gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	39
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.6 KiB
Average record size in memory	173.4 B

Variable types

Numeric	17
Categorical	2

Dataset

Description	장애유형별 정도별 장애인연금 수급자 집계
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=5CUMLRAEU3FGIKX9MPX825512636&infSeq=1

Alerts

`전체수급자수(명)` is highly overall correlated with `지체수급자수(명)` and 15 other fields	High correlation
`지체수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`뇌병변수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`시각수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`청각수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`언어수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 14 other fields	High correlation
`안면수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`신장수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 14 other fields	High correlation
`심장수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`간수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 14 other fields	High correlation
`호흡기수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`장루요루수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`뇌전증수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`지적수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 14 other fields	High correlation
`정신수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 15 other fields	High correlation
`자폐성수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 14 other fields	High correlation
`장애정도별` is highly overall correlated with `전체수급자수(명)` and 10 other fields	High correlation
`기타수급자수(명)` is highly imbalanced (53.0%)	Imbalance
`전체수급자수(명)` has 5 (12.8%) zeros	Zeros
`지체수급자수(명)` has 5 (12.8%) zeros	Zeros
`뇌병변수급자수(명)` has 5 (12.8%) zeros	Zeros
`시각수급자수(명)` has 9 (23.1%) zeros	Zeros
`청각수급자수(명)` has 9 (23.1%) zeros	Zeros
`언어수급자수(명)` has 11 (28.2%) zeros	Zeros
`안면수급자수(명)` has 15 (38.5%) zeros	Zeros
`신장수급자수(명)` has 8 (20.5%) zeros	Zeros
`심장수급자수(명)` has 10 (25.6%) zeros	Zeros
`간수급자수(명)` has 9 (23.1%) zeros	Zeros
`호흡기수급자수(명)` has 12 (30.8%) zeros	Zeros
`장루요루수급자수(명)` has 16 (41.0%) zeros	Zeros
`뇌전증수급자수(명)` has 13 (33.3%) zeros	Zeros
`지적수급자수(명)` has 7 (17.9%) zeros	Zeros
`정신수급자수(명)` has 11 (28.2%) zeros	Zeros
`자폐성수급자수(명)` has 19 (48.7%) zeros	Zeros

Reproduction

Analysis started	2024-04-11 02:41:32.819942
Analysis finished	2024-04-11 02:42:14.032777
Duration	41.21 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	11
Distinct (%)	28.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.6154

Minimum	2013
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	2013
5-th percentile	2013
Q1	2015
median	2017
Q3	2020
95-th percentile	2023
Maximum	2023
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.1590754
Coefficient of variation (CV)	0.0015657471
Kurtosis	-1.133726
Mean	2017.6154
Median Absolute Deviation (MAD)	3
Skewness	0.18898148
Sum	78687
Variance	9.9797571
Monotonicity	Decreasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2018	4	10.3%
2017	4	10.3%
2016	4	10.3%
2015	4	10.3%
2014	4	10.3%
2013	4	10.3%
2023	3	7.7%
2022	3	7.7%
2021	3	7.7%
2020	3	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2013	4	10.3%
2014	4	10.3%
2015	4	10.3%
2016	4	10.3%
2017	4	10.3%
2018	4	10.3%
2019	3	7.7%
2020	3	7.7%
2021	3	7.7%
2022	3	7.7%

Value	Count	Frequency (%)
2023	3	7.7%
2022	3	7.7%
2021	3	7.7%
2020	3	7.7%
2019	3	7.7%
2018	4	10.3%
2017	4	10.3%
2016	4	10.3%
2015	4	10.3%
2014	4	10.3%

장애정도별
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	17.9%
Missing	0
Missing (%)	0.0%
Memory size	444.0 B

기타	11
1급	6
2급	6
심하지 않은 장애(경증)	5
심한장애(중증)	5
Other values (2)	6

Length

Max length	13
Median length	2
Mean length	4.6153846
Min length	2

Unique

Unique	1 ?
Unique (%)	2.6%

Sample

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

Common Values

Value	Count	Frequency (%)
기타	11	28.2%
1급	6	15.4%
2급	6	15.4%
심하지 않은 장애(경증)	5	12.8%
심한장애(중증)	5	12.8%
3급 중복	5	12.8%
3급중복	1	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
기타	11	20.4%
1급	6	11.1%
2급	6	11.1%
심하지	5	9.3%
않은	5	9.3%
장애(경증	5	9.3%
심한장애(중증	5	9.3%
3급	5	9.3%
중복	5	9.3%
3급중복	1	1.9%

전체수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	89.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18964.128

Minimum	0
Maximum	73753
Zeros	5
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	53.5
median	2470
Q3	31667
95-th percentile	71903.2
Maximum	73753
Range	73753
Interquartile range (IQR)	31613.5

Descriptive statistics

Standard deviation	24974.081
Coefficient of variation (CV)	1.3169117
Kurtosis	0.20673172
Mean	18964.128
Median Absolute Deviation (MAD)	2470
Skewness	1.1736121
Sum	739601
Variance	6.2370475 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	5	12.8%
87	1	2.6%
38162	1	2.6%
2470	1	2.6%
22	1	2.6%
24092	1	2.6%
36332	1	2.6%
2231	1	2.6%
57	1	2.6%
22475	1	2.6%
Other values (25)	25	64.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	12.8%
20	1	2.6%
22	1	2.6%
29	1	2.6%
48	1	2.6%
52	1	2.6%
55	1	2.6%
57	1	2.6%
72	1	2.6%
87	1	2.6%

Value	Count	Frequency (%)
73753	1	2.6%
73633	1	2.6%
71711	1	2.6%
71612	1	2.6%
70520	1	2.6%
40875	1	2.6%
39886	1	2.6%
38162	1	2.6%
36332	1	2.6%
33306	1	2.6%

지체수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	79.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2828.8718

Minimum	0
Maximum	10407
Zeros	5
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	689
Q3	5424
95-th percentile	10137.2
Maximum	10407
Range	10407
Interquartile range (IQR)	5419

Descriptive statistics

Standard deviation	3497.2277
Coefficient of variation (CV)	1.2362624
Kurtosis	-0.25427079
Mean	2828.8718
Median Absolute Deviation (MAD)	689
Skewness	0.99408706
Sum	110326
Variance	12230602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	5	12.8%
5	2	5.1%
2	2	5.1%
3	2	5.1%
10	2	5.1%
3402	1	2.6%
563	1	2.6%
5610	1	2.6%
5238	1	2.6%
621	1	2.6%
Other values (21)	21	53.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	12.8%
2	2	5.1%
3	2	5.1%
5	2	5.1%
6	1	2.6%
7	1	2.6%
9	1	2.6%
10	2	5.1%
446	1	2.6%
563	1	2.6%

Value	Count	Frequency (%)
10407	1	2.6%
10292	1	2.6%
10120	1	2.6%
9600	1	2.6%
9179	1	2.6%
5902	1	2.6%
5897	1	2.6%
5830	1	2.6%
5807	1	2.6%
5610	1	2.6%

뇌병변수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	79.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3592.2308

Minimum	0
Maximum	13532
Zeros	5
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	377
Q3	6286.5
95-th percentile	12982.7
Maximum	13532
Range	13532
Interquartile range (IQR)	6278.5

Descriptive statistics

Standard deviation	4479.1326
Coefficient of variation (CV)	1.2468944
Kurtosis	-0.33269971
Mean	3592.2308
Median Absolute Deviation (MAD)	377
Skewness	0.93034741
Sum	140097
Variance	20062628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	5	12.8%
14	2	5.1%
19	2	5.1%
4	2	5.1%
8	2	5.1%
11812	1	2.6%
377	1	2.6%
264	1	2.6%
5283	1	2.6%
5431	1	2.6%
Other values (21)	21	53.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	12.8%
4	2	5.1%
5	1	2.6%
7	1	2.6%
8	2	5.1%
14	2	5.1%
16	1	2.6%
19	2	5.1%
264	1	2.6%
306	1	2.6%

Value	Count	Frequency (%)
13532	1	2.6%
13268	1	2.6%
12951	1	2.6%
11812	1	2.6%
11177	1	2.6%
7060	1	2.6%
7056	1	2.6%
6802	1	2.6%
6586	1	2.6%
6320	1	2.6%

시각수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1336.5385

Minimum	0
Maximum	5036
Zeros	9
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	101
Q3	3484.5
95-th percentile	4875.3
Maximum	5036
Range	5036
Interquartile range (IQR)	3483.5

Descriptive statistics

Standard deviation	1911.0195
Coefficient of variation (CV)	1.4298275
Kurtosis	-0.7947186
Mean	1336.5385
Median Absolute Deviation (MAD)	101
Skewness	1.0299914
Sum	52125
Variance	3651995.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	9	23.1%
2	3	7.7%
101	2	5.1%
1	2	5.1%
775	1	2.6%
78	1	2.6%
649	1	2.6%
3339	1	2.6%
3	1	2.6%
93	1	2.6%
Other values (17)	17	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	23.1%
1	2	5.1%
2	3	7.7%
3	1	2.6%
5	1	2.6%
78	1	2.6%
93	1	2.6%
96	1	2.6%
101	2	5.1%
106	1	2.6%

Value	Count	Frequency (%)
5036	1	2.6%
4950	1	2.6%
4867	1	2.6%
4685	1	2.6%
4520	1	2.6%
4187	1	2.6%
4111	1	2.6%
3970	1	2.6%
3833	1	2.6%
3630	1	2.6%

청각수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1615.3077

Minimum	0
Maximum	6295
Zeros	9
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	245
Q3	3749.5
95-th percentile	6241.9
Maximum	6295
Range	6295
Interquartile range (IQR)	3748.5

Descriptive statistics

Standard deviation	2326.8979
Coefficient of variation (CV)	1.4405292
Kurtosis	-0.53815746
Mean	1615.3077
Median Absolute Deviation (MAD)	245
Skewness	1.110548
Sum	62997
Variance	5414453.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	9	23.1%
1	4	10.3%
2	2	5.1%
158	1	2.6%
3473	1	2.6%
657	1	2.6%
186	1	2.6%
4026	1	2.6%
730	1	2.6%
209	1	2.6%
Other values (17)	17	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	23.1%
1	4	10.3%
2	2	5.1%
3	1	2.6%
158	1	2.6%
186	1	2.6%
209	1	2.6%
245	1	2.6%
250	1	2.6%
274	1	2.6%

Value	Count	Frequency (%)
6295	1	2.6%
6250	1	2.6%
6241	1	2.6%
5944	1	2.6%
5608	1	2.6%
4965	1	2.6%
4881	1	2.6%
4703	1	2.6%
4476	1	2.6%
4026	1	2.6%

언어수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1851.5897

Minimum	0
Maximum	7834
Zeros	11
Zeros (%)	28.2%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	322
Q3	2854
95-th percentile	7358.8
Maximum	7834
Range	7834
Interquartile range (IQR)	2854

Descriptive statistics

Standard deviation	2922.7495
Coefficient of variation (CV)	1.5785081
Kurtosis	-0.43296818
Mean	1851.5897
Median Absolute Deviation (MAD)	322
Skewness	1.2127758
Sum	72212
Variance	8542464.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	11	28.2%
3	2	5.1%
509	2	5.1%
1	2	5.1%
7153	1	2.6%
322	1	2.6%
5171	1	2.6%
6166	1	2.6%
368	1	2.6%
5725	1	2.6%
Other values (16)	16	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	28.2%
1	2	5.1%
2	1	2.6%
3	2	5.1%
7	1	2.6%
166	1	2.6%
266	1	2.6%
322	1	2.6%
368	1	2.6%
460	1	2.6%

Value	Count	Frequency (%)
7834	1	2.6%
7618	1	2.6%
7330	1	2.6%
7153	1	2.6%
6989	1	2.6%
6557	1	2.6%
6502	1	2.6%
6166	1	2.6%
5725	1	2.6%
5171	1	2.6%

안면수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	48.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.717949

Minimum	0
Maximum	62
Zeros	15
Zeros (%)	38.5%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	28
95-th percentile	59.1
Maximum	62
Range	62
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	20.10492
Coefficient of variation (CV)	1.3660138
Kurtosis	0.59645815
Mean	14.717949
Median Absolute Deviation (MAD)	5
Skewness	1.3685034
Sum	574
Variance	404.20783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	15	38.5%
5	4	10.3%
6	2	5.1%
29	2	5.1%
32	2	5.1%
55	1	2.6%
59	1	2.6%
34	1	2.6%
14	1	2.6%
62	1	2.6%
Other values (9)	9	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	38.5%
1	1	2.6%
5	4	10.3%
6	2	5.1%
8	1	2.6%
9	1	2.6%
10	1	2.6%
11	1	2.6%
12	1	2.6%
14	1	2.6%

Value	Count	Frequency (%)
62	1	2.6%
60	1	2.6%
59	1	2.6%
58	1	2.6%
55	1	2.6%
34	1	2.6%
32	2	5.1%
29	2	5.1%
27	1	2.6%
14	1	2.6%

신장수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	76.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2548.2308

Minimum	0
Maximum	10661
Zeros	8
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	30
Q3	5521.5
95-th percentile	10463.6
Maximum	10661
Range	10661
Interquartile range (IQR)	5520.5

Descriptive statistics

Standard deviation	4014.8749
Coefficient of variation (CV)	1.5755539
Kurtosis	-0.34900291
Mean	2548.2308
Median Absolute Deviation (MAD)	30
Skewness	1.1963307
Sum	99381
Variance	16119220
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	8	20.5%
1	3	7.7%
29	1	2.6%
3	1	2.6%
4972	1	2.6%
442	1	2.6%
36	1	2.6%
6071	1	2.6%
574	1	2.6%
43	1	2.6%
Other values (20)	20	51.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	20.5%
1	3	7.7%
3	1	2.6%
5	1	2.6%
8	1	2.6%
9	1	2.6%
10	1	2.6%
12	1	2.6%
14	1	2.6%
29	1	2.6%

Value	Count	Frequency (%)
10661	1	2.6%
10586	1	2.6%
10450	1	2.6%
10411	1	2.6%
10148	1	2.6%
8791	1	2.6%
8341	1	2.6%
7664	1	2.6%
7033	1	2.6%
6071	1	2.6%

심장수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.333333

Minimum	0
Maximum	120
Zeros	10
Zeros (%)	25.6%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.5
median	15
Q3	58
95-th percentile	113.4
Maximum	120
Range	120
Interquartile range (IQR)	57.5

Descriptive statistics

Standard deviation	38.159177
Coefficient of variation (CV)	1.2178461
Kurtosis	-0.012438019
Mean	31.333333
Median Absolute Deviation (MAD)	15
Skewness	1.1068144
Sum	1222
Variance	1456.1228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	10	25.6%
1	4	10.3%
32	2	5.1%
63	1	2.6%
27	1	2.6%
54	1	2.6%
16	1	2.6%
33	1	2.6%
62	1	2.6%
13	1	2.6%
Other values (16)	16	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	25.6%
1	4	10.3%
2	1	2.6%
3	1	2.6%
9	1	2.6%
11	1	2.6%
13	1	2.6%
15	1	2.6%
16	1	2.6%
17	1	2.6%

Value	Count	Frequency (%)
120	1	2.6%
117	1	2.6%
113	1	2.6%
100	1	2.6%
91	1	2.6%
77	1	2.6%
76	1	2.6%
70	1	2.6%
63	1	2.6%
62	1	2.6%

간수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	51.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.051282

Minimum	0
Maximum	41
Zeros	9
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	29
95-th percentile	40.1
Maximum	41
Range	41
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	15.739573
Coefficient of variation (CV)	1.1201521
Kurtosis	-1.3993294
Mean	14.051282
Median Absolute Deviation (MAD)	2
Skewness	0.57856169
Sum	548
Variance	247.73414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	9	23.1%
2	7	17.9%
1	4	10.3%
41	2	5.1%
25	2	5.1%
36	1	2.6%
6	1	2.6%
37	1	2.6%
31	1	2.6%
40	1	2.6%
Other values (10)	10	25.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	23.1%
1	4	10.3%
2	7	17.9%
3	1	2.6%
6	1	2.6%
18	1	2.6%
19	1	2.6%
20	1	2.6%
21	1	2.6%
25	2	5.1%

Value	Count	Frequency (%)
41	2	5.1%
40	1	2.6%
39	1	2.6%
38	1	2.6%
37	1	2.6%
36	1	2.6%
32	1	2.6%
31	1	2.6%
30	1	2.6%
28	1	2.6%

호흡기수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	189.53846

Minimum	0
Maximum	742
Zeros	12
Zeros (%)	30.8%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	62
Q3	319.5
95-th percentile	727.5
Maximum	742
Range	742
Interquartile range (IQR)	319.5

Descriptive statistics

Standard deviation	239.27289
Coefficient of variation (CV)	1.2623976
Kurtosis	0.221455
Mean	189.53846
Median Absolute Deviation (MAD)	62
Skewness	1.1698237
Sum	7392
Variance	57251.518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	12	30.8%
4	2	5.1%
395	1	2.6%
47	1	2.6%
293	1	2.6%
196	1	2.6%
51	1	2.6%
346	1	2.6%
209	1	2.6%
1	1	2.6%
Other values (17)	17	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	30.8%
1	1	2.6%
2	1	2.6%
4	2	5.1%
47	1	2.6%
51	1	2.6%
61	1	2.6%
62	1	2.6%
63	1	2.6%
71	1	2.6%

Value	Count	Frequency (%)
742	1	2.6%
732	1	2.6%
727	1	2.6%
647	1	2.6%
606	1	2.6%
437	1	2.6%
420	1	2.6%
395	1	2.6%
374	1	2.6%
346	1	2.6%

장루요루수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.974359

Minimum	0
Maximum	25
Zeros	16
Zeros (%)	41.0%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	12.5
95-th percentile	23.1
Maximum	25
Range	25
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	8.0278698
Coefficient of variation (CV)	1.3437207
Kurtosis	-0.025419564
Mean	5.974359
Median Absolute Deviation (MAD)	1
Skewness	1.1626404
Sum	233
Variance	64.446694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	16	41.0%
1	4	10.3%
3	3	7.7%
15	2	5.1%
6	2	5.1%
25	1	2.6%
18	1	2.6%
23	1	2.6%
20	1	2.6%
2	1	2.6%
Other values (7)	7	17.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	41.0%
1	4	10.3%
2	1	2.6%
3	3	7.7%
4	1	2.6%
6	2	5.1%
7	1	2.6%
12	1	2.6%
13	1	2.6%
14	1	2.6%

Value	Count	Frequency (%)
25	1	2.6%
24	1	2.6%
23	1	2.6%
20	1	2.6%
18	1	2.6%
16	1	2.6%
15	2	5.1%
14	1	2.6%
13	1	2.6%
12	1	2.6%

뇌전증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	51.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.461538

Minimum	0
Maximum	122
Zeros	13
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7
Q3	41.5
95-th percentile	96.1
Maximum	122
Range	122
Interquartile range (IQR)	41.5

Descriptive statistics

Standard deviation	34.596049
Coefficient of variation (CV)	1.4745857
Kurtosis	1.5551568
Mean	23.461538
Median Absolute Deviation (MAD)	7
Skewness	1.5971377
Sum	915
Variance	1196.8866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	13	33.3%
1	3	7.7%
6	3	7.7%
15	2	5.1%
7	2	5.1%
14	2	5.1%
79	1	2.6%
86	1	2.6%
60	1	2.6%
94	1	2.6%
Other values (10)	10	25.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	33.3%
1	3	7.7%
6	3	7.7%
7	2	5.1%
8	1	2.6%
9	1	2.6%
12	1	2.6%
14	2	5.1%
15	2	5.1%
39	1	2.6%

Value	Count	Frequency (%)
122	1	2.6%
115	1	2.6%
94	1	2.6%
86	1	2.6%
79	1	2.6%
60	1	2.6%
56	1	2.6%
53	1	2.6%
45	1	2.6%
44	1	2.6%

지적수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2950.0513

Minimum	0
Maximum	20263
Zeros	7
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	11
Q3	237.5
95-th percentile	19537.8
Maximum	20263
Range	20263
Interquartile range (IQR)	236

Descriptive statistics

Standard deviation	6609.7112
Coefficient of variation (CV)	2.2405411
Kurtosis	2.6800625
Mean	2950.0513
Median Absolute Deviation (MAD)	11
Skewness	2.0711884
Sum	115052
Variance	43688282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	7	17.9%
2	3	7.7%
1	3	7.7%
11	2	5.1%
8	2	5.1%
10	2	5.1%
4	1	2.6%
78	1	2.6%
139	1	2.6%
97	1	2.6%
Other values (16)	16	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	17.9%
1	3	7.7%
2	3	7.7%
3	1	2.6%
4	1	2.6%
8	2	5.1%
10	2	5.1%
11	2	5.1%
78	1	2.6%
97	1	2.6%

Value	Count	Frequency (%)
20263	1	2.6%
19968	1	2.6%
19490	1	2.6%
19169	1	2.6%
17589	1	2.6%
8404	1	2.6%
7894	1	2.6%
568	1	2.6%
267	1	2.6%
247	1	2.6%

정신수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1363.4359

Minimum	0
Maximum	4868
Zeros	11
Zeros (%)	28.2%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	282
Q3	4295.5
95-th percentile	4767.5
Maximum	4868
Range	4868
Interquartile range (IQR)	4295.5

Descriptive statistics

Standard deviation	1999.6321
Coefficient of variation (CV)	1.4666125
Kurtosis	-1.0073393
Mean	1363.4359
Median Absolute Deviation (MAD)	282
Skewness	1.0043758
Sum	53174
Variance	3998528.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	11	28.2%
6	3	7.7%
18	1	2.6%
297	1	2.6%
270	1	2.6%
4413	1	2.6%
372	1	2.6%
249	1	2.6%
4289	1	2.6%
338	1	2.6%
Other values (17)	17	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	28.2%
6	3	7.7%
8	1	2.6%
18	1	2.6%
249	1	2.6%
270	1	2.6%
276	1	2.6%
282	1	2.6%
284	1	2.6%
297	1	2.6%

Value	Count	Frequency (%)
4868	1	2.6%
4799	1	2.6%
4764	1	2.6%
4570	1	2.6%
4444	1	2.6%
4413	1	2.6%
4358	1	2.6%
4356	1	2.6%
4352	1	2.6%
4302	1	2.6%

자폐성수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	48.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	591.53846

Minimum	0
Maximum	3434
Zeros	19
Zeros (%)	48.7%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	704
95-th percentile	2979.2
Maximum	3434
Range	3434
Interquartile range (IQR)	704

Descriptive statistics

Standard deviation	992.88895
Coefficient of variation (CV)	1.6784859
Kurtosis	2.4772443
Mean	591.53846
Median Absolute Deviation (MAD)	1
Skewness	1.880095
Sum	23070
Variance	985828.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	19	48.7%
1	3	7.7%
991	1	2.6%
221	1	2.6%
576	1	2.6%
302	1	2.6%
699	1	2.6%
416	1	2.6%
865	1	2.6%
512	1	2.6%
Other values (9)	9	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	48.7%
1	3	7.7%
221	1	2.6%
302	1	2.6%
416	1	2.6%
512	1	2.6%
576	1	2.6%
601	1	2.6%
699	1	2.6%
709	1	2.6%

Value	Count	Frequency (%)
3434	1	2.6%
3233	1	2.6%
2951	1	2.6%
2817	1	2.6%
2277	1	2.6%
1309	1	2.6%
1154	1	2.6%
991	1	2.6%
865	1	2.6%
709	1	2.6%

기타수급자수(명)
Categorical

IMBALANCE

Distinct	5
Distinct (%)	12.8%
Missing	0
Missing (%)	0.0%
Memory size	444.0 B

0	31
1	4
3	2
120	1
153	1

Length

Max length	3
Median length	1
Mean length	1.1025641
Min length	1

Unique

Unique	2 ?
Unique (%)	5.1%

Sample

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

Common Values

Value	Count	Frequency (%)
0	31	79.5%
1	4	10.3%
3	2	5.1%
120	1	2.6%
153	1	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31	79.5%
1	4	10.3%
3	2	5.1%
120	1	2.6%
153	1	2.6%

Heatmap
Table

	기준년도	장애정도별	전체수급자수(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)	기타수급자수(명)
기준년도	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.514	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
장애정도별	0.000	1.000	0.860	0.896	0.786	0.834	0.943	0.418	0.980	0.853	0.867	0.637	0.928	0.816	0.919	0.603	0.902	0.868	0.173
전체수급자수(명)	0.000	0.860	1.000	0.901	0.955	0.989	0.904	0.748	0.867	0.860	0.918	0.834	0.888	0.805	0.923	0.667	0.997	0.813	0.000
지체수급자수(명)	0.000	0.896	0.901	1.000	0.876	0.922	1.000	0.741	0.793	0.771	0.967	0.793	0.908	0.822	0.895	0.866	0.868	0.840	0.000
뇌병변수급자수(명)	0.000	0.786	0.955	0.876	1.000	0.948	0.917	0.778	0.730	0.811	0.973	0.791	0.905	0.904	0.911	0.689	0.988	0.903	0.000
시각수급자수(명)	0.000	0.834	0.989	0.922	0.948	1.000	0.881	0.678	0.713	0.692	0.927	0.801	0.849	0.753	0.826	0.630	0.988	0.867	0.000
청각수급자수(명)	0.000	0.943	0.904	1.000	0.917	0.881	1.000	0.810	0.920	0.980	0.941	0.735	0.990	0.847	0.965	0.648	1.000	0.928	0.000
언어수급자수(명)	0.514	0.418	0.748	0.741	0.778	0.678	0.810	1.000	0.437	0.815	0.783	0.573	0.703	0.718	0.574	0.000	0.428	0.448	0.000
안면수급자수(명)	0.000	0.980	0.867	0.793	0.730	0.713	0.920	0.437	1.000	0.943	0.877	0.584	0.906	0.911	0.981	0.820	0.915	0.909	0.000
신장수급자수(명)	0.000	0.853	0.860	0.771	0.811	0.692	0.980	0.815	0.943	1.000	0.866	0.633	0.954	0.896	0.943	0.772	1.000	0.847	0.000
심장수급자수(명)	0.000	0.867	0.918	0.967	0.973	0.927	0.941	0.783	0.877	0.866	1.000	0.757	0.893	0.956	0.878	0.716	1.000	0.833	0.000
간수급자수(명)	0.000	0.637	0.834	0.793	0.791	0.801	0.735	0.573	0.584	0.633	0.757	1.000	0.745	0.494	0.803	0.482	0.720	0.791	0.000
호흡기수급자수(명)	0.000	0.928	0.888	0.908	0.905	0.849	0.990	0.703	0.906	0.954	0.893	0.745	1.000	0.799	0.977	0.716	0.936	0.958	0.000
장루요루수급자수(명)	0.000	0.816	0.805	0.822	0.904	0.753	0.847	0.718	0.911	0.896	0.956	0.494	0.799	1.000	0.868	0.864	1.000	0.800	0.000
뇌전증수급자수(명)	0.000	0.919	0.923	0.895	0.911	0.826	0.965	0.574	0.981	0.943	0.878	0.803	0.977	0.868	1.000	0.847	0.915	0.984	0.000
지적수급자수(명)	0.000	0.603	0.667	0.866	0.689	0.630	0.648	0.000	0.820	0.772	0.716	0.482	0.716	0.864	0.847	1.000	0.683	0.866	0.000
정신수급자수(명)	0.000	0.902	0.997	0.868	0.988	0.988	1.000	0.428	0.915	1.000	1.000	0.720	0.936	1.000	0.915	0.683	1.000	0.790	0.000
자폐성수급자수(명)	0.000	0.868	0.813	0.840	0.903	0.867	0.928	0.448	0.909	0.847	0.833	0.791	0.958	0.800	0.984	0.866	0.790	1.000	0.000
기타수급자수(명)	0.000	0.173	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	장애정도별	기타수급자수(명)
장애정도별	1.000	0.084
기타수급자수(명)	0.084	1.000

Heatmap
Table

	기준년도	전체수급자수(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)	장애정도별	기타수급자수(명)
기준년도	1.000	-0.152	-0.128	-0.084	-0.117	-0.096	-0.310	-0.128	0.019	-0.119	-0.287	-0.072	-0.103	-0.072	-0.051	-0.067	0.041	0.000	0.000
전체수급자수(명)	-0.152	1.000	0.990	0.950	0.936	0.961	0.794	0.923	0.847	0.919	0.926	0.963	0.913	0.953	0.938	0.941	0.868	0.714	0.000
지체수급자수(명)	-0.128	0.990	1.000	0.962	0.942	0.964	0.809	0.919	0.832	0.916	0.917	0.960	0.914	0.952	0.930	0.959	0.865	0.813	0.000
뇌병변수급자수(명)	-0.084	0.950	0.962	1.000	0.959	0.934	0.816	0.847	0.800	0.853	0.862	0.939	0.846	0.932	0.883	0.910	0.911	0.604	0.000
시각수급자수(명)	-0.117	0.936	0.942	0.959	1.000	0.921	0.801	0.830	0.770	0.818	0.865	0.904	0.829	0.909	0.860	0.889	0.896	0.673	0.000
청각수급자수(명)	-0.096	0.961	0.964	0.934	0.921	1.000	0.783	0.909	0.821	0.910	0.902	0.955	0.918	0.939	0.914	0.945	0.886	0.637	0.000
언어수급자수(명)	-0.310	0.794	0.809	0.816	0.801	0.783	1.000	0.711	0.613	0.736	0.791	0.815	0.734	0.812	0.688	0.810	0.709	0.267	0.000
안면수급자수(명)	-0.128	0.923	0.919	0.847	0.830	0.909	0.711	1.000	0.649	0.953	0.866	0.917	0.987	0.919	0.944	0.928	0.746	0.777	0.000
신장수급자수(명)	0.019	0.847	0.832	0.800	0.770	0.821	0.613	0.649	1.000	0.685	0.802	0.815	0.652	0.801	0.691	0.754	0.817	0.456	0.000
심장수급자수(명)	-0.119	0.919	0.916	0.853	0.818	0.910	0.736	0.953	0.685	1.000	0.834	0.939	0.959	0.899	0.940	0.939	0.737	0.679	0.000
간수급자수(명)	-0.287	0.926	0.917	0.862	0.865	0.902	0.791	0.866	0.802	0.834	1.000	0.894	0.871	0.920	0.820	0.894	0.805	0.397	0.000
호흡기수급자수(명)	-0.072	0.963	0.960	0.939	0.904	0.955	0.815	0.917	0.815	0.939	0.894	1.000	0.922	0.959	0.916	0.951	0.887	0.597	0.000
장루요루수급자수(명)	-0.103	0.913	0.914	0.846	0.829	0.918	0.734	0.987	0.652	0.959	0.871	0.922	1.000	0.925	0.938	0.939	0.755	0.621	0.000
뇌전증수급자수(명)	-0.072	0.953	0.952	0.932	0.909	0.939	0.812	0.919	0.801	0.899	0.920	0.959	0.925	1.000	0.903	0.940	0.868	0.574	0.000
지적수급자수(명)	-0.051	0.938	0.930	0.883	0.860	0.914	0.688	0.944	0.691	0.940	0.820	0.916	0.938	0.903	1.000	0.918	0.766	0.426	0.000
정신수급자수(명)	-0.067	0.941	0.959	0.910	0.889	0.945	0.810	0.928	0.754	0.939	0.894	0.951	0.939	0.940	0.918	1.000	0.818	0.853	0.000
자폐성수급자수(명)	0.041	0.868	0.865	0.911	0.896	0.886	0.709	0.746	0.817	0.737	0.805	0.887	0.755	0.868	0.766	0.818	1.000	0.480	0.000
장애정도별	0.000	0.714	0.813	0.604	0.673	0.637	0.267	0.777	0.456	0.679	0.397	0.597	0.621	0.574	0.426	0.853	0.480	1.000	0.084
기타수급자수(명)	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.084	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	장애정도별	전체수급자수(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)	기타수급자수(명)
0	2023	기타	87	10	14	5	1	3	0	29	0	2	0	0	1	4	18	0	0
1	2023	심하지 않은 장애(경증)	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
2	2023	심한장애(중증)	70520	9179	11177	4520	5608	516	58	10450	91	28	606	24	122	20263	4444	3434	0
3	2022	기타	72	7	8	2	1	3	0	30	3	0	4	0	0	8	6	0	0
4	2022	심하지 않은 장애(경증)	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
5	2022	심한장애(중증)	71711	9600	11812	4685	5944	509	60	10411	100	32	647	25	115	19968	4570	3233	0
6	2021	기타	52	5	16	0	3	1	0	14	1	0	2	0	0	2	6	1	1
7	2021	심하지 않은 장애(경증)	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
8	2021	심한장애(중증)	73633	10120	12951	4867	6241	521	62	10661	120	41	732	18	94	19490	4764	2951	0
9	2020	기타	55	6	19	1	0	2	0	10	2	0	4	0	1	3	6	0	1

	기준년도	장애정도별	전체수급자수(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)	기타수급자수(명)
29	2015	3급 중복	2231	621	339	96	209	460	10	1	30	2	63	3	7	114	276	0	0
30	2015	기타	57	3	5	0	0	0	0	43	1	2	1	0	0	1	0	0	1
31	2014	1급	22475	3624	6045	3630	730	6557	6	574	13	25	209	3	12	10	338	699	0
32	2014	2급	33306	5610	5860	716	4026	5725	27	6071	62	40	346	15	39	178	4289	302	0
33	2014	3급 중복	1968	563	306	93	186	368	9	0	33	2	51	4	6	97	249	1	0
34	2014	기타	174	5	4	3	2	0	0	36	1	1	0	0	0	2	0	0	120
35	2013	1급	20653	3402	5431	3339	657	6166	5	442	16	31	196	1	9	10	372	576	0
36	2013	2급	30028	5238	5283	649	3473	5171	29	4972	54	37	293	12	44	139	4413	221	0
37	2013	3급 중복	1715	446	264	78	158	322	8	0	27	6	47	3	8	78	270	0	0
38	2013	기타	186	10	14	2	0	0	1	3	0	1	0	0	0	2	0	0	153

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample