Overview

Dataset statistics

Number of variables4
Number of observations169
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.4 KiB
Average record size in memory32.8 B

Variable types

Text2
Categorical2

Dataset

Description중소벤처기업 재직자의 역량강화를 위해 연수사업을 담당하는 중소벤처기업연수원의 서비스 이용편의를 위해 제공 중인 중소벤처기업연수원 홈페이지(sbti.kosmes.or.kr)의 운영단계별 메뉴현황입니다. 해당 목록에서 아래의 칼럼명에 해당하는 데이터를 확인해 주십시오.- 칼럼정보 : 기능 아이디, 레벨1 운영기능명, 레벨2 운영기능명, 레벨3 운영기능명
Author중소벤처기업진흥공단
URLhttps://www.data.go.kr/data/15093804/fileData.do

Alerts

레벨1 응용기능명 is highly overall correlated with 레벨2 응용기능명High correlation
레벨2 응용기능명 is highly overall correlated with 레벨1 응용기능명High correlation
기능아이디 has unique valuesUnique

Reproduction

Analysis started2023-12-12 22:48:12.183381
Analysis finished2023-12-12 22:48:12.662891
Duration0.48 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

기능아이디
Text

UNIQUE 

Distinct169
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
2023-12-13T07:48:12.874509image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length16
Median length15
Mean length15.12426
Min length15

Characters and Unicode

Total characters2556
Distinct characters24
Distinct categories3 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique169 ?
Unique (%)100.0%

Sample

1st rowST_MYH_010_00_00
2nd rowST_MYH_080_00_00
3rd rowST_MYH_090_00_00
4th rowST_MYH_020_00_00
5th rowST_MYH_030_00_00
ValueCountFrequency (%)
st_myh_010_00_00 1
 
0.6%
st_sb_stc_12_00 1
 
0.6%
st_sb_stc_16_00 1
 
0.6%
st_sb_stc_10_05 1
 
0.6%
st_sb_stc_20_05 1
 
0.6%
st_sb_stc_30_05 1
 
0.6%
st_sb_stc_40_05 1
 
0.6%
st_sb_stc_50_05 1
 
0.6%
st_sb_stc_10_06 1
 
0.6%
st_sb_stc_11_00 1
 
0.6%
Other values (159) 159
94.1%
2023-12-13T07:48:13.311213image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
_ 676
26.4%
0 574
22.5%
S 420
16.4%
T 289
11.3%
B 111
 
4.3%
C 65
 
2.5%
1 63
 
2.5%
5 48
 
1.9%
2 45
 
1.8%
4 43
 
1.7%
Other values (14) 222
 
8.7%

Most occurring categories

ValueCountFrequency (%)
Uppercase Letter 1015
39.7%
Decimal Number 865
33.8%
Connector Punctuation 676
26.4%

Most frequent character per category

Uppercase Letter
ValueCountFrequency (%)
S 420
41.4%
T 289
28.5%
B 111
 
10.9%
C 65
 
6.4%
I 33
 
3.3%
A 25
 
2.5%
G 18
 
1.8%
H 15
 
1.5%
J 14
 
1.4%
Y 7
 
0.7%
Other values (3) 18
 
1.8%
Decimal Number
ValueCountFrequency (%)
0 574
66.4%
1 63
 
7.3%
5 48
 
5.5%
2 45
 
5.2%
4 43
 
5.0%
3 37
 
4.3%
6 18
 
2.1%
7 17
 
2.0%
8 15
 
1.7%
9 5
 
0.6%
Connector Punctuation
ValueCountFrequency (%)
_ 676
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 1541
60.3%
Latin 1015
39.7%

Most frequent character per script

Latin
ValueCountFrequency (%)
S 420
41.4%
T 289
28.5%
B 111
 
10.9%
C 65
 
6.4%
I 33
 
3.3%
A 25
 
2.5%
G 18
 
1.8%
H 15
 
1.5%
J 14
 
1.4%
Y 7
 
0.7%
Other values (3) 18
 
1.8%
Common
ValueCountFrequency (%)
_ 676
43.9%
0 574
37.2%
1 63
 
4.1%
5 48
 
3.1%
2 45
 
2.9%
4 43
 
2.8%
3 37
 
2.4%
6 18
 
1.2%
7 17
 
1.1%
8 15
 
1.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 2556
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
_ 676
26.4%
0 574
22.5%
S 420
16.4%
T 289
11.3%
B 111
 
4.3%
C 65
 
2.5%
1 63
 
2.5%
5 48
 
1.9%
2 45
 
1.8%
4 43
 
1.7%
Other values (14) 222
 
8.7%

레벨1 응용기능명
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)5.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
연수원소개
47 
시설안내
40 
고객참여
37 
과정안내/신청
12 
연수도우미
11 
Other values (4)
22 

Length

Max length10
Median length7
Mean length4.8639053
Min length2

Unique

Unique1 ?
Unique (%)0.6%

Sample

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

Common Values

ValueCountFrequency (%)
연수원소개 47
27.8%
시설안내 40
23.7%
고객참여 37
21.9%
과정안내/신청 12
 
7.1%
연수도우미 11
 
6.5%
KOSME_LIVE 8
 
4.7%
MY 7
 
4.1%
입교시주의사항 6
 
3.6%
사이트맵 1
 
0.6%

Length

2023-12-13T07:48:13.472391image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:48:13.630489image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
연수원소개 47
27.8%
시설안내 40
23.7%
고객참여 37
21.9%
과정안내/신청 12
 
7.1%
연수도우미 11
 
6.5%
kosme_live 8
 
4.7%
my 7
 
4.1%
입교시주의사항 6
 
3.6%
사이트맵 1
 
0.6%

레벨2 응용기능명
Categorical

HIGH CORRELATION 

Distinct31
Distinct (%)18.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
중소벤처기업연수원
14 
부산경남연수원
14 
충청연수원
14 
글로벌리더십연수원
13 
대구경북연수원
13 
Other values (26)
101 

Length

Max length13
Median length10
Mean length7.2130178
Min length4

Unique

Unique13 ?
Unique (%)7.7%

Sample

1st row연수신청내역
2nd row연수결제내역
3rd rowKOSME-LIVE수강
4th row연수완료내역
5th row나의게시물

Common Values

ValueCountFrequency (%)
중소벤처기업연수원 14
 
8.3%
부산경남연수원 14
 
8.3%
충청연수원 14
 
8.3%
글로벌리더십연수원 13
 
7.7%
대구경북연수원 13
 
7.7%
호남연수원 13
 
7.7%
이용안내 8
 
4.7%
현장기술애로상담 7
 
4.1%
국민참여제안방 7
 
4.1%
질문 및 제안방 7
 
4.1%
Other values (21) 59
34.9%

Length

2023-12-13T07:48:13.770522image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
중소벤처기업연수원 14
 
7.1%
충청연수원 14
 
7.1%
부산경남연수원 14
 
7.1%
글로벌리더십연수원 13
 
6.6%
대구경북연수원 13
 
6.6%
호남연수원 13
 
6.6%
k-기업가정신센터 12
 
6.1%
이용안내 8
 
4.1%
kosme_live 8
 
4.1%
자주하는질문 7
 
3.6%
Other values (24) 80
40.8%

레벨3 응용기능명
Text

Distinct59
Distinct (%)34.9%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
2023-12-13T07:48:14.024522image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length17
Median length12
Mean length5.816568
Min length2

Characters and Unicode

Total characters983
Distinct characters141
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique31 ?
Unique (%)18.3%

Sample

1st row연수신청내역
2nd row연수결제내역
3rd rowKOSME-LIVE수강
4th row연수완료내역
5th row나의게시물
ValueCountFrequency (%)
충청연수원 7
 
3.6%
오시는 7
 
3.6%
길 7
 
3.6%
시설안내 7
 
3.6%
과정안내/신청 7
 
3.6%
인사말 7
 
3.6%
글로벌리더십연수원 7
 
3.6%
시설개요 7
 
3.6%
연혁 7
 
3.6%
대구경북연수원 6
 
3.1%
Other values (58) 126
64.6%
2023-12-13T07:48:14.462553image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
연 61
 
6.2%
수 55
 
5.6%
시 51
 
5.2%
설 48
 
4.9%
46
 
4.7%
원 43
 
4.4%
업 23
 
2.3%
정 22
 
2.2%
내 18
 
1.8%
청 17
 
1.7%
Other values (131) 599
60.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 874
88.9%
Space Separator 46
 
4.7%
Uppercase Letter 37
 
3.8%
Other Punctuation 13
 
1.3%
Dash Punctuation 8
 
0.8%
Decimal Number 2
 
0.2%
Open Punctuation 1
 
0.1%
Connector Punctuation 1
 
0.1%
Close Punctuation 1
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
연 61
 
7.0%
수 55
 
6.3%
시 51
 
5.8%
설 48
 
5.5%
원 43
 
4.9%
업 23
 
2.6%
정 22
 
2.5%
내 18
 
2.1%
청 17
 
1.9%
기 17
 
1.9%
Other values (114) 519
59.4%
Uppercase Letter
ValueCountFrequency (%)
K 9
24.3%
E 6
16.2%
V 4
10.8%
O 3
 
8.1%
S 3
 
8.1%
M 3
 
8.1%
L 3
 
8.1%
I 3
 
8.1%
R 2
 
5.4%
Q 1
 
2.7%
Space Separator
ValueCountFrequency (%)
46
100.0%
Other Punctuation
ValueCountFrequency (%)
/ 13
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 8
100.0%
Decimal Number
ValueCountFrequency (%)
4 2
100.0%
Open Punctuation
ValueCountFrequency (%)
( 1
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 1
100.0%
Close Punctuation
ValueCountFrequency (%)
) 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 874
88.9%
Common 72
 
7.3%
Latin 37
 
3.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
연 61
 
7.0%
수 55
 
6.3%
시 51
 
5.8%
설 48
 
5.5%
원 43
 
4.9%
업 23
 
2.6%
정 22
 
2.5%
내 18
 
2.1%
청 17
 
1.9%
기 17
 
1.9%
Other values (114) 519
59.4%
Latin
ValueCountFrequency (%)
K 9
24.3%
E 6
16.2%
V 4
10.8%
O 3
 
8.1%
S 3
 
8.1%
M 3
 
8.1%
L 3
 
8.1%
I 3
 
8.1%
R 2
 
5.4%
Q 1
 
2.7%
Common
ValueCountFrequency (%)
46
63.9%
/ 13
 
18.1%
- 8
 
11.1%
4 2
 
2.8%
( 1
 
1.4%
_ 1
 
1.4%
) 1
 
1.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 874
88.9%
ASCII 109
 
11.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
연 61
 
7.0%
수 55
 
6.3%
시 51
 
5.8%
설 48
 
5.5%
원 43
 
4.9%
업 23
 
2.6%
정 22
 
2.5%
내 18
 
2.1%
청 17
 
1.9%
기 17
 
1.9%
Other values (114) 519
59.4%
ASCII
ValueCountFrequency (%)
46
42.2%
/ 13
 
11.9%
K 9
 
8.3%
- 8
 
7.3%
E 6
 
5.5%
V 4
 
3.7%
O 3
 
2.8%
S 3
 
2.8%
M 3
 
2.8%
L 3
 
2.8%
Other values (7) 11
 
10.1%

Correlations

2023-12-13T07:48:14.559027image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
레벨1 응용기능명레벨2 응용기능명레벨3 응용기능명
레벨1 응용기능명1.0000.9740.975
레벨2 응용기능명0.9741.0000.974
레벨3 응용기능명0.9750.9741.000
2023-12-13T07:48:14.641465image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
레벨2 응용기능명레벨1 응용기능명
레벨2 응용기능명1.0000.788
레벨1 응용기능명0.7881.000
2023-12-13T07:48:14.718333image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
레벨1 응용기능명레벨2 응용기능명
레벨1 응용기능명1.0000.788
레벨2 응용기능명0.7881.000

Missing values

2023-12-13T07:48:12.485204image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T07:48:12.618701image/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

기능아이디레벨1 응용기능명레벨2 응용기능명레벨3 응용기능명
0ST_MYH_010_00_00MY연수신청내역연수신청내역
1ST_MYH_080_00_00MY연수결제내역연수결제내역
2ST_MYH_090_00_00MYKOSME-LIVE수강KOSME-LIVE수강
3ST_MYH_020_00_00MY연수완료내역연수완료내역
4ST_MYH_030_00_00MY나의게시물나의게시물
5ST_MYH_070_00_00MY연수원환급금조회연수원환급금조회
6ST_MYH_050_00_00MY개인정보수정개인정보수정
7ST_STS_040_10_00연수도우미이용안내회원가입/로그인
8ST_STS_040_11_00연수도우미이용안내연수신청/확인
9ST_STS_040_40_00연수도우미이용안내연수비납부
기능아이디레벨1 응용기능명레벨2 응용기능명레벨3 응용기능명
159ST_JH_000_00_05고객참여현장기술애로상담부산경남연수원
160ST_GL_000_05_00고객참여현장기술애로상담글로벌리더십연수원
161ST_CC_000_06_00고객참여현장기술애로상담충청연수원
162ST_EC_000_10_00고객참여현장기술애로상담K-기업가정신센터
163ST_SB_000_08_00입교시주의사항중소벤처기업연수원중소벤처기업연수원
164ST_GJ_000_00_06입교시주의사항호남연수원호남연수원
165ST_GS_000_00_06입교시주의사항대구경북연수원대구경북연수원
166ST_JH_000_00_06입교시주의사항부산경남연수원부산경남연수원
167ST_GL_000_06_00입교시주의사항글로벌리더십연수원글로벌리더십연수원
168ST_CC_000_07_00입교시주의사항충청연수원충청연수원