gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	341
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	53.7 KiB
Average record size in memory	161.4 B

Variable types

Numeric	17
Categorical	1

Dataset

Description	장애유형별 장애아동수당 수급자 집계현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=M6X9AKG7XMV1UWP3NBK725721500&infSeq=1

Alerts

`기준년도` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`합계(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`지체수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`뇌병변수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`시각수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`청각수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`언어수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`안면수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`신장수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`심장수급자수(명)` is highly overall correlated with `기준년도` and 13 other fields	High correlation
`간수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`호흡기수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`장루요루수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`뇌전증수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`지적수급자수(명)` is highly overall correlated with `합계(명)` and 7 other fields	High correlation
`정신수급자수(명)` is highly overall correlated with `기준년도` and 14 other fields	High correlation
`자폐성수급자수(명)` is highly overall correlated with `기준년도` and 5 other fields	High correlation
`지체수급자수(명)` has 33 (9.7%) zeros	Zeros
`뇌병변수급자수(명)` has 9 (2.6%) zeros	Zeros
`시각수급자수(명)` has 68 (19.9%) zeros	Zeros
`청각수급자수(명)` has 40 (11.7%) zeros	Zeros
`언어수급자수(명)` has 62 (18.2%) zeros	Zeros
`안면수급자수(명)` has 211 (61.9%) zeros	Zeros
`신장수급자수(명)` has 175 (51.3%) zeros	Zeros
`심장수급자수(명)` has 169 (49.6%) zeros	Zeros
`간수급자수(명)` has 165 (48.4%) zeros	Zeros
`호흡기수급자수(명)` has 206 (60.4%) zeros	Zeros
`장루요루수급자수(명)` has 193 (56.6%) zeros	Zeros
`뇌전증수급자수(명)` has 171 (50.1%) zeros	Zeros
`정신수급자수(명)` has 203 (59.5%) zeros	Zeros
`자폐성수급자수(명)` has 66 (19.4%) zeros	Zeros

Reproduction

Analysis started	2024-04-11 02:43:48.251594
Analysis finished	2024-04-11 02:44:31.382355
Duration	43.13 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

HIGH CORRELATION

Distinct	11
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2018

Minimum	2013
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	2013
5-th percentile	2013
Q1	2015
median	2018
Q3	2021
95-th percentile	2023
Maximum	2023
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1669247
Coefficient of variation (CV)	0.0015693383
Kurtosis	-1.2202754
Mean	2018
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	688138
Variance	10.029412
Monotonicity	Decreasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2023	31	9.1%
2022	31	9.1%
2021	31	9.1%
2020	31	9.1%
2019	31	9.1%
2018	31	9.1%
2017	31	9.1%
2016	31	9.1%
2015	31	9.1%
2014	31	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2013	31	9.1%
2014	31	9.1%
2015	31	9.1%
2016	31	9.1%
2017	31	9.1%
2018	31	9.1%
2019	31	9.1%
2020	31	9.1%
2021	31	9.1%
2022	31	9.1%

Value	Count	Frequency (%)
2023	31	9.1%
2022	31	9.1%
2021	31	9.1%
2020	31	9.1%
2019	31	9.1%
2018	31	9.1%
2017	31	9.1%
2016	31	9.1%
2015	31	9.1%
2014	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	고양시
3rd row	과천시
4th row	광명시
5th row	광주시

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%

합계(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	259
Distinct (%)	76.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	638.66276

Minimum	8
Maximum	3870
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	8
5-th percentile	24
Q1	71
median	160
Q3	917
95-th percentile	3200
Maximum	3870
Range	3862
Interquartile range (IQR)	846

Descriptive statistics

Standard deviation	927.72776
Coefficient of variation (CV)	1.4526098
Kurtosis	3.1163863
Mean	638.66276
Median Absolute Deviation (MAD)	114
Skewness	1.946761
Sum	217784
Variance	860678.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	4	1.2%
45	4	1.2%
22	4	1.2%
46	4	1.2%
71	3	0.9%
113	3	0.9%
142	3	0.9%
56	3	0.9%
27	3	0.9%
151	3	0.9%
Other values (249)	307	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	0.3%
11	2	0.6%
12	2	0.6%
13	2	0.6%
20	2	0.6%
21	3	0.9%
22	4	1.2%
23	1	0.3%
24	2	0.6%
27	3	0.9%

Value	Count	Frequency (%)
3870	1	0.3%
3777	1	0.3%
3710	1	0.3%
3694	1	0.3%
3675	1	0.3%
3650	1	0.3%
3619	1	0.3%
3545	1	0.3%
3522	1	0.3%
3517	1	0.3%

지체수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	133
Distinct (%)	39.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	268.95894

Minimum	0
Maximum	1875
Zeros	33
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	425
95-th percentile	1489
Maximum	1875
Range	1875
Interquartile range (IQR)	423

Descriptive statistics

Standard deviation	456.41846
Coefficient of variation (CV)	1.6969819
Kurtosis	3.0325173
Mean	268.95894
Median Absolute Deviation (MAD)	4
Skewness	1.9256295
Sum	91715
Variance	208317.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	48	14.1%
2	37	10.9%
0	33	9.7%
3	31	9.1%
4	14	4.1%
5	14	4.1%
7	13	3.8%
6	11	3.2%
8	6	1.8%
9	5	1.5%
Other values (123)	129	37.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	9.7%
1	48	14.1%
2	37	10.9%
3	31	9.1%
4	14	4.1%
5	14	4.1%
6	11	3.2%
7	13	3.8%
8	6	1.8%
9	5	1.5%

Value	Count	Frequency (%)
1875	1	0.3%
1874	1	0.3%
1837	1	0.3%
1823	1	0.3%
1763	1	0.3%
1739	1	0.3%
1714	1	0.3%
1681	1	0.3%
1675	1	0.3%
1671	1	0.3%

뇌병변수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	135
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.589443

Minimum	0
Maximum	438
Zeros	9
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	8
median	17
Q3	95
95-th percentile	348
Maximum	438
Range	438
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	103.51985
Coefficient of variation (CV)	1.4875799
Kurtosis	3.4544797
Mean	69.589443
Median Absolute Deviation (MAD)	13
Skewness	2.0330427
Sum	23730
Variance	10716.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	18	5.3%
4	14	4.1%
8	14	4.1%
12	12	3.5%
14	12	3.5%
15	12	3.5%
9	11	3.2%
10	10	2.9%
0	9	2.6%
5	9	2.6%
Other values (125)	220	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	2.6%
1	6	1.8%
2	6	1.8%
3	18	5.3%
4	14	4.1%
5	9	2.6%
6	8	2.3%
7	7	2.1%
8	14	4.1%
9	11	3.2%

Value	Count	Frequency (%)
438	2	0.6%
426	1	0.3%
417	1	0.3%
416	1	0.3%
414	1	0.3%
406	1	0.3%
404	1	0.3%
398	1	0.3%
393	1	0.3%
387	1	0.3%

시각수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	106
Distinct (%)	31.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.222874

Minimum	0
Maximum	392
Zeros	68
Zeros (%)	19.9%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	78
95-th percentile	271
Maximum	392
Range	392
Interquartile range (IQR)	77

Descriptive statistics

Standard deviation	83.756739
Coefficient of variation (CV)	1.667701
Kurtosis	3.2791315
Mean	50.222874
Median Absolute Deviation (MAD)	3
Skewness	1.9641433
Sum	17126
Variance	7015.1914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	68	19.9%
3	51	15.0%
2	34	10.0%
1	34	10.0%
4	20	5.9%
5	7	2.1%
119	3	0.9%
51	3	0.9%
82	3	0.9%
95	3	0.9%
Other values (96)	115	33.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	68	19.9%
1	34	10.0%
2	34	10.0%
3	51	15.0%
4	20	5.9%
5	7	2.1%
6	1	0.3%
8	1	0.3%
11	1	0.3%
17	1	0.3%

Value	Count	Frequency (%)
392	1	0.3%
376	1	0.3%
334	1	0.3%
327	1	0.3%
316	1	0.3%
311	1	0.3%
306	1	0.3%
304	1	0.3%
300	1	0.3%
296	1	0.3%

청각수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	105
Distinct (%)	30.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.252199

Minimum	0
Maximum	390
Zeros	40
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	89
95-th percentile	253
Maximum	390
Range	390
Interquartile range (IQR)	88

Descriptive statistics

Standard deviation	81.816263
Coefficient of variation (CV)	1.5657956
Kurtosis	2.6724215
Mean	52.252199
Median Absolute Deviation (MAD)	4
Skewness	1.8044401
Sum	17818
Variance	6693.9009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	48	14.1%
0	40	11.7%
2	30	8.8%
3	24	7.0%
5	21	6.2%
4	15	4.4%
7	14	4.1%
6	13	3.8%
8	5	1.5%
9	4	1.2%
Other values (95)	127	37.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	40	11.7%
1	48	14.1%
2	30	8.8%
3	24	7.0%
4	15	4.4%
5	21	6.2%
6	13	3.8%
7	14	4.1%
8	5	1.5%
9	4	1.2%

Value	Count	Frequency (%)
390	1	0.3%
329	1	0.3%
315	1	0.3%
314	1	0.3%
313	1	0.3%
311	1	0.3%
309	1	0.3%
304	1	0.3%
300	1	0.3%
290	1	0.3%

언어수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.340176

Minimum	0
Maximum	47
Zeros	62
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	9
95-th percentile	34
Maximum	47
Range	47
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	9.6370211
Coefficient of variation (CV)	1.3129142
Kurtosis	5.3008754
Mean	7.340176
Median Absolute Deviation (MAD)	3
Skewness	2.2943413
Sum	2503
Variance	92.872175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	62	18.2%
2	35	10.3%
1	31	9.1%
4	29	8.5%
6	24	7.0%
5	24	7.0%
3	22	6.5%
7	12	3.5%
13	10	2.9%
8	10	2.9%
Other values (25)	82	24.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	18.2%
1	31	9.1%
2	35	10.3%
3	22	6.5%
4	29	8.5%
5	24	7.0%
6	24	7.0%
7	12	3.5%
8	10	2.9%
9	7	2.1%

Value	Count	Frequency (%)
47	1	0.3%
46	1	0.3%
43	3	0.9%
42	1	0.3%
41	4	1.2%
40	3	0.9%
36	2	0.6%
35	2	0.6%
34	1	0.3%
31	1	0.3%

안면수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7829912

Minimum	0
Maximum	6
Zeros	211
Zeros (%)	61.9%
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	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2947193
Coefficient of variation (CV)	1.6535554
Kurtosis	3.1034237
Mean	0.7829912
Median Absolute Deviation (MAD)	0
Skewness	1.9064315
Sum	267
Variance	1.6762981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	211	61.9%
1	63	18.5%
2	32	9.4%
3	13	3.8%
5	11	3.2%
4	10	2.9%
6	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	211	61.9%
1	63	18.5%
2	32	9.4%
3	13	3.8%
4	10	2.9%
5	11	3.2%
6	1	0.3%

Value	Count	Frequency (%)
6	1	0.3%
5	11	3.2%
4	10	2.9%
3	13	3.8%
2	32	9.4%
1	63	18.5%
0	211	61.9%

신장수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3255132

Minimum	0
Maximum	37
Zeros	175
Zeros (%)	51.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	22
Maximum	37
Range	37
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	7.4830923
Coefficient of variation (CV)	1.7299895
Kurtosis	4.7464594
Mean	4.3255132
Median Absolute Deviation (MAD)	0
Skewness	2.2052262
Sum	1475
Variance	55.996671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	175	51.3%
1	42	12.3%
6	13	3.8%
5	12	3.5%
10	11	3.2%
8	9	2.6%
2	8	2.3%
3	7	2.1%
4	6	1.8%
14	6	1.8%
Other values (24)	52	15.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	175	51.3%
1	42	12.3%
2	8	2.3%
3	7	2.1%
4	6	1.8%
5	12	3.5%
6	13	3.8%
7	3	0.9%
8	9	2.6%
9	5	1.5%

Value	Count	Frequency (%)
37	1	0.3%
36	1	0.3%
35	1	0.3%
32	3	0.9%
31	1	0.3%
29	2	0.6%
28	1	0.3%
26	1	0.3%
25	1	0.3%
24	1	0.3%

심장수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7536657

Minimum	0
Maximum	26
Zeros	169
Zeros (%)	49.6%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	7
Maximum	26
Range	26
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.2599657
Coefficient of variation (CV)	1.8589436
Kurtosis	21.279261
Mean	1.7536657
Median Absolute Deviation (MAD)	1
Skewness	3.9272982
Sum	598
Variance	10.627376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	169	49.6%
1	68	19.9%
2	24	7.0%
3	22	6.5%
4	17	5.0%
5	10	2.9%
6	10	2.9%
8	5	1.5%
7	4	1.2%
9	4	1.2%
Other values (5)	8	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	169	49.6%
1	68	19.9%
2	24	7.0%
3	22	6.5%
4	17	5.0%
5	10	2.9%
6	10	2.9%
7	4	1.2%
8	5	1.5%
9	4	1.2%

Value	Count	Frequency (%)
26	1	0.3%
23	2	0.6%
20	1	0.3%
12	1	0.3%
10	3	0.9%
9	4	1.2%
8	5	1.5%
7	4	1.2%
6	10	2.9%
5	10	2.9%

간수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0351906

Minimum	0
Maximum	20
Zeros	165
Zeros (%)	48.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	10
Maximum	20
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.4783269
Coefficient of variation (CV)	1.7090915
Kurtosis	5.9872853
Mean	2.0351906
Median Absolute Deviation (MAD)	1
Skewness	2.4184915
Sum	694
Variance	12.098758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	165	48.4%
1	64	18.8%
2	35	10.3%
4	16	4.7%
5	15	4.4%
3	9	2.6%
10	7	2.1%
7	5	1.5%
13	4	1.2%
12	3	0.9%
Other values (8)	18	5.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	165	48.4%
1	64	18.8%
2	35	10.3%
3	9	2.6%
4	16	4.7%
5	15	4.4%
6	3	0.9%
7	5	1.5%
8	3	0.9%
9	3	0.9%

Value	Count	Frequency (%)
20	1	0.3%
17	1	0.3%
16	2	0.6%
15	2	0.6%
13	4	1.2%
12	3	0.9%
11	3	0.9%
10	7	2.1%
9	3	0.9%
8	3	0.9%

호흡기수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9912023

Minimum	0
Maximum	29
Zeros	206
Zeros (%)	60.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	15
Maximum	29
Range	29
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	5.4753387
Coefficient of variation (CV)	1.8304809
Kurtosis	5.2460448
Mean	2.9912023
Median Absolute Deviation (MAD)	0
Skewness	2.2939427
Sum	1020
Variance	29.979334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	206	60.4%
1	21	6.2%
5	15	4.4%
3	13	3.8%
4	12	3.5%
2	9	2.6%
7	8	2.3%
8	7	2.1%
6	6	1.8%
9	6	1.8%
Other values (17)	38	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	206	60.4%
1	21	6.2%
2	9	2.6%
3	13	3.8%
4	12	3.5%
5	15	4.4%
6	6	1.8%
7	8	2.3%
8	7	2.1%
9	6	1.8%

Value	Count	Frequency (%)
29	1	0.3%
28	1	0.3%
25	1	0.3%
23	3	0.9%
22	1	0.3%
21	1	0.3%
20	1	0.3%
19	3	0.9%
18	1	0.3%
17	1	0.3%

장루요루수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0029326

Minimum	0
Maximum	39
Zeros	193
Zeros (%)	56.6%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	17
Maximum	39
Range	39
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	7.0945292
Coefficient of variation (CV)	1.7723329
Kurtosis	6.6395516
Mean	4.0029326
Median Absolute Deviation (MAD)	0
Skewness	2.4558479
Sum	1365
Variance	50.332344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	193	56.6%
1	24	7.0%
6	18	5.3%
7	16	4.7%
5	11	3.2%
2	7	2.1%
8	7	2.1%
16	6	1.8%
9	6	1.8%
12	5	1.5%
Other values (21)	48	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	193	56.6%
1	24	7.0%
2	7	2.1%
3	4	1.2%
4	5	1.5%
5	11	3.2%
6	18	5.3%
7	16	4.7%
8	7	2.1%
9	6	1.8%

Value	Count	Frequency (%)
39	1	0.3%
36	1	0.3%
35	1	0.3%
34	1	0.3%
33	1	0.3%
32	2	0.6%
27	3	0.9%
25	1	0.3%
24	1	0.3%
23	1	0.3%

뇌전증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1348974

Minimum	0
Maximum	46
Zeros	171
Zeros (%)	50.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	11
95-th percentile	34
Maximum	46
Range	46
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	10.385764
Coefficient of variation (CV)	1.6928995
Kurtosis	3.7499463
Mean	6.1348974
Median Absolute Deviation (MAD)	0
Skewness	2.0483575
Sum	2092
Variance	107.8641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	171	50.1%
1	42	12.3%
11	12	3.5%
2	10	2.9%
13	10	2.9%
12	7	2.1%
5	7	2.1%
14	7	2.1%
15	7	2.1%
10	6	1.8%
Other values (24)	62	18.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	171	50.1%
1	42	12.3%
2	10	2.9%
3	2	0.6%
4	3	0.9%
5	7	2.1%
6	3	0.9%
7	2	0.6%
8	3	0.9%
9	5	1.5%

Value	Count	Frequency (%)
46	1	0.3%
43	4	1.2%
42	1	0.3%
40	2	0.6%
39	3	0.9%
38	2	0.6%
36	4	1.2%
34	3	0.9%
25	2	0.6%
24	2	0.6%

지적수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	153
Distinct (%)	44.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.961877

Minimum	6
Maximum	253
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	6
5-th percentile	16
Q1	39
median	73
Q3	111
95-th percentile	198
Maximum	253
Range	247
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	54.572523
Coefficient of variation (CV)	0.64996788
Kurtosis	0.69126156
Mean	83.961877
Median Absolute Deviation (MAD)	36
Skewness	0.99278035
Sum	28631
Variance	2978.1603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	8	2.3%
110	8	2.3%
90	6	1.8%
36	6	1.8%
66	6	1.8%
68	5	1.5%
15	5	1.5%
85	5	1.5%
39	5	1.5%
65	5	1.5%
Other values (143)	282	82.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	2	0.6%
7	4	1.2%
8	3	0.9%
9	1	0.3%
10	1	0.3%
14	1	0.3%
15	5	1.5%
16	3	0.9%
17	2	0.6%
19	2	0.6%

Value	Count	Frequency (%)
253	1	0.3%
251	1	0.3%
250	1	0.3%
238	1	0.3%
237	1	0.3%
235	1	0.3%
232	1	0.3%
231	1	0.3%
226	1	0.3%
222	1	0.3%

정신수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	112
Distinct (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.997067

Minimum	0
Maximum	581
Zeros	203
Zeros (%)	59.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	121
95-th percentile	374
Maximum	581
Range	581
Interquartile range (IQR)	121

Descriptive statistics

Standard deviation	130.30578
Coefficient of variation (CV)	1.7146159
Kurtosis	2.9601647
Mean	75.997067
Median Absolute Deviation (MAD)	0
Skewness	1.897515
Sum	25915
Variance	16979.597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	203	59.5%
1	13	3.8%
193	3	0.9%
84	3	0.9%
277	3	0.9%
138	2	0.6%
75	2	0.6%
217	2	0.6%
133	2	0.6%
114	2	0.6%
Other values (102)	106	31.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	203	59.5%
1	13	3.8%
2	1	0.3%
20	1	0.3%
21	1	0.3%
23	1	0.3%
27	1	0.3%
48	1	0.3%
49	1	0.3%
50	1	0.3%

Value	Count	Frequency (%)
581	1	0.3%
551	1	0.3%
529	1	0.3%
521	1	0.3%
511	1	0.3%
508	1	0.3%
506	1	0.3%
486	1	0.3%
472	1	0.3%
470	1	0.3%

자폐성수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1876833

Minimum	0
Maximum	49
Zeros	66
Zeros (%)	19.4%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	11
95-th percentile	27
Maximum	49
Range	49
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.4591985
Coefficient of variation (CV)	1.1552961
Kurtosis	2.1660245
Mean	8.1876833
Median Absolute Deviation (MAD)	5
Skewness	1.5349095
Sum	2792
Variance	89.476436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	66	19.4%
1	37	10.9%
2	31	9.1%
6	23	6.7%
4	22	6.5%
5	15	4.4%
11	15	4.4%
10	14	4.1%
3	11	3.2%
8	10	2.9%
Other values (29)	97	28.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	19.4%
1	37	10.9%
2	31	9.1%
3	11	3.2%
4	22	6.5%
5	15	4.4%
6	23	6.7%
7	4	1.2%
8	10	2.9%
9	8	2.3%

Value	Count	Frequency (%)
49	1	0.3%
43	1	0.3%
42	2	0.6%
39	1	0.3%
37	1	0.3%
36	1	0.3%
35	1	0.3%
32	1	0.3%
31	2	0.6%
30	2	0.6%

Phik (φk)
Auto

Heatmap
Table

	기준년도	시군명	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	0.735	0.713	0.739	0.697	0.728	0.645	0.430	0.705	0.463	0.628	0.671	0.583	0.566	0.234	0.704	0.589
시군명	0.000	1.000	0.730	0.767	0.698	0.740	0.684	0.680	0.596	0.627	0.524	0.550	0.708	0.570	0.642	0.839	0.692	0.701
합계(명)	0.735	0.730	1.000	0.985	0.970	0.966	0.963	0.918	0.767	0.918	0.719	0.904	0.899	0.828	0.818	0.807	0.938	0.520
지체수급자수(명)	0.713	0.767	0.985	1.000	0.966	0.965	0.959	0.921	0.721	0.920	0.739	0.886	0.912	0.827	0.816	0.780	0.936	0.510
뇌병변수급자수(명)	0.739	0.698	0.970	0.966	1.000	0.964	0.949	0.929	0.711	0.916	0.683	0.877	0.905	0.831	0.816	0.804	0.933	0.511
시각수급자수(명)	0.697	0.740	0.966	0.965	0.964	1.000	0.963	0.930	0.784	0.939	0.807	0.881	0.937	0.873	0.815	0.795	0.930	0.510
청각수급자수(명)	0.728	0.684	0.963	0.959	0.949	0.963	1.000	0.925	0.759	0.927	0.699	0.929	0.917	0.843	0.814	0.778	0.920	0.507
언어수급자수(명)	0.645	0.680	0.918	0.921	0.929	0.930	0.925	1.000	0.728	0.899	0.704	0.856	0.903	0.764	0.786	0.842	0.887	0.431
안면수급자수(명)	0.430	0.596	0.767	0.721	0.711	0.784	0.759	0.728	1.000	0.757	0.675	0.716	0.736	0.754	0.694	0.612	0.720	0.242
신장수급자수(명)	0.705	0.627	0.918	0.920	0.916	0.939	0.927	0.899	0.757	1.000	0.800	0.912	0.924	0.820	0.834	0.772	0.922	0.449
심장수급자수(명)	0.463	0.524	0.719	0.739	0.683	0.807	0.699	0.704	0.675	0.800	1.000	0.737	0.791	0.765	0.712	0.567	0.694	0.210
간수급자수(명)	0.628	0.550	0.904	0.886	0.877	0.881	0.929	0.856	0.716	0.912	0.737	1.000	0.903	0.782	0.767	0.749	0.893	0.416
호흡기수급자수(명)	0.671	0.708	0.899	0.912	0.905	0.937	0.917	0.903	0.736	0.924	0.791	0.903	1.000	0.819	0.814	0.807	0.926	0.431
장루요루수급자수(명)	0.583	0.570	0.828	0.827	0.831	0.873	0.843	0.764	0.754	0.820	0.765	0.782	0.819	1.000	0.888	0.593	0.795	0.397
뇌전증수급자수(명)	0.566	0.642	0.818	0.816	0.816	0.815	0.814	0.786	0.694	0.834	0.712	0.767	0.814	0.888	1.000	0.627	0.853	0.379
지적수급자수(명)	0.234	0.839	0.807	0.780	0.804	0.795	0.778	0.842	0.612	0.772	0.567	0.749	0.807	0.593	0.627	1.000	0.832	0.643
정신수급자수(명)	0.704	0.692	0.938	0.936	0.933	0.930	0.920	0.887	0.720	0.922	0.694	0.893	0.926	0.795	0.853	0.832	1.000	0.485
자폐성수급자수(명)	0.589	0.701	0.520	0.510	0.511	0.510	0.507	0.431	0.242	0.449	0.210	0.416	0.431	0.397	0.379	0.643	0.485	1.000

Heatmap
Table

	기준년도	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)	시군명
기준년도	1.000	-0.698	-0.735	-0.741	-0.740	-0.706	-0.539	-0.566	-0.760	-0.652	-0.637	-0.754	-0.781	-0.728	-0.283	-0.777	0.705	0.000
합계(명)	-0.698	1.000	0.933	0.961	0.880	0.921	0.880	0.704	0.832	0.757	0.792	0.798	0.858	0.828	0.775	0.861	-0.369	0.345
지체수급자수(명)	-0.735	0.933	1.000	0.903	0.862	0.898	0.815	0.690	0.834	0.770	0.788	0.791	0.843	0.818	0.655	0.844	-0.446	0.381
뇌병변수급자수(명)	-0.741	0.961	0.903	1.000	0.865	0.873	0.834	0.682	0.827	0.726	0.774	0.800	0.852	0.814	0.709	0.858	-0.421	0.318
시각수급자수(명)	-0.740	0.880	0.862	0.865	1.000	0.797	0.765	0.643	0.835	0.745	0.807	0.812	0.859	0.774	0.568	0.855	-0.490	0.354
청각수급자수(명)	-0.706	0.921	0.898	0.873	0.797	1.000	0.818	0.679	0.822	0.774	0.735	0.792	0.835	0.835	0.649	0.864	-0.463	0.307
언어수급자수(명)	-0.539	0.880	0.815	0.834	0.765	0.818	1.000	0.662	0.725	0.702	0.761	0.728	0.771	0.752	0.721	0.773	-0.317	0.304
안면수급자수(명)	-0.566	0.704	0.690	0.682	0.643	0.679	0.662	1.000	0.661	0.535	0.569	0.662	0.664	0.688	0.525	0.688	-0.371	0.285
신장수급자수(명)	-0.760	0.832	0.834	0.827	0.835	0.822	0.725	0.661	1.000	0.744	0.740	0.866	0.841	0.831	0.483	0.885	-0.585	0.266
심장수급자수(명)	-0.652	0.757	0.770	0.726	0.745	0.774	0.702	0.535	0.744	1.000	0.640	0.749	0.744	0.756	0.483	0.737	-0.492	0.225
간수급자수(명)	-0.637	0.792	0.788	0.774	0.807	0.735	0.761	0.569	0.740	0.640	1.000	0.790	0.820	0.740	0.513	0.808	-0.462	0.223
호흡기수급자수(명)	-0.754	0.798	0.791	0.800	0.812	0.792	0.728	0.662	0.866	0.749	0.790	1.000	0.886	0.871	0.422	0.904	-0.676	0.326
장루요루수급자수(명)	-0.781	0.858	0.843	0.852	0.859	0.835	0.771	0.664	0.841	0.744	0.820	0.886	1.000	0.858	0.476	0.918	-0.637	0.243
뇌전증수급자수(명)	-0.728	0.828	0.818	0.814	0.774	0.835	0.752	0.688	0.831	0.756	0.740	0.871	0.858	1.000	0.472	0.872	-0.638	0.288
지적수급자수(명)	-0.283	0.775	0.655	0.709	0.568	0.649	0.721	0.525	0.483	0.483	0.513	0.422	0.476	0.472	1.000	0.475	0.153	0.470
정신수급자수(명)	-0.777	0.861	0.844	0.858	0.855	0.864	0.773	0.688	0.885	0.737	0.808	0.904	0.918	0.872	0.475	1.000	-0.661	0.313
자폐성수급자수(명)	0.705	-0.369	-0.446	-0.421	-0.490	-0.463	-0.317	-0.371	-0.585	-0.492	-0.462	-0.676	-0.637	-0.638	0.153	-0.661	1.000	0.320
시군명	0.000	0.345	0.381	0.318	0.354	0.307	0.304	0.285	0.266	0.225	0.223	0.326	0.243	0.288	0.470	0.313	0.320	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	합계(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	안면수급자수(명)	신장수급자수(명)	심장수급자수(명)	간수급자수(명)	호흡기수급자수(명)	뇌전증수급자수(명)	지적수급자수(명)	자폐성수급자수(명)
0	2023	가평군	29	1	0	0	1	1	0	0	0	0	0	0	21	5
1	2023	고양시	210	5	16	2	5	5	0	0	0	1	0	0	127	49
2	2023	과천시	8	0	0	0	0	0	0	0	0	0	0	0	7	1
3	2023	광명시	52	0	3	3	2	1	0	0	1	0	0	1	36	5
4	2023	광주시	108	1	11	2	2	6	0	0	0	1	0	0	65	20
5	2023	구리시	41	0	2	0	1	0	0	0	0	0	1	0	31	6
6	2023	군포시	63	1	6	0	1	2	0	0	0	0	0	0	39	14
7	2023	김포시	115	7	13	3	2	2	0	1	0	1	0	1	68	17
8	2023	남양주시	167	7	14	0	4	6	2	0	0	0	0	2	111	21
9	2023	동두천시	48	2	6	0	2	3	0	0	0	0	0	0	32	3

	기준년도	시군명	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)
331	2013	오산시	671	255	66	58	54	9	0	4	1	4	3	7	11	46	153	0
332	2013	용인시	1531	641	153	125	133	20	4	14	4	5	7	10	13	116	284	2
333	2013	의왕시	448	190	45	32	47	2	0	6	3	2	3	2	7	34	75	0
334	2013	의정부시	2271	1152	268	196	178	23	2	16	4	1	11	13	15	111	279	2
335	2013	이천시	1021	488	106	64	114	8	1	3	1	4	6	12	9	90	115	0
336	2013	파주시	1757	868	201	149	164	19	1	11	4	5	15	16	25	110	167	2
337	2013	평택시	1953	992	181	186	164	14	2	12	9	6	13	13	17	127	217	0
338	2013	포천시	1294	653	138	109	114	11	3	5	1	5	4	9	10	107	125	0
339	2013	하남시	665	343	69	49	65	6	0	5	1	1	5	5	5	40	70	1
340	2013	화성시	1453	615	153	119	108	7	3	8	1	7	8	6	14	129	275	0

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample