3
42.9%
· 3
42.9%
. 1
 
14.3%
Space Separator
ValueCountFrequency (%)
395
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 14
100.0%
Open Punctuation
ValueCountFrequency (%)
( 9
100.0%
Close Punctuation
ValueCountFrequency (%)
) 9
100.0%
Final Punctuation
ValueCountFrequency (%)
1
100.0%
Initial Punctuation
ValueCountFrequency (%)
1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1531
71.1%
Common 460
 
21.4%
Latin 163
 
7.6%

Most frequent character per script

Hangul
ValueCountFrequency (%)
80
 
5.2%
71
 
4.6%
69
 
4.5%
51
 
3.3%
43
 
2.8%
35
 
2.3%
33
 
2.2%
28
 
1.8%
27
 
1.8%
27
 
1.8%
Other values (249) 1067
69.7%
Latin
ValueCountFrequency (%)
e 24
14.7%
t 13
 
8.0%
T 10
 
6.1%
E 10
 
6.1%
d 10
 
6.1%
s 9
 
5.5%
S 9
 
5.5%
B 9
 
5.5%
G 6
 
3.7%
a 5
 
3.1%
Other values (25) 58
35.6%
Common
ValueCountFrequency (%)
395
85.9%
- 14
 
3.0%
0 9
 
2.0%
( 9
 
2.0%
) 9
 
2.0%
2 5
 
1.1%
1 4
 
0.9%
, 3
 
0.7%
· 3
 
0.7%
3 2
 
0.4%
Other values (6) 7
 
1.5%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1531
71.1%
ASCII 618
28.7%
None 3
 
0.1%
Punctuation 2
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
395
63.9%
e 24
 
3.9%
- 14
 
2.3%
t 13
 
2.1%
T 10
 
1.6%
E 10
 
1.6%
d 10
 
1.6%
0 9
 
1.5%
s 9
 
1.5%
S 9
 
1.5%
Other values (38) 115
 
18.6%
Hangul
ValueCountFrequency (%)
80
 
5.2%
71
 
4.6%
69
 
4.5%
51
 
3.3%
43
 
2.8%
35
 
2.3%
33
 
2.2%
28
 
1.8%
27
 
1.8%
27
 
1.8%
Other values (249) 1067
69.7%
None
ValueCountFrequency (%)
· 3
100.0%
Punctuation
ValueCountFrequency (%)
1
50.0%
1
50.0%
Distinct63
Distinct (%)77.8%
Missing0
Missing (%)0.0%
Memory size780.0 B
Minimum2022-01-27 00:00:00
Maximum2022-12-28 00:00:00
2023-12-13T04:20:57.698069image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T04:20:57.859824image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

체결분야
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)13.6%
Missing0
Missing (%)0.0%
Memory size780.0 B
신재생에너지
21 
사회공헌
13 
연구개발
12 
안전품질
10 
환경화학
Other values (6)
19 

Length

Max length7
Median length4
Mean length4.5432099
Min length2

Unique

Unique1 ?
Unique (%)1.2%

Sample

1st row환경화학
2nd row경영관리
3rd row사회공헌
4th row신재생에너지
5th row신재생에너지

Common Values

ValueCountFrequency (%)
신재생에너지 21
25.9%
사회공헌 13
16.0%
연구개발 12
14.8%
안전품질 10
12.3%
환경화학 6
 
7.4%
혁신 5
 
6.2%
경영관리 4
 
4.9%
해외·신규사업 4
 
4.9%
발전운영 3
 
3.7%
기획조정 2
 
2.5%

Length

2023-12-13T04:20:58.051500image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
신재생에너지 21
25.9%
사회공헌 13
16.0%
연구개발 12
14.8%
안전품질 10
12.3%
환경화학 6
 
7.4%
혁신 5
 
6.2%
경영관리 4
 
4.9%
해외·신규사업 4
 
4.9%
발전운영 3
 
3.7%
기획조정 2
 
2.5%

체결부서
Categorical

HIGH CORRELATION 

Distinct40
Distinct (%)49.4%
Missing0
Missing (%)0.0%
Memory size780.0 B
환경정책실
ESG상생실
수소사업실
 
5
풍력사업부
 
5
(보령)연료기술부
 
5
Other values (35)
54 

Length

Max length11
Median length10
Mean length6.9135802
Min length5

Unique

Unique24 ?
Unique (%)29.6%

Sample

1st row카본솔루션부
2nd row(세종)경영기획부
3rd row(신보령)경영기획부
4th row수소사업실
5th row동반성장부

Common Values

ValueCountFrequency (%)
환경정책실 6
 
7.4%
ESG상생실 6
 
7.4%
수소사업실 5
 
6.2%
풍력사업부 5
 
6.2%
(보령)연료기술부 5
 
6.2%
신재생기획실 4
 
4.9%
해외에너지사업부 4
 
4.9%
기술기획부 4
 
4.9%
(신보령)경영기획부 3
 
3.7%
신재생1센터 3
 
3.7%
Other values (30) 36
44.4%

Length

2023-12-13T04:20:58.198483image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
환경정책실 6
 
7.4%
esg상생실 6
 
7.4%
수소사업실 5
 
6.2%
풍력사업부 5
 
6.2%
보령)연료기술부 5
 
6.2%
신재생기획실 4
 
4.9%
해외에너지사업부 4
 
4.9%
기술기획부 4
 
4.9%
신보령)경영기획부 3
 
3.7%
신재생1센터 3
 
3.7%
Other values (30) 36
44.4%
Distinct78
Distinct (%)96.3%
Missing0
Missing (%)0.0%
Memory size780.0 B
2023-12-13T04:20:58.556682image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length74
Median length42
Mean length16.08642
Min length3

Characters and Unicode

Total characters1303
Distinct characters238
Distinct categories10 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique76 ?
Unique (%)93.8%

Sample

1st row홍보그린텍(주)
2nd row대전지방고용노동청, 상공에너지세종사업소
3rd row충청남도보령교육지원청, 초록우산 어린이재단 충남지역본부
4th row㈜제이씨에너지, 두산중공업
5th row㈜플라젠
ValueCountFrequency (%)
보령시 4
 
2.2%
지앤이파트너스(유 3
 
1.7%
pty 3
 
1.7%
한국서부발전 3
 
1.7%
e&s 3
 
1.7%
sk 3
 
1.7%
ltd 3
 
1.7%
한국남부발전 3
 
1.7%
충청남도 3
 
1.7%
충남지역본부 2
 
1.1%
Other values (138) 151
83.4%
2023-12-13T04:20:59.123631image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
100
 
7.7%
, 64
 
4.9%
40
 
3.1%
39
 
3.0%
31
 
2.4%
30
 
2.3%
( 29
 
2.2%
) 29
 
2.2%
28
 
2.1%
27
 
2.1%
Other values (228) 886
68.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 892
68.5%
Space Separator 100
 
7.7%
Lowercase Letter 94
 
7.2%
Uppercase Letter 71
 
5.4%
Other Punctuation 70
 
5.4%
Open Punctuation 29
 
2.2%
Close Punctuation 29
 
2.2%
Other Symbol 16
 
1.2%
Dash Punctuation 1
 
0.1%
Decimal Number 1
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
40
 
4.5%
39
 
4.4%
31
 
3.5%
30
 
3.4%
28
 
3.1%
27
 
3.0%
27
 
3.0%
19
 
2.1%
18
 
2.0%
16
 
1.8%
Other values (182) 617
69.2%
Uppercase Letter
ValueCountFrequency (%)
S 12
16.9%
K 9
12.7%
L 7
9.9%
C 7
9.9%
P 5
7.0%
E 5
7.0%
N 4
 
5.6%
G 4
 
5.6%
T 3
 
4.2%
R 3
 
4.2%
Other values (9) 12
16.9%
Lowercase Letter
ValueCountFrequency (%)
a 16
17.0%
e 13
13.8%
r 11
11.7%
t 11
11.7%
n 6
 
6.4%
i 6
 
6.4%
l 6
 
6.4%
d 5
 
5.3%
o 4
 
4.3%
y 4
 
4.3%
Other values (8) 12
12.8%
Other Punctuation
ValueCountFrequency (%)
, 64
91.4%
& 3
 
4.3%
. 3
 
4.3%
Space Separator
ValueCountFrequency (%)
100
100.0%
Open Punctuation
ValueCountFrequency (%)
( 29
100.0%
Close Punctuation
ValueCountFrequency (%)
) 29
100.0%
Other Symbol
ValueCountFrequency (%)
16
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1
100.0%
Decimal Number
ValueCountFrequency (%)
5 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 908
69.7%
Common 230
 
17.7%
Latin 165
 
12.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
40
 
4.4%
39
 
4.3%
31
 
3.4%
30
 
3.3%
28
 
3.1%
27
 
3.0%
27
 
3.0%
19
 
2.1%
18
 
2.0%
16
 
1.8%
Other values (183) 633
69.7%
Latin
ValueCountFrequency (%)
a 16
 
9.7%
e 13
 
7.9%
S 12
 
7.3%
r 11
 
6.7%
t 11
 
6.7%
K 9
 
5.5%
L 7
 
4.2%
C 7
 
4.2%
n 6
 
3.6%
i 6
 
3.6%
Other values (27) 67
40.6%
Common
ValueCountFrequency (%)
100
43.5%
, 64
27.8%
( 29
 
12.6%
) 29
 
12.6%
& 3
 
1.3%
. 3
 
1.3%
- 1
 
0.4%
5 1
 
0.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 892
68.5%
ASCII 395
30.3%
None 16
 
1.2%

Most frequent character per block

ASCII
ValueCountFrequency (%)
100
25.3%
, 64
16.2%
( 29
 
7.3%
) 29
 
7.3%
a 16
 
4.1%
e 13
 
3.3%
S 12
 
3.0%
r 11
 
2.8%
t 11
 
2.8%
K 9
 
2.3%
Other values (35) 101
25.6%
Hangul
ValueCountFrequency (%)
40
 
4.5%
39
 
4.4%
31
 
3.5%
30
 
3.4%
28
 
3.1%
27
 
3.0%
27
 
3.0%
19
 
2.1%
18
 
2.0%
16
 
1.8%
Other values (182) 617
69.2%
None
ValueCountFrequency (%)
16
100.0%

Correlations

2023-12-13T04:20:59.257796image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
MOU명칭체결일체결분야체결부서체결상대
MOU명칭1.0001.0001.0001.0001.000
체결일1.0001.0000.9130.9570.999
체결분야1.0000.9131.0000.9861.000
체결부서1.0000.9570.9861.0001.000
체결상대1.0000.9991.0001.0001.000
2023-12-13T04:20:59.389812image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
체결부서체결분야
체결부서1.0000.675
체결분야0.6751.000
2023-12-13T04:20:59.488223image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
체결분야체결부서
체결분야1.0000.675
체결부서0.6751.000

Missing values

2023-12-13T04:20:56.440818image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T04:20:56.598335image/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

MOU명칭체결일체결분야체결부서체결상대
0축산분뇨 자원화를 통한 온실가스 감축 외부사업 업무협약2022-01-27환경화학카본솔루션부홍보그린텍(주)
1사내하도급 근로자 고용안정 및 근로조건 보호 가이드라인 준수 협약2022-02-11경영관리(세종)경영기획부대전지방고용노동청, 상공에너지세종사업소
2보령시 미래 인재 육성을 위한 아동비전플랜트사업 업무협약2022-02-15사회공헌(신보령)경영기획부충청남도보령교육지원청, 초록우산 어린이재단 충남지역본부
3수소에너지 신사업 추진 협약2022-02-16신재생에너지수소사업실㈜제이씨에너지, 두산중공업
4폐자원 재순환 그린 수소에너지 신사업 공동개발 협약2022-02-22신재생에너지동반성장부㈜플라젠
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