gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	222
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	27.0 KiB
Average record size in memory	124.6 B

Variable types

Categorical	2
Numeric	12

Dataset

Description	전북특별자치도의 장애인유형별, 등급별 등록에 관한 정보입니다.항목 : 시군구, 장애유형, 급수별(1급~6급) 등장애 1급(남)의 장애유형별 환자수 장애인복지법 시행규칙 제2조의 장애인의 장애등급표에 의한 장애등급 사정기준(1-6급)
Author	전북특별자치도
URL	https://www.data.go.kr/data/15059705/fileData.do

Alerts

`1급(남)` is highly overall correlated with `1급(여)` and 6 other fields	High correlation
`1급(여)` is highly overall correlated with `1급(남)` and 6 other fields	High correlation
`2급(남)` is highly overall correlated with `1급(남)` and 4 other fields	High correlation
`2급(여)` is highly overall correlated with `1급(남)` and 6 other fields	High correlation
`3급(남)` is highly overall correlated with `1급(남)` and 6 other fields	High correlation
`3급(여)` is highly overall correlated with `1급(남)` and 6 other fields	High correlation
`4급(남)` is highly overall correlated with `4급(여)` and 4 other fields	High correlation
`4급(여)` is highly overall correlated with `4급(남)` and 4 other fields	High correlation
`5급(남)` is highly overall correlated with `4급(남)` and 4 other fields	High correlation
`5급(여)` is highly overall correlated with `4급(남)` and 4 other fields	High correlation
`6급(남)` is highly overall correlated with `1급(남)` and 9 other fields	High correlation
`6급(여)` is highly overall correlated with `1급(남)` and 9 other fields	High correlation
`1급(남)` has 70 (31.5%) zeros	Zeros
`1급(여)` has 97 (43.7%) zeros	Zeros
`2급(남)` has 46 (20.7%) zeros	Zeros
`2급(여)` has 60 (27.0%) zeros	Zeros
`3급(남)` has 39 (17.6%) zeros	Zeros
`3급(여)` has 55 (24.8%) zeros	Zeros
`4급(남)` has 92 (41.4%) zeros	Zeros
`4급(여)` has 103 (46.4%) zeros	Zeros
`5급(남)` has 95 (42.8%) zeros	Zeros
`5급(여)` has 102 (45.9%) zeros	Zeros
`6급(남)` has 162 (73.0%) zeros	Zeros
`6급(여)` has 162 (73.0%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 23:21:17.032541
Analysis finished	2024-03-14 23:21:54.742977
Duration	37.71 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시군구
Categorical

Distinct	15
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

전주시덕진구	15
전주시완산구	15
군산시	15
익산시	15
정읍시	15
Other values (10)	147

Length

Max length	6
Median length	3
Mean length	3.4054054
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
전주시덕진구	15	6.8%
전주시완산구	15	6.8%
군산시	15	6.8%
익산시	15	6.8%
정읍시	15	6.8%
남원시	15	6.8%
김제시	15	6.8%
완주군	15	6.8%
임실군	15	6.8%
순창군	15	6.8%
Other values (5)	72	32.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
전주시덕진구	15	6.8%
전주시완산구	15	6.8%
군산시	15	6.8%
익산시	15	6.8%
정읍시	15	6.8%
남원시	15	6.8%
김제시	15	6.8%
완주군	15	6.8%
임실군	15	6.8%
순창군	15	6.8%
Other values (5)	72	32.4%

장애유형
Categorical

Distinct	15
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

지체	15
시각	15
청각	15
언어	15
지적	15
Other values (10)	147

Length

Max length	5
Median length	2
Mean length	2.4054054
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	지체
2nd row	시각
3rd row	청각
4th row	언어
5th row	지적

Common Values

Value	Count	Frequency (%)
지체	15	6.8%
시각	15	6.8%
청각	15	6.8%
언어	15	6.8%
지적	15	6.8%
뇌병변	15	6.8%
자폐성	15	6.8%
정신	15	6.8%
신장	15	6.8%
심장	15	6.8%
Other values (5)	72	32.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
지체	15	6.8%
시각	15	6.8%
청각	15	6.8%
언어	15	6.8%
지적	15	6.8%
뇌병변	15	6.8%
자폐성	15	6.8%
정신	15	6.8%
신장	15	6.8%
심장	15	6.8%
Other values (5)	72	32.4%

1급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	68
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.351351

Minimum	0
Maximum	348
Zeros	70
Zeros (%)	31.5%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	20
95-th percentile	128.9
Maximum	348
Range	348
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	48.004835
Coefficient of variation (CV)	2.0557626
Kurtosis	12.735376
Mean	23.351351
Median Absolute Deviation (MAD)	3
Skewness	3.2319473
Sum	5184
Variance	2304.4642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	70	31.5%
1	29	13.1%
2	11	5.0%
3	8	3.6%
4	8	3.6%
5	6	2.7%
18	5	2.3%
7	5	2.3%
11	4	1.8%
19	3	1.4%
Other values (58)	73	32.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	31.5%
1	29	13.1%
2	11	5.0%
3	8	3.6%
4	8	3.6%
5	6	2.7%
6	2	0.9%
7	5	2.3%
8	2	0.9%
9	1	0.5%

Value	Count	Frequency (%)
348	1	0.5%
221	1	0.5%
194	1	0.5%
187	1	0.5%
186	1	0.5%
183	1	0.5%
172	1	0.5%
169	1	0.5%
161	1	0.5%
157	1	0.5%

1급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	56
Distinct (%)	25.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.045045

Minimum	0
Maximum	293
Zeros	97
Zeros (%)	43.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	15.75
95-th percentile	100.85
Maximum	293
Range	293
Interquartile range (IQR)	15.75

Descriptive statistics

Standard deviation	40.068581
Coefficient of variation (CV)	2.2204755
Kurtosis	15.638204
Mean	18.045045
Median Absolute Deviation (MAD)	1
Skewness	3.6059618
Sum	4006
Variance	1605.4912
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97	43.7%
1	18	8.1%
3	11	5.0%
2	8	3.6%
5	6	2.7%
14	4	1.8%
9	4	1.8%
12	4	1.8%
10	4	1.8%
16	3	1.4%
Other values (46)	63	28.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97	43.7%
1	18	8.1%
2	8	3.6%
3	11	5.0%
4	2	0.9%
5	6	2.7%
6	2	0.9%
7	3	1.4%
8	1	0.5%
9	4	1.8%

Value	Count	Frequency (%)
293	1	0.5%
210	1	0.5%
202	1	0.5%
185	1	0.5%
147	1	0.5%
145	1	0.5%
139	1	0.5%
127	1	0.5%
126	1	0.5%
115	1	0.5%

2급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	38.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.009009

Minimum	0
Maximum	483
Zeros	46
Zeros (%)	20.7%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	55
95-th percentile	188.9
Maximum	483
Range	483
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	76.134258
Coefficient of variation (CV)	1.7299698
Kurtosis	8.7917657
Mean	44.009009
Median Absolute Deviation (MAD)	8
Skewness	2.7266094
Sum	9770
Variance	5796.4253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	20.7%
1	24	10.8%
3	11	5.0%
2	11	5.0%
5	6	2.7%
14	4	1.8%
4	4	1.8%
7	4	1.8%
19	4	1.8%
6	4	1.8%
Other values (75)	104	46.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	20.7%
1	24	10.8%
2	11	5.0%
3	11	5.0%
4	4	1.8%
5	6	2.7%
6	4	1.8%
7	4	1.8%
8	2	0.9%
9	2	0.9%

Value	Count	Frequency (%)
483	1	0.5%
376	1	0.5%
344	1	0.5%
336	1	0.5%
334	1	0.5%
315	1	0.5%
226	1	0.5%
224	1	0.5%
218	1	0.5%
211	1	0.5%

2급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	75
Distinct (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.720721

Minimum	0
Maximum	399
Zeros	60
Zeros (%)	27.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	42.25
95-th percentile	159
Maximum	399
Range	399
Interquartile range (IQR)	42.25

Descriptive statistics

Standard deviation	58.992395
Coefficient of variation (CV)	1.7494405
Kurtosis	9.7137286
Mean	33.720721
Median Absolute Deviation (MAD)	5
Skewness	2.7497847
Sum	7486
Variance	3480.1026
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60	27.0%
1	28	12.6%
2	8	3.6%
3	8	3.6%
4	6	2.7%
7	5	2.3%
23	5	2.3%
12	5	2.3%
5	3	1.4%
6	3	1.4%
Other values (65)	91	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60	27.0%
1	28	12.6%
2	8	3.6%
3	8	3.6%
4	6	2.7%
5	3	1.4%
6	3	1.4%
7	5	2.3%
8	3	1.4%
9	2	0.9%

Value	Count	Frequency (%)
399	1	0.5%
303	1	0.5%
283	1	0.5%
235	1	0.5%
214	1	0.5%
178	1	0.5%
172	1	0.5%
167	1	0.5%
163	3	1.4%
159	2	0.9%

3급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.95045

Minimum	0
Maximum	843
Zeros	39
Zeros (%)	17.6%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	9.5
Q3	55.75
95-th percentile	303.45
Maximum	843
Range	843
Interquartile range (IQR)	54.75

Descriptive statistics

Standard deviation	126.6956
Coefficient of variation (CV)	2.0786656
Kurtosis	17.190401
Mean	60.95045
Median Absolute Deviation (MAD)	9.5
Skewness	3.7605808
Sum	13531
Variance	16051.776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39	17.6%
1	19	8.6%
2	17	7.7%
3	11	5.0%
4	7	3.2%
8	5	2.3%
14	5	2.3%
9	4	1.8%
7	4	1.8%
6	4	1.8%
Other values (78)	107	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	17.6%
1	19	8.6%
2	17	7.7%
3	11	5.0%
4	7	3.2%
5	1	0.5%
6	4	1.8%
7	4	1.8%
8	5	2.3%
9	4	1.8%

Value	Count	Frequency (%)
843	1	0.5%
825	1	0.5%
782	1	0.5%
527	1	0.5%
417	1	0.5%
413	1	0.5%
409	1	0.5%
387	1	0.5%
358	1	0.5%
323	1	0.5%

3급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	38.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.788288

Minimum	0
Maximum	498
Zeros	55
Zeros (%)	24.8%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	48
95-th percentile	214.85
Maximum	498
Range	498
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	80.777866
Coefficient of variation (CV)	1.8878499
Kurtosis	9.5509054
Mean	42.788288
Median Absolute Deviation (MAD)	4
Skewness	2.8573238
Sum	9499
Variance	6525.0636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55	24.8%
2	19	8.6%
1	17	7.7%
4	12	5.4%
3	11	5.0%
5	5	2.3%
6	4	1.8%
8	4	1.8%
22	4	1.8%
7	3	1.4%
Other values (75)	88	39.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	24.8%
1	17	7.7%
2	19	8.6%
3	11	5.0%
4	12	5.4%
5	5	2.3%
6	4	1.8%
7	3	1.4%
8	4	1.8%
9	2	0.9%

Value	Count	Frequency (%)
498	1	0.5%
437	1	0.5%
430	1	0.5%
322	1	0.5%
289	1	0.5%
286	1	0.5%
247	1	0.5%
235	1	0.5%
227	1	0.5%
224	1	0.5%

4급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	74
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.599099

Minimum	0
Maximum	921
Zeros	92
Zeros (%)	41.4%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	21
95-th percentile	233.95
Maximum	921
Range	921
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	122.16189
Coefficient of variation (CV)	2.801936
Kurtosis	25.212391
Mean	43.599099
Median Absolute Deviation (MAD)	1.5
Skewness	4.6968703
Sum	9679
Variance	14923.526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	92	41.4%
1	19	8.6%
4	9	4.1%
3	6	2.7%
2	5	2.3%
13	4	1.8%
20	4	1.8%
5	3	1.4%
11	3	1.4%
10	3	1.4%
Other values (64)	74	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	92	41.4%
1	19	8.6%
2	5	2.3%
3	6	2.7%
4	9	4.1%
5	3	1.4%
6	2	0.9%
7	1	0.5%
8	1	0.5%
9	2	0.9%

Value	Count	Frequency (%)
921	1	0.5%
818	1	0.5%
717	1	0.5%
632	1	0.5%
432	1	0.5%
420	1	0.5%
363	1	0.5%
336	1	0.5%
314	1	0.5%
301	1	0.5%

4급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	28.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.297297

Minimum	0
Maximum	1117
Zeros	103
Zeros (%)	46.4%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	16
95-th percentile	245.9
Maximum	1117
Range	1117
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	153.50865
Coefficient of variation (CV)	3.1139365
Kurtosis	23.843873
Mean	49.297297
Median Absolute Deviation (MAD)	1
Skewness	4.6839947
Sum	10944
Variance	23564.907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103	46.4%
1	11	5.0%
5	7	3.2%
3	6	2.7%
6	6	2.7%
4	6	2.7%
2	5	2.3%
10	5	2.3%
13	4	1.8%
11	4	1.8%
Other values (53)	65	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	46.4%
1	11	5.0%
2	5	2.3%
3	6	2.7%
4	6	2.7%
5	7	3.2%
6	6	2.7%
7	2	0.9%
8	2	0.9%
9	2	0.9%

Value	Count	Frequency (%)
1117	1	0.5%
989	1	0.5%
895	1	0.5%
717	1	0.5%
701	1	0.5%
662	1	0.5%
466	1	0.5%
455	1	0.5%
447	1	0.5%
372	1	0.5%

5급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	32.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.95045

Minimum	0
Maximum	1351
Zeros	95
Zeros (%)	42.8%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	22.5
95-th percentile	324.5
Maximum	1351
Range	1351
Interquartile range (IQR)	22.5

Descriptive statistics

Standard deviation	193.35928
Coefficient of variation (CV)	3.0716108
Kurtosis	27.31073
Mean	62.95045
Median Absolute Deviation (MAD)	2
Skewness	4.9738082
Sum	13975
Variance	37387.812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	95	42.8%
1	14	6.3%
2	8	3.6%
3	6	2.7%
9	5	2.3%
12	4	1.8%
7	4	1.8%
4	4	1.8%
6	4	1.8%
8	4	1.8%
Other values (62)	74	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	95	42.8%
1	14	6.3%
2	8	3.6%
3	6	2.7%
4	4	1.8%
6	4	1.8%
7	4	1.8%
8	4	1.8%
9	5	2.3%
10	3	1.4%

Value	Count	Frequency (%)
1351	1	0.5%
1349	1	0.5%
1278	1	0.5%
1073	1	0.5%
662	1	0.5%
639	1	0.5%
598	1	0.5%
538	1	0.5%
409	1	0.5%
374	1	0.5%

5급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	64
Distinct (%)	28.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.63964

Minimum	0
Maximum	1574
Zeros	102
Zeros (%)	45.9%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	15
95-th percentile	317.6
Maximum	1574
Range	1574
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	222.27631
Coefficient of variation (CV)	3.2861841
Kurtosis	24.657288
Mean	67.63964
Median Absolute Deviation (MAD)	1
Skewness	4.7894593
Sum	15016
Variance	49406.756
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	102	45.9%
2	13	5.9%
1	11	5.0%
3	7	3.2%
5	5	2.3%
4	5	2.3%
13	4	1.8%
9	4	1.8%
26	3	1.4%
6	3	1.4%
Other values (54)	65	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	102	45.9%
1	11	5.0%
2	13	5.9%
3	7	3.2%
4	5	2.3%
5	5	2.3%
6	3	1.4%
7	3	1.4%
8	1	0.5%
9	4	1.8%

Value	Count	Frequency (%)
1574	1	0.5%
1455	1	0.5%
1314	1	0.5%
1244	1	0.5%
901	1	0.5%
888	1	0.5%
735	1	0.5%
643	1	0.5%
572	1	0.5%
466	1	0.5%

6급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	25.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.936937

Minimum	0
Maximum	1895
Zeros	162
Zeros (%)	73.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	17.75
95-th percentile	579.55
Maximum	1895
Range	1895
Interquartile range (IQR)	17.75

Descriptive statistics

Standard deviation	271.14736
Coefficient of variation (CV)	3.15519
Kurtosis	25.372603
Mean	85.936937
Median Absolute Deviation (MAD)	0
Skewness	4.7709044
Sum	19078
Variance	73520.892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	162	73.0%
55	3	1.4%
15	2	0.9%
114	2	0.9%
1490	1	0.5%
119	1	0.5%
30	1	0.5%
235	1	0.5%
97	1	0.5%
22	1	0.5%
Other values (47)	47	21.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	162	73.0%
12	1	0.5%
15	2	0.9%
17	1	0.5%
18	1	0.5%
22	1	0.5%
23	1	0.5%
26	1	0.5%
29	1	0.5%
30	1	0.5%

Value	Count	Frequency (%)
1895	1	0.5%
1804	1	0.5%
1779	1	0.5%
1490	1	0.5%
890	1	0.5%
798	1	0.5%
772	1	0.5%
722	1	0.5%
700	1	0.5%
651	1	0.5%

6급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	58
Distinct (%)	26.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.981982

Minimum	0
Maximum	1203
Zeros	162
Zeros (%)	73.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9.75
95-th percentile	378.15
Maximum	1203
Range	1203
Interquartile range (IQR)	9.75

Descriptive statistics

Standard deviation	172.27774
Coefficient of variation (CV)	3.0233722
Kurtosis	21.46982
Mean	56.981982
Median Absolute Deviation (MAD)	0
Skewness	4.3998984
Sum	12650
Variance	29679.62
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	162	73.0%
30	2	0.9%
5	2	0.9%
52	2	0.9%
3	1	0.5%
187	1	0.5%
63	1	0.5%
22	1	0.5%
170	1	0.5%
48	1	0.5%
Other values (48)	48	21.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	162	73.0%
3	1	0.5%
5	2	0.9%
6	1	0.5%
11	1	0.5%
16	1	0.5%
20	1	0.5%
21	1	0.5%
22	1	0.5%
23	1	0.5%

Value	Count	Frequency (%)
1203	1	0.5%
1061	1	0.5%
1018	1	0.5%
962	1	0.5%
642	1	0.5%
609	1	0.5%
518	1	0.5%
505	1	0.5%
432	1	0.5%
424	1	0.5%

Heatmap
Table

	시군구	장애유형	1급(남)	1급(여)	2급(남)	2급(여)	3급(남)	3급(여)	4급(남)	4급(여)	5급(남)	5급(여)	6급(남)	6급(여)
시군구	1.000	0.000	0.254	0.219	0.204	0.254	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
장애유형	0.000	1.000	0.533	0.536	0.566	0.513	0.578	0.574	0.515	0.542	0.617	0.561	0.597	0.540
1급(남)	0.254	0.533	1.000	0.917	0.910	0.941	0.672	0.673	0.657	0.550	0.634	0.639	0.645	0.649
1급(여)	0.219	0.536	0.917	1.000	0.778	0.853	0.646	0.784	0.725	0.617	0.470	0.548	0.474	0.739
2급(남)	0.204	0.566	0.910	0.778	1.000	0.955	0.766	0.808	0.770	0.750	0.674	0.695	0.649	0.654
2급(여)	0.254	0.513	0.941	0.853	0.955	1.000	0.705	0.774	0.659	0.652	0.541	0.551	0.439	0.514
3급(남)	0.000	0.578	0.672	0.646	0.766	0.705	1.000	0.924	0.858	0.820	0.954	0.871	0.947	0.833
3급(여)	0.000	0.574	0.673	0.784	0.808	0.774	0.924	1.000	0.967	0.952	0.861	0.945	0.815	0.926
4급(남)	0.000	0.515	0.657	0.725	0.770	0.659	0.858	0.967	1.000	0.982	0.932	0.989	0.899	0.976
4급(여)	0.000	0.542	0.550	0.617	0.750	0.652	0.820	0.952	0.982	1.000	0.921	0.977	0.875	0.956
5급(남)	0.000	0.617	0.634	0.470	0.674	0.541	0.954	0.861	0.932	0.921	1.000	0.942	0.968	0.899
5급(여)	0.000	0.561	0.639	0.548	0.695	0.551	0.871	0.945	0.989	0.977	0.942	1.000	0.919	0.972
6급(남)	0.000	0.597	0.645	0.474	0.649	0.439	0.947	0.815	0.899	0.875	0.968	0.919	1.000	0.944
6급(여)	0.000	0.540	0.649	0.739	0.654	0.514	0.833	0.926	0.976	0.956	0.899	0.972	0.944	1.000

Heatmap
Table

	장애유형	시군구
장애유형	1.000	0.000
시군구	0.000	1.000

Heatmap
Table

	1급(남)	1급(여)	2급(남)	2급(여)	3급(남)	3급(여)	4급(남)	4급(여)	5급(남)	5급(여)	6급(남)	6급(여)	시군구	장애유형
1급(남)	1.000	0.911	0.833	0.821	0.665	0.630	0.247	0.261	0.368	0.402	0.609	0.606	0.108	0.256
1급(여)	0.911	1.000	0.801	0.835	0.680	0.678	0.316	0.341	0.400	0.440	0.667	0.663	0.088	0.247
2급(남)	0.833	0.801	1.000	0.937	0.709	0.678	0.205	0.199	0.286	0.310	0.459	0.461	0.086	0.278
2급(여)	0.821	0.835	0.937	1.000	0.749	0.744	0.308	0.313	0.356	0.383	0.524	0.524	0.108	0.244
3급(남)	0.665	0.680	0.709	0.749	1.000	0.936	0.362	0.405	0.181	0.245	0.550	0.550	0.000	0.300
3급(여)	0.630	0.678	0.678	0.744	0.936	1.000	0.400	0.456	0.239	0.288	0.576	0.577	0.000	0.271
4급(남)	0.247	0.316	0.205	0.308	0.362	0.400	1.000	0.950	0.715	0.759	0.740	0.742	0.000	0.234
4급(여)	0.261	0.341	0.199	0.313	0.405	0.456	0.950	1.000	0.667	0.718	0.774	0.775	0.000	0.251
5급(남)	0.368	0.400	0.286	0.356	0.181	0.239	0.715	0.667	1.000	0.954	0.761	0.762	0.000	0.329
5급(여)	0.402	0.440	0.310	0.383	0.245	0.288	0.759	0.718	0.954	1.000	0.789	0.791	0.000	0.263
6급(남)	0.609	0.667	0.459	0.524	0.550	0.576	0.740	0.774	0.761	0.789	1.000	0.999	0.000	0.314
6급(여)	0.606	0.663	0.461	0.524	0.550	0.577	0.742	0.775	0.762	0.791	0.999	1.000	0.000	0.249
시군구	0.108	0.088	0.086	0.108	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
장애유형	0.256	0.247	0.278	0.244	0.300	0.271	0.234	0.251	0.329	0.263	0.314	0.249	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

	시군구	장애유형	1급(남)	1급(여)	2급(남)	2급(여)	3급(남)	3급(여)	4급(남)	4급(여)	5급(남)	5급(여)	6급(남)	6급(여)
0	전주시덕진구	지체	109	62	218	127	527	322	632	717	1073	1244	1490	962
1	전주시덕진구	시각	75	61	12	23	34	42	28	27	52	49	585	329
2	전주시덕진구	청각	13	9	83	116	124	96	170	148	248	203	135	86
3	전주시덕진구	언어	0	0	13	4	45	25	50	16	0	0	0	0
4	전주시덕진구	지적	114	103	226	163	305	173	0	0	0	0	0	0
5	전주시덕진구	뇌병변	161	139	142	138	171	149	100	78	111	76	108	58
6	전주시덕진구	자폐성	26	7	43	10	21	2	0	0	0	0	0	0
7	전주시덕진구	정신	5	5	69	83	180	212	0	0	0	0	0	0
8	전주시덕진구	신장	20	5	162	113	0	0	4	2	71	36	0	0
9	전주시덕진구	심장	0	0	0	0	8	6	0	0	3	2	0	0

	시군구	장애유형	1급(남)	1급(여)	2급(남)	2급(여)	3급(남)	3급(여)	4급(남)	4급(여)	5급(남)	5급(여)	6급(남)	6급(여)
212	부안군	뇌병변	34	44	46	47	64	62	44	33	31	26	29	23
213	부안군	자폐성	3	0	9	1	2	0	0	0	0	0	0	0
214	부안군	정신	7	5	48	25	56	58	0	0	0	0	0	0
215	부안군	신장	4	0	38	15	0	0	0	0	16	4	0	0
216	부안군	심장	0	0	1	0	9	6	0	0	0	0	0	0
217	부안군	호흡기	1	1	2	1	9	2	0	0	0	0	0	0
218	부안군	간	0	0	0	0	0	1	0	0	9	0	0	0
219	부안군	안면	0	0	0	0	0	2	0	0	0	0	0	0
220	부안군	장루.요루	0	0	0	0	2	0	13	6	1	4	0	0
221	부안군	뇌전증	0	0	0	0	2	2	5	5	1	0	0	0

Overview

Variables

Common Values

Length

Common Values

Length

Interactions

Correlations

Missing values

Sample