Overview

Dataset statistics

Number of variables14
Number of observations23
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory2.7 KiB
Average record size in memory119.7 B

Variable types

Text1
DateTime2
Categorical11

Dataset

Description영도구 정보화교육 정보(접수일, 교육시작일,교육종료일,교육시작시간,종료시간,시작요일,종료요일,교육장소 교육명, 시간 등)
Author부산광역시 영도구
URLhttps://www.data.go.kr/data/3069158/fileData.do

Alerts

교육장소 has constant value ""Constant
교육인원(명) has constant value ""Constant
대상 has constant value ""Constant
접수일자 has constant value ""Constant
전화번호 has constant value ""Constant
구군명 has constant value ""Constant
교육시작시간 is highly overall correlated with 교육종료시간High correlation
교육종료시간 is highly overall correlated with 교육시작시간High correlation
교육시작요일 is highly overall correlated with 일수High correlation
일수 is highly overall correlated with 교육시작요일High correlation

Reproduction

Analysis started2023-12-12 10:08:42.230617
Analysis finished2023-12-12 10:08:42.991298
Duration0.76 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

과정명
Text

Distinct17
Distinct (%)73.9%
Missing0
Missing (%)0.0%
Memory size316.0 B
2023-12-12T19:08:43.169447image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length22
Median length16
Mean length10.521739
Min length5

Characters and Unicode

Total characters242
Distinct characters78
Distinct categories6 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique14 ?
Unique (%)60.9%

Sample

1st row스마트폰 영상 편집
2nd row웹브라우저 활용
3rd row마이박스 인터넷활용
4th row한글(ITQ)자격증반
5th row한글(ITQ)자격증반
ValueCountFrequency (%)
한글(itq)자격증반 5
 
12.8%
파워포인트 3
 
7.7%
문제 2
 
5.1%
한글(문서기초 2
 
5.1%
활용 2
 
5.1%
맛보기 2
 
5.1%
스마트폰 2
 
5.1%
엑셀(스프레드시트 2
 
5.1%
itq한글 1
 
2.6%
영상편집 1
 
2.6%
Other values (17) 17
43.6%
2023-12-12T19:08:43.636422image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
18
 
7.4%
( 11
 
4.5%
) 11
 
4.5%
트 10
 
4.1%
스 10
 
4.1%
기 8
 
3.3%
글 8
 
3.3%
한 8
 
3.3%
Q 7
 
2.9%
I 7
 
2.9%
Other values (68) 144
59.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 180
74.4%
Uppercase Letter 21
 
8.7%
Space Separator 18
 
7.4%
Open Punctuation 11
 
4.5%
Close Punctuation 11
 
4.5%
Other Punctuation 1
 
0.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
트 10
 
5.6%
스 10
 
5.6%
기 8
 
4.4%
글 8
 
4.4%
한 8
 
4.4%
마 6
 
3.3%
격 5
 
2.8%
증 5
 
2.8%
파 5
 
2.8%
인 5
 
2.8%
Other values (61) 110
61.1%
Uppercase Letter
ValueCountFrequency (%)
Q 7
33.3%
I 7
33.3%
T 7
33.3%
Space Separator
ValueCountFrequency (%)
18
100.0%
Open Punctuation
ValueCountFrequency (%)
( 11
100.0%
Close Punctuation
ValueCountFrequency (%)
) 11
100.0%
Other Punctuation
ValueCountFrequency (%)
, 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 180
74.4%
Common 41
 
16.9%
Latin 21
 
8.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
트 10
 
5.6%
스 10
 
5.6%
기 8
 
4.4%
글 8
 
4.4%
한 8
 
4.4%
마 6
 
3.3%
격 5
 
2.8%
증 5
 
2.8%
파 5
 
2.8%
인 5
 
2.8%
Other values (61) 110
61.1%
Common
ValueCountFrequency (%)
18
43.9%
( 11
26.8%
) 11
26.8%
, 1
 
2.4%
Latin
ValueCountFrequency (%)
Q 7
33.3%
I 7
33.3%
T 7
33.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 180
74.4%
ASCII 62
 
25.6%

Most frequent character per block

ASCII
ValueCountFrequency (%)
18
29.0%
( 11
17.7%
) 11
17.7%
Q 7
 
11.3%
I 7
 
11.3%
T 7
 
11.3%
, 1
 
1.6%
Hangul
ValueCountFrequency (%)
트 10
 
5.6%
스 10
 
5.6%
기 8
 
4.4%
글 8
 
4.4%
한 8
 
4.4%
마 6
 
3.3%
격 5
 
2.8%
증 5
 
2.8%
파 5
 
2.8%
인 5
 
2.8%
Other values (61) 110
61.1%

교육시작일
Date

Distinct14
Distinct (%)60.9%
Missing0
Missing (%)0.0%
Memory size316.0 B
Minimum2023-11-01 00:00:00
Maximum2023-11-30 00:00:00
2023-12-12T19:08:43.761342image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T19:08:43.894185image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=14)

교육종료일
Date

Distinct14
Distinct (%)60.9%
Missing0
Missing (%)0.0%
Memory size316.0 B
Minimum2023-11-02 00:00:00
Maximum2023-11-30 00:00:00
2023-12-12T19:08:44.031136image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T19:08:44.170420image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=14)

교육시작시간
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)8.7%
Missing0
Missing (%)0.0%
Memory size316.0 B
13:00
12 
09:00
11 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row09:00
2nd row13:00
3rd row13:00
4th row09:00
5th row09:00

Common Values

ValueCountFrequency (%)
13:00 12
52.2%
09:00 11
47.8%

Length

2023-12-12T19:08:44.326250image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:44.432742image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
13:00 12
52.2%
09:00 11
47.8%

교육종료시간
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)8.7%
Missing0
Missing (%)0.0%
Memory size316.0 B
16:30
12 
12:30
11 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row12:30
2nd row16:30
3rd row16:30
4th row12:30
5th row12:30

Common Values

ValueCountFrequency (%)
16:30 12
52.2%
12:30 11
47.8%

Length

2023-12-12T19:08:44.571995image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:44.704521image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
16:30 12
52.2%
12:30 11
47.8%

교육시작요일
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)21.7%
Missing0
Missing (%)0.0%
Memory size316.0 B
월
8 
금
7 
수
5 
화
2 
목
1 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)4.3%

Sample

1st row수
2nd row수
3rd row금
4th row금
5th row월

Common Values

ValueCountFrequency (%)
월 8
34.8%
금 7
30.4%
수 5
21.7%
화 2
 
8.7%
목 1
 
4.3%

Length

2023-12-12T19:08:44.857983image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:44.984327image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
월 8
34.8%
금 7
30.4%
수 5
21.7%
화 2
 
8.7%
목 1
 
4.3%

교육종료요일
Categorical

Distinct5
Distinct (%)21.7%
Missing0
Missing (%)0.0%
Memory size316.0 B
목
9 
금
8 
화
3 
월
2 
수
1 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)4.3%

Sample

1st row목
2nd row목
3rd row금
4th row금
5th row월

Common Values

ValueCountFrequency (%)
목 9
39.1%
금 8
34.8%
화 3
 
13.0%
월 2
 
8.7%
수 1
 
4.3%

Length

2023-12-12T19:08:45.128549image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:45.278644image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
목 9
39.1%
금 8
34.8%
화 3
 
13.0%
월 2
 
8.7%
수 1
 
4.3%

교육장소
Categorical

CONSTANT 

Distinct1
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size316.0 B
본관 4층 전산교육장
23 

Length

Max length11
Median length11
Mean length11
Min length11

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row본관 4층 전산교육장
2nd row본관 4층 전산교육장
3rd row본관 4층 전산교육장
4th row본관 4층 전산교육장
5th row본관 4층 전산교육장

Common Values

ValueCountFrequency (%)
본관 4층 전산교육장 23
100.0%

Length

2023-12-12T19:08:45.448611image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:45.581027image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
본관 23
33.3%
4층 23
33.3%
전산교육장 23
33.3%

교육인원(명)
Categorical

CONSTANT 

Distinct1
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size316.0 B
20
23 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row20
2nd row20
3rd row20
4th row20
5th row20

Common Values

ValueCountFrequency (%)
20 23
100.0%

Length

2023-12-12T19:08:45.714440image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:45.873482image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
20 23
100.0%

대상
Categorical

CONSTANT 

Distinct1
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size316.0 B
영도구민 누구나
23 

Length

Max length8
Median length8
Mean length8
Min length8

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row영도구민 누구나
2nd row영도구민 누구나
3rd row영도구민 누구나
4th row영도구민 누구나
5th row영도구민 누구나

Common Values

ValueCountFrequency (%)
영도구민 누구나 23
100.0%

Length

2023-12-12T19:08:45.985453image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:46.092699image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
영도구민 23
50.0%
누구나 23
50.0%

접수일자
Categorical

CONSTANT 

Distinct1
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size316.0 B
교육 시작전 상시
23 

Length

Max length9
Median length9
Mean length9
Min length9

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row교육 시작전 상시
2nd row교육 시작전 상시
3rd row교육 시작전 상시
4th row교육 시작전 상시
5th row교육 시작전 상시

Common Values

ValueCountFrequency (%)
교육 시작전 상시 23
100.0%

Length

2023-12-12T19:08:46.211827image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:46.320682image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
교육 23
33.3%
시작전 23
33.3%
상시 23
33.3%

전화번호
Categorical

CONSTANT 

Distinct1
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size316.0 B
051-419-4301
23 

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row051-419-4301
2nd row051-419-4301
3rd row051-419-4301
4th row051-419-4301
5th row051-419-4301

Common Values

ValueCountFrequency (%)
051-419-4301 23
100.0%

Length

2023-12-12T19:08:46.462445image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:46.601914image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
051-419-4301 23
100.0%

일수
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)13.0%
Missing0
Missing (%)0.0%
Memory size316.0 B
1
12 
2
6 
4
5 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row1
4th row1
5th row1

Common Values

ValueCountFrequency (%)
1 12
52.2%
2 6
26.1%
4 5
21.7%

Length

2023-12-12T19:08:46.727145image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:46.843407image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 12
52.2%
2 6
26.1%
4 5
21.7%

구군명
Categorical

CONSTANT 

Distinct1
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size316.0 B
영도구
23 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
영도구 23
100.0%

Length

2023-12-12T19:08:46.962263image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T19:08:47.081819image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
영도구 23
100.0%

Correlations

2023-12-12T19:08:47.154328image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
과정명교육시작일교육종료일교육시작시간교육종료시간교육시작요일교육종료요일일수
과정명1.0000.8630.8210.8840.8840.9670.9131.000
교육시작일0.8631.0000.9850.0000.0001.0000.7970.853
교육종료일0.8210.9851.0000.0000.0000.8251.0000.832
교육시작시간0.8840.0000.0001.0000.9900.0000.0000.000
교육종료시간0.8840.0000.0000.9901.0000.0000.0000.000
교육시작요일0.9671.0000.8250.0000.0001.0000.8340.613
교육종료요일0.9130.7971.0000.0000.0000.8341.0000.521
일수1.0000.8530.8320.0000.0000.6130.5211.000
2023-12-12T19:08:47.273701image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
일수교육종료요일교육시작시간교육시작요일교육종료시간
일수1.0000.4280.0000.5350.000
교육종료요일0.4281.0000.0000.4570.000
교육시작시간0.0000.0001.0000.0000.909
교육시작요일0.5350.4570.0001.0000.000
교육종료시간0.0000.0000.9090.0001.000
2023-12-12T19:08:47.384404image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육시작시간교육종료시간교육시작요일교육종료요일일수
교육시작시간1.0000.9090.0000.0000.000
교육종료시간0.9091.0000.0000.0000.000
교육시작요일0.0000.0001.0000.4570.535
교육종료요일0.0000.0000.4571.0000.428
일수0.0000.0000.5350.4281.000

Missing values

2023-12-12T19:08:42.674062image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T19:08:42.893817image/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

과정명교육시작일교육종료일교육시작시간교육종료시간교육시작요일교육종료요일교육장소교육인원(명)대상접수일자전화번호일수구군명
0스마트폰 영상 편집2023-11-012023-11-0209:0012:30수목본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43012영도구
1웹브라우저 활용2023-11-012023-11-0213:0016:30수목본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43012영도구
2마이박스 인터넷활용2023-11-032023-11-0313:0016:30금금본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
3한글(ITQ)자격증반2023-11-032023-11-0309:0012:30금금본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
4한글(ITQ)자격증반2023-11-062023-11-0609:0012:30월월본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
5한글(ITQ)자격증반2023-11-102023-11-1009:0012:30금금본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
6한글(ITQ)자격증반2023-11-172023-11-1709:0012:30금금본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
7한글(ITQ)자격증반2023-11-242023-11-2409:0012:30금금본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
8엑셀(스프레드시트)2023-11-062023-11-0909:0012:30월목본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43014영도구
9엑셀(스프레드시트)2023-11-202023-11-2309:0012:30월목본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43014영도구
과정명교육시작일교육종료일교육시작시간교육종료시간교육시작요일교육종료요일교육장소교육인원(명)대상접수일자전화번호일수구군명
13컴퓨터기초2023-11-272023-11-2809:0012:30월화본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43012영도구
14파워포인트2023-11-292023-11-3009:0012:30수목본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43012영도구
15파워포인트 기초2023-11-072023-11-0713:0016:30화화본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
16파워포인트 활용2023-11-082023-11-0913:0016:30수목본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43012영도구
17ITQ파워포인트 문제 맛보기2023-11-102023-11-1013:0016:30금금본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
18스마트폰 컨텐츠 관리2023-11-202023-11-2013:0016:30월월본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
19키네마스터(스마트폰 영상편집)2023-11-212023-11-2413:0016:30화금본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43014영도구
20미리캔버스 명함만들기2023-11-272023-11-2813:0016:30월화본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43012영도구
21스마트폰으로 일하기(파일전송,모바일팩스)2023-11-292023-11-2913:0016:30수수본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구
22디지털 리터러시2023-11-302023-11-3013:0016:30목목본관 4층 전산교육장20영도구민 누구나교육 시작전 상시051-419-43011영도구