Overview

Dataset statistics

Number of variables13
Number of observations30
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.4 KiB
Average record size in memory114.4 B

Variable types

Categorical8
Text3
Boolean1
Numeric1

Dataset

Description교육청명,교육지원청명,유치원코드,유치원명,설립유형,차량운영여부,운행차량수,신고차량수,9인승신고차량수,12인승신고차량수,15인승신고차량수,공시차수,주소
Author서초구
URLhttps://data.seoul.go.kr/dataList/OA-20750/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
15인승신고차량수 is highly overall correlated with 차량운영여부 and 2 other fieldsHigh correlation
유치원코드 has unique valuesUnique
유치원명 has unique valuesUnique

Reproduction

Analysis started2024-03-13 15:10:12.957535
Analysis finished2024-03-13 15:10:13.800550
Duration0.84 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

교육청명
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
서울특별시교육청
30 

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 30
100.0%

Length

2024-03-14T00:10:13.874240image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-14T00:10:13.958498image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
서울특별시교육청 30
100.0%

교육지원청명
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
강남서초교육지원청
30 

Length

Max length9
Median length9
Mean length9
Min length9

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
강남서초교육지원청 30
100.0%

Length

2024-03-14T00:10:14.071728image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-14T00:10:14.166478image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강남서초교육지원청 30
100.0%

유치원코드
Text

UNIQUE 

Distinct30
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size372.0 B
2024-03-14T00:10:14.364294image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length36
Median length36
Mean length36
Min length36

Characters and Unicode

Total characters1080
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

Unique30 ?
Unique (%)100.0%

Sample

1st row196f00e6-793a-4f41-bcef-99bef725d1f3
2nd row1ecec08c-ed17-b044-e053-0a32095ab044
3rd row1ecec08c-ed1c-b044-e053-0a32095ab044
4th row1ecec08c-f00c-b044-e053-0a32095ab044
5th row1ecec08c-f00d-b044-e053-0a32095ab044
ValueCountFrequency (%)
196f00e6-793a-4f41-bcef-99bef725d1f3 1
 
3.3%
1ecec08c-ed17-b044-e053-0a32095ab044 1
 
3.3%
830ff6c0-a6e8-4d8e-9aee-9c018c1660cf 1
 
3.3%
7c71b778-6703-48da-ab25-12aa540fccaf 1
 
3.3%
1fd6777e-1535-e0b0-e053-0a32095ae0b0 1
 
3.3%
1ecec08d-0e62-b044-e053-0a32095ab044 1
 
3.3%
1ecec08d-0b9a-b044-e053-0a32095ab044 1
 
3.3%
1ecec08d-0b99-b044-e053-0a32095ab044 1
 
3.3%
1ecec08d-0a6d-b044-e053-0a32095ab044 1
 
3.3%
1ecec08d-0a6a-b044-e053-0a32095ab044 1
 
3.3%
Other values (20) 20
66.7%
2024-03-14T00:10:14.734809image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 190
17.6%
- 120
11.1%
4 111
10.3%
e 94
8.7%
c 76
 
7.0%
a 73
 
6.8%
3 63
 
5.8%
5 62
 
5.7%
b 62
 
5.7%
9 41
 
3.8%
Other values (7) 188
17.4%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 607
56.2%
Lowercase Letter 353
32.7%
Dash Punctuation 120
 
11.1%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 190
31.3%
4 111
18.3%
3 63
 
10.4%
5 62
 
10.2%
9 41
 
6.8%
1 40
 
6.6%
2 36
 
5.9%
8 34
 
5.6%
7 15
 
2.5%
6 15
 
2.5%
Lowercase Letter
ValueCountFrequency (%)
e 94
26.6%
c 76
21.5%
a 73
20.7%
b 62
17.6%
d 25
 
7.1%
f 23
 
6.5%
Dash Punctuation
ValueCountFrequency (%)
- 120
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 727
67.3%
Latin 353
32.7%

Most frequent character per script

Common
ValueCountFrequency (%)
0 190
26.1%
- 120
16.5%
4 111
15.3%
3 63
 
8.7%
5 62
 
8.5%
9 41
 
5.6%
1 40
 
5.5%
2 36
 
5.0%
8 34
 
4.7%
7 15
 
2.1%
Latin
ValueCountFrequency (%)
e 94
26.6%
c 76
21.5%
a 73
20.7%
b 62
17.6%
d 25
 
7.1%
f 23
 
6.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII 1080
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 190
17.6%
- 120
11.1%
4 111
10.3%
e 94
8.7%
c 76
 
7.0%
a 73
 
6.8%
3 63
 
5.8%
5 62
 
5.7%
b 62
 
5.7%
9 41
 
3.8%
Other values (7) 188
17.4%

유치원명
Text

UNIQUE 

Distinct30
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size372.0 B
2024-03-14T00:10:14.976025image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length13
Median length10.5
Mean length7.6333333
Min length5

Characters and Unicode

Total characters229
Distinct characters57
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

Unique30 ?
Unique (%)100.0%

Sample

1st row한신유치원
2nd row서울원명초등학교병설유치원
3rd row서울우솔초등학교병설유치원
4th row석문유치원
5th row여나유치원
ValueCountFrequency (%)
한신유치원 1
 
3.3%
서울원명초등학교병설유치원 1
 
3.3%
서울청계숲유치원 1
 
3.3%
서울양재유치원 1
 
3.3%
예원유치원 1
 
3.3%
서울방배초등학교병설유치원 1
 
3.3%
새순유치원 1
 
3.3%
새성민유치원 1
 
3.3%
서울언남초등학교병설유치원 1
 
3.3%
서초유치원 1
 
3.3%
Other values (20) 20
66.7%
2024-03-14T00:10:15.422507image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
원 32
14.0%
유 31
13.5%
치 30
13.1%
서 13
 
5.7%
울 11
 
4.8%
초 9
 
3.9%
병 8
 
3.5%
설 8
 
3.5%
등 8
 
3.5%
학 8
 
3.5%
Other values (47) 71
31.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 229
100.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
원 32
14.0%
유 31
13.5%
치 30
13.1%
서 13
 
5.7%
울 11
 
4.8%
초 9
 
3.9%
병 8
 
3.5%
설 8
 
3.5%
등 8
 
3.5%
학 8
 
3.5%
Other values (47) 71
31.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 229
100.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
원 32
14.0%
유 31
13.5%
치 30
13.1%
서 13
 
5.7%
울 11
 
4.8%
초 9
 
3.9%
병 8
 
3.5%
설 8
 
3.5%
등 8
 
3.5%
학 8
 
3.5%
Other values (47) 71
31.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 229
100.0%

Most frequent character per block

Hangul
ValueCountFrequency (%)
원 32
14.0%
유 31
13.5%
치 30
13.1%
서 13
 
5.7%
울 11
 
4.8%
초 9
 
3.9%
병 8
 
3.5%
설 8
 
3.5%
등 8
 
3.5%
학 8
 
3.5%
Other values (47) 71
31.0%

설립유형
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)13.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
사립(사인)
15 
공립(병설)
8 
사립(법인)
4 
공립(단설)
3 

Length

Max length6
Median length6
Mean length6
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
사립(사인) 15
50.0%
공립(병설) 8
26.7%
사립(법인) 4
 
13.3%
공립(단설) 3
 
10.0%

Length

2024-03-14T00:10:15.579293image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-14T00:10:15.715217image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사립(사인 15
50.0%
공립(병설 8
26.7%
사립(법인 4
 
13.3%
공립(단설 3
 
10.0%

차량운영여부
Boolean

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size162.0 B
True
19 
False
11 
ValueCountFrequency (%)
True 19
63.3%
False 11
36.7%
2024-03-14T00:10:15.909982image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

운행차량수
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)13.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
2
11 
0
11 
1
6 
3
2 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row0
3rd row0
4th row2
5th row2

Common Values

ValueCountFrequency (%)
2 11
36.7%
0 11
36.7%
1 6
20.0%
3 2
 
6.7%

Length

2024-03-14T00:10:16.128197image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-14T00:10:16.251893image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 11
36.7%
0 11
36.7%
1 6
20.0%
3 2
 
6.7%

신고차량수
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)13.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
2
11 
0
11 
1
6 
3
2 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row0
3rd row0
4th row2
5th row2

Common Values

ValueCountFrequency (%)
2 11
36.7%
0 11
36.7%
1 6
20.0%
3 2
 
6.7%

Length

2024-03-14T00:10:16.418345image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-14T00:10:16.585647image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 11
36.7%
0 11
36.7%
1 6
20.0%
3 2
 
6.7%

9인승신고차량수
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
0
30 

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 30
100.0%

Length

2024-03-14T00:10:16.778641image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-14T00:10:16.949635image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 30
100.0%

12인승신고차량수
Categorical

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
0
26 
1
4 

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 26
86.7%
1 4
 
13.3%

Length

2024-03-14T00:10:17.046679image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-14T00:10:17.166143image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 26
86.7%
1 4
 
13.3%

15인승신고차량수
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)13.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
0
12 
2
8 
1
8 
3
2 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row0
3rd row0
4th row2
5th row2

Common Values

ValueCountFrequency (%)
0 12
40.0%
2 8
26.7%
1 8
26.7%
3 2
 
6.7%

Length

2024-03-14T00:10:17.283168image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-14T00:10:17.395659image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 12
40.0%
2 8
26.7%
1 8
26.7%
3 2
 
6.7%

공시차수
Real number (ℝ)

Distinct6
Distinct (%)20.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean20223.967
Minimum20182
Maximum20232
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size402.0 B
2024-03-14T00:10:17.518034image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum20182
5-th percentile20186.5
Q120232
median20232
Q320232
95-th percentile20232
Maximum20232
Range50
Interquartile range (IQR)0

Descriptive statistics

Standard deviation16.278785
Coefficient of variation (CV)0.00080492544
Kurtosis1.8825018
Mean20223.967
Median Absolute Deviation (MAD)0
Skewness-1.8291129
Sum606719
Variance264.99885
MonotonicityNot monotonic
2024-03-14T00:10:17.655432image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
20232 23
76.7%
20182 2
 
6.7%
20192 2
 
6.7%
20221 1
 
3.3%
20212 1
 
3.3%
20202 1
 
3.3%
ValueCountFrequency (%)
20182 2
 
6.7%
20192 2
 
6.7%
20202 1
 
3.3%
20212 1
 
3.3%
20221 1
 
3.3%
20232 23
76.7%
ValueCountFrequency (%)
20232 23
76.7%
20221 1
 
3.3%
20212 1
 
3.3%
20202 1
 
3.3%
20192 2
 
6.7%
20182 2
 
6.7%

주소
Text

Distinct29
Distinct (%)96.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
2024-03-14T00:10:17.895264image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length23
Median length20.5
Mean length19.033333
Min length16

Characters and Unicode

Total characters571
Distinct characters55
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

Unique28 ?
Unique (%)93.3%

Sample

1st row서울특별시 서초구 잠원로3길 31
2nd row서울특별시 서초구 고무래로 90-6
3rd row서울특별시 서초구 양재대로2길 74
4th row서울특별시 서초구 서초대로64길 73
5th row서울특별시 서초구 서초중앙로 200
ValueCountFrequency (%)
서울특별시 30
25.0%
서초구 30
25.0%
양재대로2길 2
 
1.7%
신반포로 2
 
1.7%
14 2
 
1.7%
18 2
 
1.7%
태봉로2길 2
 
1.7%
21 2
 
1.7%
신반포로19길 1
 
0.8%
신반포로15길 1
 
0.8%
Other values (46) 46
38.3%
2024-03-14T00:10:18.413700image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
90
15.8%
서 65
 
11.4%
초 35
 
6.1%
울 30
 
5.3%
구 30
 
5.3%
로 30
 
5.3%
시 30
 
5.3%
별 30
 
5.3%
특 30
 
5.3%
길 22
 
3.9%
Other values (45) 179
31.3%

Most occurring categories

ValueCountFrequency (%)
Other Letter 373
65.3%
Decimal Number 104
 
18.2%
Space Separator 90
 
15.8%
Dash Punctuation 4
 
0.7%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
서 65
17.4%
초 35
9.4%
울 30
8.0%
구 30
8.0%
로 30
8.0%
시 30
8.0%
별 30
8.0%
특 30
8.0%
길 22
 
5.9%
대 5
 
1.3%
Other values (33) 66
17.7%
Decimal Number
ValueCountFrequency (%)
1 21
20.2%
2 17
16.3%
4 12
11.5%
3 11
10.6%
0 10
9.6%
5 8
 
7.7%
8 7
 
6.7%
7 7
 
6.7%
6 6
 
5.8%
9 5
 
4.8%
Space Separator
ValueCountFrequency (%)
90
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 4
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 373
65.3%
Common 198
34.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
서 65
17.4%
초 35
9.4%
울 30
8.0%
구 30
8.0%
로 30
8.0%
시 30
8.0%
별 30
8.0%
특 30
8.0%
길 22
 
5.9%
대 5
 
1.3%
Other values (33) 66
17.7%
Common
ValueCountFrequency (%)
90
45.5%
1 21
 
10.6%
2 17
 
8.6%
4 12
 
6.1%
3 11
 
5.6%
0 10
 
5.1%
5 8
 
4.0%
8 7
 
3.5%
7 7
 
3.5%
6 6
 
3.0%
Other values (2) 9
 
4.5%

Most occurring blocks

ValueCountFrequency (%)
Hangul 373
65.3%
ASCII 198
34.7%

Most frequent character per block

ASCII
ValueCountFrequency (%)
90
45.5%
1 21
 
10.6%
2 17
 
8.6%
4 12
 
6.1%
3 11
 
5.6%
0 10
 
5.1%
5 8
 
4.0%
8 7
 
3.5%
7 7
 
3.5%
6 6
 
3.0%
Other values (2) 9
 
4.5%
Hangul
ValueCountFrequency (%)
서 65
17.4%
초 35
9.4%
울 30
8.0%
구 30
8.0%
로 30
8.0%
시 30
8.0%
별 30
8.0%
특 30
8.0%
길 22
 
5.9%
대 5
 
1.3%
Other values (33) 66
17.7%

Interactions

2024-03-14T00:10:13.413276image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-14T00:10:18.511879image/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
설립유형1.0001.0001.0001.0000.8670.8670.0000.8360.1360.000
차량운영여부1.0001.0001.0001.0001.0001.0000.1170.9930.0920.000
운행차량수1.0001.0000.8671.0001.0001.0000.2760.9890.3590.828
신고차량수1.0001.0000.8671.0001.0001.0000.2760.9890.3590.828
12인승신고차량수1.0001.0000.0000.1170.2760.2761.0000.4800.0001.000
15인승신고차량수1.0001.0000.8360.9930.9890.9890.4801.0000.0000.888
공시차수1.0001.0000.1360.0920.3590.3590.0000.0001.0000.426
주소1.0001.0000.0000.0000.8280.8281.0000.8880.4261.000
2024-03-14T00:10:18.629601image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
차량운영여부신고차량수설립유형15인승신고차량수운행차량수12인승신고차량수
차량운영여부1.0000.9640.9640.8900.9640.066
신고차량수0.9641.0000.5280.8561.0000.167
설립유형0.9640.5281.0000.4820.5280.000
15인승신고차량수0.8900.8560.4821.0000.8560.307
운행차량수0.9641.0000.5280.8561.0000.167
12인승신고차량수0.0660.1670.0000.3070.1671.000
2024-03-14T00:10:18.729984image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
공시차수설립유형차량운영여부운행차량수신고차량수12인승신고차량수15인승신고차량수
공시차수1.0000.0510.1300.2150.2150.0000.000
설립유형0.0511.0000.9640.5280.5280.0000.482
차량운영여부0.1300.9641.0000.9640.9640.0660.890
운행차량수0.2150.5280.9641.0001.0000.1670.856
신고차량수0.2150.5280.9641.0001.0000.1670.856
12인승신고차량수0.0000.0000.0660.1670.1671.0000.307
15인승신고차량수0.0000.4820.8900.8560.8560.3071.000

Missing values

2024-03-14T00:10:13.522800image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-14T00:10:13.716308image/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
0서울특별시교육청강남서초교육지원청196f00e6-793a-4f41-bcef-99bef725d1f3한신유치원사립(법인)Y2200220232서울특별시 서초구 잠원로3길 31
1서울특별시교육청강남서초교육지원청1ecec08c-ed17-b044-e053-0a32095ab044서울원명초등학교병설유치원공립(병설)N0000020232서울특별시 서초구 고무래로 90-6
2서울특별시교육청강남서초교육지원청1ecec08c-ed1c-b044-e053-0a32095ab044서울우솔초등학교병설유치원공립(병설)N0000020232서울특별시 서초구 양재대로2길 74
3서울특별시교육청강남서초교육지원청1ecec08c-f00c-b044-e053-0a32095ab044석문유치원사립(법인)Y2200220232서울특별시 서초구 서초대로64길 73
4서울특별시교육청강남서초교육지원청1ecec08c-f00d-b044-e053-0a32095ab044여나유치원사립(사인)Y2200220232서울특별시 서초구 서초중앙로 200
5서울특별시교육청강남서초교육지원청1ecec08c-f00e-b044-e053-0a32095ab044영유유치원사립(사인)Y2200220182서울특별시 서초구 효령로34길 72
6서울특별시교육청강남서초교육지원청1ecec08c-f336-b044-e053-0a32095ab044육영유치원사립(사인)Y1100120182서울특별시 서초구 방배로6길 18
7서울특별시교육청강남서초교육지원청1ecec08c-f43f-b044-e053-0a32095ab044우정유치원사립(사인)Y2200220232서울특별시 서초구 서초대로70길 32
8서울특별시교육청강남서초교육지원청1ecec08c-f5d1-b044-e053-0a32095ab044구룡유치원사립(사인)Y2200220232서울특별시 서초구 논현로5길 31-11
9서울특별시교육청강남서초교육지원청1ecec08c-fc1b-b044-e053-0a32095ab044하나유치원사립(사인)Y3300320232서울특별시 서초구 잠원로8길 13
교육청명교육지원청명유치원코드유치원명설립유형차량운영여부운행차량수신고차량수9인승신고차량수12인승신고차량수15인승신고차량수공시차수주소
20서울특별시교육청강남서초교육지원청1ecec08d-0a08-b044-e053-0a32095ab044반포성모유치원사립(법인)Y1100120202서울특별시 서초구 신반포로15길 18
21서울특별시교육청강남서초교육지원청1ecec08d-0a6a-b044-e053-0a32095ab044서초유치원사립(사인)Y3300320232서울특별시 서초구 양재대로2길 100-64
22서울특별시교육청강남서초교육지원청1ecec08d-0a6d-b044-e053-0a32095ab044서울언남초등학교병설유치원공립(병설)N0000020232서울특별시 서초구 헌릉로8길 42
23서울특별시교육청강남서초교육지원청1ecec08d-0b99-b044-e053-0a32095ab044새성민유치원사립(사인)Y1100120232서울특별시 서초구 효령로 110
24서울특별시교육청강남서초교육지원청1ecec08d-0b9a-b044-e053-0a32095ab044새순유치원사립(사인)Y2201120232서울특별시 서초구 서초대로15길 57
25서울특별시교육청강남서초교육지원청1ecec08d-0e62-b044-e053-0a32095ab044서울방배초등학교병설유치원공립(병설)N0000020232서울특별시 서초구 방배중앙로13길 26
26서울특별시교육청강남서초교육지원청1fd6777e-1535-e0b0-e053-0a32095ae0b0예원유치원사립(사인)Y1100120192서울특별시 서초구 태봉로2길 21
27서울특별시교육청강남서초교육지원청7c71b778-6703-48da-ab25-12aa540fccaf서울양재유치원공립(단설)N0000020232서울특별시 서초구 바우뫼로18길 14
28서울특별시교육청강남서초교육지원청830ff6c0-a6e8-4d8e-9aee-9c018c1660cf서울청계숲유치원공립(단설)N0000020232서울특별시 서초구 청계산로11길 14
29서울특별시교육청강남서초교육지원청c62c929e-a5b4-4cad-89f6-a490272463d9서울어진유치원공립(단설)N0000020232서울특별시 서초구 태봉로2길 21