Overview

Dataset statistics

Number of variables4
Number of observations33
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.2 KiB
Average record size in memory36.0 B

Variable types

Text3
Categorical1

Dataset

Description2021년 신규로 추진된 경상남도 사업으로, 청년이 근무하고 싶은 경남형 청년친화기업 선정 현황에 대한 자료입니다. 청년친화기업으로 선정된 업체의 업체명, 소재지, 대표 생산품목 등의 정보를 제공합니다.
Author경상남도
URLhttps://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15096072

Alerts

기업명 has unique valuesUnique
주요업종 has unique valuesUnique

Reproduction

Analysis started2023-12-10 23:03:52.556953
Analysis finished2023-12-10 23:03:53.042142
Duration0.49 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

기업명
Text

UNIQUE 

Distinct33
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size396.0 B
2023-12-11T08:03:53.190007image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length12
Median length10
Mean length7.4242424
Min length3

Characters and Unicode

Total characters245
Distinct characters96
Distinct categories7 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique33 ?
Unique (%)100.0%

Sample

1st row금정산업㈜
2nd row㈜락토메이슨
3rd row㈜신신사
4th row㈜아이티씨
5th row㈜SP시스템스
ValueCountFrequency (%)
주식회사 12
26.7%
금정산업㈜ 1
 
2.2%
세중씨엔지 1
 
2.2%
케이에프 1
 
2.2%
㈜애드테크 1
 
2.2%
인텔라이츠 1
 
2.2%
킥더허들 1
 
2.2%
㈜대호아이앤티 1
 
2.2%
금호공업(주 1
 
2.2%
준엔지니어링 1
 
2.2%
Other values (24) 24
53.3%
2023-12-11T08:03:53.570827image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
17
 
6.9%
15
 
6.1%
13
 
5.3%
12
 
4.9%
12
 
4.9%
12
 
4.9%
10
 
4.1%
8
 
3.3%
6
 
2.4%
6
 
2.4%
Other values (86) 134
54.7%

Most occurring categories

ValueCountFrequency (%)
Other Letter 208
84.9%
Other Symbol 17
 
6.9%
Space Separator 12
 
4.9%
Other Punctuation 2
 
0.8%
Close Punctuation 2
 
0.8%
Open Punctuation 2
 
0.8%
Uppercase Letter 2
 
0.8%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
15
 
7.2%
13
 
6.2%
12
 
5.8%
12
 
5.8%
10
 
4.8%
8
 
3.8%
6
 
2.9%
6
 
2.9%
5
 
2.4%
5
 
2.4%
Other values (79) 116
55.8%
Uppercase Letter
ValueCountFrequency (%)
P 1
50.0%
S 1
50.0%
Other Symbol
ValueCountFrequency (%)
17
100.0%
Space Separator
ValueCountFrequency (%)
12
100.0%
Other Punctuation
ValueCountFrequency (%)
. 2
100.0%
Close Punctuation
ValueCountFrequency (%)
) 2
100.0%
Open Punctuation
ValueCountFrequency (%)
( 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 225
91.8%
Common 18
 
7.3%
Latin 2
 
0.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
17
 
7.6%
15
 
6.7%
13
 
5.8%
12
 
5.3%
12
 
5.3%
10
 
4.4%
8
 
3.6%
6
 
2.7%
6
 
2.7%
5
 
2.2%
Other values (80) 121
53.8%
Common
ValueCountFrequency (%)
12
66.7%
. 2
 
11.1%
) 2
 
11.1%
( 2
 
11.1%
Latin
ValueCountFrequency (%)
P 1
50.0%
S 1
50.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 208
84.9%
ASCII 20
 
8.2%
None 17
 
6.9%

Most frequent character per block

None
ValueCountFrequency (%)
17
100.0%
Hangul
ValueCountFrequency (%)
15
 
7.2%
13
 
6.2%
12
 
5.8%
12
 
5.8%
10
 
4.8%
8
 
3.8%
6
 
2.9%
6
 
2.9%
5
 
2.4%
5
 
2.4%
Other values (79) 116
55.8%
ASCII
ValueCountFrequency (%)
12
60.0%
. 2
 
10.0%
) 2
 
10.0%
( 2
 
10.0%
P 1
 
5.0%
S 1
 
5.0%

소재지
Categorical

Distinct5
Distinct (%)15.2%
Missing0
Missing (%)0.0%
Memory size396.0 B
창원시
12 
진주시
양산시
김해시
창녕군
 
1

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique1 ?
Unique (%)3.0%

Sample

1st row양산시
2nd row진주시
3rd row김해시
4th row양산시
5th row양산시

Common Values

ValueCountFrequency (%)
창원시 12
36.4%
진주시 8
24.2%
양산시 6
18.2%
김해시 6
18.2%
창녕군 1
 
3.0%

Length

2023-12-11T08:03:53.717003image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T08:03:53.825646image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
창원시 12
36.4%
진주시 8
24.2%
양산시 6
18.2%
김해시 6
18.2%
창녕군 1
 
3.0%

주요업종
Text

UNIQUE 

Distinct33
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size396.0 B
2023-12-11T08:03:54.092485image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length23
Median length18
Mean length14.515152
Min length6

Characters and Unicode

Total characters479
Distinct characters147
Distinct categories7 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique33 ?
Unique (%)100.0%

Sample

1st row비닐제품제조
2nd row유산균식품제조
3rd row가전기기 부품제조
4th row초고압 변압기용 절연물 제조
5th row산업용 로봇제조
ValueCountFrequency (%)
13
 
10.0%
제조 12
 
9.2%
4
 
3.1%
제작 3
 
2.3%
부품 3
 
2.3%
산업용 3
 
2.3%
자동차 2
 
1.5%
개발 2
 
1.5%
ict 2
 
1.5%
디자인 2
 
1.5%
Other values (82) 84
64.6%
2023-12-11T08:03:54.518686image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
105
 
21.9%
22
 
4.6%
20
 
4.2%
13
 
2.7%
13
 
2.7%
11
 
2.3%
9
 
1.9%
, 7
 
1.5%
7
 
1.5%
6
 
1.3%
Other values (137) 266
55.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 353
73.7%
Space Separator 105
 
21.9%
Other Punctuation 7
 
1.5%
Uppercase Letter 6
 
1.3%
Lowercase Letter 4
 
0.8%
Close Punctuation 2
 
0.4%
Open Punctuation 2
 
0.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
22
 
6.2%
20
 
5.7%
13
 
3.7%
13
 
3.7%
11
 
3.1%
9
 
2.5%
7
 
2.0%
6
 
1.7%
6
 
1.7%
6
 
1.7%
Other values (128) 240
68.0%
Uppercase Letter
ValueCountFrequency (%)
I 2
33.3%
C 2
33.3%
T 2
33.3%
Lowercase Letter
ValueCountFrequency (%)
s 2
50.0%
w 2
50.0%
Space Separator
ValueCountFrequency (%)
105
100.0%
Other Punctuation
ValueCountFrequency (%)
, 7
100.0%
Close Punctuation
ValueCountFrequency (%)
) 2
100.0%
Open Punctuation
ValueCountFrequency (%)
( 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 353
73.7%
Common 116
 
24.2%
Latin 10
 
2.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
22
 
6.2%
20
 
5.7%
13
 
3.7%
13
 
3.7%
11
 
3.1%
9
 
2.5%
7
 
2.0%
6
 
1.7%
6
 
1.7%
6
 
1.7%
Other values (128) 240
68.0%
Latin
ValueCountFrequency (%)
s 2
20.0%
w 2
20.0%
I 2
20.0%
C 2
20.0%
T 2
20.0%
Common
ValueCountFrequency (%)
105
90.5%
, 7
 
6.0%
) 2
 
1.7%
( 2
 
1.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 353
73.7%
ASCII 126
 
26.3%

Most frequent character per block

ASCII
ValueCountFrequency (%)
105
83.3%
, 7
 
5.6%
s 2
 
1.6%
w 2
 
1.6%
) 2
 
1.6%
I 2
 
1.6%
C 2
 
1.6%
T 2
 
1.6%
( 2
 
1.6%
Hangul
ValueCountFrequency (%)
22
 
6.2%
20
 
5.7%
13
 
3.7%
13
 
3.7%
11
 
3.1%
9
 
2.5%
7
 
2.0%
6
 
1.7%
6
 
1.7%
6
 
1.7%
Other values (128) 240
68.0%
Distinct30
Distinct (%)90.9%
Missing0
Missing (%)0.0%
Memory size396.0 B
2023-12-11T08:03:54.765221image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length147
Median length47
Mean length39.424242
Min length4

Characters and Unicode

Total characters1301
Distinct characters125
Distinct categories7 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique28 ?
Unique (%)84.8%

Sample

1st row메인비즈, 벤처기업확인서
2nd row청년친화강소기업, 경상남도 고용우수기업, 벤처기업확인서
3rd row이노비즈, 가족친화인증,글로벌 강소기업, 인적자원개발 우수기관, 김해시 일자리우수기업
4th row벤처기업확인서
5th row청년친화강소기업, 처기업확인서, 이노비즈, 글로벌 강소기업, 경상남도 고용우수기업
ValueCountFrequency (%)
이노비즈 14
 
10.9%
벤처기업 11
 
8.5%
이노비즈(중소벤처기업부 4
 
3.1%
성과공유기업 4
 
3.1%
벤처기업확인서 4
 
3.1%
청년친화강소기업 4
 
3.1%
기업부설연구소(과학기술정보통신부 3
 
2.3%
가족친화인증(여성가족부 3
 
2.3%
고용우수기업(경상남도 2
 
1.6%
인재육성형 2
 
1.6%
Other values (66) 78
60.5%
2023-12-11T08:03:55.191388image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
108
 
8.3%
99
 
7.6%
96
 
7.4%
, 83
 
6.4%
47
 
3.6%
( 44
 
3.4%
) 44
 
3.4%
40
 
3.1%
40
 
3.1%
37
 
2.8%
Other values (115) 663
51.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1020
78.4%
Space Separator 96
 
7.4%
Other Punctuation 83
 
6.4%
Open Punctuation 44
 
3.4%
Close Punctuation 44
 
3.4%
Decimal Number 9
 
0.7%
Uppercase Letter 5
 
0.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
108
 
10.6%
99
 
9.7%
47
 
4.6%
40
 
3.9%
40
 
3.9%
37
 
3.6%
34
 
3.3%
29
 
2.8%
25
 
2.5%
24
 
2.4%
Other values (103) 537
52.6%
Decimal Number
ValueCountFrequency (%)
0 5
55.6%
2 2
 
22.2%
1 1
 
11.1%
3 1
 
11.1%
Uppercase Letter
ValueCountFrequency (%)
C 2
40.0%
H 1
20.0%
A 1
20.0%
P 1
20.0%
Space Separator
ValueCountFrequency (%)
96
100.0%
Other Punctuation
ValueCountFrequency (%)
, 83
100.0%
Open Punctuation
ValueCountFrequency (%)
( 44
100.0%
Close Punctuation
ValueCountFrequency (%)
) 44
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1020
78.4%
Common 276
 
21.2%
Latin 5
 
0.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
108
 
10.6%
99
 
9.7%
47
 
4.6%
40
 
3.9%
40
 
3.9%
37
 
3.6%
34
 
3.3%
29
 
2.8%
25
 
2.5%
24
 
2.4%
Other values (103) 537
52.6%
Common
ValueCountFrequency (%)
96
34.8%
, 83
30.1%
( 44
15.9%
) 44
15.9%
0 5
 
1.8%
2 2
 
0.7%
1 1
 
0.4%
3 1
 
0.4%
Latin
ValueCountFrequency (%)
C 2
40.0%
H 1
20.0%
A 1
20.0%
P 1
20.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1020
78.4%
ASCII 281
 
21.6%

Most frequent character per block

Hangul
ValueCountFrequency (%)
108
 
10.6%
99
 
9.7%
47
 
4.6%
40
 
3.9%
40
 
3.9%
37
 
3.6%
34
 
3.3%
29
 
2.8%
25
 
2.5%
24
 
2.4%
Other values (103) 537
52.6%
ASCII
ValueCountFrequency (%)
96
34.2%
, 83
29.5%
( 44
15.7%
) 44
15.7%
0 5
 
1.8%
C 2
 
0.7%
2 2
 
0.7%
1 1
 
0.4%
3 1
 
0.4%
H 1
 
0.4%
Other values (2) 2
 
0.7%

Correlations

2023-12-11T08:03:55.292639image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
기업명소재지주요업종공공기관 인증내역
기업명1.0001.0001.0001.000
소재지1.0001.0001.0000.975
주요업종1.0001.0001.0001.000
공공기관 인증내역1.0000.9751.0001.000

Missing values

2023-12-11T08:03:52.888309image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T08:03:53.004130image/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

기업명소재지주요업종공공기관 인증내역
0금정산업㈜양산시비닐제품제조메인비즈, 벤처기업확인서
1㈜락토메이슨진주시유산균식품제조청년친화강소기업, 경상남도 고용우수기업, 벤처기업확인서
2㈜신신사김해시가전기기 부품제조이노비즈, 가족친화인증,글로벌 강소기업, 인적자원개발 우수기관, 김해시 일자리우수기업
3㈜아이티씨양산시초고압 변압기용 절연물 제조벤처기업확인서
4㈜SP시스템스양산시산업용 로봇제조청년친화강소기업, 처기업확인서, 이노비즈, 글로벌 강소기업, 경상남도 고용우수기업
5㈜에이엔에이치스트럭쳐진주시항공기 연구 및 부품제조이노비즈, 기술보증기금 벤처기업확인
6㈜영케미칼김해시반창고 제조청년친화강소기업, 기업확인서, 이노비즈, 인재육성형중소기업
7㈜월드튜브김해시중장비용 고압배관류, 연료전지용 부품 제조청년친화강소기업, 이노비즈, 성과공유기업
8㈜웰템창원시산업용 공조기기 제조글로벌강소기업지정, 한국산업기술평가관리원, 재부품장비전문기업, 중소기업지식재산경영인증, 이노비즈
9일신씨엔에스㈜창원시통신배선 공사 및 비대면 방역장치경영혁신형중소기업확인서, 벤처기업확인서, 창업기업확인서
기업명소재지주요업종공공기관 인증내역
23㈜대호아이앤티창원시건물유형별 설비 제어 등 네트워크 솔루션수출유망중소기업(중소벤처기업부 외), 창원형강소기업(창원시), 인재육성형 중소기업(중소벤처기업부), 녹색기술인증(중소벤처기업부), 이노비즈(중소벤처기업부), 글로벌강소기업(중소벤처기업부), 가족친화인증(여성가족부), 혁신기업 국가대표 1000 3회차 기업(특허청)
24주식회사 세중씨엔지김해시플라스틱 플레이트 등 복합재료 엔지니어링김해형 강소기업(김해시), 벤처기업, 소재,부품,장비전문기업(한국산업기술평가관리원)
25금호공업(주)진주시자동차, 중장비, 농기계 부품 제조이노비즈
26주식회사 청명시스텍창녕군철도차량 배전반 및 케이블 하네스 제조벤처기업(중소벤처기업진흥공단), 기업부설연구소(과학기술정보통신부), 메인비즈(중소벤처기업부), 이노비즈(중소벤처기업부)
27주식회사 씨티엔에스창원시이차전지 배터리팩 제조벤처기업, 가족친화(여성가족부), 고용우수기업(경상남도), 소재,부품,장비전문기업(한국산업기술평가관리원)
28우정엔지니어링 주식회사진주시선박 조정관 제작 및 산업용 로봇 제조가족친화인증(여성가족부), 이노비즈, 벤처기업
29킹콩디자인진주시인쇄물 제작 및 디자인메인비즈, 성과공유기업
30주식회사 마크창원시디자인 기획 및 인쇄, 출판벤처기업(중소벤처기업부), 메인비즈(중소벤터기업부), 강소기업(고용노동부)
31㈜익스트리플창원시sw개발(메타뷰 등), ICT 융합벤처기업
32주식회사 양인터네셔널양산시커피 생두 수입 및 납품벤처기업(중소벤처기업진흥공단), 메인비즈(중소벤처기업부), 이노비즈(중소벤처기업부), HACCP인증(한국식품안전관리인증원), 기업부설연구소(과학기술정보통신부)