gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	36
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.4 KiB
Average record size in memory	182.7 B

Variable types

Numeric	13
Categorical	7

Dataset

Description	특수학교 순회교육 학생수 집계현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=CFLV82Q7W0M4I5XZZRAF25165237&infSeq=1

Alerts

`초등학교남자학생수(명)` is highly overall correlated with `유치원전체학생수(명)` and 3 other fields	High correlation
`초등학교여자학생수(명)` is highly overall correlated with `유치원남자학생수(명)` and 3 other fields	High correlation
`초등학교전체학생수(명)` is highly overall correlated with `유치원남자학생수(명)` and 3 other fields	High correlation
`전체학생수(명)` is highly overall correlated with `전체남자학생수(명)` and 12 other fields	High correlation
`전체남자학생수(명)` is highly overall correlated with `전체학생수(명)` and 11 other fields	High correlation
`전체여자학생수(명)` is highly overall correlated with `전체학생수(명)` and 11 other fields	High correlation
`장애영아전체수(명)` is highly overall correlated with `전체학생수(명)` and 7 other fields	High correlation
`장애영아남자수(명)` is highly overall correlated with `전체학생수(명)` and 7 other fields	High correlation
`유치원전체학생수(명)` is highly overall correlated with `전체학생수(명)` and 6 other fields	High correlation
`유치원남자학생수(명)` is highly overall correlated with `전체학생수(명)` and 8 other fields	High correlation
`유치원여자학생수(명)` is highly overall correlated with `전체학생수(명)` and 7 other fields	High correlation
`중학교전체학생수(명)` is highly overall correlated with `전체학생수(명)` and 8 other fields	High correlation
`고등학교전체학생수(명)` is highly overall correlated with `전체학생수(명)` and 6 other fields	High correlation
`고등학교남자학생수(명)` is highly overall correlated with `전체학생수(명)` and 10 other fields	High correlation
`고등학교여자학생수(명)` is highly overall correlated with `전체학생수(명)` and 6 other fields	High correlation
`순회학급유형명` is highly overall correlated with `전체학생수(명)` and 5 other fields	High correlation
`장애영아여자수(명)` is highly overall correlated with `전체학생수(명)` and 7 other fields	High correlation
`중학교남자학생수(명)` is highly overall correlated with `장애영아전체수(명)` and 6 other fields	High correlation
`중학교여자학생수(명)` is highly overall correlated with `장애영아전체수(명)` and 5 other fields	High correlation
`장애영아여자수(명)` is highly imbalanced (57.0%)	Imbalance
`초등학교전체학생수(명)` is highly imbalanced (58.2%)	Imbalance
`초등학교남자학생수(명)` is highly imbalanced (55.3%)	Imbalance
`초등학교여자학생수(명)` is highly imbalanced (52.2%)	Imbalance
`전체학생수(명)` has 9 (25.0%) zeros	Zeros
`전체남자학생수(명)` has 11 (30.6%) zeros	Zeros
`전체여자학생수(명)` has 9 (25.0%) zeros	Zeros
`장애영아전체수(명)` has 29 (80.6%) zeros	Zeros
`장애영아남자수(명)` has 29 (80.6%) zeros	Zeros
`유치원전체학생수(명)` has 22 (61.1%) zeros	Zeros
`유치원남자학생수(명)` has 22 (61.1%) zeros	Zeros
`유치원여자학생수(명)` has 23 (63.9%) zeros	Zeros
`중학교전체학생수(명)` has 16 (44.4%) zeros	Zeros
`고등학교전체학생수(명)` has 16 (44.4%) zeros	Zeros
`고등학교남자학생수(명)` has 18 (50.0%) zeros	Zeros
`고등학교여자학생수(명)` has 16 (44.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 21:47:39.243322
Analysis finished	2023-12-10 21:47:53.193839
Duration	13.95 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	13
Distinct (%)	36.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2020

Minimum	2012
Maximum	2103
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2015
median	2018
Q3	2021
95-th percentile	2023
Maximum	2103
Range	91
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	14.632645
Coefficient of variation (CV)	0.0072438834
Kurtosis	31.855225
Mean	2020
Median Absolute Deviation (MAD)	3
Skewness	5.4878589
Sum	72720
Variance	214.11429
Monotonicity	Decreasing

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2023	3	8.3%
2022	3	8.3%
2021	3	8.3%
2020	3	8.3%
2019	3	8.3%
2018	3	8.3%
2017	3	8.3%
2016	3	8.3%
2015	3	8.3%
2014	3	8.3%
Other values (3)	6	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	3	8.3%
2013	2	5.6%
2014	3	8.3%
2015	3	8.3%
2016	3	8.3%
2017	3	8.3%
2018	3	8.3%
2019	3	8.3%
2020	3	8.3%
2021	3	8.3%

Value	Count	Frequency (%)
2103	1	2.8%
2023	3	8.3%
2022	3	8.3%
2021	3	8.3%
2020	3	8.3%
2019	3	8.3%
2018	3	8.3%
2017	3	8.3%
2016	3	8.3%
2015	3	8.3%

순회학급유형명
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

시설	12
가정	12
병원	12

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	시설
2nd row	가정
3rd row	병원
4th row	시설
5th row	가정

Common Values

Value	Count	Frequency (%)
시설	12	33.3%
가정	12	33.3%
병원	12	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
시설	12	33.3%
가정	12	33.3%
병원	12	33.3%

전체학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.111111

Minimum	0
Maximum	38
Zeros	9
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	8.5
Q3	19
95-th percentile	35.25
Maximum	38
Range	38
Interquartile range (IQR)	17.5

Descriptive statistics

Standard deviation	11.688279
Coefficient of variation (CV)	0.96508728
Kurtosis	-0.2854079
Mean	12.111111
Median Absolute Deviation (MAD)	8.5
Skewness	0.83208387
Sum	436
Variance	136.61587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	9	25.0%
12	3	8.3%
2	2	5.6%
18	2	5.6%
19	2	5.6%
6	2	5.6%
26	2	5.6%
35	2	5.6%
7	2	5.6%
8	2	5.6%
Other values (8)	8	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	25.0%
2	2	5.6%
5	1	2.8%
6	2	5.6%
7	2	5.6%
8	2	5.6%
9	1	2.8%
11	1	2.8%
12	3	8.3%
16	1	2.8%

Value	Count	Frequency (%)
38	1	2.8%
36	1	2.8%
35	2	5.6%
26	2	5.6%
23	1	2.8%
20	1	2.8%
19	2	5.6%
18	2	5.6%
16	1	2.8%
12	3	8.3%

전체남자학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6388889

Minimum	0
Maximum	26
Zeros	11
Zeros (%)	30.6%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.5
Q3	10
95-th percentile	22.25
Maximum	26
Range	26
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.3139896
Coefficient of variation (CV)	1.1016888
Kurtosis	1.1536498
Mean	6.6388889
Median Absolute Deviation (MAD)	4.5
Skewness	1.2985934
Sum	239
Variance	53.494444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	11	30.6%
3	4	11.1%
6	2	5.6%
5	2	5.6%
10	2	5.6%
4	2	5.6%
26	2	5.6%
8	2	5.6%
9	1	2.8%
16	1	2.8%
Other values (7)	7	19.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	30.6%
2	1	2.8%
3	4	11.1%
4	2	5.6%
5	2	5.6%
6	2	5.6%
7	1	2.8%
8	2	5.6%
9	1	2.8%
10	2	5.6%

Value	Count	Frequency (%)
26	2	5.6%
21	1	2.8%
18	1	2.8%
16	1	2.8%
13	1	2.8%
12	1	2.8%
11	1	2.8%
10	2	5.6%
9	1	2.8%
8	2	5.6%

전체여자학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	36.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4722222

Minimum	0
Maximum	17
Zeros	9
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	4
Q3	10
95-th percentile	14.25
Maximum	17
Range	17
Interquartile range (IQR)	9.25

Descriptive statistics

Standard deviation	5.1905745
Coefficient of variation (CV)	0.94853138
Kurtosis	-0.87066394
Mean	5.4722222
Median Absolute Deviation (MAD)	4
Skewness	0.60946287
Sum	197
Variance	26.942063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	9	25.0%
2	6	16.7%
10	4	11.1%
4	3	8.3%
8	3	8.3%
6	2	5.6%
12	2	5.6%
14	2	5.6%
17	1	2.8%
1	1	2.8%
Other values (3)	3	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	25.0%
1	1	2.8%
2	6	16.7%
3	1	2.8%
4	3	8.3%
6	2	5.6%
8	3	8.3%
9	1	2.8%
10	4	11.1%
12	2	5.6%

Value	Count	Frequency (%)
17	1	2.8%
15	1	2.8%
14	2	5.6%
12	2	5.6%
10	4	11.1%
9	1	2.8%
8	3	8.3%
6	2	5.6%
4	3	8.3%
3	1	2.8%

장애영아전체수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.94444444

Minimum	0
Maximum	10
Zeros	29
Zeros (%)	80.6%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5.25
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.2161027
Coefficient of variation (CV)	2.3464617
Kurtosis	7.7108647
Mean	0.94444444
Median Absolute Deviation (MAD)	0
Skewness	2.6924938
Sum	34
Variance	4.9111111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	29	80.6%
3	3	8.3%
6	1	2.8%
4	1	2.8%
5	1	2.8%
10	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	80.6%
3	3	8.3%
4	1	2.8%
5	1	2.8%
6	1	2.8%
10	1	2.8%

Value	Count	Frequency (%)
10	1	2.8%
6	1	2.8%
5	1	2.8%
4	1	2.8%
3	3	8.3%
0	29	80.6%

장애영아남자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.69444444

Minimum	0
Maximum	10
Zeros	29
Zeros (%)	80.6%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3.25
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.8946458
Coefficient of variation (CV)	2.7282899
Kurtosis	16.958575
Mean	0.69444444
Median Absolute Deviation (MAD)	0
Skewness	3.8306588
Sum	25
Variance	3.5896825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	29	80.6%
2	2	5.6%
3	2	5.6%
4	1	2.8%
1	1	2.8%
10	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	80.6%
1	1	2.8%
2	2	5.6%
3	2	5.6%
4	1	2.8%
10	1	2.8%

Value	Count	Frequency (%)
10	1	2.8%
4	1	2.8%
3	2	5.6%
2	2	5.6%
1	1	2.8%
0	29	80.6%

장애영아여자수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

0	31
2	4
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	2.8%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	2

Common Values

Value	Count	Frequency (%)
0	31	86.1%
2	4	11.1%
1	1	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31	86.1%
2	4	11.1%
1	1	2.8%

유치원전체학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3888889

Minimum	0
Maximum	18
Zeros	22
Zeros (%)	61.1%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	15.5
Maximum	18
Range	18
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	5.5922282
Coefficient of variation (CV)	1.6501657
Kurtosis	1.2539455
Mean	3.3888889
Median Absolute Deviation (MAD)	0
Skewness	1.603699
Sum	122
Variance	31.273016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	22	61.1%
4	3	8.3%
15	2	5.6%
3	2	5.6%
18	1	2.8%
17	1	2.8%
13	1	2.8%
5	1	2.8%
10	1	2.8%
9	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	61.1%
2	1	2.8%
3	2	5.6%
4	3	8.3%
5	1	2.8%
9	1	2.8%
10	1	2.8%
13	1	2.8%
15	2	5.6%
17	1	2.8%

Value	Count	Frequency (%)
18	1	2.8%
17	1	2.8%
15	2	5.6%
13	1	2.8%
10	1	2.8%
9	1	2.8%
5	1	2.8%
4	3	8.3%
3	2	5.6%
2	1	2.8%

유치원남자학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	27.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9722222

Minimum	0
Maximum	12
Zeros	22
Zeros (%)	61.1%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	10.25
Maximum	12
Range	12
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.3847229
Coefficient of variation (CV)	1.7161975
Kurtosis	2.8719195
Mean	1.9722222
Median Absolute Deviation (MAD)	0
Skewness	1.9351318
Sum	71
Variance	11.456349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	22	61.1%
3	5	13.9%
2	2	5.6%
11	1	2.8%
10	1	2.8%
12	1	2.8%
9	1	2.8%
4	1	2.8%
5	1	2.8%
1	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	61.1%
1	1	2.8%
2	2	5.6%
3	5	13.9%
4	1	2.8%
5	1	2.8%
9	1	2.8%
10	1	2.8%
11	1	2.8%
12	1	2.8%

Value	Count	Frequency (%)
12	1	2.8%
11	1	2.8%
10	1	2.8%
9	1	2.8%
5	1	2.8%
4	1	2.8%
3	5	13.9%
2	2	5.6%
1	1	2.8%
0	22	61.1%

유치원여자학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4166667

Minimum	0
Maximum	8
Zeros	23
Zeros (%)	63.9%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	7.25
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.5453038
Coefficient of variation (CV)	1.796685
Kurtosis	1.5034773
Mean	1.4166667
Median Absolute Deviation (MAD)	0
Skewness	1.7152559
Sum	51
Variance	6.4785714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	23	63.9%
1	5	13.9%
6	2	5.6%
8	2	5.6%
4	1	2.8%
5	1	2.8%
2	1	2.8%
7	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	63.9%
1	5	13.9%
2	1	2.8%
4	1	2.8%
5	1	2.8%
6	2	5.6%
7	1	2.8%
8	2	5.6%

Value	Count	Frequency (%)
8	2	5.6%
7	1	2.8%
6	2	5.6%
5	1	2.8%
4	1	2.8%
2	1	2.8%
1	5	13.9%
0	23	63.9%

초등학교전체학생수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

0	30
4	2
2	2
5	1
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	2 ?
Unique (%)	5.6%

Sample

1st row	0
2nd row	4
3rd row	5
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30	83.3%
4	2	5.6%
2	2	5.6%
5	1	2.8%
3	1	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30	83.3%
4	2	5.6%
2	2	5.6%
5	1	2.8%
3	1	2.8%

초등학교남자학생수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

0	30
1	3
3	2
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	2.8%

Sample

1st row	0
2nd row	3
3rd row	4
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30	83.3%
1	3	8.3%
3	2	5.6%
4	1	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30	83.3%
1	3	8.3%
3	2	5.6%
4	1	2.8%

초등학교여자학생수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

0	30
1	5
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	2.8%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30	83.3%
1	5	13.9%
2	1	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30	83.3%
1	5	13.9%
2	1	2.8%

중학교전체학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8055556

Minimum	0
Maximum	9
Zeros	16
Zeros (%)	44.4%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	3
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0951569
Coefficient of variation (CV)	1.1603946
Kurtosis	2.2927095
Mean	1.8055556
Median Absolute Deviation (MAD)	1.5
Skewness	1.2989101
Sum	65
Variance	4.3896825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	16	44.4%
3	6	16.7%
2	5	13.9%
4	4	11.1%
5	2	5.6%
1	2	5.6%
9	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	44.4%
1	2	5.6%
2	5	13.9%
3	6	16.7%
4	4	11.1%
5	2	5.6%
9	1	2.8%

Value	Count	Frequency (%)
9	1	2.8%
5	2	5.6%
4	4	11.1%
3	6	16.7%
2	5	13.9%
1	2	5.6%
0	16	44.4%

중학교남자학생수(명)
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

0	22
3	6
1	4
2	3
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	2.8%

Sample

1st row	3
2nd row	2
3rd row	0
4th row	0
5th row	3

Common Values

Value	Count	Frequency (%)
0	22	61.1%
3	6	16.7%
1	4	11.1%
2	3	8.3%
4	1	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22	61.1%
3	6	16.7%
1	4	11.1%
2	3	8.3%
4	1	2.8%

중학교여자학생수(명)
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

0	20
2	6
1	6
3	3
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	2.8%

Sample

1st row	2
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20	55.6%
2	6	16.7%
1	6	16.7%
3	3	8.3%
5	1	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20	55.6%
2	6	16.7%
1	6	16.7%
3	3	8.3%
5	1	2.8%

고등학교전체학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1666667

Minimum	0
Maximum	16
Zeros	16
Zeros (%)	44.4%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.5
Q3	9.5
95-th percentile	14
Maximum	16
Range	16
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	5.4379618
Coefficient of variation (CV)	1.0525087
Kurtosis	-1.3137857
Mean	5.1666667
Median Absolute Deviation (MAD)	4.5
Skewness	0.4523158
Sum	186
Variance	29.571429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	16	44.4%
8	4	11.1%
12	3	8.3%
7	2	5.6%
14	2	5.6%
11	2	5.6%
5	2	5.6%
2	1	2.8%
4	1	2.8%
13	1	2.8%
Other values (2)	2	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	44.4%
2	1	2.8%
4	1	2.8%
5	2	5.6%
7	2	5.6%
8	4	11.1%
9	1	2.8%
11	2	5.6%
12	3	8.3%
13	1	2.8%

Value	Count	Frequency (%)
16	1	2.8%
14	2	5.6%
13	1	2.8%
12	3	8.3%
11	2	5.6%
9	1	2.8%
8	4	11.1%
7	2	5.6%
5	2	5.6%
4	1	2.8%

고등학교남자학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5277778

Minimum	0
Maximum	9
Zeros	18
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.5
Q3	5
95-th percentile	8.25
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.1936196
Coefficient of variation (CV)	1.26341
Kurtosis	-0.70275119
Mean	2.5277778
Median Absolute Deviation (MAD)	0.5
Skewness	0.90879826
Sum	91
Variance	10.199206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	18	50.0%
5	4	11.1%
2	4	11.1%
8	3	8.3%
3	2	5.6%
9	2	5.6%
7	2	5.6%
1	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	50.0%
1	1	2.8%
2	4	11.1%
3	2	5.6%
5	4	11.1%
7	2	5.6%
8	3	8.3%
9	2	5.6%

Value	Count	Frequency (%)
9	2	5.6%
8	3	8.3%
7	2	5.6%
5	4	11.1%
3	2	5.6%
2	4	11.1%
1	1	2.8%
0	18	50.0%

고등학교여자학생수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5833333

Minimum	0
Maximum	9
Zeros	16
Zeros (%)	44.4%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	7.25
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8119642
Coefficient of variation (CV)	1.0885023
Kurtosis	-0.80508245
Mean	2.5833333
Median Absolute Deviation (MAD)	2
Skewness	0.66606379
Sum	93
Variance	7.9071429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	16	44.4%
2	4	11.1%
4	3	8.3%
5	3	8.3%
3	3	8.3%
6	3	8.3%
7	2	5.6%
8	1	2.8%
9	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	44.4%
2	4	11.1%
3	3	8.3%
4	3	8.3%
5	3	8.3%
6	3	8.3%
7	2	5.6%
8	1	2.8%
9	1	2.8%

Value	Count	Frequency (%)
9	1	2.8%
8	1	2.8%
7	2	5.6%
6	3	8.3%
5	3	8.3%
4	3	8.3%
3	3	8.3%
2	4	11.1%
0	16	44.4%

Heatmap
Table

	기준년도	순회학급유형명	전체학생수(명)	전체남자학생수(명)	전체여자학생수(명)	장애영아전체수(명)	장애영아남자수(명)	장애영아여자수(명)	유치원전체학생수(명)	유치원남자학생수(명)	유치원여자학생수(명)	초등학교전체학생수(명)	초등학교남자학생수(명)	초등학교여자학생수(명)	중학교전체학생수(명)	중학교남자학생수(명)	중학교여자학생수(명)	고등학교전체학생수(명)	고등학교남자학생수(명)	고등학교여자학생수(명)
기준년도	1.000	0.000	0.494	0.644	0.552	0.000	0.000	0.364	0.418	0.405	0.000	0.422	0.401	0.533	0.442	0.204	0.219	0.541	0.479	0.226
순회학급유형명	0.000	1.000	0.777	0.809	0.855	0.615	0.615	0.676	0.499	0.474	0.477	0.000	0.000	0.176	0.649	0.502	0.613	0.784	0.736	0.725
전체학생수(명)	0.494	0.777	1.000	0.809	0.652	0.596	0.615	0.670	0.665	0.756	0.682	0.426	0.503	0.505	0.437	0.668	0.546	0.679	0.837	0.654
전체남자학생수(명)	0.644	0.809	0.809	1.000	0.807	0.908	0.892	0.905	0.796	0.725	0.715	0.159	0.479	0.000	0.744	0.751	0.719	0.651	0.703	0.777
전체여자학생수(명)	0.552	0.855	0.652	0.807	1.000	0.649	0.760	0.801	0.613	0.701	0.774	0.000	0.000	0.433	0.610	0.554	0.338	0.565	0.673	0.844
장애영아전체수(명)	0.000	0.615	0.596	0.908	0.649	1.000	0.988	0.943	0.773	0.863	0.801	0.000	0.000	0.000	0.726	0.771	0.700	0.736	0.578	0.569
장애영아남자수(명)	0.000	0.615	0.615	0.892	0.760	0.988	1.000	0.956	0.716	0.909	0.802	0.000	0.000	0.000	0.676	0.805	0.689	0.681	0.599	0.562
장애영아여자수(명)	0.364	0.676	0.670	0.905	0.801	0.943	0.956	1.000	0.826	0.838	0.945	0.467	0.436	0.514	0.359	0.610	0.000	0.419	0.557	0.736
유치원전체학생수(명)	0.418	0.499	0.665	0.796	0.613	0.773	0.716	0.826	1.000	0.918	0.887	0.639	0.736	0.607	0.000	0.422	0.106	0.122	0.416	0.198
유치원남자학생수(명)	0.405	0.474	0.756	0.725	0.701	0.863	0.909	0.838	0.918	1.000	0.952	0.716	0.917	0.674	0.000	0.623	0.000	0.335	0.192	0.000
유치원여자학생수(명)	0.000	0.477	0.682	0.715	0.774	0.801	0.802	0.945	0.887	0.952	1.000	0.740	0.813	0.867	0.000	0.387	0.237	0.000	0.677	0.000
초등학교전체학생수(명)	0.422	0.000	0.426	0.159	0.000	0.000	0.000	0.467	0.639	0.716	0.740	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000
초등학교남자학생수(명)	0.401	0.000	0.503	0.479	0.000	0.000	0.000	0.436	0.736	0.917	0.813	1.000	1.000	0.711	0.000	0.000	0.000	0.000	0.000	0.000
초등학교여자학생수(명)	0.533	0.176	0.505	0.000	0.433	0.000	0.000	0.514	0.607	0.674	0.867	1.000	0.711	1.000	0.000	0.000	0.000	0.000	0.000	0.000
중학교전체학생수(명)	0.442	0.649	0.437	0.744	0.610	0.726	0.676	0.359	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.809	0.843	0.784	0.727	0.694
중학교남자학생수(명)	0.204	0.502	0.668	0.751	0.554	0.771	0.805	0.610	0.422	0.623	0.387	0.000	0.000	0.000	0.809	1.000	0.910	0.879	0.714	0.756
중학교여자학생수(명)	0.219	0.613	0.546	0.719	0.338	0.700	0.689	0.000	0.106	0.000	0.237	0.000	0.000	0.000	0.843	0.910	1.000	0.816	0.741	0.627
고등학교전체학생수(명)	0.541	0.784	0.679	0.651	0.565	0.736	0.681	0.419	0.122	0.335	0.000	0.000	0.000	0.000	0.784	0.879	0.816	1.000	0.782	0.864
고등학교남자학생수(명)	0.479	0.736	0.837	0.703	0.673	0.578	0.599	0.557	0.416	0.192	0.677	0.000	0.000	0.000	0.727	0.714	0.741	0.782	1.000	0.861
고등학교여자학생수(명)	0.226	0.725	0.654	0.777	0.844	0.569	0.562	0.736	0.198	0.000	0.000	0.000	0.000	0.000	0.694	0.756	0.627	0.864	0.861	1.000

Heatmap
Table

	초등학교남자학생수(명)	순회학급유형명	중학교여자학생수(명)	초등학교여자학생수(명)	초등학교전체학생수(명)	장애영아여자수(명)	중학교남자학생수(명)
초등학교남자학생수(명)	1.000	0.000	0.000	0.739	0.984	0.421	0.000
순회학급유형명	0.000	1.000	0.549	0.036	0.000	0.332	0.420
중학교여자학생수(명)	0.000	0.549	1.000	0.000	0.000	0.000	0.585
초등학교여자학생수(명)	0.739	0.036	0.000	1.000	0.969	0.208	0.000
초등학교전체학생수(명)	0.984	0.000	0.000	0.969	1.000	0.383	0.000
장애영아여자수(명)	0.421	0.332	0.000	0.208	0.383	1.000	0.546
중학교남자학생수(명)	0.000	0.420	0.585	0.000	0.000	0.546	1.000

Heatmap
Table

	기준년도	전체학생수(명)	전체남자학생수(명)	전체여자학생수(명)	장애영아전체수(명)	장애영아남자수(명)	유치원전체학생수(명)	유치원남자학생수(명)	유치원여자학생수(명)	중학교전체학생수(명)	고등학교전체학생수(명)	고등학교남자학생수(명)	고등학교여자학생수(명)	순회학급유형명	장애영아여자수(명)	초등학교전체학생수(명)	초등학교남자학생수(명)	초등학교여자학생수(명)	중학교남자학생수(명)	중학교여자학생수(명)
기준년도	1.000	0.061	0.079	0.042	0.155	0.138	0.449	0.463	0.389	-0.173	-0.213	-0.163	-0.229	0.000	0.149	0.353	0.394	0.239	0.000	0.185
전체학생수(명)	0.061	1.000	0.946	0.957	0.651	0.643	0.626	0.609	0.638	0.770	0.797	0.811	0.747	0.634	0.502	0.253	0.215	0.335	0.481	0.372
전체남자학생수(명)	0.079	0.946	1.000	0.827	0.691	0.689	0.651	0.650	0.626	0.701	0.726	0.798	0.605	0.494	0.585	0.180	0.339	0.077	0.486	0.491
전체여자학생수(명)	0.042	0.957	0.827	1.000	0.543	0.526	0.591	0.556	0.638	0.758	0.764	0.727	0.786	0.513	0.453	0.000	0.000	0.174	0.327	0.170
장애영아전체수(명)	0.155	0.651	0.691	0.543	1.000	0.997	0.474	0.475	0.452	0.492	0.402	0.507	0.322	0.294	0.675	0.000	0.000	0.000	0.638	0.552
장애영아남자수(명)	0.138	0.643	0.689	0.526	0.997	1.000	0.448	0.451	0.427	0.479	0.407	0.517	0.315	0.276	0.623	0.000	0.000	0.000	0.675	0.529
유치원전체학생수(명)	0.449	0.626	0.651	0.591	0.474	0.448	1.000	0.994	0.948	0.128	0.209	0.282	0.108	0.311	0.719	0.424	0.552	0.433	0.199	0.000
유치원남자학생수(명)	0.463	0.609	0.650	0.556	0.475	0.451	0.994	1.000	0.913	0.120	0.205	0.282	0.094	0.307	0.719	0.516	0.586	0.506	0.418	0.000
유치원여자학생수(명)	0.389	0.638	0.626	0.638	0.452	0.427	0.948	0.913	1.000	0.153	0.231	0.293	0.147	0.310	0.880	0.544	0.445	0.763	0.224	0.116
중학교전체학생수(명)	-0.173	0.770	0.701	0.758	0.492	0.479	0.128	0.120	0.153	1.000	0.818	0.811	0.834	0.513	0.233	0.000	0.000	0.000	0.669	0.721
고등학교전체학생수(명)	-0.213	0.797	0.726	0.764	0.402	0.407	0.209	0.205	0.231	0.818	1.000	0.942	0.932	0.587	0.221	0.000	0.000	0.000	0.381	0.316
고등학교남자학생수(명)	-0.163	0.811	0.798	0.727	0.507	0.517	0.282	0.282	0.293	0.811	0.942	1.000	0.807	0.581	0.383	0.000	0.000	0.000	0.513	0.545
고등학교여자학생수(명)	-0.229	0.747	0.605	0.786	0.322	0.315	0.108	0.094	0.147	0.834	0.932	0.807	1.000	0.382	0.392	0.000	0.000	0.000	0.525	0.390
순회학급유형명	0.000	0.634	0.494	0.513	0.294	0.276	0.311	0.307	0.310	0.513	0.587	0.581	0.382	1.000	0.332	0.000	0.000	0.036	0.420	0.549
장애영아여자수(명)	0.149	0.502	0.585	0.453	0.675	0.623	0.719	0.719	0.880	0.233	0.221	0.383	0.392	0.332	1.000	0.383	0.421	0.208	0.546	0.000
초등학교전체학생수(명)	0.353	0.253	0.180	0.000	0.000	0.000	0.424	0.516	0.544	0.000	0.000	0.000	0.000	0.000	0.383	1.000	0.984	0.969	0.000	0.000
초등학교남자학생수(명)	0.394	0.215	0.339	0.000	0.000	0.000	0.552	0.586	0.445	0.000	0.000	0.000	0.000	0.000	0.421	0.984	1.000	0.739	0.000	0.000
초등학교여자학생수(명)	0.239	0.335	0.077	0.174	0.000	0.000	0.433	0.506	0.763	0.000	0.000	0.000	0.000	0.036	0.208	0.969	0.739	1.000	0.000	0.000
중학교남자학생수(명)	0.000	0.481	0.486	0.327	0.638	0.675	0.199	0.418	0.224	0.669	0.381	0.513	0.525	0.420	0.546	0.000	0.000	0.000	1.000	0.585
중학교여자학생수(명)	0.185	0.372	0.491	0.170	0.552	0.529	0.000	0.000	0.116	0.721	0.316	0.545	0.390	0.549	0.000	0.000	0.000	0.000	0.585	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	기준년도	순회학급유형명	전체학생수(명)	전체남자학생수(명)	전체여자학생수(명)	장애영아전체수(명)	장애영아남자수(명)	장애영아여자수(명)	유치원전체학생수(명)	유치원남자학생수(명)	유치원여자학생수(명)	초등학교전체학생수(명)	초등학교남자학생수(명)	초등학교여자학생수(명)	중학교전체학생수(명)	중학교남자학생수(명)	중학교여자학생수(명)	고등학교전체학생수(명)	고등학교남자학생수(명)	고등학교여자학생수(명)
0	2103	시설	12	6	6	0	0	0	0	0	0	0	0	0	5	3	2	7	3	4
1	2023	가정	36	26	10	3	2	1	15	11	4	4	3	1	2	2	0	12	8	4
2	2023	병원	8	6	2	0	0	0	3	2	1	5	4	1	0	0	0	0	0	0
3	2023	시설	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
4	2022	가정	38	26	12	6	4	2	15	10	5	0	0	0	3	3	0	14	9	5
5	2022	병원	7	5	2	0	0	0	3	2	1	4	3	1	0	0	0	0	0	0
6	2022	시설	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
7	2021	가정	35	21	14	4	2	2	18	12	6	0	0	0	5	2	3	8	5	3
8	2021	병원	2	0	2	0	0	0	0	0	0	0	0	0	0	0	0	2	0	2
9	2021	시설	6	4	2	0	0	0	4	3	1	2	1	1	0	0	0	0	0	0

	기준년도	순회학급유형명	전체학생수(명)	전체남자학생수(명)	전체여자학생수(명)	장애영아전체수(명)	장애영아남자수(명)	중학교전체학생수(명)	중학교남자학생수(명)	중학교여자학생수(명)	고등학교전체학생수(명)	고등학교남자학생수(명)	고등학교여자학생수(명)
26	2015	병원	0	0	0	0	0	0	0	0	0	0	0
27	2015	시설	12	2	10	0	0	3	1	2	9	1	8
28	2014	가정	16	13	3	3	3	2	1	1	11	9	2
29	2014	병원	0	0	0	0	0	0	0	0	0	0	0
30	2014	시설	26	16	10	10	10	9	4	5	7	2	5
31	2013	가정	18	10	8	0	0	4	3	1	14	7	7
32	2013	병원	0	0	0	0	0	0	0	0	0	0	0
33	2012	가정	20	10	10	0	0	4	3	1	16	7	9
34	2012	병원	0	0	0	0	0	0	0	0	0	0	0
35	2012	시설	12	8	4	0	0	4	3	1	8	5	3

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample