Overview

Dataset statistics

Number of variables13
Number of observations43
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory4.7 KiB
Average record size in memory113.1 B

Variable types

Categorical6
Text3
Boolean1
Numeric3

Dataset

Description교육청명,교육지원청명,유치원코드,유치원명,설립유형,차량운영여부,운행차량수,신고차량수,9인승신고차량수,12인승신고차량수,15인승신고차량수,공시차수,주소
Author강남구
URLhttps://data.seoul.go.kr/dataList/OA-20751/S/1/datasetView.do

Alerts

교육청명 has constant value ""Constant
교육지원청명 has constant value ""Constant
차량운영여부 is highly overall correlated with 운행차량수 and 3 other fieldsHigh correlation
설립유형 is highly overall correlated with 운행차량수 and 3 other fieldsHigh correlation
운행차량수 is highly overall correlated with 신고차량수 and 3 other fieldsHigh correlation
신고차량수 is highly overall correlated with 운행차량수 and 3 other fieldsHigh correlation
15인승신고차량수 is highly overall correlated with 운행차량수 and 3 other fieldsHigh correlation
9인승신고차량수 is highly imbalanced (84.1%)Imbalance
공시차수 is highly imbalanced (54.9%)Imbalance
유치원코드 has unique valuesUnique
유치원명 has unique valuesUnique
주소 has unique valuesUnique
운행차량수 has 19 (44.2%) zerosZeros
신고차량수 has 19 (44.2%) zerosZeros
15인승신고차량수 has 20 (46.5%) zerosZeros

Reproduction

Analysis started2024-03-13 13:21:07.028142
Analysis finished2024-03-13 13:21:08.902368
Duration1.87 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

교육청명
Categorical

CONSTANT 

Distinct1
Distinct (%)2.3%
Missing0
Missing (%)0.0%
Memory size476.0 B
서울특별시교육청
43 

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 43
100.0%

Length

2024-03-13T22:21:08.972127image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:21:09.060227image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
서울특별시교육청 43
100.0%

교육지원청명
Categorical

CONSTANT 

Distinct1
Distinct (%)2.3%
Missing0
Missing (%)0.0%
Memory size476.0 B
강남서초교육지원청
43 

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 43
100.0%

Length

2024-03-13T22:21:09.179271image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:21:09.294336image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강남서초교육지원청 43
100.0%

유치원코드
Text

UNIQUE 

Distinct43
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size476.0 B
2024-03-13T22:21:09.507562image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length36
Median length36
Mean length36
Min length36

Characters and Unicode

Total characters1548
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

Unique43 ?
Unique (%)100.0%

Sample

1st row16f86a3d-1aa1-471d-bcd4-a563853f8658
2nd row18f5dfe2-27c7-47f3-af41-5a4a944a77fe
3rd row1ecec08c-ed13-b044-e053-0a32095ab044
4th row1ecec08c-ed1d-b044-e053-0a32095ab044
5th row1ecec08c-ed1e-b044-e053-0a32095ab044
ValueCountFrequency (%)
16f86a3d-1aa1-471d-bcd4-a563853f8658 1
 
2.3%
1ecec08c-fea5-b044-e053-0a32095ab044 1
 
2.3%
1ecec08d-007b-b044-e053-0a32095ab044 1
 
2.3%
1ecec08d-0184-b044-e053-0a32095ab044 1
 
2.3%
1ecec08d-01d8-b044-e053-0a32095ab044 1
 
2.3%
1ecec08d-04db-b044-e053-0a32095ab044 1
 
2.3%
1ecec08d-0a98-b044-e053-0a32095ab044 1
 
2.3%
1ecec08d-0b98-b044-e053-0a32095ab044 1
 
2.3%
1ecec08d-0d4f-b044-e053-0a32095ab044 1
 
2.3%
1ecec08d-0e4d-b044-e053-0a32095ab044 1
 
2.3%
Other values (33) 33
76.7%
2024-03-13T22:21:09.989415image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 247
16.0%
4 176
11.4%
- 172
11.1%
e 144
9.3%
c 107
 
6.9%
a 96
 
6.2%
3 91
 
5.9%
5 91
 
5.9%
b 87
 
5.6%
1 57
 
3.7%
Other values (7) 280
18.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 857
55.4%
Lowercase Letter 519
33.5%
Dash Punctuation 172
 
11.1%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 247
28.8%
4 176
20.5%
3 91
 
10.6%
5 91
 
10.6%
1 57
 
6.7%
8 55
 
6.4%
9 52
 
6.1%
2 47
 
5.5%
6 21
 
2.5%
7 20
 
2.3%
Lowercase Letter
ValueCountFrequency (%)
e 144
27.7%
c 107
20.6%
a 96
18.5%
b 87
16.8%
d 44
 
8.5%
f 41
 
7.9%
Dash Punctuation
ValueCountFrequency (%)
- 172
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 1029
66.5%
Latin 519
33.5%

Most frequent character per script

Common
ValueCountFrequency (%)
0 247
24.0%
4 176
17.1%
- 172
16.7%
3 91
 
8.8%
5 91
 
8.8%
1 57
 
5.5%
8 55
 
5.3%
9 52
 
5.1%
2 47
 
4.6%
6 21
 
2.0%
Latin
ValueCountFrequency (%)
e 144
27.7%
c 107
20.6%
a 96
18.5%
b 87
16.8%
d 44
 
8.5%
f 41
 
7.9%

Most occurring blocks

ValueCountFrequency (%)
ASCII 1548
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 247
16.0%
4 176
11.4%
- 172
11.1%
e 144
9.3%
c 107
 
6.9%
a 96
 
6.2%
3 91
 
5.9%
5 91
 
5.9%
b 87
 
5.6%
1 57
 
3.7%
Other values (7) 280
18.1%

유치원명
Text

UNIQUE 

Distinct43
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size476.0 B
2024-03-13T22:21:10.237060image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length13
Median length9
Mean length8.2790698
Min length5

Characters and Unicode

Total characters356
Distinct characters82
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

Unique43 ?
Unique (%)100.0%

Sample

1st row서울신구유치원
2nd row서울세명유치원
3rd row강남유치원
4th row서울언주초등학교병설유치원
5th row서울개원초등학교병설유치원
ValueCountFrequency (%)
서울신구유치원 1
 
2.3%
리라유치원 1
 
2.3%
초원유치원 1
 
2.3%
아란유치원 1
 
2.3%
서울율현초등학교병설유치원 1
 
2.3%
서울논현초등학교병설유치원 1
 
2.3%
오즈의마법사유치원 1
 
2.3%
반디유치원 1
 
2.3%
이화유치원 1
 
2.3%
청운교회부설유치원 1
 
2.3%
Other values (33) 33
76.7%
2024-03-13T22:21:10.627337image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
원 45
 
12.6%
유 44
 
12.4%
치 43
 
12.1%
서 19
 
5.3%
울 18
 
5.1%
초 15
 
4.2%
설 15
 
4.2%
학 15
 
4.2%
교 15
 
4.2%
등 14
 
3.9%
Other values (72) 113
31.7%

Most occurring categories

ValueCountFrequency (%)
Other Letter 356
100.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
원 45
 
12.6%
유 44
 
12.4%
치 43
 
12.1%
서 19
 
5.3%
울 18
 
5.1%
초 15
 
4.2%
설 15
 
4.2%
학 15
 
4.2%
교 15
 
4.2%
등 14
 
3.9%
Other values (72) 113
31.7%

Most occurring scripts

ValueCountFrequency (%)
Hangul 356
100.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
원 45
 
12.6%
유 44
 
12.4%
치 43
 
12.1%
서 19
 
5.3%
울 18
 
5.1%
초 15
 
4.2%
설 15
 
4.2%
학 15
 
4.2%
교 15
 
4.2%
등 14
 
3.9%
Other values (72) 113
31.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 356
100.0%

Most frequent character per block

Hangul
ValueCountFrequency (%)
원 45
 
12.6%
유 44
 
12.4%
치 43
 
12.1%
서 19
 
5.3%
울 18
 
5.1%
초 15
 
4.2%
설 15
 
4.2%
학 15
 
4.2%
교 15
 
4.2%
등 14
 
3.9%
Other values (72) 113
31.7%

설립유형
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)9.3%
Missing0
Missing (%)0.0%
Memory size476.0 B
사립(사인)
22 
공립(병설)
14 
공립(단설)
4 
사립(법인)
3 

Length

Max length6
Median length6
Mean length6
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
사립(사인) 22
51.2%
공립(병설) 14
32.6%
공립(단설) 4
 
9.3%
사립(법인) 3
 
7.0%

Length

2024-03-13T22:21:10.771241image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:21:10.893921image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사립(사인 22
51.2%
공립(병설 14
32.6%
공립(단설 4
 
9.3%
사립(법인 3
 
7.0%

차량운영여부
Boolean

HIGH CORRELATION 

Distinct2
Distinct (%)4.7%
Missing0
Missing (%)0.0%
Memory size175.0 B
True
24 
False
19 
ValueCountFrequency (%)
True 24
55.8%
False 19
44.2%
2024-03-13T22:21:11.013139image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

운행차량수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct6
Distinct (%)14.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.3023256
Minimum0
Maximum7
Zeros19
Zeros (%)44.2%
Negative0
Negative (%)0.0%
Memory size519.0 B
2024-03-13T22:21:11.103432image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile4
Maximum7
Range7
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.5358398
Coefficient of variation (CV)1.1793056
Kurtosis3.1275654
Mean1.3023256
Median Absolute Deviation (MAD)1
Skewness1.4885604
Sum56
Variance2.358804
MonotonicityNot monotonic
2024-03-13T22:21:11.197462image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 19
44.2%
2 13
30.2%
1 5
 
11.6%
4 3
 
7.0%
3 2
 
4.7%
7 1
 
2.3%
ValueCountFrequency (%)
0 19
44.2%
1 5
 
11.6%
2 13
30.2%
3 2
 
4.7%
4 3
 
7.0%
7 1
 
2.3%
ValueCountFrequency (%)
7 1
 
2.3%
4 3
 
7.0%
3 2
 
4.7%
2 13
30.2%
1 5
 
11.6%
0 19
44.2%

신고차량수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct6
Distinct (%)14.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.3023256
Minimum0
Maximum7
Zeros19
Zeros (%)44.2%
Negative0
Negative (%)0.0%
Memory size519.0 B
2024-03-13T22:21:11.320988image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile4
Maximum7
Range7
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.5358398
Coefficient of variation (CV)1.1793056
Kurtosis3.1275654
Mean1.3023256
Median Absolute Deviation (MAD)1
Skewness1.4885604
Sum56
Variance2.358804
MonotonicityNot monotonic
2024-03-13T22:21:11.478318image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 19
44.2%
2 13
30.2%
1 5
 
11.6%
4 3
 
7.0%
3 2
 
4.7%
7 1
 
2.3%
ValueCountFrequency (%)
0 19
44.2%
1 5
 
11.6%
2 13
30.2%
3 2
 
4.7%
4 3
 
7.0%
7 1
 
2.3%
ValueCountFrequency (%)
7 1
 
2.3%
4 3
 
7.0%
3 2
 
4.7%
2 13
30.2%
1 5
 
11.6%
0 19
44.2%

9인승신고차량수
Categorical

IMBALANCE 

Distinct2
Distinct (%)4.7%
Missing0
Missing (%)0.0%
Memory size476.0 B
0
42 
1
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)2.3%

Sample

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

Common Values

ValueCountFrequency (%)
0 42
97.7%
1 1
 
2.3%

Length

2024-03-13T22:21:11.625434image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:21:11.739733image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 42
97.7%
1 1
 
2.3%

12인승신고차량수
Categorical

Distinct2
Distinct (%)4.7%
Missing0
Missing (%)0.0%
Memory size476.0 B
0
38 
1
5 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
0 38
88.4%
1 5
 
11.6%

Length

2024-03-13T22:21:11.859142image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:21:12.008194image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 38
88.4%
1 5
 
11.6%

15인승신고차량수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct6
Distinct (%)14.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.1627907
Minimum0
Maximum7
Zeros20
Zeros (%)46.5%
Negative0
Negative (%)0.0%
Memory size519.0 B
2024-03-13T22:21:12.127826image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile3.9
Maximum7
Range7
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.4949157
Coefficient of variation (CV)1.2856275
Kurtosis4.2846913
Mean1.1627907
Median Absolute Deviation (MAD)1
Skewness1.771287
Sum50
Variance2.234773
MonotonicityNot monotonic
2024-03-13T22:21:12.249584image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 20
46.5%
2 9
20.9%
1 8
 
18.6%
3 3
 
7.0%
4 2
 
4.7%
7 1
 
2.3%
ValueCountFrequency (%)
0 20
46.5%
1 8
 
18.6%
2 9
20.9%
3 3
 
7.0%
4 2
 
4.7%
7 1
 
2.3%
ValueCountFrequency (%)
7 1
 
2.3%
4 2
 
4.7%
3 3
 
7.0%
2 9
20.9%
1 8
 
18.6%
0 20
46.5%

공시차수
Categorical

IMBALANCE 

Distinct5
Distinct (%)11.6%
Missing0
Missing (%)0.0%
Memory size476.0 B
20232
35 
20182
 
3
20202
 
2
20192
 
2
20212
 
1

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique1 ?
Unique (%)2.3%

Sample

1st row20232
2nd row20232
3rd row20202
4th row20232
5th row20182

Common Values

ValueCountFrequency (%)
20232 35
81.4%
20182 3
 
7.0%
20202 2
 
4.7%
20192 2
 
4.7%
20212 1
 
2.3%

Length

2024-03-13T22:21:12.370636image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:21:12.474118image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
20232 35
81.4%
20182 3
 
7.0%
20202 2
 
4.7%
20192 2
 
4.7%
20212 1
 
2.3%

주소
Text

UNIQUE 

Distinct43
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size476.0 B
2024-03-13T22:21:12.708224image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length22
Median length21
Mean length18.790698
Min length16

Characters and Unicode

Total characters808
Distinct characters53
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

Unique43 ?
Unique (%)100.0%

Sample

1st row서울특별시 강남구 압구정로18길 28
2nd row서울특별시 강남구 자곡로 55
3rd row서울특별시 강남구 선릉로129길 31
4th row서울특별시 강남구 남부순환로363길 19
5th row서울특별시 강남구 선릉로 29
ValueCountFrequency (%)
서울특별시 43
25.0%
강남구 43
25.0%
15 4
 
2.3%
5 3
 
1.7%
28 3
 
1.7%
17 3
 
1.7%
선릉로 2
 
1.2%
21 2
 
1.2%
일원로 2
 
1.2%
자곡로 2
 
1.2%
Other values (62) 65
37.8%
2024-03-13T22:21:13.120372image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
129
16.0%
구 47
 
5.8%
1 47
 
5.8%
남 46
 
5.7%
강 45
 
5.6%
서 43
 
5.3%
특 43
 
5.3%
별 43
 
5.3%
시 43
 
5.3%
울 43
 
5.3%
Other values (43) 279
34.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 515
63.7%
Decimal Number 163
 
20.2%
Space Separator 129
 
16.0%
Dash Punctuation 1
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
구 47
9.1%
남 46
8.9%
강 45
8.7%
서 43
8.3%
특 43
8.3%
별 43
8.3%
시 43
8.3%
울 43
8.3%
로 43
8.3%
길 32
 
6.2%
Other values (31) 87
16.9%
Decimal Number
ValueCountFrequency (%)
1 47
28.8%
2 23
14.1%
5 20
12.3%
6 14
 
8.6%
8 12
 
7.4%
7 10
 
6.1%
4 10
 
6.1%
3 10
 
6.1%
0 9
 
5.5%
9 8
 
4.9%
Space Separator
ValueCountFrequency (%)
129
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 515
63.7%
Common 293
36.3%

Most frequent character per script

Hangul
ValueCountFrequency (%)
구 47
9.1%
남 46
8.9%
강 45
8.7%
서 43
8.3%
특 43
8.3%
별 43
8.3%
시 43
8.3%
울 43
8.3%
로 43
8.3%
길 32
 
6.2%
Other values (31) 87
16.9%
Common
ValueCountFrequency (%)
129
44.0%
1 47
 
16.0%
2 23
 
7.8%
5 20
 
6.8%
6 14
 
4.8%
8 12
 
4.1%
7 10
 
3.4%
4 10
 
3.4%
3 10
 
3.4%
0 9
 
3.1%
Other values (2) 9
 
3.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 515
63.7%
ASCII 293
36.3%

Most frequent character per block

ASCII
ValueCountFrequency (%)
129
44.0%
1 47
 
16.0%
2 23
 
7.8%
5 20
 
6.8%
6 14
 
4.8%
8 12
 
4.1%
7 10
 
3.4%
4 10
 
3.4%
3 10
 
3.4%
0 9
 
3.1%
Other values (2) 9
 
3.1%
Hangul
ValueCountFrequency (%)
구 47
9.1%
남 46
8.9%
강 45
8.7%
서 43
8.3%
특 43
8.3%
별 43
8.3%
시 43
8.3%
울 43
8.3%
로 43
8.3%
길 32
 
6.2%
Other values (31) 87
16.9%

Interactions

2024-03-13T22:21:08.234402image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:21:07.645523image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:21:07.944661image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:21:08.322736image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:21:07.757050image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:21:08.043097image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:21:08.419117image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:21:07.847313image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:21:08.145950image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-13T22:21:13.238870image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
유치원코드유치원명설립유형차량운영여부운행차량수신고차량수9인승신고차량수12인승신고차량수15인승신고차량수공시차수주소
유치원코드1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
유치원명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
설립유형1.0001.0001.0000.9970.7600.7600.0000.3660.8040.0001.000
차량운영여부1.0001.0000.9971.0001.0001.0000.0000.3090.9970.1201.000
운행차량수1.0001.0000.7601.0001.0001.0000.0000.2540.9880.4561.000
신고차량수1.0001.0000.7601.0001.0001.0000.0000.2540.9880.4561.000
9인승신고차량수1.0001.0000.0000.0000.0000.0001.0000.0000.0000.0001.000
12인승신고차량수1.0001.0000.3660.3090.2540.2540.0001.0000.4510.3581.000
15인승신고차량수1.0001.0000.8040.9970.9880.9880.0000.4511.0000.3271.000
공시차수1.0001.0000.0000.1200.4560.4560.0000.3580.3271.0001.000
주소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
2024-03-13T22:21:13.373113image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
공시차수차량운영여부9인승신고차량수설립유형12인승신고차량수
공시차수1.0000.1340.0000.0000.418
차량운영여부0.1341.0000.0000.9270.199
9인승신고차량수0.0000.0001.0000.0000.000
설립유형0.0000.9270.0001.0000.236
12인승신고차량수0.4180.1990.0000.2361.000
2024-03-13T22:21:13.491768image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
운행차량수신고차량수15인승신고차량수설립유형차량운영여부9인승신고차량수12인승신고차량수공시차수
운행차량수1.0001.0000.9680.5820.9500.0000.1660.322
신고차량수1.0001.0000.9680.5820.9500.0000.1660.322
15인승신고차량수0.9680.9681.0000.6350.9000.0000.3050.219
설립유형0.5820.5820.6351.0000.9270.0000.2360.000
차량운영여부0.9500.9500.9000.9271.0000.0000.1990.134
9인승신고차량수0.0000.0000.0000.0000.0001.0000.0000.000
12인승신고차량수0.1660.1660.3050.2360.1990.0001.0000.418
공시차수0.3220.3220.2190.0000.1340.0000.4181.000

Missing values

2024-03-13T22:21:08.614185image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-13T22:21:08.838661image/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
0서울특별시교육청강남서초교육지원청16f86a3d-1aa1-471d-bcd4-a563853f8658서울신구유치원공립(단설)N0000020232서울특별시 강남구 압구정로18길 28
1서울특별시교육청강남서초교육지원청18f5dfe2-27c7-47f3-af41-5a4a944a77fe서울세명유치원공립(단설)N0000020232서울특별시 강남구 자곡로 55
2서울특별시교육청강남서초교육지원청1ecec08c-ed13-b044-e053-0a32095ab044강남유치원사립(사인)Y2201120202서울특별시 강남구 선릉로129길 31
3서울특별시교육청강남서초교육지원청1ecec08c-ed1d-b044-e053-0a32095ab044서울언주초등학교병설유치원공립(병설)N0000020232서울특별시 강남구 남부순환로363길 19
4서울특별시교육청강남서초교육지원청1ecec08c-ed1e-b044-e053-0a32095ab044서울개원초등학교병설유치원공립(병설)N0000020182서울특별시 강남구 선릉로 29
5서울특별시교육청강남서초교육지원청1ecec08c-ef04-b044-e053-0a32095ab044도곡렉슬유치원사립(사인)Y3300320232서울특별시 강남구 선릉로 221
6서울특별시교육청강남서초교육지원청1ecec08c-efef-b044-e053-0a32095ab044영동제일유치원사립(사인)Y2200220232서울특별시 강남구 삼성로120길 28
7서울특별시교육청강남서초교육지원청1ecec08c-f42d-b044-e053-0a32095ab044서울수서초등학교병설유치원공립(병설)N0000020232서울특별시 강남구 광평로51길 46
8서울특별시교육청강남서초교육지원청1ecec08c-f43c-b044-e053-0a32095ab044선경유치원사립(사인)Y1101020232서울특별시 강남구 삼성로 151
9서울특별시교육청강남서초교육지원청1ecec08c-f43d-b044-e053-0a32095ab044신아유치원사립(사인)Y2200220232서울특별시 강남구 개포로110길 15
교육청명교육지원청명유치원코드유치원명설립유형차량운영여부운행차량수신고차량수9인승신고차량수12인승신고차량수15인승신고차량수공시차수주소
33서울특별시교육청강남서초교육지원청1ecec08d-0e61-b044-e053-0a32095ab044서울대현초등학교병설유치원공립(병설)N0000020232서울특별시 강남구 역삼로98길 16
34서울특별시교육청강남서초교육지원청1ecec08d-0e63-b044-e053-0a32095ab044성결유치원사립(사인)Y1100120232서울특별시 강남구 언주로121길 5
35서울특별시교육청강남서초교육지원청1ecec08d-0e64-b044-e053-0a32095ab044성요셉유치원사립(법인)Y2200220232서울특별시 강남구 압구정로77길 28
36서울특별시교육청강남서초교육지원청1ecec08d-0e65-b044-e053-0a32095ab044소망유치원사립(사인)N0000020232서울특별시 강남구 광평로56길 11
37서울특별시교육청강남서초교육지원청1fd6777e-1508-e0b0-e053-0a32095ae0b0서울은곡유치원공립(단설)N0000020232서울특별시 강남구 헌릉로569길 41
38서울특별시교육청강남서초교육지원청34140010-58e8-44b4-9e91-49d5eb6669e1강남유정유치원사립(사인)Y7700720232서울특별시 강남구 광평로34길 17
39서울특별시교육청강남서초교육지원청3cedfdf0-2006-43f2-853b-29e001e6637a서울영희초등학교병설유치원공립(병설)N0000020232서울특별시 강남구 일원로 21
40서울특별시교육청강남서초교육지원청b2d7325d-5742-4adf-ad7a-4fcc9ea8f9dc서울청담초등학교병설유치원공립(병설)N0000020232서울특별시 강남구 압구정로71길 9
41서울특별시교육청강남서초교육지원청d66d57de-9a60-4eab-8ca9-38b9d53c57e0서울포이초등학교병설유치원공립(병설)N0000020232서울특별시 강남구 개포로22길 87
42서울특별시교육청강남서초교육지원청fccf9482-0b1c-4f4b-a7e7-cffe7f40b07b서울학동초등학교병설유치원공립(병설)N0000020232서울특별시 강남구 선릉로115길 42