gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	120
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.8 KiB
Average record size in memory	126.1 B

Variable types

Numeric	11
Categorical	3

Dataset

Description	특수교육지원센터 배치 장애영아 집계현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=3DLC7ASSRL0SYW3RCLZV25199985&infSeq=1

Alerts

`전체영아수(명)` is highly overall correlated with `전체남자영아수(명)` and 8 other fields	High correlation
`전체남자영아수(명)` is highly overall correlated with `전체영아수(명)` and 9 other fields	High correlation
`전체여자영아수(명)` is highly overall correlated with `전체영아수(명)` and 8 other fields	High correlation
`1세미만전체영아수(명)` is highly overall correlated with `전체영아수(명)` and 6 other fields	High correlation
`1세전체영아수(명)` is highly overall correlated with `전체영아수(명)` and 8 other fields	High correlation
`1세남자영아수(명)` is highly overall correlated with `전체영아수(명)` and 8 other fields	High correlation
`1세여자영아수(명)` is highly overall correlated with `전체영아수(명)` and 7 other fields	High correlation
`2세전체영아수(명)` is highly overall correlated with `전체영아수(명)` and 7 other fields	High correlation
`2세남자영아수(명)` is highly overall correlated with `전체영아수(명)` and 8 other fields	High correlation
`2세여자영아수(명)` is highly overall correlated with `전체영아수(명)` and 8 other fields	High correlation
`1세미만남자영아수(명)` is highly overall correlated with `전체남자영아수(명)` and 3 other fields	High correlation
`1세미만여자영아수(명)` is highly overall correlated with `1세미만전체영아수(명)`	High correlation
`1세미만남자영아수(명)` is highly imbalanced (64.3%)	Imbalance
`1세미만여자영아수(명)` is highly imbalanced (57.9%)	Imbalance
`전체영아수(명)` has 58 (48.3%) zeros	Zeros
`전체남자영아수(명)` has 63 (52.5%) zeros	Zeros
`전체여자영아수(명)` has 65 (54.2%) zeros	Zeros
`1세미만전체영아수(명)` has 95 (79.2%) zeros	Zeros
`1세전체영아수(명)` has 72 (60.0%) zeros	Zeros
`1세남자영아수(명)` has 80 (66.7%) zeros	Zeros
`1세여자영아수(명)` has 81 (67.5%) zeros	Zeros
`2세전체영아수(명)` has 64 (53.3%) zeros	Zeros
`2세남자영아수(명)` has 71 (59.2%) zeros	Zeros
`2세여자영아수(명)` has 73 (60.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 21:12:21.098009
Analysis finished	2023-12-10 21:12:33.307664
Duration	12.21 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	12
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.5

Minimum	2012
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2014.75
median	2017.5
Q3	2020.25
95-th percentile	2023
Maximum	2023
Range	11
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	3.4665266
Coefficient of variation (CV)	0.0017182288
Kurtosis	-1.2173303
Mean	2017.5
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	242100
Variance	12.016807
Monotonicity	Decreasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2023	10	8.3%
2022	10	8.3%
2021	10	8.3%
2020	10	8.3%
2019	10	8.3%
2018	10	8.3%
2017	10	8.3%
2016	10	8.3%
2015	10	8.3%
2014	10	8.3%
Other values (2)	20	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	10	8.3%
2013	10	8.3%
2014	10	8.3%
2015	10	8.3%
2016	10	8.3%
2017	10	8.3%
2018	10	8.3%
2019	10	8.3%
2020	10	8.3%
2021	10	8.3%

Value	Count	Frequency (%)
2023	10	8.3%
2022	10	8.3%
2021	10	8.3%
2020	10	8.3%
2019	10	8.3%
2018	10	8.3%
2017	10	8.3%
2016	10	8.3%
2015	10	8.3%
2014	10	8.3%

장애영역명
Categorical

Distinct	10
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

건강장애	12
발달지체	12
시각장애	12
의사소통장애	12
자폐성장애	12
Other values (5)	60

Length

Max length	6
Median length	4
Mean length	4.5
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	건강장애
2nd row	발달지체
3rd row	시각장애
4th row	의사소통장애
5th row	자폐성장애

Common Values

Value	Count	Frequency (%)
건강장애	12	10.0%
발달지체	12	10.0%
시각장애	12	10.0%
의사소통장애	12	10.0%
자폐성장애	12	10.0%
정서행동장애	12	10.0%
지적장애	12	10.0%
지체장애	12	10.0%
청각장애	12	10.0%
학습장애	12	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
건강장애	12	10.0%
발달지체	12	10.0%
시각장애	12	10.0%
의사소통장애	12	10.0%
자폐성장애	12	10.0%
정서행동장애	12	10.0%
지적장애	12	10.0%
지체장애	12	10.0%
청각장애	12	10.0%
학습장애	12	10.0%

전체영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	24.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8416667

Minimum	0
Maximum	176
Zeros	58
Zeros (%)	48.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	39.1
Maximum	176
Range	176
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	21.523486
Coefficient of variation (CV)	2.1869757
Kurtosis	31.043658
Mean	9.8416667
Median Absolute Deviation (MAD)	1
Skewness	4.7310178
Sum	1181
Variance	463.26043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	58	48.3%
3	7	5.8%
5	6	5.0%
2	6	5.0%
1	6	5.0%
39	3	2.5%
34	3	2.5%
4	3	2.5%
7	2	1.7%
27	2	1.7%
Other values (19)	24	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58	48.3%
1	6	5.0%
2	6	5.0%
3	7	5.8%
4	3	2.5%
5	6	5.0%
6	1	0.8%
7	2	1.7%
9	2	1.7%
10	1	0.8%

Value	Count	Frequency (%)
176	1	0.8%
96	1	0.8%
48	1	0.8%
46	1	0.8%
43	1	0.8%
41	1	0.8%
39	3	2.5%
34	3	2.5%
33	1	0.8%
31	2	1.7%

전체남자영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7666667

Minimum	0
Maximum	103
Zeros	63
Zeros (%)	52.5%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5.25
95-th percentile	23.05
Maximum	103
Range	103
Interquartile range (IQR)	5.25

Descriptive statistics

Standard deviation	12.765324
Coefficient of variation (CV)	2.21364
Kurtosis	29.613263
Mean	5.7666667
Median Absolute Deviation (MAD)	0
Skewness	4.6381699
Sum	692
Variance	162.9535
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	63	52.5%
1	9	7.5%
2	8	6.7%
3	7	5.8%
20	3	2.5%
21	3	2.5%
14	3	2.5%
15	2	1.7%
6	2	1.7%
7	2	1.7%
Other values (16)	18	15.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	52.5%
1	9	7.5%
2	8	6.7%
3	7	5.8%
4	2	1.7%
5	1	0.8%
6	2	1.7%
7	2	1.7%
8	1	0.8%
11	1	0.8%

Value	Count	Frequency (%)
103	1	0.8%
57	1	0.8%
36	1	0.8%
29	1	0.8%
25	1	0.8%
24	1	0.8%
23	1	0.8%
21	3	2.5%
20	3	2.5%
19	2	1.7%

전체여자영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	18.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0583333

Minimum	0
Maximum	73
Zeros	65
Zeros (%)	54.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	17.05
Maximum	73
Range	73
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	8.960507
Coefficient of variation (CV)	2.2079278
Kurtosis	30.541972
Mean	4.0583333
Median Absolute Deviation (MAD)	0
Skewness	4.6983563
Sum	487
Variance	80.290686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	65	54.2%
1	12	10.0%
2	7	5.8%
3	5	4.2%
4	4	3.3%
13	3	2.5%
8	3	2.5%
11	2	1.7%
10	2	1.7%
18	2	1.7%
Other values (12)	15	12.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65	54.2%
1	12	10.0%
2	7	5.8%
3	5	4.2%
4	4	3.3%
6	1	0.8%
7	2	1.7%
8	3	2.5%
9	1	0.8%
10	2	1.7%

Value	Count	Frequency (%)
73	1	0.8%
39	1	0.8%
24	1	0.8%
19	1	0.8%
18	2	1.7%
17	1	0.8%
16	2	1.7%
15	2	1.7%
14	1	0.8%
13	3	2.5%

1세미만전체영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49166667

Minimum	0
Maximum	5
Zeros	95
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

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

Descriptive statistics

Standard deviation	1.1226906
Coefficient of variation (CV)	2.2834385
Kurtosis	5.3839741
Mean	0.49166667
Median Absolute Deviation (MAD)	0
Skewness	2.4488531
Sum	59
Variance	1.2604342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	95	79.2%
1	8	6.7%
2	7	5.8%
3	5	4.2%
4	3	2.5%
5	2	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	95	79.2%
1	8	6.7%
2	7	5.8%
3	5	4.2%
4	3	2.5%
5	2	1.7%

Value	Count	Frequency (%)
5	2	1.7%
4	3	2.5%
3	5	4.2%
2	7	5.8%
1	8	6.7%
0	95	79.2%

1세미만남자영아수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

0	103
1	9
2	4
3	2
4	2

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	103	85.8%
1	9	7.5%
2	4	3.3%
3	2	1.7%
4	2	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	103	85.8%
1	9	7.5%
2	4	3.3%
3	2	1.7%
4	2	1.7%

1세미만여자영아수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

0	100
1	14
2	4
3	2

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	100	83.3%
1	14	11.7%
2	4	3.3%
3	2	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	100	83.3%
1	14	11.7%
2	4	3.3%
3	2	1.7%

1세전체영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7083333

Minimum	0
Maximum	57
Zeros	72
Zeros (%)	60.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	13
Maximum	57
Range	57
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.3806375
Coefficient of variation (CV)	2.3559277
Kurtosis	44.367792
Mean	2.7083333
Median Absolute Deviation (MAD)	0
Skewness	5.7208106
Sum	325
Variance	40.712535
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	72	60.0%
2	8	6.7%
1	6	5.0%
4	6	5.0%
9	5	4.2%
6	5	4.2%
3	5	4.2%
13	3	2.5%
7	2	1.7%
5	2	1.7%
Other values (6)	6	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	72	60.0%
1	6	5.0%
2	8	6.7%
3	5	4.2%
4	6	5.0%
5	2	1.7%
6	5	4.2%
7	2	1.7%
8	1	0.8%
9	5	4.2%

Value	Count	Frequency (%)
57	1	0.8%
21	1	0.8%
16	1	0.8%
14	1	0.8%
13	3	2.5%
10	1	0.8%
9	5	4.2%
8	1	0.8%
7	2	1.7%
6	5	4.2%

1세남자영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5166667

Minimum	0
Maximum	32
Zeros	80
Zeros (%)	66.7%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6.05
Maximum	32
Range	32
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.6414591
Coefficient of variation (CV)	2.400962
Kurtosis	41.519162
Mean	1.5166667
Median Absolute Deviation (MAD)	0
Skewness	5.5089856
Sum	182
Variance	13.260224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	80	66.7%
2	14	11.7%
3	6	5.0%
6	4	3.3%
4	4	3.3%
1	3	2.5%
5	3	2.5%
10	2	1.7%
32	1	0.8%
7	1	0.8%
Other values (2)	2	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	80	66.7%
1	3	2.5%
2	14	11.7%
3	6	5.0%
4	4	3.3%
5	3	2.5%
6	4	3.3%
7	1	0.8%
8	1	0.8%
10	2	1.7%

Value	Count	Frequency (%)
32	1	0.8%
11	1	0.8%
10	2	1.7%
8	1	0.8%
7	1	0.8%
6	4	3.3%
5	3	2.5%
4	4	3.3%
3	6	5.0%
2	14	11.7%

1세여자영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1916667

Minimum	0
Maximum	25
Zeros	81
Zeros (%)	67.5%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6.05
Maximum	25
Range	25
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.9741063
Coefficient of variation (CV)	2.4957535
Kurtosis	35.239883
Mean	1.1916667
Median Absolute Deviation (MAD)	0
Skewness	5.1121363
Sum	143
Variance	8.8453081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	81	67.5%
1	13	10.8%
2	9	7.5%
4	6	5.0%
7	3	2.5%
5	2	1.7%
3	2	1.7%
25	1	0.8%
11	1	0.8%
9	1	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	81	67.5%
1	13	10.8%
2	9	7.5%
3	2	1.7%
4	6	5.0%
5	2	1.7%
6	1	0.8%
7	3	2.5%
9	1	0.8%
11	1	0.8%

Value	Count	Frequency (%)
25	1	0.8%
11	1	0.8%
9	1	0.8%
7	3	2.5%
6	1	0.8%
5	2	1.7%
4	6	5.0%
3	2	1.7%
2	9	7.5%
1	13	10.8%

2세전체영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	19.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6416667

Minimum	0
Maximum	114
Zeros	64
Zeros (%)	53.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	27.05
Maximum	114
Range	114
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	14.7231
Coefficient of variation (CV)	2.2167779
Kurtosis	26.042496
Mean	6.6416667
Median Absolute Deviation (MAD)	0
Skewness	4.3655691
Sum	797
Variance	216.76968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	64	53.3%
2	10	8.3%
1	9	7.5%
3	4	3.3%
6	4	3.3%
23	3	2.5%
20	3	2.5%
25	3	2.5%
22	3	2.5%
28	2	1.7%
Other values (13)	15	12.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64	53.3%
1	9	7.5%
2	10	8.3%
3	4	3.3%
4	1	0.8%
5	1	0.8%
6	4	3.3%
8	1	0.8%
9	2	1.7%
16	2	1.7%

Value	Count	Frequency (%)
114	1	0.8%
73	1	0.8%
34	1	0.8%
30	1	0.8%
28	2	1.7%
27	1	0.8%
26	1	0.8%
25	3	2.5%
23	3	2.5%
22	3	2.5%

2세남자영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4

Minimum	0
Maximum	67
Zeros	71
Zeros (%)	59.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3.25
95-th percentile	17
Maximum	67
Range	67
Interquartile range (IQR)	3.25

Descriptive statistics

Standard deviation	8.9264031
Coefficient of variation (CV)	2.2316008
Kurtosis	23.812316
Mean	4
Median Absolute Deviation (MAD)	0
Skewness	4.2117045
Sum	480
Variance	79.680672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	71	59.2%
1	11	9.2%
2	5	4.2%
3	3	2.5%
15	3	2.5%
5	3	2.5%
14	3	2.5%
17	3	2.5%
16	2	1.7%
9	2	1.7%
Other values (11)	14	11.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71	59.2%
1	11	9.2%
2	5	4.2%
3	3	2.5%
4	2	1.7%
5	3	2.5%
7	1	0.8%
8	1	0.8%
9	2	1.7%
10	2	1.7%

Value	Count	Frequency (%)
67	1	0.8%
46	1	0.8%
24	1	0.8%
19	1	0.8%
17	3	2.5%
16	2	1.7%
15	3	2.5%
14	3	2.5%
13	1	0.8%
12	2	1.7%

2세여자영아수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6333333

Minimum	0
Maximum	47
Zeros	73
Zeros (%)	60.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	11.05
Maximum	47
Range	47
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.9478593
Coefficient of variation (CV)	2.2586808
Kurtosis	27.345285
Mean	2.6333333
Median Absolute Deviation (MAD)	0
Skewness	4.4419276
Sum	316
Variance	35.377031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	73	60.8%
1	14	11.7%
2	5	4.2%
9	4	3.3%
11	4	3.3%
7	3	2.5%
13	3	2.5%
5	2	1.7%
10	2	1.7%
3	2	1.7%
Other values (6)	8	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	73	60.8%
1	14	11.7%
2	5	4.2%
3	2	1.7%
4	2	1.7%
5	2	1.7%
6	1	0.8%
7	3	2.5%
8	2	1.7%
9	4	3.3%

Value	Count	Frequency (%)
47	1	0.8%
27	1	0.8%
13	3	2.5%
12	1	0.8%
11	4	3.3%
10	2	1.7%
9	4	3.3%
8	2	1.7%
7	3	2.5%
6	1	0.8%

Heatmap
Table

	기준년도	장애영역명	전체영아수(명)	전체남자영아수(명)	전체여자영아수(명)	1세미만전체영아수(명)	1세미만남자영아수(명)	1세미만여자영아수(명)	1세전체영아수(명)	1세남자영아수(명)	1세여자영아수(명)	2세전체영아수(명)	2세남자영아수(명)	2세여자영아수(명)
기준년도	1.000	0.000	0.000	0.164	0.000	0.000	0.000	0.000	0.000	0.062	0.045	0.000	0.000	0.000
장애영역명	0.000	1.000	0.816	0.603	0.578	0.559	0.629	0.387	0.802	0.632	0.569	0.770	0.599	0.753
전체영아수(명)	0.000	0.816	1.000	0.944	0.918	0.607	0.841	0.353	0.996	0.964	0.903	0.997	0.922	0.991
전체남자영아수(명)	0.164	0.603	0.944	1.000	0.975	0.801	0.661	0.404	0.916	0.847	0.970	0.942	0.998	0.913
전체여자영아수(명)	0.000	0.578	0.918	0.975	1.000	0.835	0.628	0.634	0.899	0.839	0.990	0.912	0.973	0.923
1세미만전체영아수(명)	0.000	0.559	0.607	0.801	0.835	1.000	0.760	0.752	0.623	0.649	0.848	0.580	0.800	0.569
1세미만남자영아수(명)	0.000	0.629	0.841	0.661	0.628	0.760	1.000	0.435	0.841	0.869	0.614	0.824	0.655	0.817
1세미만여자영아수(명)	0.000	0.387	0.353	0.404	0.634	0.752	0.435	1.000	0.420	0.425	0.635	0.267	0.306	0.272
1세전체영아수(명)	0.000	0.802	0.996	0.916	0.899	0.623	0.841	0.420	1.000	0.968	0.916	0.990	0.900	0.985
1세남자영아수(명)	0.062	0.632	0.964	0.847	0.839	0.649	0.869	0.425	0.968	1.000	0.825	0.953	0.834	0.943
1세여자영아수(명)	0.045	0.569	0.903	0.970	0.990	0.848	0.614	0.635	0.916	0.825	1.000	0.880	0.966	0.875
2세전체영아수(명)	0.000	0.770	0.997	0.942	0.912	0.580	0.824	0.267	0.990	0.953	0.880	1.000	0.929	0.995
2세남자영아수(명)	0.000	0.599	0.922	0.998	0.973	0.800	0.655	0.306	0.900	0.834	0.966	0.929	1.000	0.910
2세여자영아수(명)	0.000	0.753	0.991	0.913	0.923	0.569	0.817	0.272	0.985	0.943	0.875	0.995	0.910	1.000

Heatmap
Table

	장애영역명	1세미만여자영아수(명)	1세미만남자영아수(명)
장애영역명	1.000	0.233	0.303
1세미만여자영아수(명)	0.233	1.000	0.366
1세미만남자영아수(명)	0.303	0.366	1.000

Heatmap
Table

	기준년도	전체영아수(명)	전체남자영아수(명)	전체여자영아수(명)	1세미만전체영아수(명)	1세전체영아수(명)	1세남자영아수(명)	1세여자영아수(명)	2세전체영아수(명)	2세남자영아수(명)	2세여자영아수(명)	장애영역명	1세미만남자영아수(명)	1세미만여자영아수(명)
기준년도	1.000	-0.025	-0.037	-0.023	0.076	0.033	0.040	0.081	-0.061	-0.025	-0.057	0.000	0.000	0.000
전체영아수(명)	-0.025	1.000	0.974	0.957	0.588	0.921	0.845	0.808	0.956	0.906	0.906	0.463	0.474	0.293
전체남자영아수(명)	-0.037	0.974	1.000	0.912	0.560	0.916	0.863	0.785	0.942	0.920	0.882	0.365	0.519	0.268
전체여자영아수(명)	-0.023	0.957	0.912	1.000	0.596	0.926	0.827	0.852	0.908	0.835	0.939	0.344	0.485	0.459
1세미만전체영아수(명)	0.076	0.588	0.560	0.596	1.000	0.576	0.471	0.493	0.483	0.403	0.535	0.329	0.633	0.584
1세전체영아수(명)	0.033	0.921	0.916	0.926	0.576	1.000	0.928	0.882	0.856	0.818	0.856	0.448	0.474	0.352
1세남자영아수(명)	0.040	0.845	0.863	0.827	0.471	0.928	1.000	0.724	0.789	0.750	0.809	0.305	0.515	0.357
1세여자영아수(명)	0.081	0.808	0.785	0.852	0.493	0.882	0.724	1.000	0.764	0.762	0.751	0.307	0.463	0.461
2세전체영아수(명)	-0.061	0.956	0.942	0.908	0.483	0.856	0.789	0.764	1.000	0.951	0.932	0.416	0.451	0.219
2세남자영아수(명)	-0.025	0.906	0.920	0.835	0.403	0.818	0.750	0.762	0.951	1.000	0.838	0.361	0.513	0.199
2세여자영아수(명)	-0.057	0.906	0.882	0.939	0.535	0.856	0.809	0.751	0.932	0.838	1.000	0.400	0.443	0.223
장애영역명	0.000	0.463	0.365	0.344	0.329	0.448	0.305	0.307	0.416	0.361	0.400	1.000	0.303	0.233
1세미만남자영아수(명)	0.000	0.474	0.519	0.485	0.633	0.474	0.515	0.463	0.451	0.513	0.443	0.303	1.000	0.366
1세미만여자영아수(명)	0.000	0.293	0.268	0.459	0.584	0.352	0.357	0.461	0.219	0.199	0.223	0.233	0.366	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	장애영역명	전체영아수(명)	전체남자영아수(명)	전체여자영아수(명)	1세미만전체영아수(명)	1세미만남자영아수(명)	1세미만여자영아수(명)	1세전체영아수(명)	1세남자영아수(명)	1세여자영아수(명)	2세전체영아수(명)	2세남자영아수(명)	2세여자영아수(명)
0	2023	건강장애	0	0	0	0	0	0	0	0	0	0	0	0
1	2023	발달지체	39	20	19	3	2	1	13	6	7	23	12	11
2	2023	시각장애	1	1	0	0	0	0	0	0	0	1	1	0
3	2023	의사소통장애	0	0	0	0	0	0	0	0	0	0	0	0
4	2023	자폐성장애	3	3	0	0	0	0	0	0	0	3	3	0
5	2023	정서행동장애	0	0	0	0	0	0	0	0	0	0	0	0
6	2023	지적장애	5	2	3	0	0	0	3	1	2	2	1	1
7	2023	지체장애	27	20	7	0	0	0	7	5	2	20	15	5
8	2023	청각장애	4	2	2	0	0	0	4	2	2	0	0	0
9	2023	학습장애	0	0	0	0	0	0	0	0	0	0	0	0

	기준년도	장애영역명	전체영아수(명)	전체남자영아수(명)	전체여자영아수(명)	1세미만전체영아수(명)	1세미만남자영아수(명)	1세미만여자영아수(명)	1세전체영아수(명)	1세남자영아수(명)	1세여자영아수(명)	2세전체영아수(명)	2세남자영아수(명)	2세여자영아수(명)
110	2012	건강장애	0	0	0	0	0	0	0	0	0	0	0	0
111	2012	발달지체	15	11	4	0	0	0	6	3	3	9	8	1
112	2012	시각장애	1	1	0	1	1	0	0	0	0	0	0	0
113	2012	의사소통장애	0	0	0	0	0	0	0	0	0	0	0	0
114	2012	자폐성장애	0	0	0	0	0	0	0	0	0	0	0	0
115	2012	정서행동장애	1	0	1	0	0	0	0	0	0	1	0	1
116	2012	지적장애	9	7	2	0	0	0	4	3	1	5	4	1
117	2012	지체장애	22	14	8	0	0	0	2	2	0	20	12	8
118	2012	청각장애	5	2	3	1	0	1	2	2	0	2	0	2
119	2012	학습장애	0	0	0	0	0	0	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample