gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	341
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	59.4 KiB
Average record size in memory	178.4 B

Variable types

Numeric	12
Categorical	8

Dataset

Description	장애인일자리사업 장애유형별 집계현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=ZYRPYYTYGL8BWWPMEVFE26175868&infSeq=1

Alerts

`총계(명)` is highly overall correlated with `지체장애인수(명)` and 7 other fields	High correlation
`지체장애인수(명)` is highly overall correlated with `총계(명)` and 6 other fields	High correlation
`뇌병변장애인수(명)` is highly overall correlated with `총계(명)` and 5 other fields	High correlation
`시각장애인수(명)` is highly overall correlated with `총계(명)` and 5 other fields	High correlation
`청각장애인수(명)` is highly overall correlated with `총계(명)` and 2 other fields	High correlation
`신장장애인수(명)` is highly overall correlated with `총계(명)` and 4 other fields	High correlation
`지적장애인수(명)` is highly overall correlated with `총계(명)` and 5 other fields	High correlation
`정신장애인수(명)` is highly overall correlated with `총계(명)`	High correlation
`자폐성장애인수(명)` is highly overall correlated with `총계(명)` and 3 other fields	High correlation
`안면장애인수(명)` is highly imbalanced (78.8%)	Imbalance
`심장장애인수(명)` is highly imbalanced (68.4%)	Imbalance
`간장애인수(명)` is highly imbalanced (57.6%)	Imbalance
`호흡기장애인수(명)` is highly imbalanced (63.4%)	Imbalance
`지체장애인수(명)` has 4 (1.2%) zeros	Zeros
`뇌병변장애인수(명)` has 16 (4.7%) zeros	Zeros
`시각장애인수(명)` has 31 (9.1%) zeros	Zeros
`청각장애인수(명)` has 19 (5.6%) zeros	Zeros
`신장장애인수(명)` has 78 (22.9%) zeros	Zeros
`뇌전증장애인수(명)` has 233 (68.3%) zeros	Zeros
`지적장애인수(명)` has 8 (2.3%) zeros	Zeros
`정신장애인수(명)` has 31 (9.1%) zeros	Zeros
`자폐성장애인수(명)` has 108 (31.7%) zeros	Zeros
`특수교육대상자수(명)` has 241 (70.7%) zeros	Zeros

Reproduction

Analysis started	2024-04-29 13:36:16.778659
Analysis finished	2024-04-29 13:36:34.019753
Duration	17.24 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	7
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2020.9091

Minimum	2017
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	2017
5-th percentile	2017
Q1	2019
median	2022
Q3	2023
95-th percentile	2023
Maximum	2023
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0235247
Coefficient of variation (CV)	0.0010012943
Kurtosis	-0.91959264
Mean	2020.9091
Median Absolute Deviation (MAD)	1
Skewness	-0.67237857
Sum	689130
Variance	4.0946524
Monotonicity	Decreasing

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2023	93	27.3%
2022	93	27.3%
2021	31	9.1%
2020	31	9.1%
2019	31	9.1%
2018	31	9.1%
2017	31	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2017	31	9.1%
2018	31	9.1%
2019	31	9.1%
2020	31	9.1%
2021	31	9.1%
2022	93	27.3%
2023	93	27.3%

Value	Count	Frequency (%)
2023	93	27.3%
2022	93	27.3%
2021	31	9.1%
2020	31	9.1%
2019	31	9.1%
2018	31	9.1%
2017	31	9.1%

시군명
Categorical

Distinct	31
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

가평군	11
고양시	11
과천시	11
광명시	11
광주시	11
Other values (26)	286

Length

Max length	4
Median length	3
Mean length	3.0967742
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	가평군
2nd row	가평군
3rd row	가평군
4th row	고양시
5th row	고양시

Common Values

Value	Count	Frequency (%)
가평군	11	3.2%
고양시	11	3.2%
과천시	11	3.2%
광명시	11	3.2%
광주시	11	3.2%
구리시	11	3.2%
군포시	11	3.2%
김포시	11	3.2%
남양주시	11	3.2%
동두천시	11	3.2%
Other values (21)	231	67.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
가평군	11	3.2%
안양시	11	3.2%
하남시	11	3.2%
포천시	11	3.2%
평택시	11	3.2%
파주시	11	3.2%
이천시	11	3.2%
의정부시	11	3.2%
의왕시	11	3.2%
용인시	11	3.2%
Other values (21)	231	67.7%

성별
Categorical

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

총계	217
여성	62
남성	62

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	총계
2nd row	여성
3rd row	남성
4th row	여성
5th row	총계

Common Values

Value	Count	Frequency (%)
총계	217	63.6%
여성	62	18.2%
남성	62	18.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
총계	217	63.6%
여성	62	18.2%
남성	62	18.2%

총계(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	150
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.217009

Minimum	9
Maximum	356
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	9
5-th percentile	24
Q1	48
median	74
Q3	112
95-th percentile	201
Maximum	356
Range	347
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	55.925421
Coefficient of variation (CV)	0.6486588
Kurtosis	2.8599556
Mean	86.217009
Median Absolute Deviation (MAD)	29
Skewness	1.4822057
Sum	29400
Variance	3127.6528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	8	2.3%
87	7	2.1%
76	7	2.1%
81	6	1.8%
25	6	1.8%
75	5	1.5%
58	5	1.5%
129	5	1.5%
50	5	1.5%
48	5	1.5%
Other values (140)	282	82.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	2	0.6%
12	1	0.3%
13	1	0.3%
16	2	0.6%
17	1	0.3%
18	1	0.3%
20	1	0.3%
21	3	0.9%
22	2	0.6%
23	2	0.6%

Value	Count	Frequency (%)
356	1	0.3%
327	1	0.3%
294	1	0.3%
265	1	0.3%
258	1	0.3%
236	1	0.3%
229	1	0.3%
227	1	0.3%
226	2	0.6%
225	1	0.3%

지체장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	73
Distinct (%)	21.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.304985

Minimum	0
Maximum	96
Zeros	4
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	13
median	24
Q3	38
95-th percentile	63
Maximum	96
Range	96
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	18.276494
Coefficient of variation (CV)	0.66934642
Kurtosis	0.7188996
Mean	27.304985
Median Absolute Deviation (MAD)	12
Skewness	0.93505279
Sum	9311
Variance	334.03024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	16	4.7%
12	16	4.7%
8	12	3.5%
19	12	3.5%
27	10	2.9%
21	10	2.9%
9	10	2.9%
22	8	2.3%
10	8	2.3%
38	8	2.3%
Other values (63)	231	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	1.2%
1	1	0.3%
2	6	1.8%
3	4	1.2%
4	5	1.5%
5	3	0.9%
6	5	1.5%
7	7	2.1%
8	12	3.5%
9	10	2.9%

Value	Count	Frequency (%)
96	1	0.3%
88	1	0.3%
85	1	0.3%
80	1	0.3%
77	3	0.9%
74	1	0.3%
71	1	0.3%
70	3	0.9%
69	2	0.6%
66	1	0.3%

뇌병변장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3372434

Minimum	0
Maximum	30
Zeros	16
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	7
Q3	12
95-th percentile	20
Maximum	30
Range	30
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.331113
Coefficient of variation (CV)	0.75937725
Kurtosis	1.1445437
Mean	8.3372434
Median Absolute Deviation (MAD)	4
Skewness	1.1117812
Sum	2843
Variance	40.082991
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
7	30	8.8%
6	27	7.9%
5	25	7.3%
8	25	7.3%
1	22	6.5%
2	22	6.5%
3	22	6.5%
4	21	6.2%
11	17	5.0%
0	16	4.7%
Other values (19)	114	33.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	4.7%
1	22	6.5%
2	22	6.5%
3	22	6.5%
4	21	6.2%
5	25	7.3%
6	27	7.9%
7	30	8.8%
8	25	7.3%
9	13	3.8%

Value	Count	Frequency (%)
30	2	0.6%
28	3	0.9%
27	4	1.2%
26	1	0.3%
24	1	0.3%
23	1	0.3%
22	3	0.9%
21	2	0.6%
20	7	2.1%
19	3	0.9%

시각장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0029326

Minimum	0
Maximum	124
Zeros	31
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	12
Maximum	124
Range	124
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	13.110952
Coefficient of variation (CV)	2.1840911
Kurtosis	55.275746
Mean	6.0029326
Median Absolute Deviation (MAD)	2
Skewness	7.2018678
Sum	2047
Variance	171.89705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
2	47	13.8%
1	41	12.0%
3	40	11.7%
5	38	11.1%
4	35	10.3%
0	31	9.1%
7	28	8.2%
6	22	6.5%
8	14	4.1%
10	12	3.5%
Other values (13)	33	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	9.1%
1	41	12.0%
2	47	13.8%
3	40	11.7%
4	35	10.3%
5	38	11.1%
6	22	6.5%
7	28	8.2%
8	14	4.1%
9	8	2.3%

Value	Count	Frequency (%)
124	1	0.3%
114	1	0.3%
107	1	0.3%
105	1	0.3%
87	1	0.3%
45	1	0.3%
16	1	0.3%
15	4	1.2%
14	3	0.9%
13	2	0.6%

청각장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0557185

Minimum	0
Maximum	24
Zeros	19
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	13
Maximum	24
Range	24
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.1166596
Coefficient of variation (CV)	0.81425808
Kurtosis	3.1079896
Mean	5.0557185
Median Absolute Deviation (MAD)	2
Skewness	1.5627015
Sum	1724
Variance	16.946886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
3	57	16.7%
2	45	13.2%
4	44	12.9%
5	32	9.4%
1	31	9.1%
6	22	6.5%
0	19	5.6%
8	18	5.3%
7	17	5.0%
9	11	3.2%
Other values (12)	45	13.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	5.6%
1	31	9.1%
2	45	13.2%
3	57	16.7%
4	44	12.9%
5	32	9.4%
6	22	6.5%
7	17	5.0%
8	18	5.3%
9	11	3.2%

Value	Count	Frequency (%)
24	1	0.3%
23	1	0.3%
21	1	0.3%
20	2	0.6%
17	1	0.3%
16	1	0.3%
15	5	1.5%
14	2	0.6%
13	9	2.6%
12	6	1.8%

언어장애인수(명)
Categorical

Distinct	5
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	198
1	98
2	37
3	6
4	2

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	198	58.1%
1	98	28.7%
2	37	10.9%
3	6	1.8%
4	2	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	198	58.1%
1	98	28.7%
2	37	10.9%
3	6	1.8%
4	2	0.6%

안면장애인수(명)
Categorical

IMBALANCE

Distinct	4
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	315
1	24
3	1
2	1

Length

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

Unique

Unique	2 ?
Unique (%)	0.6%

Sample

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

Common Values

Value	Count	Frequency (%)
0	315	92.4%
1	24	7.0%
3	1	0.3%
2	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	315	92.4%
1	24	7.0%
3	1	0.3%
2	1	0.3%

신장장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2903226

Minimum	0
Maximum	15
Zeros	78
Zeros (%)	22.9%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	7
Maximum	15
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.4711619
Coefficient of variation (CV)	1.078958
Kurtosis	4.7288201
Mean	2.2903226
Median Absolute Deviation (MAD)	1
Skewness	1.8876516
Sum	781
Variance	6.1066414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
1	90	26.4%
0	78	22.9%
2	56	16.4%
3	39	11.4%
4	27	7.9%
5	19	5.6%
6	13	3.8%
8	5	1.5%
10	4	1.2%
7	4	1.2%
Other values (5)	6	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	22.9%
1	90	26.4%
2	56	16.4%
3	39	11.4%
4	27	7.9%
5	19	5.6%
6	13	3.8%
7	4	1.2%
8	5	1.5%
9	1	0.3%

Value	Count	Frequency (%)
15	1	0.3%
13	2	0.6%
12	1	0.3%
11	1	0.3%
10	4	1.2%
9	1	0.3%
8	5	1.5%
7	4	1.2%
6	13	3.8%
5	19	5.6%

심장장애인수(명)
Categorical

IMBALANCE

Distinct	5
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	290
1	43
2	5
3	2
4	1

Length

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

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

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

Common Values

Value	Count	Frequency (%)
0	290	85.0%
1	43	12.6%
2	5	1.5%
3	2	0.6%
4	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	290	85.0%
1	43	12.6%
2	5	1.5%
3	2	0.6%
4	1	0.3%

간장애인수(명)
Categorical

IMBALANCE

Distinct	5
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	265
1	58
2	15
3	2
5	1

Length

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

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

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

Common Values

Value	Count	Frequency (%)
0	265	77.7%
1	58	17.0%
2	15	4.4%
3	2	0.6%
5	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	265	77.7%
1	58	17.0%
2	15	4.4%
3	2	0.6%
5	1	0.3%

호흡기장애인수(명)
Categorical

IMBALANCE

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	298
1	41
2	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	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	298	87.4%
1	41	12.0%
2	2	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	298	87.4%
1	41	12.0%
2	2	0.6%

장루요루장애인수(명)
Categorical

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

0	264
1	67
2	10

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	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	264	77.4%
1	67	19.6%
2	10	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	264	77.4%
1	67	19.6%
2	10	2.9%

뇌전증장애인수(명)
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40175953

Minimum	0
Maximum	6
Zeros	233
Zeros (%)	68.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.71116918
Coefficient of variation (CV)	1.7701364
Kurtosis	13.378284
Mean	0.40175953
Median Absolute Deviation (MAD)	0
Skewness	2.7935783
Sum	137
Variance	0.5057616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	233	68.3%
1	88	25.8%
2	15	4.4%
3	3	0.9%
6	1	0.3%
4	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	233	68.3%
1	88	25.8%
2	15	4.4%
3	3	0.9%
4	1	0.3%
6	1	0.3%

Value	Count	Frequency (%)
6	1	0.3%
4	1	0.3%
3	3	0.9%
2	15	4.4%
1	88	25.8%
0	233	68.3%

지적장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	21.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.57478

Minimum	0
Maximum	90
Zeros	8
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	13
median	21
Q3	35
95-th percentile	63
Maximum	90
Range	90
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	17.937747
Coefficient of variation (CV)	0.70138422
Kurtosis	1.008004
Mean	25.57478
Median Absolute Deviation (MAD)	10
Skewness	1.1454457
Sum	8721
Variance	321.76277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	15	4.4%
17	13	3.8%
14	13	3.8%
11	13	3.8%
10	12	3.5%
15	11	3.2%
21	10	2.9%
18	10	2.9%
12	10	2.9%
9	10	2.9%
Other values (62)	224	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	2.3%
1	1	0.3%
2	2	0.6%
3	3	0.9%
4	3	0.9%
5	6	1.8%
6	2	0.6%
7	8	2.3%
8	5	1.5%
9	10	2.9%

Value	Count	Frequency (%)
90	1	0.3%
84	1	0.3%
82	1	0.3%
81	1	0.3%
78	1	0.3%
74	4	1.2%
71	1	0.3%
70	1	0.3%
69	2	0.6%
68	1	0.3%

정신장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6803519

Minimum	0
Maximum	38
Zeros	31
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	9
95-th percentile	20
Maximum	38
Range	38
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.213874
Coefficient of variation (CV)	0.93017166
Kurtosis	3.1231519
Mean	6.6803519
Median Absolute Deviation (MAD)	3
Skewness	1.5953893
Sum	2278
Variance	38.61223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
2	36	10.6%
4	34	10.0%
1	31	9.1%
0	31	9.1%
3	28	8.2%
6	25	7.3%
7	22	6.5%
9	21	6.2%
5	18	5.3%
8	18	5.3%
Other values (21)	77	22.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	9.1%
1	31	9.1%
2	36	10.6%
3	28	8.2%
4	34	10.0%
5	18	5.3%
6	25	7.3%
7	22	6.5%
8	18	5.3%
9	21	6.2%

Value	Count	Frequency (%)
38	1	0.3%
30	1	0.3%
29	1	0.3%
27	1	0.3%
26	2	0.6%
25	1	0.3%
24	2	0.6%
23	2	0.6%
22	3	0.9%
21	2	0.6%

자폐성장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5953079

Minimum	0
Maximum	19
Zeros	108
Zeros (%)	31.7%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	10
Maximum	19
Range	19
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.2828218
Coefficient of variation (CV)	1.2649065
Kurtosis	5.4758605
Mean	2.5953079
Median Absolute Deviation (MAD)	2
Skewness	2.1049272
Sum	885
Variance	10.776919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	108	31.7%
1	61	17.9%
2	47	13.8%
3	33	9.7%
4	23	6.7%
5	21	6.2%
6	16	4.7%
7	7	2.1%
8	6	1.8%
10	5	1.5%
Other values (9)	14	4.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	108	31.7%
1	61	17.9%
2	47	13.8%
3	33	9.7%
4	23	6.7%
5	21	6.2%
6	16	4.7%
7	7	2.1%
8	6	1.8%
9	1	0.3%

Value	Count	Frequency (%)
19	1	0.3%
18	1	0.3%
17	1	0.3%
16	1	0.3%
14	3	0.9%
13	1	0.3%
12	2	0.6%
11	3	0.9%
10	5	1.5%
9	1	0.3%

특수교육대상자수(명)
Real number (ℝ)

ZEROS

Distinct	13
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.84164223

Minimum	0
Maximum	22
Zeros	241
Zeros (%)	70.7%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	22
Range	22
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.3069261
Coefficient of variation (CV)	2.7409818
Kurtosis	39.579801
Mean	0.84164223
Median Absolute Deviation (MAD)	0
Skewness	5.5412491
Sum	287
Variance	5.3219079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	241	70.7%
1	45	13.2%
2	25	7.3%
3	9	2.6%
5	6	1.8%
4	4	1.2%
7	3	0.9%
6	2	0.6%
9	2	0.6%
20	1	0.3%
Other values (3)	3	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	241	70.7%
1	45	13.2%
2	25	7.3%
3	9	2.6%
4	4	1.2%
5	6	1.8%
6	2	0.6%
7	3	0.9%
9	2	0.6%
11	1	0.3%

Value	Count	Frequency (%)
22	1	0.3%
20	1	0.3%
15	1	0.3%
11	1	0.3%
9	2	0.6%
7	3	0.9%
6	2	0.6%
5	6	1.8%
4	4	1.2%
3	9	2.6%

Heatmap
Table

	기준년도	시군명	성별	총계(명)	지체장애인수(명)	뇌병변장애인수(명)	시각장애인수(명)	청각장애인수(명)	언어장애인수(명)	안면장애인수(명)	신장장애인수(명)	심장장애인수(명)	간장애인수(명)	호흡기장애인수(명)	장루요루장애인수(명)	뇌전증장애인수(명)	지적장애인수(명)	정신장애인수(명)	자폐성장애인수(명)	특수교육대상자수(명)
기준년도	1.000	0.000	0.779	0.404	0.417	0.325	0.190	0.252	0.154	0.000	0.261	0.182	0.190	0.274	0.369	0.231	0.259	0.086	0.154	0.000
시군명	0.000	1.000	0.000	0.599	0.606	0.666	0.469	0.560	0.613	0.474	0.600	0.480	0.464	0.593	0.600	0.420	0.665	0.641	0.647	0.138
성별	0.779	0.000	1.000	0.479	0.434	0.491	0.170	0.362	0.221	0.080	0.241	0.132	0.068	0.156	0.308	0.213	0.350	0.073	0.373	0.137
총계(명)	0.404	0.599	0.479	1.000	0.914	0.839	0.837	0.641	0.551	0.367	0.765	0.426	0.614	0.487	0.167	0.332	0.852	0.611	0.696	0.000
지체장애인수(명)	0.417	0.606	0.434	0.914	1.000	0.807	0.571	0.720	0.554	0.250	0.736	0.536	0.575	0.302	0.201	0.262	0.735	0.493	0.700	0.000
뇌병변장애인수(명)	0.325	0.666	0.491	0.839	0.807	1.000	0.493	0.672	0.518	0.189	0.724	0.475	0.430	0.612	0.134	0.158	0.652	0.458	0.661	0.000
시각장애인수(명)	0.190	0.469	0.170	0.837	0.571	0.493	1.000	0.170	0.219	0.000	0.446	0.223	0.239	0.264	0.000	0.317	0.515	0.570	0.272	0.404
청각장애인수(명)	0.252	0.560	0.362	0.641	0.720	0.672	0.170	1.000	0.314	0.201	0.598	0.308	0.302	0.275	0.307	0.051	0.412	0.544	0.400	0.129
언어장애인수(명)	0.154	0.613	0.221	0.551	0.554	0.518	0.219	0.314	1.000	0.164	0.504	0.464	0.547	0.416	0.226	0.082	0.431	0.275	0.652	0.000
안면장애인수(명)	0.000	0.474	0.080	0.367	0.250	0.189	0.000	0.201	0.164	1.000	0.521	0.000	0.000	0.109	0.036	0.167	0.387	0.275	0.597	0.000
신장장애인수(명)	0.261	0.600	0.241	0.765	0.736	0.724	0.446	0.598	0.504	0.521	1.000	0.708	0.849	0.366	0.338	0.161	0.696	0.419	0.783	0.195
심장장애인수(명)	0.182	0.480	0.132	0.426	0.536	0.475	0.223	0.308	0.464	0.000	0.708	1.000	0.720	0.169	0.044	0.151	0.396	0.070	0.717	0.000
간장애인수(명)	0.190	0.464	0.068	0.614	0.575	0.430	0.239	0.302	0.547	0.000	0.849	0.720	1.000	0.031	0.000	0.045	0.439	0.000	0.711	0.000
호흡기장애인수(명)	0.274	0.593	0.156	0.487	0.302	0.612	0.264	0.275	0.416	0.109	0.366	0.169	0.031	1.000	0.403	0.000	0.208	0.519	0.342	0.000
장루요루장애인수(명)	0.369	0.600	0.308	0.167	0.201	0.134	0.000	0.307	0.226	0.036	0.338	0.044	0.000	0.403	1.000	0.241	0.250	0.314	0.382	0.000
뇌전증장애인수(명)	0.231	0.420	0.213	0.332	0.262	0.158	0.317	0.051	0.082	0.167	0.161	0.151	0.045	0.000	0.241	1.000	0.373	0.480	0.526	0.000
지적장애인수(명)	0.259	0.665	0.350	0.852	0.735	0.652	0.515	0.412	0.431	0.387	0.696	0.396	0.439	0.208	0.250	0.373	1.000	0.495	0.735	0.000
정신장애인수(명)	0.086	0.641	0.073	0.611	0.493	0.458	0.570	0.544	0.275	0.275	0.419	0.070	0.000	0.519	0.314	0.480	0.495	1.000	0.361	0.382
자폐성장애인수(명)	0.154	0.647	0.373	0.696	0.700	0.661	0.272	0.400	0.652	0.597	0.783	0.717	0.711	0.342	0.382	0.526	0.735	0.361	1.000	0.000
특수교육대상자수(명)	0.000	0.138	0.137	0.000	0.000	0.000	0.404	0.129	0.000	0.000	0.195	0.000	0.000	0.000	0.000	0.000	0.000	0.382	0.000	1.000

Heatmap
Table

	호흡기장애인수(명)	성별	간장애인수(명)	안면장애인수(명)	시군명	언어장애인수(명)	심장장애인수(명)	장루요루장애인수(명)
호흡기장애인수(명)	1.000	0.047	0.022	0.103	0.354	0.345	0.128	0.149
성별	0.047	1.000	0.050	0.075	0.000	0.169	0.099	0.104
간장애인수(명)	0.022	0.050	1.000	0.000	0.229	0.231	0.346	0.000
안면장애인수(명)	0.103	0.075	0.000	1.000	0.253	0.134	0.000	0.033
시군명	0.354	0.000	0.229	0.253	1.000	0.329	0.239	0.361
언어장애인수(명)	0.345	0.169	0.231	0.134	0.329	1.000	0.188	0.174
심장장애인수(명)	0.128	0.099	0.346	0.000	0.239	0.188	1.000	0.032
장루요루장애인수(명)	0.149	0.104	0.000	0.033	0.361	0.174	0.032	1.000

Heatmap
Table

	기준년도	총계(명)	지체장애인수(명)	뇌병변장애인수(명)	시각장애인수(명)	청각장애인수(명)	신장장애인수(명)	뇌전증장애인수(명)	지적장애인수(명)	정신장애인수(명)	자폐성장애인수(명)	특수교육대상자수(명)	시군명	성별	언어장애인수(명)	안면장애인수(명)	심장장애인수(명)	간장애인수(명)	호흡기장애인수(명)	장루요루장애인수(명)
기준년도	1.000	-0.087	-0.091	-0.199	-0.057	0.036	-0.010	-0.007	-0.074	0.067	-0.129	-0.032	0.000	0.471	0.139	0.015	0.122	0.115	0.100	0.146
총계(명)	-0.087	1.000	0.923	0.810	0.775	0.589	0.666	0.273	0.828	0.520	0.652	0.156	0.248	0.325	0.258	0.225	0.189	0.298	0.331	0.099
지체장애인수(명)	-0.091	0.923	1.000	0.789	0.733	0.576	0.616	0.222	0.634	0.393	0.542	0.082	0.252	0.287	0.260	0.150	0.249	0.273	0.187	0.121
뇌병변장애인수(명)	-0.199	0.810	0.789	1.000	0.637	0.483	0.523	0.147	0.535	0.387	0.589	0.072	0.317	0.337	0.286	0.159	0.249	0.224	0.385	0.095
시각장애인수(명)	-0.057	0.775	0.733	0.637	1.000	0.553	0.511	0.223	0.537	0.373	0.485	0.023	0.218	0.070	0.150	0.000	0.152	0.163	0.112	0.000
청각장애인수(명)	0.036	0.589	0.576	0.483	0.553	1.000	0.431	0.241	0.317	0.210	0.315	0.013	0.228	0.228	0.128	0.101	0.146	0.133	0.214	0.191
신장장애인수(명)	-0.010	0.666	0.616	0.523	0.511	0.431	1.000	0.217	0.535	0.279	0.486	0.100	0.243	0.138	0.164	0.344	0.244	0.369	0.213	0.196
뇌전증장애인수(명)	-0.007	0.273	0.222	0.147	0.223	0.241	0.217	1.000	0.231	0.170	0.215	0.016	0.190	0.089	0.055	0.108	0.102	0.030	0.000	0.102
지적장애인수(명)	-0.074	0.828	0.634	0.535	0.537	0.317	0.535	0.231	1.000	0.434	0.561	0.182	0.289	0.236	0.182	0.239	0.160	0.196	0.128	0.147
정신장애인수(명)	0.067	0.520	0.393	0.387	0.373	0.210	0.279	0.170	0.434	1.000	0.370	0.031	0.292	0.032	0.167	0.172	0.046	0.000	0.267	0.140
자폐성장애인수(명)	-0.129	0.652	0.542	0.589	0.485	0.315	0.486	0.215	0.561	0.370	1.000	0.099	0.279	0.239	0.324	0.398	0.375	0.370	0.216	0.245
특수교육대상자수(명)	-0.032	0.156	0.082	0.072	0.023	0.013	0.100	0.016	0.182	0.031	0.099	1.000	0.113	0.057	0.000	0.000	0.000	0.000	0.000	0.000
시군명	0.000	0.248	0.252	0.317	0.218	0.228	0.243	0.190	0.289	0.292	0.279	0.113	1.000	0.000	0.329	0.253	0.239	0.229	0.354	0.361
성별	0.471	0.325	0.287	0.337	0.070	0.228	0.138	0.089	0.236	0.032	0.239	0.057	0.000	1.000	0.169	0.075	0.099	0.050	0.047	0.104
언어장애인수(명)	0.139	0.258	0.260	0.286	0.150	0.128	0.164	0.055	0.182	0.167	0.324	0.000	0.329	0.169	1.000	0.134	0.188	0.231	0.345	0.174
안면장애인수(명)	0.015	0.225	0.150	0.159	0.000	0.101	0.344	0.108	0.239	0.172	0.398	0.000	0.253	0.075	0.134	1.000	0.000	0.000	0.103	0.033
심장장애인수(명)	0.122	0.189	0.249	0.249	0.152	0.146	0.244	0.102	0.160	0.046	0.375	0.000	0.239	0.099	0.188	0.000	1.000	0.346	0.128	0.032
간장애인수(명)	0.115	0.298	0.273	0.224	0.163	0.133	0.369	0.030	0.196	0.000	0.370	0.000	0.229	0.050	0.231	0.000	0.346	1.000	0.022	0.000
호흡기장애인수(명)	0.100	0.331	0.187	0.385	0.112	0.214	0.213	0.000	0.128	0.267	0.216	0.000	0.354	0.047	0.345	0.103	0.128	0.022	1.000	0.149
장루요루장애인수(명)	0.146	0.099	0.121	0.095	0.000	0.191	0.196	0.102	0.147	0.140	0.245	0.000	0.361	0.104	0.174	0.033	0.032	0.000	0.149	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	시군명	성별	총계(명)	지체장애인수(명)	뇌병변장애인수(명)	시각장애인수(명)	청각장애인수(명)	언어장애인수(명)	신장장애인수(명)	간장애인수(명)	호흡기장애인수(명)	뇌전증장애인수(명)	지적장애인수(명)	정신장애인수(명)	자폐성장애인수(명)	특수교육대상자수(명)
0	2023	가평군	총계	56	15	2	1	0	1	0	0	0	0	17	14	0	6
1	2023	가평군	여성	25	7	1	1	0	1	0	0	0	0	6	7	0	2
2	2023	가평군	남성	31	8	1	0	0	0	0	0	0	0	11	7	0	4
3	2023	고양시	여성	103	33	2	6	4	0	10	0	0	0	39	7	2	0
4	2023	고양시	총계	226	77	14	12	7	0	13	1	1	0	74	19	8	0
5	2023	고양시	남성	123	44	12	6	3	0	3	1	1	0	35	12	6	0
6	2023	과천시	총계	76	22	7	7	10	0	3	0	1	0	15	6	5	0
7	2023	과천시	여성	35	12	3	1	3	0	0	0	1	0	11	2	2	0
8	2023	과천시	남성	41	10	4	6	7	0	3	0	0	0	4	4	3	0
9	2023	광명시	총계	150	41	13	14	6	0	3	1	0	1	42	25	4	0

	기준년도	시군명	성별	총계(명)	지체장애인수(명)	뇌병변장애인수(명)	시각장애인수(명)	청각장애인수(명)	언어장애인수(명)	안면장애인수(명)	신장장애인수(명)	심장장애인수(명)	간장애인수(명)	호흡기장애인수(명)	장루요루장애인수(명)	뇌전증장애인수(명)	지적장애인수(명)	정신장애인수(명)	자폐성장애인수(명)	특수교육대상자수(명)
331	2017	오산시	총계	55	21	13	4	2	2	0	1	0	0	0	0	0	6	2	1	3
332	2017	용인시	총계	144	39	11	7	6	2	1	4	0	1	0	1	1	56	7	8	0
333	2017	의왕시	총계	46	13	7	3	3	0	0	0	0	0	0	2	0	10	5	3	0
334	2017	의정부시	총계	92	39	14	2	4	1	0	1	0	0	0	0	1	24	3	2	1
335	2017	이천시	총계	83	27	10	4	9	1	0	0	0	1	0	1	1	25	1	0	3
336	2017	파주시	총계	75	25	8	2	1	0	0	5	0	0	0	0	0	26	3	4	1
337	2017	평택시	총계	91	35	6	7	1	1	0	2	1	1	1	1	0	28	0	2	5
338	2017	포천시	총계	48	15	5	1	2	1	0	1	0	0	0	0	0	17	5	0	1
339	2017	하남시	총계	81	32	11	5	5	1	0	0	0	1	0	0	1	15	1	5	4
340	2017	화성시	총계	97	28	16	2	4	4	0	2	1	2	0	0	0	27	10	1	0

Overview

Variables

Common Values

Length

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