gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	341
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	56.7 KiB
Average record size in memory	170.4 B

Variable types

Numeric	18
Categorical	1

Dataset

Description	장애유형별 장애인 연금 수급자
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=0RFME9J438JT07NOF2OT25495584&infSeq=1

Alerts

`기준년도` is highly overall correlated with `언어수급자수(명)` and 2 other fields	High correlation
`전체수급자수(명)` is highly overall correlated with `지체수급자수(명)` and 13 other fields	High correlation
`지체수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`뇌병변수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`시각수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`청각수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 13 other fields	High correlation
`언어수급자수(명)` is highly overall correlated with `기준년도` and 1 other fields	High correlation
`안면수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 10 other fields	High correlation
`신장수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 13 other fields	High correlation
`심장수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 9 other fields	High correlation
`호흡기수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`장루요루수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 8 other fields	High correlation
`뇌전증수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 9 other fields	High correlation
`지적수급자수(명)` is highly overall correlated with `기준년도` and 5 other fields	High correlation
`정신수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`자폐성수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 11 other fields	High correlation
`기타수급자수(명)` is highly overall correlated with `기준년도`	High correlation
`시군명` is highly overall correlated with `전체수급자수(명)` and 8 other fields	High correlation
`안면수급자수(명)` has 105 (30.8%) zeros	Zeros
`심장수급자수(명)` has 42 (12.3%) zeros	Zeros
`간수급자수(명)` has 102 (29.9%) zeros	Zeros
`장루요루수급자수(명)` has 186 (54.5%) zeros	Zeros
`뇌전증수급자수(명)` has 68 (19.9%) zeros	Zeros
`지적수급자수(명)` has 4 (1.2%) zeros	Zeros
`기타수급자수(명)` has 283 (83.0%) zeros	Zeros

Reproduction

Analysis started	2024-04-11 04:49:27.719898
Analysis finished	2024-04-11 04:49:54.575538
Duration	26.86 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

HIGH CORRELATION

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%

전체수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	325
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2170.2933

Minimum	157
Maximum	5799
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	157
5-th percentile	498
Q1	1116
median	1622
Q3	2914
95-th percentile	4975
Maximum	5799
Range	5642
Interquartile range (IQR)	1798

Descriptive statistics

Standard deviation	1400.3257
Coefficient of variation (CV)	0.64522419
Kurtosis	-0.17856075
Mean	2170.2933
Median Absolute Deviation (MAD)	693
Skewness	0.89273334
Sum	740070
Variance	1960912.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1025	3	0.9%
1482	2	0.6%
1029	2	0.6%
488	2	0.6%
1544	2	0.6%
1549	2	0.6%
1275	2	0.6%
755	2	0.6%
1585	2	0.6%
2550	2	0.6%
Other values (315)	320	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
157	1	0.3%
184	1	0.3%
206	1	0.3%
213	1	0.3%
214	1	0.3%
219	1	0.3%
222	1	0.3%
223	1	0.3%
231	1	0.3%
232	1	0.3%

Value	Count	Frequency (%)
5799	1	0.3%
5790	1	0.3%
5634	1	0.3%
5615	1	0.3%
5575	1	0.3%
5543	1	0.3%
5520	1	0.3%
5509	1	0.3%
5481	1	0.3%
5424	1	0.3%

지체수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	255
Distinct (%)	74.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	324.29032

Minimum	19
Maximum	908
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	19
5-th percentile	98
Q1	170
median	259
Q3	439
95-th percentile	715
Maximum	908
Range	889
Interquartile range (IQR)	269

Descriptive statistics

Standard deviation	201.8461
Coefficient of variation (CV)	0.62242406
Kurtosis	-0.34161035
Mean	324.29032
Median Absolute Deviation (MAD)	120
Skewness	0.78644147
Sum	110583
Variance	40741.848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
148	5	1.5%
247	5	1.5%
224	4	1.2%
139	4	1.2%
237	4	1.2%
219	3	0.9%
178	3	0.9%
226	3	0.9%
429	3	0.9%
24	3	0.9%
Other values (245)	304	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	0.3%
20	1	0.3%
21	3	0.9%
24	3	0.9%
28	1	0.3%
29	1	0.3%
31	1	0.3%
78	1	0.3%
87	1	0.3%
91	1	0.3%

Value	Count	Frequency (%)
908	1	0.3%
843	1	0.3%
834	1	0.3%
821	1	0.3%
804	1	0.3%
791	1	0.3%
785	1	0.3%
761	1	0.3%
759	1	0.3%
756	1	0.3%

뇌병변수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	255
Distinct (%)	74.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	410.84164

Minimum	35
Maximum	1181
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	35
5-th percentile	83
Q1	206
median	291
Q3	584
95-th percentile	971
Maximum	1181
Range	1146
Interquartile range (IQR)	378

Descriptive statistics

Standard deviation	276.91227
Coefficient of variation (CV)	0.67401217
Kurtosis	-0.19139658
Mean	410.84164
Median Absolute Deviation (MAD)	139
Skewness	0.88982714
Sum	140097
Variance	76680.404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
236	5	1.5%
233	4	1.2%
223	3	0.9%
550	3	0.9%
159	3	0.9%
274	3	0.9%
142	3	0.9%
152	3	0.9%
269	3	0.9%
205	3	0.9%
Other values (245)	308	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	2	0.6%
36	1	0.3%
37	2	0.6%
38	1	0.3%
43	1	0.3%
44	2	0.6%
51	2	0.6%
67	2	0.6%
68	1	0.3%
69	1	0.3%

Value	Count	Frequency (%)
1181	1	0.3%
1141	1	0.3%
1121	2	0.6%
1088	1	0.3%
1079	2	0.6%
1067	1	0.3%
1055	1	0.3%
1051	1	0.3%
1044	1	0.3%
1037	1	0.3%

시각수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	194
Distinct (%)	56.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152.85924

Minimum	8
Maximum	397
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	8
5-th percentile	45
Q1	71
median	117
Q3	214
95-th percentile	361
Maximum	397
Range	389
Interquartile range (IQR)	143

Descriptive statistics

Standard deviation	100.56788
Coefficient of variation (CV)	0.65791167
Kurtosis	-0.39771115
Mean	152.85924
Median Absolute Deviation (MAD)	58
Skewness	0.82786671
Sum	52125
Variance	10113.898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65	7	2.1%
49	6	1.8%
60	5	1.5%
112	5	1.5%
111	5	1.5%
120	5	1.5%
117	4	1.2%
103	4	1.2%
91	4	1.2%
12	4	1.2%
Other values (184)	292	85.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	0.3%
10	2	0.6%
11	3	0.9%
12	4	1.2%
14	1	0.3%
42	1	0.3%
44	3	0.9%
45	4	1.2%
47	3	0.9%
48	2	0.6%

Value	Count	Frequency (%)
397	1	0.3%
392	1	0.3%
391	1	0.3%
386	1	0.3%
380	1	0.3%
379	1	0.3%
378	2	0.6%
377	1	0.3%
375	2	0.6%
374	2	0.6%

청각수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	226
Distinct (%)	66.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	184.74194

Minimum	19
Maximum	489
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	19
5-th percentile	48
Q1	92
median	153
Q3	252
95-th percentile	431
Maximum	489
Range	470
Interquartile range (IQR)	160

Descriptive statistics

Standard deviation	122.63326
Coefficient of variation (CV)	0.66380844
Kurtosis	-0.2540759
Mean	184.74194
Median Absolute Deviation (MAD)	78
Skewness	0.86787718
Sum	62997
Variance	15038.916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	6	1.8%
103	5	1.5%
62	5	1.5%
102	4	1.2%
125	4	1.2%
191	3	0.9%
55	3	0.9%
89	3	0.9%
111	3	0.9%
61	3	0.9%
Other values (216)	302	88.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	0.3%
21	2	0.6%
22	2	0.6%
23	1	0.3%
24	2	0.6%
25	2	0.6%
26	1	0.3%
27	1	0.3%
33	1	0.3%
41	1	0.3%

Value	Count	Frequency (%)
489	1	0.3%
484	1	0.3%
480	1	0.3%
476	1	0.3%
474	1	0.3%
472	2	0.6%
470	1	0.3%
464	1	0.3%
462	1	0.3%
459	2	0.6%

언어수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	173
Distinct (%)	50.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	211.79179

Minimum	0
Maximum	1231
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	12
median	34
Q3	364
95-th percentile	824
Maximum	1231
Range	1231
Interquartile range (IQR)	352

Descriptive statistics

Standard deviation	281.50372
Coefficient of variation (CV)	1.3291531
Kurtosis	1.4135245
Mean	211.79179
Median Absolute Deviation (MAD)	30
Skewness	1.4553267
Sum	72221
Variance	79244.342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	15	4.4%
5	10	2.9%
15	10	2.9%
11	9	2.6%
4	8	2.3%
2	8	2.3%
13	8	2.3%
14	8	2.3%
10	8	2.3%
9	7	2.1%
Other values (163)	250	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
1	4	1.2%
2	8	2.3%
3	6	1.8%
4	8	2.3%
5	10	2.9%
6	4	1.2%
7	6	1.8%
8	3	0.9%
9	7	2.1%

Value	Count	Frequency (%)
1231	1	0.3%
1187	1	0.3%
1131	1	0.3%
1109	1	0.3%
1076	1	0.3%
1072	1	0.3%
1019	2	0.6%
979	1	0.3%
938	1	0.3%
924	1	0.3%

안면수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6832845

Minimum	0
Maximum	7
Zeros	105
Zeros (%)	30.8%
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	5
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.7369638
Coefficient of variation (CV)	1.0318897
Kurtosis	0.47772106
Mean	1.6832845
Median Absolute Deviation (MAD)	1
Skewness	1.0983283
Sum	574
Variance	3.0170433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	105	30.8%
1	86	25.2%
2	70	20.5%
3	26	7.6%
5	24	7.0%
4	17	5.0%
6	9	2.6%
7	4	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	105	30.8%
1	86	25.2%
2	70	20.5%
3	26	7.6%
4	17	5.0%
5	24	7.0%
6	9	2.6%
7	4	1.2%

Value	Count	Frequency (%)
7	4	1.2%
6	9	2.6%
5	24	7.0%
4	17	5.0%
3	26	7.6%
2	70	20.5%
1	86	25.2%
0	105	30.8%

신장수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	274
Distinct (%)	80.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	291.46921

Minimum	12
Maximum	913
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	12
5-th percentile	46
Q1	121
median	219
Q3	413
95-th percentile	778
Maximum	913
Range	901
Interquartile range (IQR)	292

Descriptive statistics

Standard deviation	223.71887
Coefficient of variation (CV)	0.76755576
Kurtosis	0.12784129
Mean	291.46921
Median Absolute Deviation (MAD)	123
Skewness	1.0132337
Sum	99391
Variance	50050.132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
196	5	1.5%
57	3	0.9%
131	3	0.9%
113	3	0.9%
204	3	0.9%
130	3	0.9%
121	3	0.9%
172	3	0.9%
46	3	0.9%
18	3	0.9%
Other values (264)	309	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	1	0.3%
17	1	0.3%
18	3	0.9%
19	1	0.3%
20	2	0.6%
22	1	0.3%
23	2	0.6%
28	1	0.3%
32	1	0.3%
39	1	0.3%

Value	Count	Frequency (%)
913	1	0.3%
899	1	0.3%
892	1	0.3%
890	1	0.3%
884	1	0.3%
878	1	0.3%
867	1	0.3%
854	1	0.3%
836	1	0.3%
830	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	4.2199413

Minimum	0
Maximum	226
Zeros	42
Zeros (%)	12.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	9
Maximum	226
Range	226
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	12.368426
Coefficient of variation (CV)	2.9309473
Kurtosis	306.45019
Mean	4.2199413
Median Absolute Deviation (MAD)	2
Skewness	17.058278
Sum	1439
Variance	152.97795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2	53	15.5%
4	51	15.0%
1	51	15.0%
0	42	12.3%
3	40	11.7%
5	24	7.0%
6	21	6.2%
7	20	5.9%
8	20	5.9%
10	7	2.1%
Other values (5)	12	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	12.3%
1	51	15.0%
2	53	15.5%
3	40	11.7%
4	51	15.0%
5	24	7.0%
6	21	6.2%
7	20	5.9%
8	20	5.9%
9	5	1.5%

Value	Count	Frequency (%)
226	1	0.3%
14	1	0.3%
13	1	0.3%
11	4	1.2%
10	7	2.1%
9	5	1.5%
8	20	5.9%
7	20	5.9%
6	21	6.2%
5	24	7.0%

간수급자수(명)
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6070381

Minimum	0
Maximum	8
Zeros	102
Zeros (%)	29.9%
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	5
Maximum	8
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.6371991
Coefficient of variation (CV)	1.0187681
Kurtosis	1.3917941
Mean	1.6070381
Median Absolute Deviation (MAD)	1
Skewness	1.242542
Sum	548
Variance	2.6804209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	102	29.9%
1	93	27.3%
2	67	19.6%
3	36	10.6%
4	20	5.9%
5	11	3.2%
6	7	2.1%
7	4	1.2%
8	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	102	29.9%
1	93	27.3%
2	67	19.6%
3	36	10.6%
4	20	5.9%
5	11	3.2%
6	7	2.1%
7	4	1.2%
8	1	0.3%

Value	Count	Frequency (%)
8	1	0.3%
7	4	1.2%
6	7	2.1%
5	11	3.2%
4	20	5.9%
3	36	10.6%
2	67	19.6%
1	93	27.3%
0	102	29.9%

호흡기수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	60
Distinct (%)	17.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.615836

Minimum	1
Maximum	75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	9
median	19
Q3	29
95-th percentile	56
Maximum	75
Range	74
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	16.098472
Coefficient of variation (CV)	0.74475363
Kurtosis	0.82036464
Mean	21.615836
Median Absolute Deviation (MAD)	10
Skewness	1.0985511
Sum	7371
Variance	259.16081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	17	5.0%
7	17	5.0%
8	15	4.4%
25	15	4.4%
23	13	3.8%
6	11	3.2%
11	11	3.2%
9	11	3.2%
24	10	2.9%
12	10	2.9%
Other values (50)	211	61.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	1.2%
2	5	1.5%
3	17	5.0%
4	8	2.3%
5	8	2.3%
6	11	3.2%
7	17	5.0%
8	15	4.4%
9	11	3.2%
10	9	2.6%

Value	Count	Frequency (%)
75	1	0.3%
72	2	0.6%
68	3	0.9%
67	1	0.3%
65	1	0.3%
63	1	0.3%
61	2	0.6%
60	2	0.6%
58	2	0.6%
57	2	0.6%

장루요루수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.70381232

Minimum	0
Maximum	5
Zeros	186
Zeros (%)	54.5%
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	3
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.96571376
Coefficient of variation (CV)	1.3721183
Kurtosis	1.9777835
Mean	0.70381232
Median Absolute Deviation (MAD)	0
Skewness	1.5098035
Sum	240
Variance	0.93260307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	186	54.5%
1	102	29.9%
2	26	7.6%
3	23	6.7%
4	3	0.9%
5	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	186	54.5%
1	102	29.9%
2	26	7.6%
3	23	6.7%
4	3	0.9%
5	1	0.3%

Value	Count	Frequency (%)
5	1	0.3%
4	3	0.9%
3	23	6.7%
2	26	7.6%
1	102	29.9%
0	186	54.5%

뇌전증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.771261

Minimum	0
Maximum	32
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	2
Q3	4
95-th percentile	8
Maximum	32
Range	32
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.0274034
Coefficient of variation (CV)	1.0924281
Kurtosis	25.197861
Mean	2.771261
Median Absolute Deviation (MAD)	1
Skewness	3.3702953
Sum	945
Variance	9.1651716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
1	73	21.4%
0	68	19.9%
2	58	17.0%
3	40	11.7%
4	32	9.4%
5	21	6.2%
7	15	4.4%
6	13	3.8%
9	7	2.1%
8	6	1.8%
Other values (5)	8	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	68	19.9%
1	73	21.4%
2	58	17.0%
3	40	11.7%
4	32	9.4%
5	21	6.2%
6	13	3.8%
7	15	4.4%
8	6	1.8%
9	7	2.1%

Value	Count	Frequency (%)
32	1	0.3%
13	1	0.3%
12	1	0.3%
11	2	0.6%
10	3	0.9%
9	7	2.1%
8	6	1.8%
7	15	4.4%
6	13	3.8%
5	21	6.2%

지적수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	201
Distinct (%)	58.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	337.39589

Minimum	0
Maximum	1503
Zeros	4
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	9
median	175
Q3	567
95-th percentile	1150
Maximum	1503
Range	1503
Interquartile range (IQR)	558

Descriptive statistics

Standard deviation	399.32945
Coefficient of variation (CV)	1.1835635
Kurtosis	0.25352904
Mean	337.39589
Median Absolute Deviation (MAD)	171
Skewness	1.1000595
Sum	115052
Variance	159464.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	14	4.1%
5	14	4.1%
9	12	3.5%
3	12	3.5%
6	11	3.2%
10	9	2.6%
2	9	2.6%
13	8	2.3%
8	8	2.3%
12	6	1.8%
Other values (191)	238	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	1.2%
1	1	0.3%
2	9	2.6%
3	12	3.5%
4	4	1.2%
5	14	4.1%
6	11	3.2%
7	14	4.1%
8	8	2.3%
9	12	3.5%

Value	Count	Frequency (%)
1503	1	0.3%
1499	1	0.3%
1496	1	0.3%
1481	1	0.3%
1438	1	0.3%
1403	1	0.3%
1348	1	0.3%
1337	2	0.6%
1289	1	0.3%
1280	1	0.3%

정신수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	198
Distinct (%)	58.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	155.93548

Minimum	12
Maximum	414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	12
5-th percentile	29
Q1	76
median	125
Q3	207
95-th percentile	345
Maximum	414
Range	402
Interquartile range (IQR)	131

Descriptive statistics

Standard deviation	100.91756
Coefficient of variation (CV)	0.64717511
Kurtosis	-0.35971923
Mean	155.93548
Median Absolute Deviation (MAD)	59
Skewness	0.79150272
Sum	53174
Variance	10184.355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
74	10	2.9%
88	6	1.8%
45	5	1.5%
78	5	1.5%
90	5	1.5%
70	5	1.5%
133	4	1.2%
113	4	1.2%
75	4	1.2%
187	4	1.2%
Other values (188)	289	84.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	2	0.6%
13	1	0.3%
14	2	0.6%
15	2	0.6%
16	2	0.6%
17	1	0.3%
18	1	0.3%
26	1	0.3%
27	1	0.3%
28	2	0.6%

Value	Count	Frequency (%)
414	1	0.3%
408	1	0.3%
406	3	0.9%
395	1	0.3%
392	2	0.6%
389	1	0.3%
388	1	0.3%
386	1	0.3%
370	2	0.6%
369	1	0.3%

자폐성수급자수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	142
Distinct (%)	41.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.653959

Minimum	0
Maximum	449
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	20
median	41
Q3	80
95-th percentile	220
Maximum	449
Range	449
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	75.051926
Coefficient of variation (CV)	1.1093501
Kurtosis	6.6472824
Mean	67.653959
Median Absolute Deviation (MAD)	25
Skewness	2.3452524
Sum	23070
Variance	5632.7917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	10	2.9%
18	8	2.3%
48	7	2.1%
11	7	2.1%
28	7	2.1%
16	6	1.8%
26	6	1.8%
23	6	1.8%
33	6	1.8%
22	6	1.8%
Other values (132)	272	79.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
3	1	0.3%
4	4	1.2%
5	3	0.9%
6	2	0.6%
7	5	1.5%
8	5	1.5%
9	10	2.9%
10	5	1.5%
11	7	2.1%

Value	Count	Frequency (%)
449	1	0.3%
438	1	0.3%
423	1	0.3%
416	1	0.3%
332	1	0.3%
311	1	0.3%
310	1	0.3%
285	1	0.3%
283	1	0.3%
281	1	0.3%

기타수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.82404692

Minimum	0
Maximum	23
Zeros	283
Zeros (%)	83.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

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

Descriptive statistics

Standard deviation	2.5260076
Coefficient of variation (CV)	3.0653686
Kurtosis	25.59246
Mean	0.82404692
Median Absolute Deviation (MAD)	0
Skewness	4.4848605
Sum	281
Variance	6.3807142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	283	83.0%
1	12	3.5%
2	10	2.9%
6	8	2.3%
4	6	1.8%
3	6	1.8%
5	3	0.9%
7	3	0.9%
10	3	0.9%
15	2	0.6%
Other values (5)	5	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	283	83.0%
1	12	3.5%
2	10	2.9%
3	6	1.8%
4	6	1.8%
5	3	0.9%
6	8	2.3%
7	3	0.9%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
23	1	0.3%
15	2	0.6%
12	1	0.3%
11	1	0.3%
10	3	0.9%
9	1	0.3%
8	1	0.3%
7	3	0.9%
6	8	2.3%
5	3	0.9%

Phik (φk)
Auto

Heatmap
Table

	기준년도	시군명	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	0.701	0.000	0.000	0.013	0.000	0.000	0.000	0.052	0.691	0.000	0.162	0.499
시군명	0.000	1.000	0.935	0.955	0.931	0.947	0.927	0.682	0.870	0.878	0.020	0.703	0.891	0.708	0.730	0.822	0.978	0.747	0.196
전체수급자수(명)	0.000	0.935	1.000	0.947	0.944	0.948	0.939	0.731	0.680	0.921	0.272	0.450	0.864	0.536	0.562	0.841	0.894	0.711	0.204
지체수급자수(명)	0.000	0.955	0.947	1.000	0.952	0.942	0.926	0.727	0.681	0.892	0.179	0.443	0.882	0.512	0.584	0.802	0.887	0.661	0.098
뇌병변수급자수(명)	0.000	0.931	0.944	0.952	1.000	0.936	0.905	0.761	0.610	0.881	0.179	0.455	0.884	0.547	0.607	0.739	0.885	0.634	0.202
시각수급자수(명)	0.000	0.947	0.948	0.942	0.936	1.000	0.920	0.685	0.690	0.881	0.169	0.463	0.863	0.496	0.589	0.763	0.891	0.627	0.210
청각수급자수(명)	0.000	0.927	0.939	0.926	0.905	0.920	1.000	0.695	0.631	0.925	0.117	0.461	0.852	0.555	0.673	0.759	0.859	0.614	0.199
언어수급자수(명)	0.701	0.682	0.731	0.727	0.761	0.685	0.695	1.000	0.396	0.658	0.000	0.483	0.730	0.404	0.131	0.622	0.659	0.455	0.419
안면수급자수(명)	0.000	0.870	0.680	0.681	0.610	0.690	0.631	0.396	1.000	0.627	0.635	0.421	0.603	0.310	0.455	0.549	0.590	0.577	0.000
신장수급자수(명)	0.000	0.878	0.921	0.892	0.881	0.881	0.925	0.658	0.627	1.000	0.215	0.398	0.849	0.528	0.632	0.815	0.838	0.719	0.090
심장수급자수(명)	0.013	0.020	0.272	0.179	0.179	0.169	0.117	0.000	0.635	0.215	1.000	0.039	0.085	0.000	0.000	0.148	0.000	0.000	0.000
간수급자수(명)	0.000	0.703	0.450	0.443	0.455	0.463	0.461	0.483	0.421	0.398	0.039	1.000	0.427	0.369	0.167	0.271	0.502	0.398	0.373
호흡기수급자수(명)	0.000	0.891	0.864	0.882	0.884	0.863	0.852	0.730	0.603	0.849	0.085	0.427	1.000	0.550	0.507	0.716	0.872	0.682	0.108
장루요루수급자수(명)	0.000	0.708	0.536	0.512	0.547	0.496	0.555	0.404	0.310	0.528	0.000	0.369	0.550	1.000	0.399	0.526	0.514	0.576	0.087
뇌전증수급자수(명)	0.052	0.730	0.562	0.584	0.607	0.589	0.673	0.131	0.455	0.632	0.000	0.167	0.507	0.399	1.000	0.570	0.527	0.601	0.000
지적수급자수(명)	0.691	0.822	0.841	0.802	0.739	0.763	0.759	0.622	0.549	0.815	0.148	0.271	0.716	0.526	0.570	1.000	0.727	0.789	0.000
정신수급자수(명)	0.000	0.978	0.894	0.887	0.885	0.891	0.859	0.659	0.590	0.838	0.000	0.502	0.872	0.514	0.527	0.727	1.000	0.663	0.328
자폐성수급자수(명)	0.162	0.747	0.711	0.661	0.634	0.627	0.614	0.455	0.577	0.719	0.000	0.398	0.682	0.576	0.601	0.789	0.663	1.000	0.000
기타수급자수(명)	0.499	0.196	0.204	0.098	0.202	0.210	0.199	0.419	0.000	0.090	0.000	0.373	0.108	0.087	0.000	0.000	0.328	0.000	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)	기타수급자수(명)	시군명
기준년도	1.000	0.133	-0.013	-0.016	0.039	0.105	-0.720	0.080	0.226	-0.026	-0.258	0.038	0.066	0.237	0.787	-0.038	0.458	-0.552	0.000
전체수급자수(명)	0.133	1.000	0.971	0.967	0.968	0.969	0.350	0.658	0.954	0.679	0.460	0.904	0.556	0.717	0.566	0.841	0.848	0.015	0.666
지체수급자수(명)	-0.013	0.971	1.000	0.970	0.970	0.950	0.456	0.659	0.941	0.693	0.495	0.920	0.543	0.711	0.439	0.820	0.781	0.093	0.728
뇌병변수급자수(명)	-0.016	0.967	0.970	1.000	0.955	0.939	0.450	0.643	0.925	0.719	0.493	0.904	0.558	0.652	0.431	0.856	0.779	0.095	0.652
시각수급자수(명)	0.039	0.968	0.970	0.955	1.000	0.971	0.405	0.700	0.934	0.681	0.494	0.906	0.547	0.674	0.476	0.820	0.779	0.073	0.701
청각수급자수(명)	0.105	0.969	0.950	0.939	0.971	1.000	0.357	0.661	0.935	0.640	0.434	0.888	0.521	0.677	0.534	0.798	0.812	0.017	0.647
언어수급자수(명)	-0.720	0.350	0.456	0.450	0.405	0.357	1.000	0.224	0.254	0.320	0.415	0.371	0.213	0.172	-0.530	0.412	0.031	0.346	0.305
안면수급자수(명)	0.080	0.658	0.659	0.643	0.700	0.661	0.224	1.000	0.646	0.430	0.409	0.608	0.348	0.503	0.341	0.591	0.542	0.013	0.551
신장수급자수(명)	0.226	0.954	0.941	0.925	0.934	0.935	0.254	0.646	1.000	0.666	0.431	0.908	0.515	0.719	0.606	0.775	0.887	-0.044	0.534
심장수급자수(명)	-0.026	0.679	0.693	0.719	0.681	0.640	0.320	0.430	0.666	1.000	0.354	0.663	0.521	0.435	0.297	0.766	0.530	0.058	0.000
간수급자수(명)	-0.258	0.460	0.495	0.493	0.494	0.434	0.415	0.409	0.431	0.354	1.000	0.493	0.224	0.301	0.024	0.393	0.347	0.274	0.338
호흡기수급자수(명)	0.038	0.904	0.920	0.904	0.906	0.888	0.371	0.608	0.908	0.663	0.493	1.000	0.542	0.583	0.455	0.746	0.785	0.059	0.559
장루요루수급자수(명)	0.066	0.556	0.543	0.558	0.547	0.521	0.213	0.348	0.515	0.521	0.224	0.542	1.000	0.318	0.307	0.541	0.428	0.059	0.388
뇌전증수급자수(명)	0.237	0.717	0.711	0.652	0.674	0.677	0.172	0.503	0.719	0.435	0.301	0.583	0.318	1.000	0.495	0.522	0.680	-0.062	0.410
지적수급자수(명)	0.787	0.566	0.439	0.431	0.476	0.534	-0.530	0.341	0.606	0.297	0.024	0.455	0.307	0.495	1.000	0.361	0.724	-0.357	0.446
정신수급자수(명)	-0.038	0.841	0.820	0.856	0.820	0.798	0.412	0.591	0.775	0.766	0.393	0.746	0.541	0.522	0.361	1.000	0.630	0.111	0.824
자폐성수급자수(명)	0.458	0.848	0.781	0.779	0.779	0.812	0.031	0.542	0.887	0.530	0.347	0.785	0.428	0.680	0.724	0.630	1.000	-0.174	0.378
기타수급자수(명)	-0.552	0.015	0.093	0.095	0.073	0.017	0.346	0.013	-0.044	0.058	0.274	0.059	0.059	-0.062	-0.357	0.111	-0.174	1.000	0.073
시군명	0.000	0.666	0.728	0.652	0.701	0.647	0.305	0.551	0.534	0.000	0.338	0.559	0.388	0.410	0.446	0.824	0.378	0.073	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	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)
0	2023	가평군	971	99	138	45	44	4	1	57	4	1	3	1	0	382	182	10
1	2023	고양시	5543	667	895	335	371	41	5	808	5	1	61	3	8	1499	395	449
2	2023	과천시	232	21	35	11	24	2	1	18	1	0	3	0	0	70	12	34
3	2023	광명시	1487	235	249	93	120	13	2	213	0	1	13	0	5	392	88	63
4	2023	광주시	1977	232	357	114	137	12	0	292	3	1	22	1	2	672	65	67
5	2023	구리시	941	146	128	49	56	2	0	173	1	0	6	0	3	262	55	60
6	2023	군포시	1384	215	206	111	115	12	2	226	0	3	22	1	2	314	82	73
7	2023	김포시	2022	275	317	111	187	21	2	305	0	0	15	0	4	566	146	73
8	2023	남양주시	3972	543	690	235	263	39	1	691	5	1	42	1	7	1116	192	146
9	2023	동두천시	977	144	189	60	68	6	0	145	5	0	11	0	2	219	103	25

	기준년도	시군명	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)
331	2013	오산시	873	111	123	57	86	253	0	71	2	0	7	0	1	3	149	9	1
332	2013	용인시	2403	341	547	223	198	461	2	239	4	3	24	1	0	13	308	36	3
333	2013	의왕시	532	103	108	45	27	99	0	61	2	1	8	0	0	2	61	13	2
334	2013	의정부시	2145	429	473	189	172	353	4	275	4	2	17	1	7	8	189	18	4
335	2013	이천시	1275	226	198	92	97	476	0	70	1	2	10	0	3	8	75	15	2
336	2013	파주시	2064	353	462	160	152	492	1	183	7	2	25	1	2	7	174	28	15
337	2013	평택시	2147	404	399	192	178	468	1	233	3	1	19	1	4	12	212	17	3
338	2013	포천시	1211	224	223	111	124	286	3	106	0	2	9	0	2	7	107	4	3
339	2013	하남시	701	127	159	48	59	151	0	63	0	4	5	0	1	3	67	12	2
340	2013	화성시	2036	292	431	153	145	486	1	172	4	2	10	0	4	9	294	33	0

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample