Overview

Dataset statistics

Number of variables16
Number of observations42
Missing cells14
Missing cells (%)2.1%
Duplicate rows1
Duplicate rows (%)2.4%
Total size in memory5.5 KiB
Average record size in memory134.1 B

Variable types

Text1
Categorical15

Dataset

Description부산광역시_수영구_교육정보_20210126
Author부산광역시 수영구
URLhttp://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=3041956

Alerts

Dataset has 1 (2.4%) duplicate rowsDuplicates
대상 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
교육장소 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
교육인원 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
교육종료일 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
접수기간 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
지번주소 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
구군명 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
교육시작일 is highly overall correlated with 교육종료일 and 13 other fieldsHigh correlation
도로명주소 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
경도 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
교육과정설명 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
교육시간 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
데이터기준일자 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
전화번호 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
위도 is highly overall correlated with 교육시작일 and 13 other fieldsHigh correlation
교육과정 has 14 (33.3%) missing valuesMissing

Reproduction

Analysis started2023-12-10 16:03:48.445896
Analysis finished2023-12-10 16:03:50.252157
Duration1.81 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

교육과정
Text

MISSING 

Distinct22
Distinct (%)78.6%
Missing14
Missing (%)33.3%
Memory size468.0 B
2023-12-11T01:03:50.437647image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length26
Median length18.5
Mean length16
Min length7

Characters and Unicode

Total characters448
Distinct characters127
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

Unique16 ?
Unique (%)57.1%

Sample

1st row블로그 만들기
2nd row스마트폰 사진촬영 및 활용
3rd row스마트폰 앱을 활용한 동영상 만들기
4th row스마트폰을 활용한 1인 크리에이터
5th row앱 활용을 통한 삶의 업그레이드
ValueCountFrequency (%)
itq자격증 7
 
7.9%
만들기 4
 
4.5%
스마트폰 4
 
4.5%
활용한 4
 
4.5%
직관적으로 2
 
2.2%
1인 2
 
2.2%
설명하는 2
 
2.2%
파워포인트 2
 
2.2%
동영상 2
 
2.2%
크리에이터 2
 
2.2%
Other values (51) 58
65.2%
2023-12-11T01:03:50.924795image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
61
 
13.6%
트 14
 
3.1%
스 10
 
2.2%
( 9
 
2.0%
) 9
 
2.0%
마 8
 
1.8%
인 8
 
1.8%
하 8
 
1.8%
는 8
 
1.8%
한 8
 
1.8%
Other values (117) 305
68.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 331
73.9%
Space Separator 61
 
13.6%
Uppercase Letter 24
 
5.4%
Open Punctuation 9
 
2.0%
Close Punctuation 9
 
2.0%
Other Punctuation 9
 
2.0%
Decimal Number 5
 
1.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
트 14
 
4.2%
스 10
 
3.0%
마 8
 
2.4%
인 8
 
2.4%
하 8
 
2.4%
는 8
 
2.4%
한 8
 
2.4%
리 8
 
2.4%
폰 7
 
2.1%
증 7
 
2.1%
Other values (104) 245
74.0%
Uppercase Letter
ValueCountFrequency (%)
Q 7
29.2%
T 7
29.2%
I 7
29.2%
S 2
 
8.3%
N 1
 
4.2%
Other Punctuation
ValueCountFrequency (%)
" 4
44.4%
' 2
22.2%
! 2
22.2%
& 1
 
11.1%
Space Separator
ValueCountFrequency (%)
61
100.0%
Open Punctuation
ValueCountFrequency (%)
( 9
100.0%
Close Punctuation
ValueCountFrequency (%)
) 9
100.0%
Decimal Number
ValueCountFrequency (%)
1 5
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 331
73.9%
Common 93
 
20.8%
Latin 24
 
5.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
트 14
 
4.2%
스 10
 
3.0%
마 8
 
2.4%
인 8
 
2.4%
하 8
 
2.4%
는 8
 
2.4%
한 8
 
2.4%
리 8
 
2.4%
폰 7
 
2.1%
증 7
 
2.1%
Other values (104) 245
74.0%
Common
ValueCountFrequency (%)
61
65.6%
( 9
 
9.7%
) 9
 
9.7%
1 5
 
5.4%
" 4
 
4.3%
' 2
 
2.2%
! 2
 
2.2%
& 1
 
1.1%
Latin
ValueCountFrequency (%)
Q 7
29.2%
T 7
29.2%
I 7
29.2%
S 2
 
8.3%
N 1
 
4.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 331
73.9%
ASCII 117
 
26.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
61
52.1%
( 9
 
7.7%
) 9
 
7.7%
Q 7
 
6.0%
T 7
 
6.0%
I 7
 
6.0%
1 5
 
4.3%
" 4
 
3.4%
' 2
 
1.7%
! 2
 
1.7%
Other values (3) 4
 
3.4%
Hangul
ValueCountFrequency (%)
트 14
 
4.2%
스 10
 
3.0%
마 8
 
2.4%
인 8
 
2.4%
하 8
 
2.4%
는 8
 
2.4%
한 8
 
2.4%
리 8
 
2.4%
폰 7
 
2.1%
증 7
 
2.1%
Other values (104) 245
74.0%

교육시작일
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
2021-01-02
28 
<NA>
14 

Length

Max length10
Median length10
Mean length8
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-01-02
2nd row2021-01-02
3rd row2021-01-02
4th row2021-01-02
5th row2021-01-02

Common Values

ValueCountFrequency (%)
2021-01-02 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:51.085903image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:51.208948image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-01-02 28
66.7%
na 14
33.3%

교육종료일
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
2021-02-28
28 
<NA>
14 

Length

Max length10
Median length10
Mean length8
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-02-28
2nd row2021-02-28
3rd row2021-02-28
4th row2021-02-28
5th row2021-02-28

Common Values

ValueCountFrequency (%)
2021-02-28 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:51.330280image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:51.456523image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-02-28 28
66.7%
na 14
33.3%

교육시간
Categorical

HIGH CORRELATION 

Distinct6
Distinct (%)14.3%
Missing0
Missing (%)0.0%
Memory size468.0 B
09:30~13:00, 14:00~17:00
17 
<NA>
14 
19:00~22:00
4 
09:00~13:00
4 
19:00~21:30
2 

Length

Max length25
Median length11
Mean length14.333333
Min length4

Unique

Unique1 ?
Unique (%)2.4%

Sample

1st row09:30~13:00, 14:00~17:00
2nd row09:30~13:00, 14:00~17:00
3rd row09:30~13:00, 14:00~17:00
4th row09:30~13:00, 14:00~17:00
5th row09:30~13:00, 14:00~17:00

Common Values

ValueCountFrequency (%)
09:30~13:00, 14:00~17:00 17
40.5%
<NA> 14
33.3%
19:00~22:00 4
 
9.5%
09:00~13:00 4
 
9.5%
19:00~21:30 2
 
4.8%
17:00~20:00 1
 
2.4%

Length

2023-12-11T01:03:51.589306image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:51.712027image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
09:30~13:00 17
28.8%
14:00~17:00 17
28.8%
na 14
23.7%
19:00~22:00 4
 
6.8%
09:00~13:00 4
 
6.8%
19:00~21:30 2
 
3.4%
17:00~20:00 1
 
1.7%

교육인원
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
10
28 
<NA>
14 

Length

Max length4
Median length2
Mean length2.6666667
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row10
2nd row10
3rd row10
4th row10
5th row10

Common Values

ValueCountFrequency (%)
10 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:52.232509image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:52.381307image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
10 28
66.7%
na 14
33.3%

교육과정설명
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
코로나로 인해 실시간 인터넷 강의
28 
<NA>
14 

Length

Max length18
Median length18
Mean length13.333333
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row코로나로 인해 실시간 인터넷 강의
2nd row코로나로 인해 실시간 인터넷 강의
3rd row코로나로 인해 실시간 인터넷 강의
4th row코로나로 인해 실시간 인터넷 강의
5th row코로나로 인해 실시간 인터넷 강의

Common Values

ValueCountFrequency (%)
코로나로 인해 실시간 인터넷 강의 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:52.534689image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:52.670837image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
코로나로 28
18.2%
인해 28
18.2%
실시간 28
18.2%
인터넷 28
18.2%
강의 28
18.2%
na 14
9.1%

대상
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
구 민
28 
<NA>
14 

Length

Max length4
Median length3
Mean length3.3333333
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row구 민
2nd row구 민
3rd row구 민
4th row구 민
5th row구 민

Common Values

ValueCountFrequency (%)
구 민 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:52.815432image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:52.943272image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
구 28
40.0%
민 28
40.0%
na 14
20.0%

접수기간
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
상시
28 
<NA>
14 

Length

Max length4
Median length2
Mean length2.6666667
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
상시 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:53.138905image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:53.308875image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
상시 28
66.7%
na 14
33.3%

전화번호
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
051-610-4301
28 
<NA>
14 

Length

Max length12
Median length12
Mean length9.3333333
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row051-610-4301
2nd row051-610-4301
3rd row051-610-4301
4th row051-610-4301
5th row051-610-4301

Common Values

ValueCountFrequency (%)
051-610-4301 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:53.449736image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:53.593425image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
051-610-4301 28
66.7%
na 14
33.3%

교육장소
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
자택
28 
<NA>
14 

Length

Max length4
Median length2
Mean length2.6666667
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
자택 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:53.751349image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:53.903991image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
자택 28
66.7%
na 14
33.3%

도로명주소
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
부산광역시 수영구 연수로 275번길 30, 2층
28 
<NA>
14 

Length

Max length26
Median length26
Mean length18.666667
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row부산광역시 수영구 연수로 275번길 30, 2층
2nd row부산광역시 수영구 연수로 275번길 30, 2층
3rd row부산광역시 수영구 연수로 275번길 30, 2층
4th row부산광역시 수영구 연수로 275번길 30, 2층
5th row부산광역시 수영구 연수로 275번길 30, 2층

Common Values

ValueCountFrequency (%)
부산광역시 수영구 연수로 275번길 30, 2층 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:54.042152image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:54.150350image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산광역시 28
15.4%
수영구 28
15.4%
연수로 28
15.4%
275번길 28
15.4%
30 28
15.4%
2층 28
15.4%
na 14
7.7%

지번주소
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
부산광역시 수영구 망미동 826-54, 2층
28 
<NA>
14 

Length

Max length24
Median length24
Mean length17.333333
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row부산광역시 수영구 망미동 826-54, 2층
2nd row부산광역시 수영구 망미동 826-54, 2층
3rd row부산광역시 수영구 망미동 826-54, 2층
4th row부산광역시 수영구 망미동 826-54, 2층
5th row부산광역시 수영구 망미동 826-54, 2층

Common Values

ValueCountFrequency (%)
부산광역시 수영구 망미동 826-54, 2층 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:54.281114image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:54.432504image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산광역시 28
18.2%
수영구 28
18.2%
망미동 28
18.2%
826-54 28
18.2%
2층 28
18.2%
na 14
9.1%

위도
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
35.174505
28 
<NA>
14 

Length

Max length9
Median length9
Mean length7.3333333
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row35.174505
2nd row35.174505
3rd row35.174505
4th row35.174505
5th row35.174505

Common Values

ValueCountFrequency (%)
35.174505 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:54.567577image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:54.679693image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
35.174505 28
66.7%
na 14
33.3%

경도
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
129.101066
28 
<NA>
14 

Length

Max length10
Median length10
Mean length8
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row129.101066
2nd row129.101066
3rd row129.101066
4th row129.101066
5th row129.101066

Common Values

ValueCountFrequency (%)
129.101066 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:54.842852image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:54.974546image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
129.101066 28
66.7%
na 14
33.3%

구군명
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
수영구
28 
<NA>
14 

Length

Max length4
Median length3
Mean length3.3333333
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
수영구 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:55.174898image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:55.323318image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수영구 28
66.7%
na 14
33.3%

데이터기준일자
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
2021-01-26
28 
<NA>
14 

Length

Max length10
Median length10
Mean length8
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-01-26
2nd row2021-01-26
3rd row2021-01-26
4th row2021-01-26
5th row2021-01-26

Common Values

ValueCountFrequency (%)
2021-01-26 28
66.7%
<NA> 14
33.3%

Length

2023-12-11T01:03:55.480919image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:03:55.617755image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-01-26 28
66.7%
na 14
33.3%

Correlations

2023-12-11T01:03:55.700251image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육과정교육시간
교육과정1.0000.495
교육시간0.4951.000
2023-12-11T01:03:55.828512image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
대상교육장소교육인원교육종료일접수기간지번주소구군명교육시작일도로명주소경도교육과정설명교육시간데이터기준일자전화번호위도
대상1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육장소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육인원1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육종료일1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
접수기간1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
지번주소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
구군명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육시작일1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
도로명주소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
경도1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육과정설명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육시간1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
데이터기준일자1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
전화번호1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
위도1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
2023-12-11T01:03:56.046694image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육시작일교육종료일교육시간교육인원교육과정설명대상접수기간전화번호교육장소도로명주소지번주소위도경도구군명데이터기준일자
교육시작일1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육종료일1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육시간1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육인원1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육과정설명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
대상1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
접수기간1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
전화번호1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
교육장소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
도로명주소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
지번주소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
위도1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
경도1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
구군명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
데이터기준일자1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000

Missing values

2023-12-11T01:03:49.926965image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T01:03:50.172756image/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

교육과정교육시작일교육종료일교육시간교육인원교육과정설명대상접수기간전화번호교육장소도로명주소지번주소위도경도구군명데이터기준일자
0블로그 만들기2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
1스마트폰 사진촬영 및 활용2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
2스마트폰 앱을 활용한 동영상 만들기2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
3스마트폰을 활용한 1인 크리에이터2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
4앱 활용을 통한 삶의 업그레이드2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
5코딩 만들기 초급2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
6클릭 한번으로 장보기(쇼핑)2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
7터치로 여는 세상(키오스크)2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
8나도쓴다! 스마트폰!2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
9폰하나면 지도도 내손바닥(교통)2021-01-022021-02-2809:30~13:00, 14:00~17:0010코로나로 인해 실시간 인터넷 강의구 민상시051-610-4301자택부산광역시 수영구 연수로 275번길 30, 2층부산광역시 수영구 망미동 826-54, 2층35.174505129.101066수영구2021-01-26
교육과정교육시작일교육종료일교육시간교육인원교육과정설명대상접수기간전화번호교육장소도로명주소지번주소위도경도구군명데이터기준일자
32<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
33<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
34<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
35<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
36<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
37<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
38<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
39<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
40<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>
41<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>

Duplicate rows

Most frequently occurring

교육과정교육시작일교육종료일교육시간교육인원교육과정설명대상접수기간전화번호교육장소도로명주소지번주소위도경도구군명데이터기준일자# duplicates
0<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>14