Overview

Dataset statistics

Number of variables12
Number of observations30
Missing cells2
Missing cells (%)0.6%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.1 KiB
Average record size in memory106.4 B

Variable types

Categorical6
Text3
Numeric3

Dataset

Description교육청명,교육지원청명,유치원코드,유치원명,설립유형,1년미만교사수,1년이상2년미만교사수,2년이상4년미만교사수,4년이상6년미만교사수,6년이상교사수,공시차수,주소
Author서초구
URLhttps://data.seoul.go.kr/dataList/OA-20775/S/1/datasetView.do

Alerts

교육청명 has constant value ""Constant
교육지원청명 has constant value ""Constant
1년미만교사수 has 1 (3.3%) missing valuesMissing
2년이상4년미만교사수 has 1 (3.3%) missing valuesMissing
유치원코드 has unique valuesUnique
유치원명 has unique valuesUnique
1년미만교사수 has 8 (26.7%) zerosZeros
2년이상4년미만교사수 has 8 (26.7%) zerosZeros

Reproduction

Analysis started2024-03-13 13:53:52.856549
Analysis finished2024-03-13 13:53:54.683129
Duration1.83 second
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

2024-03-13T22:53:54.760051image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:53:54.879472image/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

2024-03-13T22:53:54.983139image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:53:55.087556image/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
2024-03-13T22:53:55.319661image/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%
2024-03-13T22:53:55.787740image/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
2024-03-13T22:53:56.054236image/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%
2024-03-13T22:53:56.555680image/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

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

2024-03-13T22:53:56.725843image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:53:56.855751image/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%

1년미만교사수
Real number (ℝ)

MISSING  ZEROS 

Distinct7
Distinct (%)24.1%
Missing1
Missing (%)3.3%
Infinite0
Infinite (%)0.0%
Mean2.0689655
Minimum0
Maximum6
Zeros8
Zeros (%)26.7%
Negative0
Negative (%)0.0%
Memory size402.0 B
2024-03-13T22:53:56.976812image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q33
95-th percentile5
Maximum6
Range6
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.8112946
Coefficient of variation (CV)0.87545906
Kurtosis-0.88767036
Mean2.0689655
Median Absolute Deviation (MAD)2
Skewness0.43239783
Sum60
Variance3.2807882
MonotonicityNot monotonic
2024-03-13T22:53:57.095042image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 8
26.7%
1 5
16.7%
3 5
16.7%
4 4
13.3%
2 4
13.3%
5 2
 
6.7%
6 1
 
3.3%
(Missing) 1
 
3.3%
ValueCountFrequency (%)
0 8
26.7%
1 5
16.7%
2 4
13.3%
3 5
16.7%
4 4
13.3%
5 2
 
6.7%
6 1
 
3.3%
ValueCountFrequency (%)
6 1
 
3.3%
5 2
 
6.7%
4 4
13.3%
3 5
16.7%
2 4
13.3%
1 5
16.7%
0 8
26.7%

1년이상2년미만교사수
Categorical

Distinct6
Distinct (%)20.0%
Missing0
Missing (%)0.0%
Memory size372.0 B
0
10 
1
8 
2
6 
3
4 
<NA>
 
1

Length

Max length4
Median length1
Mean length1.1
Min length1

Unique

Unique2 ?
Unique (%)6.7%

Sample

1st row3
2nd row0
3rd row1
4th row0
5th row2

Common Values

ValueCountFrequency (%)
0 10
33.3%
1 8
26.7%
2 6
20.0%
3 4
 
13.3%
<NA> 1
 
3.3%
6 1
 
3.3%

Length

2024-03-13T22:53:57.228352image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:53:57.358633image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 10
33.3%
1 8
26.7%
2 6
20.0%
3 4
 
13.3%
na 1
 
3.3%
6 1
 
3.3%

2년이상4년미만교사수
Real number (ℝ)

MISSING  ZEROS 

Distinct6
Distinct (%)20.7%
Missing1
Missing (%)3.3%
Infinite0
Infinite (%)0.0%
Mean1.7931034
Minimum0
Maximum5
Zeros8
Zeros (%)26.7%
Negative0
Negative (%)0.0%
Memory size402.0 B
2024-03-13T22:53:57.495802image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q32
95-th percentile4.6
Maximum5
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.4971237
Coefficient of variation (CV)0.83493436
Kurtosis-0.2734667
Mean1.7931034
Median Absolute Deviation (MAD)1
Skewness0.51682335
Sum52
Variance2.2413793
MonotonicityNot monotonic
2024-03-13T22:53:57.619703image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
2 11
36.7%
0 8
26.7%
3 3
 
10.0%
1 3
 
10.0%
5 2
 
6.7%
4 2
 
6.7%
(Missing) 1
 
3.3%
ValueCountFrequency (%)
0 8
26.7%
1 3
 
10.0%
2 11
36.7%
3 3
 
10.0%
4 2
 
6.7%
5 2
 
6.7%
ValueCountFrequency (%)
5 2
 
6.7%
4 2
 
6.7%
3 3
 
10.0%
2 11
36.7%
1 3
 
10.0%
0 8
26.7%

4년이상6년미만교사수
Categorical

Distinct5
Distinct (%)16.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
0
13 
1
9 
3
4 
2
3 
<NA>
 
1

Length

Max length4
Median length1
Mean length1.1
Min length1

Unique

Unique1 ?
Unique (%)3.3%

Sample

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

Common Values

ValueCountFrequency (%)
0 13
43.3%
1 9
30.0%
3 4
 
13.3%
2 3
 
10.0%
<NA> 1
 
3.3%

Length

2024-03-13T22:53:57.780562image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:53:57.930107image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 13
43.3%
1 9
30.0%
3 4
 
13.3%
2 3
 
10.0%
na 1
 
3.3%

6년이상교사수
Categorical

Distinct6
Distinct (%)20.0%
Missing0
Missing (%)0.0%
Memory size372.0 B
0
19 
2
6 
4
2 
1
 
1
<NA>
 
1

Length

Max length4
Median length1
Mean length1.1
Min length1

Unique

Unique3 ?
Unique (%)10.0%

Sample

1st row1
2nd row0
3rd row0
4th row0
5th row2

Common Values

ValueCountFrequency (%)
0 19
63.3%
2 6
 
20.0%
4 2
 
6.7%
1 1
 
3.3%
<NA> 1
 
3.3%
3 1
 
3.3%

Length

2024-03-13T22:53:58.053156image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:53:58.202663image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 19
63.3%
2 6
 
20.0%
4 2
 
6.7%
1 1
 
3.3%
na 1
 
3.3%
3 1
 
3.3%

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
2024-03-13T22:53:58.320144image/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
2024-03-13T22:53:58.430513image/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
2024-03-13T22:53:58.677638image/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%
2024-03-13T22:53:59.111490image/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

2024-03-13T22:53:53.909195image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:53:53.321907image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:53:53.604307image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:53:54.015136image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:53:53.428237image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:53:53.693641image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:53:54.111423image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:53:53.521807image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:53:53.812510image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-13T22:53:59.219322image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
유치원코드유치원명설립유형1년미만교사수1년이상2년미만교사수2년이상4년미만교사수4년이상6년미만교사수6년이상교사수공시차수주소
유치원코드1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
유치원명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
설립유형1.0001.0001.0000.4420.1380.1880.0000.4320.1360.000
1년미만교사수1.0001.0000.4421.0000.4990.0000.0000.2550.2860.000
1년이상2년미만교사수1.0001.0000.1380.4991.0000.0000.0000.6450.0000.892
2년이상4년미만교사수1.0001.0000.1880.0000.0001.0000.0000.3790.1980.674
4년이상6년미만교사수1.0001.0000.0000.0000.0000.0001.0000.0000.0430.945
6년이상교사수1.0001.0000.4320.2550.6450.3790.0001.0000.4061.000
공시차수1.0001.0000.1360.2860.0000.1980.0430.4061.0000.426
주소1.0001.0000.0000.0000.8920.6740.9451.0000.4261.000
2024-03-13T22:53:59.365789image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
1년이상2년미만교사수설립유형6년이상교사수4년이상6년미만교사수
1년이상2년미만교사수1.0000.0820.2810.000
설립유형0.0821.0000.3510.000
6년이상교사수0.2810.3511.0000.000
4년이상6년미만교사수0.0000.0000.0001.000
2024-03-13T22:53:59.481431image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
1년미만교사수2년이상4년미만교사수공시차수설립유형1년이상2년미만교사수4년이상6년미만교사수6년이상교사수
1년미만교사수1.000-0.1420.0190.2860.3220.0000.130
2년이상4년미만교사수-0.1421.000-0.0890.0830.0000.0000.250
공시차수0.019-0.0891.0000.0510.0000.0000.000
설립유형0.2860.0830.0511.0000.0820.0000.351
1년이상2년미만교사수0.3220.0000.0000.0821.0000.0000.281
4년이상6년미만교사수0.0000.0000.0000.0000.0001.0000.000
6년이상교사수0.1300.2500.0000.3510.2810.0001.000

Missing values

2024-03-13T22:53:54.258121image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-13T22:53:54.456453image/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.
2024-03-13T22:53:54.604305image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

교육청명교육지원청명유치원코드유치원명설립유형1년미만교사수1년이상2년미만교사수2년이상4년미만교사수4년이상6년미만교사수6년이상교사수공시차수주소
0서울특별시교육청강남서초교육지원청196f00e6-793a-4f41-bcef-99bef725d1f3한신유치원사립(법인)1351120232서울특별시 서초구 잠원로3길 31
1서울특별시교육청강남서초교육지원청1ecec08c-ed17-b044-e053-0a32095ab044서울원명초등학교병설유치원공립(병설)1020020232서울특별시 서초구 고무래로 90-6
2서울특별시교육청강남서초교육지원청1ecec08c-ed1c-b044-e053-0a32095ab044서울우솔초등학교병설유치원공립(병설)0140020232서울특별시 서초구 양재대로2길 74
3서울특별시교육청강남서초교육지원청1ecec08c-f00c-b044-e053-0a32095ab044석문유치원사립(법인)4031020232서울특별시 서초구 서초대로64길 73
4서울특별시교육청강남서초교육지원청1ecec08c-f00d-b044-e053-0a32095ab044여나유치원사립(사인)4231220232서울특별시 서초구 서초중앙로 200
5서울특별시교육청강남서초교육지원청1ecec08c-f00e-b044-e053-0a32095ab044영유유치원사립(사인)3120020182서울특별시 서초구 효령로34길 72
6서울특별시교육청강남서초교육지원청1ecec08c-f336-b044-e053-0a32095ab044육영유치원사립(사인)<NA><NA><NA><NA><NA>20182서울특별시 서초구 방배로6길 18
7서울특별시교육청강남서초교육지원청1ecec08c-f43f-b044-e053-0a32095ab044우정유치원사립(사인)2301020232서울특별시 서초구 서초대로70길 32
8서울특별시교육청강남서초교육지원청1ecec08c-f5d1-b044-e053-0a32095ab044구룡유치원사립(사인)3200220232서울특별시 서초구 논현로5길 31-11
9서울특별시교육청강남서초교육지원청1ecec08c-fc1b-b044-e053-0a32095ab044하나유치원사립(사인)5610220232서울특별시 서초구 잠원로8길 13
교육청명교육지원청명유치원코드유치원명설립유형1년미만교사수1년이상2년미만교사수2년이상4년미만교사수4년이상6년미만교사수6년이상교사수공시차수주소
20서울특별시교육청강남서초교육지원청1ecec08d-0a08-b044-e053-0a32095ab044반포성모유치원사립(법인)0002220202서울특별시 서초구 신반포로15길 18
21서울특별시교육청강남서초교육지원청1ecec08d-0a6a-b044-e053-0a32095ab044서초유치원사립(사인)5323420232서울특별시 서초구 양재대로2길 100-64
22서울특별시교육청강남서초교육지원청1ecec08d-0a6d-b044-e053-0a32095ab044서울언남초등학교병설유치원공립(병설)0023020232서울특별시 서초구 헌릉로8길 42
23서울특별시교육청강남서초교육지원청1ecec08d-0b99-b044-e053-0a32095ab044새성민유치원사립(사인)3201020232서울특별시 서초구 효령로 110
24서울특별시교육청강남서초교육지원청1ecec08d-0b9a-b044-e053-0a32095ab044새순유치원사립(사인)3000220232서울특별시 서초구 서초대로15길 57
25서울특별시교육청강남서초교육지원청1ecec08d-0e62-b044-e053-0a32095ab044서울방배초등학교병설유치원공립(병설)1011020232서울특별시 서초구 방배중앙로13길 26
26서울특별시교육청강남서초교육지원청1fd6777e-1535-e0b0-e053-0a32095ae0b0예원유치원사립(사인)6121020192서울특별시 서초구 태봉로2길 21
27서울특별시교육청강남서초교육지원청7c71b778-6703-48da-ab25-12aa540fccaf서울양재유치원공립(단설)0131020232서울특별시 서초구 바우뫼로18길 14
28서울특별시교육청강남서초교육지원청830ff6c0-a6e8-4d8e-9aee-9c018c1660cf서울청계숲유치원공립(단설)4120020232서울특별시 서초구 청계산로11길 14
29서울특별시교육청강남서초교육지원청c62c929e-a5b4-4cad-89f6-a490272463d9서울어진유치원공립(단설)0250020232서울특별시 서초구 태봉로2길 21