gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	62
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.9 KiB
Average record size in memory	163.1 B

Variable types

Numeric	11
Categorical	7

Dataset

Description	기초생활수급자 장애아동수당 수급자 현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=H5F8VEKK1BTSZ355FM3V25737294&infSeq=1

Alerts

`합계(명)` is highly overall correlated with `지체수급자수(명)` and 6 other fields	High correlation
`지체수급자수(명)` is highly overall correlated with `합계(명)` and 4 other fields	High correlation
`뇌병변수급자수(명)` is highly overall correlated with `합계(명)` and 6 other fields	High correlation
`시각수급자수(명)` is highly overall correlated with `지체수급자수(명)`	High correlation
`청각수급자수(명)` is highly overall correlated with `합계(명)` and 3 other fields	High correlation
`언어수급자수(명)` is highly overall correlated with `안면수급자수(명)`	High correlation
`신장수급자수(명)` is highly overall correlated with `간수급자수(명)`	High correlation
`심장수급자수(명)` is highly overall correlated with `합계(명)` and 3 other fields	High correlation
`지적수급자수(명)` is highly overall correlated with `합계(명)` and 5 other fields	High correlation
`자폐성수급자수(명)` is highly overall correlated with `합계(명)` and 4 other fields	High correlation
`장애정도` is highly overall correlated with `합계(명)` and 7 other fields	High correlation
`안면수급자수(명)` is highly overall correlated with `언어수급자수(명)` and 1 other fields	High correlation
`간수급자수(명)` is highly overall correlated with `신장수급자수(명)`	High correlation
`호흡기수급자수(명)` is highly overall correlated with `뇌병변수급자수(명)` and 1 other fields	High correlation
`장루요루수급자수(명)` is highly overall correlated with `장애정도`	High correlation
`정신수급자수(명)` is highly overall correlated with `심장수급자수(명)`	High correlation
`간수급자수(명)` is highly imbalanced (54.3%)	Imbalance
`호흡기수급자수(명)` is highly imbalanced (65.5%)	Imbalance
`합계(명)` has 4 (6.5%) zeros	Zeros
`지체수급자수(명)` has 5 (8.1%) zeros	Zeros
`뇌병변수급자수(명)` has 9 (14.5%) zeros	Zeros
`시각수급자수(명)` has 14 (22.6%) zeros	Zeros
`청각수급자수(명)` has 9 (14.5%) zeros	Zeros
`언어수급자수(명)` has 27 (43.5%) zeros	Zeros
`신장수급자수(명)` has 43 (69.4%) zeros	Zeros
`심장수급자수(명)` has 28 (45.2%) zeros	Zeros
`지적수급자수(명)` has 28 (45.2%) zeros	Zeros
`자폐성수급자수(명)` has 34 (54.8%) zeros	Zeros

Reproduction

Analysis started	2024-04-11 03:08:43.257056
Analysis finished	2024-04-11 03:08:56.094698
Duration	12.84 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	11
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.1129

Minimum	2013
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	2013
5-th percentile	2013
Q1	2015
median	2017
Q3	2019
95-th percentile	2022
Maximum	2023
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.9090297
Coefficient of variation (CV)	0.0014421749
Kurtosis	-0.78612112
Mean	2017.1129
Median Absolute Deviation (MAD)	2
Skewness	0.37988907
Sum	125061
Variance	8.4624537
Monotonicity	Decreasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2018	8	12.9%
2017	8	12.9%
2016	7	11.3%
2015	7	11.3%
2014	7	11.3%
2013	7	11.3%
2021	4	6.5%
2020	4	6.5%
2019	4	6.5%
2023	3	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2013	7	11.3%
2014	7	11.3%
2015	7	11.3%
2016	7	11.3%
2017	8	12.9%
2018	8	12.9%
2019	4	6.5%
2020	4	6.5%
2021	4	6.5%
2022	3	4.8%

Value	Count	Frequency (%)
2023	3	4.8%
2022	3	4.8%
2021	4	6.5%
2020	4	6.5%
2019	4	6.5%
2018	8	12.9%
2017	8	12.9%
2016	7	11.3%
2015	7	11.3%
2014	7	11.3%

장애정도
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Memory size	628.0 B

1급(중증)	6
2급(중증)	6
3급(경증)	6
3급(중증)	6
4급(경증)	6
Other values (6)	32

Length

Max length	13
Median length	6
Mean length	6.8870968
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	심하지 않은 장애(경증)
2nd row	심한 장애(경증)
3rd row	심한 장애(중증)
4th row	심하지 않은 장애(경증)
5th row	심한 장애(경증)

Common Values

Value	Count	Frequency (%)
1급(중증)	6	9.7%
2급(중증)	6	9.7%
3급(경증)	6	9.7%
3급(중증)	6	9.7%
4급(경증)	6	9.7%
5급(경증)	6	9.7%
6급(경증)	6	9.7%
심하지 않은 장애(경증)	5	8.1%
심한 장애(경증)	5	8.1%
심한 장애(중증)	5	8.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
장애(경증	10	12.2%
심한	10	12.2%
1급(중증	6	7.3%
2급(중증	6	7.3%
3급(경증	6	7.3%
3급(중증	6	7.3%
4급(경증	6	7.3%
5급(경증	6	7.3%
6급(경증	6	7.3%
심하지	5	6.1%
Other values (3)	15	18.3%

합계(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	52
Distinct (%)	83.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	297.66129

Minimum	0
Maximum	938
Zeros	4
Zeros (%)	6.5%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0.9
Q1	36
median	97.5
Q3	584.25
95-th percentile	713.6
Maximum	938
Range	938
Interquartile range (IQR)	548.25

Descriptive statistics

Standard deviation	295.45397
Coefficient of variation (CV)	0.99258445
Kurtosis	-1.6123643
Mean	297.66129
Median Absolute Deviation (MAD)	97.5
Skewness	0.36397999
Sum	18455
Variance	87293.047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	6.5%
36	2	3.2%
585	2	3.2%
41	2	3.2%
30	2	3.2%
19	2	3.2%
46	2	3.2%
44	2	3.2%
27	1	1.6%
539	1	1.6%
Other values (42)	42	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	6.5%
18	1	1.6%
19	2	3.2%
20	1	1.6%
21	1	1.6%
22	1	1.6%
27	1	1.6%
29	1	1.6%
30	2	3.2%
34	1	1.6%

Value	Count	Frequency (%)
938	1	1.6%
735	1	1.6%
733	1	1.6%
714	1	1.6%
706	1	1.6%
694	1	1.6%
679	1	1.6%
671	1	1.6%
652	1	1.6%
647	1	1.6%

지체수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	37.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.435484

Minimum	0
Maximum	41
Zeros	5
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	10.5
Q3	15.75
95-th percentile	25.95
Maximum	41
Range	41
Interquartile range (IQR)	9.75

Descriptive statistics

Standard deviation	8.6699424
Coefficient of variation (CV)	0.75816139
Kurtosis	2.0428632
Mean	11.435484
Median Absolute Deviation (MAD)	4.5
Skewness	1.175821
Sum	709
Variance	75.167901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
11	6	9.7%
6	6	9.7%
18	5	8.1%
7	5	8.1%
8	5	8.1%
0	5	8.1%
1	4	6.5%
14	4	6.5%
9	3	4.8%
12	3	4.8%
Other values (13)	16	25.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	8.1%
1	4	6.5%
2	2	3.2%
6	6	9.7%
7	5	8.1%
8	5	8.1%
9	3	4.8%
10	1	1.6%
11	6	9.7%
12	3	4.8%

Value	Count	Frequency (%)
41	1	1.6%
38	1	1.6%
27	1	1.6%
26	1	1.6%
25	1	1.6%
24	1	1.6%
23	1	1.6%
22	1	1.6%
18	5	8.1%
17	1	1.6%

뇌병변수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	56.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.209677

Minimum	0
Maximum	163
Zeros	9
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	12.5
Q3	23
95-th percentile	146.3
Maximum	163
Range	163
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	46.294898
Coefficient of variation (CV)	1.4833507
Kurtosis	2.1700083
Mean	31.209677
Median Absolute Deviation (MAD)	9.5
Skewness	1.874615
Sum	1935
Variance	2143.2176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	9	14.5%
10	5	8.1%
13	4	6.5%
14	4	6.5%
12	3	4.8%
23	3	4.8%
3	2	3.2%
9	2	3.2%
11	2	3.2%
6	2	3.2%
Other values (25)	26	41.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	14.5%
1	2	3.2%
2	1	1.6%
3	2	3.2%
4	1	1.6%
6	2	3.2%
7	1	1.6%
8	1	1.6%
9	2	3.2%
10	5	8.1%

Value	Count	Frequency (%)
163	1	1.6%
160	1	1.6%
158	1	1.6%
147	1	1.6%
133	1	1.6%
131	1	1.6%
117	1	1.6%
103	1	1.6%
95	1	1.6%
86	1	1.6%

시각수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	25.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8064516

Minimum	0
Maximum	24
Zeros	14
Zeros (%)	22.6%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	13
95-th percentile	19.9
Maximum	24
Range	24
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.0381599
Coefficient of variation (CV)	1.2121275
Kurtosis	-0.11169373
Mean	5.8064516
Median Absolute Deviation (MAD)	2
Skewness	1.0971748
Sum	360
Variance	49.535695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	14	22.6%
1	11	17.7%
2	10	16.1%
13	5	8.1%
3	5	8.1%
14	4	6.5%
15	4	6.5%
22	1	1.6%
24	1	1.6%
23	1	1.6%
Other values (6)	6	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	22.6%
1	11	17.7%
2	10	16.1%
3	5	8.1%
5	1	1.6%
6	1	1.6%
7	1	1.6%
8	1	1.6%
13	5	8.1%
14	4	6.5%

Value	Count	Frequency (%)
24	1	1.6%
23	1	1.6%
22	1	1.6%
20	1	1.6%
18	1	1.6%
15	4	6.5%
14	4	6.5%
13	5	8.1%
8	1	1.6%
7	1	1.6%

청각수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	33.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0322581

Minimum	0
Maximum	27
Zeros	9
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	13.75
95-th percentile	20
Maximum	27
Range	27
Interquartile range (IQR)	12.75

Descriptive statistics

Standard deviation	7.7013257
Coefficient of variation (CV)	1.0951426
Kurtosis	-0.50304014
Mean	7.0322581
Median Absolute Deviation (MAD)	3
Skewness	0.99153611
Sum	436
Variance	59.310418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
2	9	14.5%
0	9	14.5%
1	8	12.9%
3	7	11.3%
20	4	6.5%
5	3	4.8%
19	3	4.8%
4	3	4.8%
18	2	3.2%
6	2	3.2%
Other values (11)	12	19.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	14.5%
1	8	12.9%
2	9	14.5%
3	7	11.3%
4	3	4.8%
5	3	4.8%
6	2	3.2%
7	2	3.2%
8	1	1.6%
10	1	1.6%

Value	Count	Frequency (%)
27	1	1.6%
22	1	1.6%
21	1	1.6%
20	4	6.5%
19	3	4.8%
18	2	3.2%
17	1	1.6%
16	1	1.6%
15	1	1.6%
14	1	1.6%

언어수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	24.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6935484

Minimum	0
Maximum	27
Zeros	27
Zeros (%)	43.5%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4.75
95-th percentile	22
Maximum	27
Range	27
Interquartile range (IQR)	4.75

Descriptive statistics

Standard deviation	7.5933291
Coefficient of variation (CV)	1.6178227
Kurtosis	1.4986185
Mean	4.6935484
Median Absolute Deviation (MAD)	1
Skewness	1.703051
Sum	291
Variance	57.658646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	27	43.5%
1	8	12.9%
2	4	6.5%
4	4	6.5%
3	3	4.8%
22	2	3.2%
6	2	3.2%
23	2	3.2%
5	2	3.2%
18	2	3.2%
Other values (5)	6	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	43.5%
1	8	12.9%
2	4	6.5%
3	3	4.8%
4	4	6.5%
5	2	3.2%
6	2	3.2%
7	1	1.6%
13	1	1.6%
15	1	1.6%

Value	Count	Frequency (%)
27	1	1.6%
23	2	3.2%
22	2	3.2%
20	2	3.2%
18	2	3.2%
15	1	1.6%
13	1	1.6%
7	1	1.6%
6	2	3.2%
5	2	3.2%

안면수급자수(명)
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Memory size	628.0 B

0	34
1	11
3	8
2	8
4	1

Length

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

Unique

Unique	1 ?
Unique (%)	1.6%

Sample

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

Common Values

Value	Count	Frequency (%)
0	34	54.8%
1	11	17.7%
3	8	12.9%
2	8	12.9%
4	1	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34	54.8%
1	11	17.7%
3	8	12.9%
2	8	12.9%
4	1	1.6%

신장수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.74193548

Minimum	0
Maximum	5
Zeros	43
Zeros (%)	69.4%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

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

Descriptive statistics

Standard deviation	1.2922909
Coefficient of variation (CV)	1.7417834
Kurtosis	1.617892
Mean	0.74193548
Median Absolute Deviation (MAD)	0
Skewness	1.6321271
Sum	46
Variance	1.6700159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	43	69.4%
3	6	9.7%
2	5	8.1%
1	5	8.1%
4	2	3.2%
5	1	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	69.4%
1	5	8.1%
2	5	8.1%
3	6	9.7%
4	2	3.2%
5	1	1.6%

Value	Count	Frequency (%)
5	1	1.6%
4	2	3.2%
3	6	9.7%
2	5	8.1%
1	5	8.1%
0	43	69.4%

심장수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3548387

Minimum	0
Maximum	6
Zeros	28
Zeros (%)	45.2%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.6001719
Coefficient of variation (CV)	1.1810792
Kurtosis	0.24317833
Mean	1.3548387
Median Absolute Deviation (MAD)	1
Skewness	1.0540999
Sum	84
Variance	2.56055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	28	45.2%
2	13	21.0%
1	9	14.5%
4	6	9.7%
3	3	4.8%
5	2	3.2%
6	1	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	45.2%
1	9	14.5%
2	13	21.0%
3	3	4.8%
4	6	9.7%
5	2	3.2%
6	1	1.6%

Value	Count	Frequency (%)
6	1	1.6%
5	2	3.2%
4	6	9.7%
3	3	4.8%
2	13	21.0%
1	9	14.5%
0	28	45.2%

간수급자수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Memory size	628.0 B

0	51
4	5
3	5
2	1

Length

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

Unique

Unique	1 ?
Unique (%)	1.6%

Sample

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

Common Values

Value	Count	Frequency (%)
0	51	82.3%
4	5	8.1%
3	5	8.1%
2	1	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	51	82.3%
4	5	8.1%
3	5	8.1%
2	1	1.6%

호흡기수급자수(명)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	628.0 B

0	58
1	4

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	58	93.5%
1	4	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	58	93.5%
1	4	6.5%

장루요루수급자수(명)
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Memory size	628.0 B

0	41
1	14
2	7

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	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	41	66.1%
1	14	22.6%
2	7	11.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	41	66.1%
1	14	22.6%
2	7	11.3%

뇌전증수급자수(명)
Categorical

Distinct	5
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Memory size	628.0 B

0	41
1	12
2	5
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	1
2nd row	1
3rd row	3
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	41	66.1%
1	12	19.4%
2	5	8.1%
3	2	3.2%
4	2	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	41	66.1%
1	12	19.4%
2	5	8.1%
3	2	3.2%
4	2	3.2%

지적수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	33
Distinct (%)	53.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	204.03226

Minimum	0
Maximum	679
Zeros	28
Zeros (%)	45.2%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17.5
Q3	413.25
95-th percentile	600.35
Maximum	679
Range	679
Interquartile range (IQR)	413.25

Descriptive statistics

Standard deviation	238.46772
Coefficient of variation (CV)	1.1687746
Kurtosis	-1.3404805
Mean	204.03226
Median Absolute Deviation (MAD)	17.5
Skewness	0.55894343
Sum	12650
Variance	56866.851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	28	45.2%
18	2	3.2%
16	2	3.2%
428	1	1.6%
541	1	1.6%
291	1	1.6%
414	1	1.6%
525	1	1.6%
315	1	1.6%
27	1	1.6%
Other values (23)	23	37.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	45.2%
16	2	3.2%
17	1	1.6%
18	2	3.2%
27	1	1.6%
209	1	1.6%
242	1	1.6%
276	1	1.6%
291	1	1.6%
315	1	1.6%

Value	Count	Frequency (%)
679	1	1.6%
642	1	1.6%
621	1	1.6%
601	1	1.6%
588	1	1.6%
585	1	1.6%
578	1	1.6%
541	1	1.6%
533	1	1.6%
525	1	1.6%

정신수급자수(명)
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Memory size	628.0 B

0	50
2	7
1	5

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	2

Common Values

Value	Count	Frequency (%)
0	50	80.6%
2	7	11.3%
1	5	8.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	50	80.6%
2	7	11.3%
1	5	8.1%

자폐성수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	40.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.112903

Minimum	0
Maximum	210
Zeros	34
Zeros (%)	54.8%
Negative	0
Negative (%)	0.0%
Memory size	690.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	34.75
95-th percentile	136.9
Maximum	210
Range	210
Interquartile range (IQR)	34.75

Descriptive statistics

Standard deviation	47.492917
Coefficient of variation (CV)	1.6893637
Kurtosis	3.8581847
Mean	28.112903
Median Absolute Deviation (MAD)	0
Skewness	2.0365272
Sum	1743
Variance	2255.5772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	34	54.8%
15	3	4.8%
16	2	3.2%
75	2	3.2%
79	1	1.6%
9	1	1.6%
34	1	1.6%
80	1	1.6%
12	1	1.6%
35	1	1.6%
Other values (15)	15	24.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	54.8%
9	1	1.6%
12	1	1.6%
13	1	1.6%
14	1	1.6%
15	3	4.8%
16	2	3.2%
21	1	1.6%
25	1	1.6%
34	1	1.6%

Value	Count	Frequency (%)
210	1	1.6%
161	1	1.6%
151	1	1.6%
137	1	1.6%
135	1	1.6%
81	1	1.6%
80	1	1.6%
79	1	1.6%
78	1	1.6%
75	2	3.2%

Heatmap
Table

	기준년도	장애정도	합계(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	안면수급자수(명)	신장수급자수(명)	심장수급자수(명)	간수급자수(명)	호흡기수급자수(명)	장루요루수급자수(명)	뇌전증수급자수(명)	지적수급자수(명)	정신수급자수(명)	자폐성수급자수(명)
기준년도	1.000	0.000	0.398	0.000	0.000	0.223	0.000	0.363	0.000	0.000	0.000	0.000	0.000	0.000	0.581	0.000	0.000	0.393
장애정도	0.000	1.000	0.876	0.827	0.828	0.757	0.772	0.681	0.853	0.676	0.785	0.678	0.526	0.736	0.475	0.852	0.649	0.792
합계(명)	0.398	0.876	1.000	0.687	0.955	0.641	0.895	0.585	0.624	0.523	0.775	0.327	0.352	0.466	0.411	0.817	0.486	0.861
지체수급자수(명)	0.000	0.827	0.687	1.000	0.685	0.562	0.765	0.521	0.504	0.400	0.407	0.596	0.459	0.000	0.519	0.762	0.000	0.433
뇌병변수급자수(명)	0.000	0.828	0.955	0.685	1.000	0.826	0.875	0.000	0.539	0.514	0.551	0.000	0.649	0.545	0.260	0.808	0.000	0.915
시각수급자수(명)	0.223	0.757	0.641	0.562	0.826	1.000	0.415	0.000	0.079	0.000	0.000	0.000	0.000	0.563	0.267	0.469	0.000	0.631
청각수급자수(명)	0.000	0.772	0.895	0.765	0.875	0.415	1.000	0.000	0.814	0.613	0.662	0.000	0.618	0.642	0.355	0.825	0.270	0.773
언어수급자수(명)	0.363	0.681	0.585	0.521	0.000	0.000	0.000	1.000	0.810	0.000	0.365	0.378	0.000	0.732	0.699	0.000	0.117	0.000
안면수급자수(명)	0.000	0.853	0.624	0.504	0.539	0.079	0.814	0.810	1.000	0.461	0.631	0.272	0.000	0.532	0.000	0.596	0.180	0.323
신장수급자수(명)	0.000	0.676	0.523	0.400	0.514	0.000	0.613	0.000	0.461	1.000	0.568	0.714	0.000	0.505	0.000	0.000	0.000	0.167
심장수급자수(명)	0.000	0.785	0.775	0.407	0.551	0.000	0.662	0.365	0.631	0.568	1.000	0.394	0.000	0.204	0.000	0.720	0.661	0.496
간수급자수(명)	0.000	0.678	0.327	0.596	0.000	0.000	0.000	0.378	0.272	0.714	0.394	1.000	0.000	0.102	0.443	0.000	0.000	0.000
호흡기수급자수(명)	0.000	0.526	0.352	0.459	0.649	0.000	0.618	0.000	0.000	0.000	0.000	0.000	1.000	0.034	0.000	0.909	0.011	0.369
장루요루수급자수(명)	0.000	0.736	0.466	0.000	0.545	0.563	0.642	0.732	0.532	0.505	0.204	0.102	0.034	1.000	0.391	0.496	0.145	0.404
뇌전증수급자수(명)	0.581	0.475	0.411	0.519	0.260	0.267	0.355	0.699	0.000	0.000	0.000	0.443	0.000	0.391	1.000	0.000	0.000	0.460
지적수급자수(명)	0.000	0.852	0.817	0.762	0.808	0.469	0.825	0.000	0.596	0.000	0.720	0.000	0.909	0.496	0.000	1.000	0.637	0.785
정신수급자수(명)	0.000	0.649	0.486	0.000	0.000	0.000	0.270	0.117	0.180	0.000	0.661	0.000	0.011	0.145	0.000	0.637	1.000	0.481
자폐성수급자수(명)	0.393	0.792	0.861	0.433	0.915	0.631	0.773	0.000	0.323	0.167	0.496	0.000	0.369	0.404	0.460	0.785	0.481	1.000

Heatmap
Table

	장루요루수급자수(명)	간수급자수(명)	호흡기수급자수(명)	뇌전증수급자수(명)	안면수급자수(명)	정신수급자수(명)	장애정도
장루요루수급자수(명)	1.000	0.091	0.051	0.315	0.462	0.037	0.545
간수급자수(명)	0.091	1.000	0.000	0.371	0.220	0.000	0.452
호흡기수급자수(명)	0.051	0.000	1.000	0.000	0.000	0.000	0.465
뇌전증수급자수(명)	0.315	0.371	0.000	1.000	0.000	0.000	0.265
안면수급자수(명)	0.462	0.220	0.000	0.000	1.000	0.130	0.646
정신수급자수(명)	0.037	0.000	0.000	0.000	0.130	1.000	0.449
장애정도	0.545	0.452	0.465	0.265	0.646	0.449	1.000

Heatmap
Table

	기준년도	합계(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	신장수급자수(명)	심장수급자수(명)	지적수급자수(명)	자폐성수급자수(명)	장애정도	안면수급자수(명)	간수급자수(명)	호흡기수급자수(명)	장루요루수급자수(명)	뇌전증수급자수(명)	정신수급자수(명)
기준년도	1.000	0.246	-0.016	0.149	0.076	-0.054	0.320	-0.004	0.149	0.133	0.162	0.000	0.077	0.108	0.000	0.000	0.213	0.028
합계(명)	0.246	1.000	0.560	0.806	0.351	0.686	0.394	-0.086	0.580	0.780	0.841	0.664	0.455	0.220	0.359	0.340	0.270	0.359
지체수급자수(명)	-0.016	0.560	1.000	0.750	0.742	0.693	0.259	0.200	0.177	0.056	0.372	0.568	0.328	0.287	0.325	0.000	0.340	0.000
뇌병변수급자수(명)	0.149	0.806	0.750	1.000	0.492	0.869	0.168	0.258	0.418	0.501	0.809	0.582	0.375	0.000	0.669	0.417	0.161	0.000
시각수급자수(명)	0.076	0.351	0.742	0.492	1.000	0.327	0.048	0.102	-0.124	-0.187	0.139	0.463	0.000	0.000	0.000	0.279	0.144	0.000
청각수급자수(명)	-0.054	0.686	0.693	0.869	0.327	1.000	0.336	0.339	0.381	0.402	0.728	0.461	0.449	0.000	0.444	0.458	0.139	0.149
언어수급자수(명)	0.320	0.394	0.259	0.168	0.048	0.336	1.000	-0.029	0.327	0.186	0.080	0.382	0.617	0.235	0.000	0.412	0.480	0.014
신장수급자수(명)	-0.004	-0.086	0.200	0.258	0.102	0.339	-0.029	1.000	0.318	-0.207	-0.061	0.407	0.330	0.536	0.000	0.232	0.000	0.000
심장수급자수(명)	0.149	0.580	0.177	0.418	-0.124	0.381	0.327	0.318	1.000	0.619	0.383	0.521	0.463	0.271	0.000	0.128	0.000	0.545
지적수급자수(명)	0.133	0.780	0.056	0.501	-0.187	0.402	0.186	-0.207	0.619	1.000	0.795	0.609	0.407	0.000	0.702	0.345	0.000	0.486
자폐성수급자수(명)	0.162	0.841	0.372	0.809	0.139	0.728	0.080	-0.061	0.383	0.795	1.000	0.518	0.228	0.000	0.376	0.287	0.289	0.271
장애정도	0.000	0.664	0.568	0.582	0.463	0.461	0.382	0.407	0.521	0.609	0.518	1.000	0.646	0.452	0.465	0.545	0.265	0.449
안면수급자수(명)	0.077	0.455	0.328	0.375	0.000	0.449	0.617	0.330	0.463	0.407	0.228	0.646	1.000	0.220	0.000	0.462	0.000	0.130
간수급자수(명)	0.108	0.220	0.287	0.000	0.000	0.000	0.235	0.536	0.271	0.000	0.000	0.452	0.220	1.000	0.000	0.091	0.371	0.000
호흡기수급자수(명)	0.000	0.359	0.325	0.669	0.000	0.444	0.000	0.000	0.000	0.702	0.376	0.465	0.000	0.000	1.000	0.051	0.000	0.000
장루요루수급자수(명)	0.000	0.340	0.000	0.417	0.279	0.458	0.412	0.232	0.128	0.345	0.287	0.545	0.462	0.091	0.051	1.000	0.315	0.037
뇌전증수급자수(명)	0.213	0.270	0.340	0.161	0.144	0.139	0.480	0.000	0.000	0.000	0.289	0.265	0.000	0.371	0.000	0.315	1.000	0.000
정신수급자수(명)	0.028	0.359	0.000	0.000	0.000	0.149	0.014	0.000	0.545	0.486	0.271	0.449	0.130	0.000	0.000	0.037	0.000	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	장애정도	합계(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	안면수급자수(명)	신장수급자수(명)	심장수급자수(명)	간수급자수(명)	장루요루수급자수(명)	뇌전증수급자수(명)	지적수급자수(명)	정신수급자수(명)	자폐성수급자수(명)
0	2023	심하지 않은 장애(경증)	98	24	21	13	6	22	3	3	1	4	0	1	0	0	0
1	2023	심한 장애(경증)	735	7	12	2	2	3	0	0	3	0	0	1	679	1	25
2	2023	심한 장애(중증)	714	15	82	5	20	6	0	0	1	0	1	3	371	0	210
3	2022	심하지 않은 장애(경증)	105	26	22	14	5	27	4	2	1	3	0	1	0	0	0
4	2022	심한 장애(경증)	694	8	11	3	1	2	0	0	3	0	0	1	642	2	21
5	2022	심한 장애(중증)	679	16	86	6	19	4	0	0	0	0	1	2	384	0	161
6	2021	심하지 않은 장애(경증)	97	23	18	14	7	23	3	1	2	3	0	3	0	0	0
7	2021	심한 장애(경증)	652	7	13	2	1	3	1	0	4	0	0	2	601	2	16
8	2021	심한 장애(중증)	706	18	95	7	19	5	0	0	1	0	1	1	422	0	137
9	2021	해당없음	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0

	기준년도	장애정도	합계(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	안면수급자수(명)	신장수급자수(명)	심장수급자수(명)	간수급자수(명)	장루요루수급자수(명)	뇌전증수급자수(명)	지적수급자수(명)	정신수급자수(명)	자폐성수급자수(명)
52	2014	4급(경증)	46	14	9	2	4	13	1	0	0	0	2	1	0	0	0
53	2014	5급(경증)	27	6	8	3	2	0	0	3	1	4	0	0	0	0	0
54	2014	6급(경증)	41	11	6	23	1	0	0	0	0	0	0	0	0	0	0
55	2013	1급(중증)	647	41	163	14	18	0	0	0	0	0	0	2	329	0	80
56	2013	2급(중증)	484	15	29	1	22	0	2	4	2	0	0	0	373	2	34
57	2013	3급(경증)	539	17	14	1	10	7	3	0	6	0	1	0	469	2	9
58	2013	3급(중증)	20	1	0	0	1	1	0	0	0	0	0	0	17	0	0
59	2013	4급(경증)	48	16	7	2	3	15	0	0	0	0	1	4	0	0	0
60	2013	5급(경증)	29	6	10	2	3	0	0	3	1	4	0	0	0	0	0
61	2013	6급(경증)	46	14	6	24	2	0	0	0	0	0	0	0	0	0	0

Overview

Variables

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Length

Common Values

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Common Values (Plot)

Common Values

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Common Values (Plot)

Common Values

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Common Values (Plot)

Common Values

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Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

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Missing values

Sample