Overview

Dataset statistics

Number of variables13
Number of observations24
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory2.7 KiB
Average record size in memory115.5 B

Variable types

Categorical9
Text3
Boolean1

Dataset

Description교육청명,교육지원청명,유치원코드,유치원명,설립유형,차량운영여부,운행차량수,신고차량수,9인승신고차량수,12인승신고차량수,15인승신고차량수,공시차수,주소
Author강북구
URLhttps://data.seoul.go.kr/dataList/OA-20737/S/1/datasetView.do

Alerts

교육청명 has constant value ""Constant
교육지원청명 has constant value ""Constant
9인승신고차량수 has constant value ""Constant
차량운영여부 is highly overall correlated with 설립유형 and 3 other fieldsHigh correlation
신고차량수 is highly overall correlated with 설립유형 and 3 other fieldsHigh correlation
설립유형 is highly overall correlated with 차량운영여부 and 2 other fieldsHigh correlation
운행차량수 is highly overall correlated with 설립유형 and 3 other fieldsHigh correlation
12인승신고차량수 is highly overall correlated with 공시차수High correlation
15인승신고차량수 is highly overall correlated with 차량운영여부 and 2 other fieldsHigh correlation
공시차수 is highly overall correlated with 12인승신고차량수High correlation
12인승신고차량수 is highly imbalanced (50.5%)Imbalance
유치원코드 has unique valuesUnique
유치원명 has unique valuesUnique
주소 has unique valuesUnique

Reproduction

Analysis started2024-03-13 13:07:17.832458
Analysis finished2024-03-13 13:07:23.566367
Duration5.73 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

교육청명
Categorical

CONSTANT 

Distinct1
Distinct (%)4.2%
Missing0
Missing (%)0.0%
Memory size324.0 B
서울특별시교육청
24 

Length

Max length8
Median length8
Mean length8
Min length8

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
서울특별시교육청 24
100.0%

Length

2024-03-13T22:07:23.665227image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:23.798037image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
서울특별시교육청 24
100.0%

교육지원청명
Categorical

CONSTANT 

Distinct1
Distinct (%)4.2%
Missing0
Missing (%)0.0%
Memory size324.0 B
성북강북교육지원청
24 

Length

Max length9
Median length9
Mean length9
Min length9

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
성북강북교육지원청 24
100.0%

Length

2024-03-13T22:07:23.953502image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:24.093350image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
성북강북교육지원청 24
100.0%

유치원코드
Text

UNIQUE 

Distinct24
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size324.0 B
2024-03-13T22:07:24.369619image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length36
Median length36
Mean length36
Min length36

Characters and Unicode

Total characters864
Distinct characters17
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

Unique24 ?
Unique (%)100.0%

Sample

1st row1ecec08c-f0f4-b044-e053-0a32095ab044
2nd row1ecec08c-f0f5-b044-e053-0a32095ab044
3rd row1ecec08c-f0f6-b044-e053-0a32095ab044
4th row1ecec08c-f740-b044-e053-0a32095ab044
5th row1ecec08c-f8de-b044-e053-0a32095ab044
ValueCountFrequency (%)
1ecec08c-f0f4-b044-e053-0a32095ab044 1
 
4.2%
1ecec08c-f0f5-b044-e053-0a32095ab044 1
 
4.2%
7e0ce4f2-8d6e-4568-9e83-17a353fee72b 1
 
4.2%
64af8988-de1b-45a7-81be-11e10d4fa5ef 1
 
4.2%
359faa6f-7b25-4e25-b738-71737821c61c 1
 
4.2%
1ecec08d-0cc5-b044-e053-0a32095ab044 1
 
4.2%
1ecec08d-0cbe-b044-e053-0a32095ab044 1
 
4.2%
1ecec08d-0ae5-b044-e053-0a32095ab044 1
 
4.2%
1ecec08d-084e-b044-e053-0a32095ab044 1
 
4.2%
1ecec08d-02ae-b044-e053-0a32095ab044 1
 
4.2%
Other values (14) 14
58.3%
2024-03-13T22:07:25.063531image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 143
16.6%
- 96
11.1%
4 92
10.6%
e 81
9.4%
c 58
 
6.7%
a 53
 
6.1%
5 53
 
6.1%
3 50
 
5.8%
b 49
 
5.7%
8 35
 
4.1%
Other values (7) 154
17.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 484
56.0%
Lowercase Letter 284
32.9%
Dash Punctuation 96
 
11.1%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 143
29.5%
4 92
19.0%
5 53
 
11.0%
3 50
 
10.3%
8 35
 
7.2%
2 35
 
7.2%
1 30
 
6.2%
9 26
 
5.4%
7 11
 
2.3%
6 9
 
1.9%
Lowercase Letter
ValueCountFrequency (%)
e 81
28.5%
c 58
20.4%
a 53
18.7%
b 49
17.3%
f 27
 
9.5%
d 16
 
5.6%
Dash Punctuation
ValueCountFrequency (%)
- 96
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 580
67.1%
Latin 284
32.9%

Most frequent character per script

Common
ValueCountFrequency (%)
0 143
24.7%
- 96
16.6%
4 92
15.9%
5 53
 
9.1%
3 50
 
8.6%
8 35
 
6.0%
2 35
 
6.0%
1 30
 
5.2%
9 26
 
4.5%
7 11
 
1.9%
Latin
ValueCountFrequency (%)
e 81
28.5%
c 58
20.4%
a 53
18.7%
b 49
17.3%
f 27
 
9.5%
d 16
 
5.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII 864
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 143
16.6%
- 96
11.1%
4 92
10.6%
e 81
9.4%
c 58
 
6.7%
a 53
 
6.1%
5 53
 
6.1%
3 50
 
5.8%
b 49
 
5.7%
8 35
 
4.1%
Other values (7) 154
17.8%

유치원명
Text

UNIQUE 

Distinct24
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size324.0 B
2024-03-13T22:07:25.463305image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length13
Median length5
Mean length7.2083333
Min length5

Characters and Unicode

Total characters173
Distinct characters49
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique24 ?
Unique (%)100.0%

Sample

1st row금성유치원
2nd row동명유치원
3rd row길물빛유치원
4th row성실유치원
5th row서울수유초등학교병설유치원
ValueCountFrequency (%)
금성유치원 1
 
4.2%
동명유치원 1
 
4.2%
서울송천초등학교병설유치원 1
 
4.2%
서울수송초등학교병설유치원 1
 
4.2%
서울번동초등학교병설유치원 1
 
4.2%
새시대유치원 1
 
4.2%
서울미양초등학교병설유치원 1
 
4.2%
인수유치원 1
 
4.2%
꿈동산유치원 1
 
4.2%
서울화계초등학교병설유치원 1
 
4.2%
Other values (14) 14
58.3%
2024-03-13T22:07:26.006161image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
유 26
15.0%
원 25
14.5%
치 24
13.9%
서 7
 
4.0%
울 7
 
4.0%
학 6
 
3.5%
교 6
 
3.5%
설 6
 
3.5%
병 6
 
3.5%
초 6
 
3.5%
Other values (39) 54
31.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 173
100.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
유 26
15.0%
원 25
14.5%
치 24
13.9%
서 7
 
4.0%
울 7
 
4.0%
학 6
 
3.5%
교 6
 
3.5%
설 6
 
3.5%
병 6
 
3.5%
초 6
 
3.5%
Other values (39) 54
31.2%

Most occurring scripts

ValueCountFrequency (%)
Hangul 173
100.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
유 26
15.0%
원 25
14.5%
치 24
13.9%
서 7
 
4.0%
울 7
 
4.0%
학 6
 
3.5%
교 6
 
3.5%
설 6
 
3.5%
병 6
 
3.5%
초 6
 
3.5%
Other values (39) 54
31.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 173
100.0%

Most frequent character per block

Hangul
ValueCountFrequency (%)
유 26
15.0%
원 25
14.5%
치 24
13.9%
서 7
 
4.0%
울 7
 
4.0%
학 6
 
3.5%
교 6
 
3.5%
설 6
 
3.5%
병 6
 
3.5%
초 6
 
3.5%
Other values (39) 54
31.2%

설립유형
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)16.7%
Missing0
Missing (%)0.0%
Memory size324.0 B
사립(사인)
15 
공립(병설)
6 
사립(법인)
2 
공립(단설)
 
1

Length

Max length6
Median length6
Mean length6
Min length6

Unique

Unique1 ?
Unique (%)4.2%

Sample

1st row사립(사인)
2nd row사립(사인)
3rd row사립(사인)
4th row사립(사인)
5th row공립(병설)

Common Values

ValueCountFrequency (%)
사립(사인) 15
62.5%
공립(병설) 6
 
25.0%
사립(법인) 2
 
8.3%
공립(단설) 1
 
4.2%

Length

2024-03-13T22:07:26.212905image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:26.501482image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사립(사인 15
62.5%
공립(병설 6
 
25.0%
사립(법인 2
 
8.3%
공립(단설 1
 
4.2%

차량운영여부
Boolean

HIGH CORRELATION 

Distinct2
Distinct (%)8.3%
Missing0
Missing (%)0.0%
Memory size156.0 B
True
17 
False
7 
ValueCountFrequency (%)
True 17
70.8%
False 7
29.2%
2024-03-13T22:07:26.661906image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

운행차량수
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)20.8%
Missing0
Missing (%)0.0%
Memory size324.0 B
1
11 
0
7 
2
4 
5
 
1
3
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique2 ?
Unique (%)8.3%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row0

Common Values

ValueCountFrequency (%)
1 11
45.8%
0 7
29.2%
2 4
 
16.7%
5 1
 
4.2%
3 1
 
4.2%

Length

2024-03-13T22:07:26.907161image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:27.138234image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 11
45.8%
0 7
29.2%
2 4
 
16.7%
5 1
 
4.2%
3 1
 
4.2%

신고차량수
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)20.8%
Missing0
Missing (%)0.0%
Memory size324.0 B
1
11 
0
7 
2
4 
5
 
1
3
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique2 ?
Unique (%)8.3%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row0

Common Values

ValueCountFrequency (%)
1 11
45.8%
0 7
29.2%
2 4
 
16.7%
5 1
 
4.2%
3 1
 
4.2%

Length

2024-03-13T22:07:27.317912image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:27.468965image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 11
45.8%
0 7
29.2%
2 4
 
16.7%
5 1
 
4.2%
3 1
 
4.2%

9인승신고차량수
Categorical

CONSTANT 

Distinct1
Distinct (%)4.2%
Missing0
Missing (%)0.0%
Memory size324.0 B
0
24 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 24
100.0%

Length

2024-03-13T22:07:27.637874image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:27.761989image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 24
100.0%

12인승신고차량수
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)12.5%
Missing0
Missing (%)0.0%
Memory size324.0 B
0
20 
1
3 
2
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)4.2%

Sample

1st row1
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 20
83.3%
1 3
 
12.5%
2 1
 
4.2%

Length

2024-03-13T22:07:27.886856image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:28.011476image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 20
83.3%
1 3
 
12.5%
2 1
 
4.2%

15인승신고차량수
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)20.8%
Missing0
Missing (%)0.0%
Memory size324.0 B
0
11 
1
8 
2
3 
5
 
1
3
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique2 ?
Unique (%)8.3%

Sample

1st row0
2nd row1
3rd row1
4th row1
5th row0

Common Values

ValueCountFrequency (%)
0 11
45.8%
1 8
33.3%
2 3
 
12.5%
5 1
 
4.2%
3 1
 
4.2%

Length

2024-03-13T22:07:28.166220image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:28.319321image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 11
45.8%
1 8
33.3%
2 3
 
12.5%
5 1
 
4.2%
3 1
 
4.2%

공시차수
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)20.8%
Missing0
Missing (%)0.0%
Memory size324.0 B
20232
17 
20192
2 
20182
2 
20212
2 
20202
 
1

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique1 ?
Unique (%)4.2%

Sample

1st row20192
2nd row20192
3rd row20232
4th row20232
5th row20232

Common Values

ValueCountFrequency (%)
20232 17
70.8%
20192 2
 
8.3%
20182 2
 
8.3%
20212 2
 
8.3%
20202 1
 
4.2%

Length

2024-03-13T22:07:28.437253image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:07:28.574011image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
20232 17
70.8%
20192 2
 
8.3%
20182 2
 
8.3%
20212 2
 
8.3%
20202 1
 
4.2%

주소
Text

UNIQUE 

Distinct24
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size324.0 B
2024-03-13T22:07:28.771480image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length20
Median length19
Mean length18.208333
Min length16

Characters and Unicode

Total characters437
Distinct characters46
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique24 ?
Unique (%)100.0%

Sample

1st row서울특별시 강북구 한천로123길 9
2nd row서울특별시 강북구 오패산로 130
3rd row서울특별시 강북구 인수봉로 260
4th row서울특별시 강북구 삼각산로 143-1
5th row서울특별시 강북구 삼양로74길 39
ValueCountFrequency (%)
서울특별시 24
25.0%
강북구 24
25.0%
인수봉로 3
 
3.1%
솔샘로 3
 
3.1%
45 2
 
2.1%
삼각산로 2
 
2.1%
298 1
 
1.0%
노해로21길 1
 
1.0%
12 1
 
1.0%
솔매로50가길 1
 
1.0%
Other values (34) 34
35.4%
2024-03-13T22:07:29.195981image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
72
16.5%
서 24
 
5.5%
강 24
 
5.5%
로 24
 
5.5%
구 24
 
5.5%
북 24
 
5.5%
울 24
 
5.5%
시 24
 
5.5%
별 24
 
5.5%
특 24
 
5.5%
Other values (36) 149
34.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 282
64.5%
Decimal Number 82
 
18.8%
Space Separator 72
 
16.5%
Dash Punctuation 1
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
서 24
8.5%
강 24
8.5%
로 24
8.5%
구 24
8.5%
북 24
8.5%
울 24
8.5%
시 24
8.5%
별 24
8.5%
특 24
8.5%
길 11
 
3.9%
Other values (24) 55
19.5%
Decimal Number
ValueCountFrequency (%)
1 18
22.0%
2 11
13.4%
9 11
13.4%
4 10
12.2%
5 9
11.0%
0 5
 
6.1%
8 5
 
6.1%
3 5
 
6.1%
7 4
 
4.9%
6 4
 
4.9%
Space Separator
ValueCountFrequency (%)
72
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 282
64.5%
Common 155
35.5%

Most frequent character per script

Hangul
ValueCountFrequency (%)
서 24
8.5%
강 24
8.5%
로 24
8.5%
구 24
8.5%
북 24
8.5%
울 24
8.5%
시 24
8.5%
별 24
8.5%
특 24
8.5%
길 11
 
3.9%
Other values (24) 55
19.5%
Common
ValueCountFrequency (%)
72
46.5%
1 18
 
11.6%
2 11
 
7.1%
9 11
 
7.1%
4 10
 
6.5%
5 9
 
5.8%
0 5
 
3.2%
8 5
 
3.2%
3 5
 
3.2%
7 4
 
2.6%
Other values (2) 5
 
3.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 282
64.5%
ASCII 155
35.5%

Most frequent character per block

ASCII
ValueCountFrequency (%)
72
46.5%
1 18
 
11.6%
2 11
 
7.1%
9 11
 
7.1%
4 10
 
6.5%
5 9
 
5.8%
0 5
 
3.2%
8 5
 
3.2%
3 5
 
3.2%
7 4
 
2.6%
Other values (2) 5
 
3.2%
Hangul
ValueCountFrequency (%)
서 24
8.5%
강 24
8.5%
로 24
8.5%
구 24
8.5%
북 24
8.5%
울 24
8.5%
시 24
8.5%
별 24
8.5%
특 24
8.5%
길 11
 
3.9%
Other values (24) 55
19.5%

Correlations

2024-03-13T22:07:29.332201image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
유치원코드유치원명설립유형차량운영여부운행차량수신고차량수12인승신고차량수15인승신고차량수공시차수주소
유치원코드1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
유치원명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
설립유형1.0001.0001.0001.0000.7170.7170.0000.5580.0001.000
차량운영여부1.0001.0001.0001.0001.0001.0000.0000.5110.0481.000
운행차량수1.0001.0000.7171.0001.0001.0000.2090.9920.0001.000
신고차량수1.0001.0000.7171.0001.0001.0000.2090.9920.0001.000
12인승신고차량수1.0001.0000.0000.0000.2090.2091.0000.0000.7451.000
15인승신고차량수1.0001.0000.5580.5110.9920.9920.0001.0000.0001.000
공시차수1.0001.0000.0000.0480.0000.0000.7450.0001.0001.000
주소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
2024-03-13T22:07:29.470146image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
공시차수차량운영여부신고차량수설립유형15인승신고차량수운행차량수12인승신고차량수
공시차수1.0000.0000.0000.0000.0000.0000.705
차량운영여부0.0001.0000.9290.9530.5720.9290.000
신고차량수0.0000.9291.0000.6350.8721.0000.125
설립유형0.0000.9530.6351.0000.4660.6350.000
15인승신고차량수0.0000.5720.8720.4661.0000.8720.000
운행차량수0.0000.9291.0000.6350.8721.0000.125
12인승신고차량수0.7050.0000.1250.0000.0000.1251.000
2024-03-13T22:07:29.621213image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
설립유형차량운영여부운행차량수신고차량수12인승신고차량수15인승신고차량수공시차수
설립유형1.0000.9530.6350.6350.0000.4660.000
차량운영여부0.9531.0000.9290.9290.0000.5720.000
운행차량수0.6350.9291.0001.0000.1250.8720.000
신고차량수0.6350.9291.0001.0000.1250.8720.000
12인승신고차량수0.0000.0000.1250.1251.0000.0000.705
15인승신고차량수0.4660.5720.8720.8720.0001.0000.000
공시차수0.0000.0000.0000.0000.7050.0001.000

Missing values

2024-03-13T22:07:23.161670image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-13T22:07:23.481550image/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

교육청명교육지원청명유치원코드유치원명설립유형차량운영여부운행차량수신고차량수9인승신고차량수12인승신고차량수15인승신고차량수공시차수주소
0서울특별시교육청성북강북교육지원청1ecec08c-f0f4-b044-e053-0a32095ab044금성유치원사립(사인)Y1101020192서울특별시 강북구 한천로123길 9
1서울특별시교육청성북강북교육지원청1ecec08c-f0f5-b044-e053-0a32095ab044동명유치원사립(사인)Y1100120192서울특별시 강북구 오패산로 130
2서울특별시교육청성북강북교육지원청1ecec08c-f0f6-b044-e053-0a32095ab044길물빛유치원사립(사인)Y1100120232서울특별시 강북구 인수봉로 260
3서울특별시교육청성북강북교육지원청1ecec08c-f740-b044-e053-0a32095ab044성실유치원사립(사인)Y1100120232서울특별시 강북구 삼각산로 143-1
4서울특별시교육청성북강북교육지원청1ecec08c-f8de-b044-e053-0a32095ab044서울수유초등학교병설유치원공립(병설)N0000020232서울특별시 강북구 삼양로74길 39
5서울특별시교육청성북강북교육지원청1ecec08c-f9b8-b044-e053-0a32095ab044아름유치원사립(사인)Y1100120182서울특별시 강북구 도봉로 88
6서울특별시교육청성북강북교육지원청1ecec08c-fa08-b044-e053-0a32095ab044솔샘유치원사립(사인)Y5500520232서울특별시 강북구 솔샘로 159
7서울특별시교육청성북강북교육지원청1ecec08c-fa73-b044-e053-0a32095ab044창문유치원사립(법인)Y3300320232서울특별시 강북구 월계로 61
8서울특별시교육청성북강북교육지원청1ecec08c-fc25-b044-e053-0a32095ab044운산유치원사립(사인)Y1100120212서울특별시 강북구 수유로4길 58
9서울특별시교육청성북강북교육지원청1ecec08c-fe08-b044-e053-0a32095ab044유안유치원사립(사인)Y1101020232서울특별시 강북구 인수봉로 297
교육청명교육지원청명유치원코드유치원명설립유형차량운영여부운행차량수신고차량수9인승신고차량수12인승신고차량수15인승신고차량수공시차수주소
14서울특별시교육청성북강북교육지원청1ecec08d-0250-b044-e053-0a32095ab044경은유치원사립(사인)Y2200220182서울특별시 강북구 노해로21길 12
15서울특별시교육청성북강북교육지원청1ecec08d-02ae-b044-e053-0a32095ab044서울화계초등학교병설유치원공립(병설)N0000020232서울특별시 강북구 솔매로50가길 25
16서울특별시교육청성북강북교육지원청1ecec08d-084e-b044-e053-0a32095ab044꿈동산유치원사립(사인)Y1100120232서울특별시 강북구 한천로115길 15
17서울특별시교육청성북강북교육지원청1ecec08d-0ae5-b044-e053-0a32095ab044인수유치원사립(사인)Y1101020212서울특별시 강북구 인수봉로 298
18서울특별시교육청성북강북교육지원청1ecec08d-0cbe-b044-e053-0a32095ab044서울미양초등학교병설유치원공립(병설)N0000020232서울특별시 강북구 솔샘로 195
19서울특별시교육청성북강북교육지원청1ecec08d-0cc5-b044-e053-0a32095ab044새시대유치원사립(사인)Y2202020202서울특별시 강북구 도봉로97길 45
20서울특별시교육청성북강북교육지원청359faa6f-7b25-4e25-b738-71737821c61c서울번동초등학교병설유치원공립(병설)N0000020232서울특별시 강북구 오현로 204
21서울특별시교육청성북강북교육지원청64af8988-de1b-45a7-81be-11e10d4fa5ef서울수송초등학교병설유치원공립(병설)N0000020232서울특별시 강북구 한천로124길 14
22서울특별시교육청성북강북교육지원청7e0ce4f2-8d6e-4568-9e83-17a353fee72b서울송천초등학교병설유치원공립(병설)N0000020232서울특별시 강북구 삼양로20길 29
23서울특별시교육청성북강북교육지원청d6df2050-e2a0-4e60-bffa-db3ae9220338서울우이유치원공립(단설)N0000020232서울특별시 강북구 삼양로99길 36