gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	133
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	16.2 KiB
Average record size in memory	125.0 B

Variable types

Categorical	2
Numeric	12

Dataset

Description	전라남도 영광군 장애인 등록현황
Author	전라남도 영광군
URL	https://www.data.go.kr/data/15025251/fileData.do

Alerts

`1급(남)` is highly overall correlated with `1급(여)` and 1 other fields	High correlation
`1급(여)` is highly overall correlated with `1급(남)` and 4 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(여)` and 3 other fields	High correlation
`3급(남)` is highly overall correlated with `1급(여)` and 4 other fields	High correlation
`3급(여)` is highly overall correlated with `1급(여)` and 4 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 `3급(남)` and 6 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 `4급(남)` and 4 other fields	High correlation
`6급(여)` is highly overall correlated with `4급(남)` and 4 other fields	High correlation
`1급(남)` has 76 (57.1%) zeros	Zeros
`1급(여)` has 86 (64.7%) zeros	Zeros
`2급(남)` has 61 (45.9%) zeros	Zeros
`2급(여)` has 71 (53.4%) zeros	Zeros
`3급(남)` has 53 (39.8%) zeros	Zeros
`3급(여)` has 70 (52.6%) zeros	Zeros
`4급(남)` has 72 (54.1%) zeros	Zeros
`4급(여)` has 86 (64.7%) zeros	Zeros
`5급(남)` has 84 (63.2%) zeros	Zeros
`5급(여)` has 91 (68.4%) zeros	Zeros
`6급(남)` has 90 (67.7%) zeros	Zeros
`6급(여)` has 95 (71.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 00:20:53.600961
Analysis finished	2023-12-12 00:21:09.185803
Duration	15.58 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

읍면동
Categorical

Distinct	12
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Memory size	1.2 KiB

영광읍	15
백수읍	14
염산면	14
홍농읍	13
대마면	12
Other values (7)	65

Length

Max length	8
Median length	3
Mean length	3.1503759
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
영광읍	15	11.3%
백수읍	14	10.5%
염산면	14	10.5%
홍농읍	13	9.8%
대마면	12	9.0%
군서면	12	9.0%
군남면	12	9.0%
법성면	12	9.0%
불갑면	10	7.5%
묘량면	9	6.8%
Other values (2)	10	7.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
영광읍	15	11.3%
백수읍	14	10.5%
염산면	14	10.5%
홍농읍	13	9.8%
대마면	12	9.0%
군서면	12	9.0%
군남면	12	9.0%
법성면	12	9.0%
불갑면	10	7.5%
묘량면	9	6.8%
Other values (2)	10	7.5%

장애유형
Categorical

Distinct	15
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Memory size	1.2 KiB

지체	12
시각	12
지적	12
청각	11
뇌병변	11
Other values (10)	75

Length

Max length	5
Median length	2
Mean length	2.3834586
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	12	9.0%
시각	12	9.0%
지적	12	9.0%
청각	11	8.3%
뇌병변	11	8.3%
정신	11	8.3%
언어	10	7.5%
신장	10	7.5%
호흡기	10	7.5%
뇌전증	8	6.0%
Other values (5)	26	19.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
지체	12	9.0%
시각	12	9.0%
지적	12	9.0%
청각	11	8.3%
뇌병변	11	8.3%
정신	11	8.3%
언어	10	7.5%
신장	10	7.5%
호흡기	10	7.5%
뇌전증	8	6.0%
Other values (5)	26	19.5%

1급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3834586

Minimum	0
Maximum	18
Zeros	76
Zeros (%)	57.1%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	18
Range	18
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.8490344
Coefficient of variation (CV)	2.0593564
Kurtosis	14.573745
Mean	1.3834586
Median Absolute Deviation (MAD)	0
Skewness	3.5138263
Sum	184
Variance	8.116997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	76	57.1%
1	26	19.5%
2	8	6.0%
3	6	4.5%
4	6	4.5%
5	3	2.3%
9	2	1.5%
6	2	1.5%
15	1	0.8%
18	1	0.8%
Other values (2)	2	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76	57.1%
1	26	19.5%
2	8	6.0%
3	6	4.5%
4	6	4.5%
5	3	2.3%
6	2	1.5%
8	1	0.8%
9	2	1.5%
14	1	0.8%

Value	Count	Frequency (%)
18	1	0.8%
15	1	0.8%
14	1	0.8%
9	2	1.5%
8	1	0.8%
6	2	1.5%
5	3	2.3%
4	6	4.5%
3	6	4.5%
2	8	6.0%

1급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0977444

Minimum	0
Maximum	14
Zeros	86
Zeros (%)	64.7%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5.4
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.32856
Coefficient of variation (CV)	2.1212225
Kurtosis	12.345685
Mean	1.0977444
Median Absolute Deviation (MAD)	0
Skewness	3.2645842
Sum	146
Variance	5.4221918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	86	64.7%
1	19	14.3%
2	8	6.0%
3	8	6.0%
5	3	2.3%
6	2	1.5%
4	2	1.5%
7	1	0.8%
14	1	0.8%
12	1	0.8%
Other values (2)	2	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86	64.7%
1	19	14.3%
2	8	6.0%
3	8	6.0%
4	2	1.5%
5	3	2.3%
6	2	1.5%
7	1	0.8%
8	1	0.8%
11	1	0.8%

Value	Count	Frequency (%)
14	1	0.8%
12	1	0.8%
11	1	0.8%
8	1	0.8%
7	1	0.8%
6	2	1.5%
5	3	2.3%
4	2	1.5%
3	8	6.0%
2	8	6.0%

2급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1578947

Minimum	0
Maximum	42
Zeros	61
Zeros (%)	45.9%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	12.2
Maximum	42
Range	42
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.0073719
Coefficient of variation (CV)	1.9023344
Kurtosis	18.07838
Mean	3.1578947
Median Absolute Deviation (MAD)	1
Skewness	3.7386175
Sum	420
Variance	36.088517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	61	45.9%
1	18	13.5%
2	11	8.3%
4	9	6.8%
3	7	5.3%
10	4	3.0%
9	3	2.3%
7	3	2.3%
5	3	2.3%
8	3	2.3%
Other values (9)	11	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	45.9%
1	18	13.5%
2	11	8.3%
3	7	5.3%
4	9	6.8%
5	3	2.3%
6	2	1.5%
7	3	2.3%
8	3	2.3%
9	3	2.3%

Value	Count	Frequency (%)
42	1	0.8%
34	1	0.8%
23	1	0.8%
18	1	0.8%
16	1	0.8%
15	1	0.8%
14	1	0.8%
11	2	1.5%
10	4	3.0%
9	3	2.3%

2급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1428571

Minimum	0
Maximum	27
Zeros	71
Zeros (%)	53.4%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	8
Maximum	27
Range	27
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.9603008
Coefficient of variation (CV)	1.8481404
Kurtosis	14.900569
Mean	2.1428571
Median Absolute Deviation (MAD)	0
Skewness	3.3212569
Sum	285
Variance	15.683983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	71	53.4%
1	19	14.3%
4	9	6.8%
3	7	5.3%
2	6	4.5%
8	5	3.8%
7	5	3.8%
6	4	3.0%
9	2	1.5%
21	1	0.8%
Other values (4)	4	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71	53.4%
1	19	14.3%
2	6	4.5%
3	7	5.3%
4	9	6.8%
5	1	0.8%
6	4	3.0%
7	5	3.8%
8	5	3.8%
9	2	1.5%

Value	Count	Frequency (%)
27	1	0.8%
21	1	0.8%
14	1	0.8%
13	1	0.8%
9	2	1.5%
8	5	3.8%
7	5	3.8%
6	4	3.0%
5	1	0.8%
4	9	6.8%

3급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9398496

Minimum	0
Maximum	67
Zeros	53
Zeros (%)	39.8%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	17.4
Maximum	67
Range	67
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	8.4187376
Coefficient of variation (CV)	2.136817
Kurtosis	26.682158
Mean	3.9398496
Median Absolute Deviation (MAD)	1
Skewness	4.5347334
Sum	524
Variance	70.875142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	53	39.8%
1	24	18.0%
2	16	12.0%
3	5	3.8%
6	4	3.0%
8	4	3.0%
7	4	3.0%
5	4	3.0%
10	3	2.3%
4	3	2.3%
Other values (11)	13	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	53	39.8%
1	24	18.0%
2	16	12.0%
3	5	3.8%
4	3	2.3%
5	4	3.0%
6	4	3.0%
7	4	3.0%
8	4	3.0%
9	1	0.8%

Value	Count	Frequency (%)
67	1	0.8%
38	1	0.8%
37	1	0.8%
25	1	0.8%
22	1	0.8%
20	1	0.8%
18	1	0.8%
17	1	0.8%
15	2	1.5%
12	2	1.5%

3급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9774436

Minimum	0
Maximum	55
Zeros	70
Zeros (%)	52.6%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	12.2
Maximum	55
Range	55
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.5936909
Coefficient of variation (CV)	2.2145477
Kurtosis	31.197069
Mean	2.9774436
Median Absolute Deviation (MAD)	0
Skewness	4.8278262
Sum	396
Variance	43.47676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	70	52.6%
1	15	11.3%
3	7	5.3%
2	7	5.3%
4	7	5.3%
6	6	4.5%
5	5	3.8%
8	3	2.3%
11	2	1.5%
10	2	1.5%
Other values (9)	9	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	52.6%
1	15	11.3%
2	7	5.3%
3	7	5.3%
4	7	5.3%
5	5	3.8%
6	6	4.5%
7	1	0.8%
8	3	2.3%
9	1	0.8%

Value	Count	Frequency (%)
55	1	0.8%
28	1	0.8%
25	1	0.8%
22	1	0.8%
16	1	0.8%
15	1	0.8%
14	1	0.8%
11	2	1.5%
10	2	1.5%
9	1	0.8%

4급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0977444

Minimum	0
Maximum	76
Zeros	72
Zeros (%)	54.1%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	17.4
Maximum	76
Range	76
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	8.7385116
Coefficient of variation (CV)	2.8209273
Kurtosis	38.94126
Mean	3.0977444
Median Absolute Deviation (MAD)	0
Skewness	5.5408041
Sum	412
Variance	76.361586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	72	54.1%
1	25	18.8%
2	8	6.0%
3	8	6.0%
19	2	1.5%
11	2	1.5%
7	2	1.5%
6	2	1.5%
76	1	0.8%
5	1	0.8%
Other values (10)	10	7.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	72	54.1%
1	25	18.8%
2	8	6.0%
3	8	6.0%
4	1	0.8%
5	1	0.8%
6	2	1.5%
7	2	1.5%
8	1	0.8%
10	1	0.8%

Value	Count	Frequency (%)
76	1	0.8%
37	1	0.8%
33	1	0.8%
26	1	0.8%
19	2	1.5%
18	1	0.8%
17	1	0.8%
14	1	0.8%
13	1	0.8%
11	2	1.5%

4급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.481203

Minimum	0
Maximum	101
Zeros	86
Zeros (%)	64.7%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	27.4
Maximum	101
Range	101
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	14.374642
Coefficient of variation (CV)	3.207764
Kurtosis	22.001353
Mean	4.481203
Median Absolute Deviation (MAD)	0
Skewness	4.5020376
Sum	596
Variance	206.63033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	86	64.7%
2	11	8.3%
1	10	7.5%
3	8	6.0%
5	3	2.3%
21	2	1.5%
101	1	0.8%
9	1	0.8%
69	1	0.8%
63	1	0.8%
Other values (9)	9	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86	64.7%
1	10	7.5%
2	11	8.3%
3	8	6.0%
4	1	0.8%
5	3	2.3%
8	1	0.8%
9	1	0.8%
10	1	0.8%
14	1	0.8%

Value	Count	Frequency (%)
101	1	0.8%
69	1	0.8%
64	1	0.8%
63	1	0.8%
52	1	0.8%
33	1	0.8%
31	1	0.8%
25	1	0.8%
21	2	1.5%
14	1	0.8%

5급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6390977

Minimum	0
Maximum	112
Zeros	84
Zeros (%)	63.2%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	21
Maximum	112
Range	112
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	12.015355
Coefficient of variation (CV)	3.3017402
Kurtosis	51.859023
Mean	3.6390977
Median Absolute Deviation (MAD)	0
Skewness	6.4574114
Sum	484
Variance	144.36876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	84	63.2%
1	13	9.8%
2	9	6.8%
3	6	4.5%
8	3	2.3%
13	2	1.5%
5	2	1.5%
6	2	1.5%
21	2	1.5%
34	1	0.8%
Other values (9)	9	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	84	63.2%
1	13	9.8%
2	9	6.8%
3	6	4.5%
4	1	0.8%
5	2	1.5%
6	2	1.5%
7	1	0.8%
8	3	2.3%
9	1	0.8%

Value	Count	Frequency (%)
112	1	0.8%
46	1	0.8%
40	1	0.8%
34	1	0.8%
27	1	0.8%
23	1	0.8%
21	2	1.5%
19	1	0.8%
13	2	1.5%
9	1	0.8%

5급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0902256

Minimum	0
Maximum	139
Zeros	91
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	33
Maximum	139
Range	139
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	16.525673
Coefficient of variation (CV)	3.2465502
Kurtosis	34.847871
Mean	5.0902256
Median Absolute Deviation (MAD)	0
Skewness	5.2835728
Sum	677
Variance	273.09786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	91	68.4%
1	9	6.8%
2	7	5.3%
8	4	3.0%
3	4	3.0%
46	2	1.5%
25	2	1.5%
5	2	1.5%
36	1	0.8%
4	1	0.8%
Other values (10)	10	7.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	91	68.4%
1	9	6.8%
2	7	5.3%
3	4	3.0%
4	1	0.8%
5	2	1.5%
6	1	0.8%
8	4	3.0%
9	1	0.8%
10	1	0.8%

Value	Count	Frequency (%)
139	1	0.8%
62	1	0.8%
61	1	0.8%
57	1	0.8%
46	2	1.5%
36	1	0.8%
31	1	0.8%
28	1	0.8%
25	2	1.5%
15	1	0.8%

6급(남)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8646617

Minimum	0
Maximum	127
Zeros	90
Zeros (%)	67.7%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	26.4
Maximum	127
Range	127
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	14.554902
Coefficient of variation (CV)	2.991966
Kurtosis	39.840249
Mean	4.8646617
Median Absolute Deviation (MAD)	0
Skewness	5.5998437
Sum	647
Variance	211.84518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	90	67.7%
2	9	6.8%
1	4	3.0%
12	3	2.3%
4	3	2.3%
3	3	2.3%
21	2	1.5%
10	2	1.5%
6	1	0.8%
14	1	0.8%
Other values (15)	15	11.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	90	67.7%
1	4	3.0%
2	9	6.8%
3	3	2.3%
4	3	2.3%
5	1	0.8%
6	1	0.8%
8	1	0.8%
9	1	0.8%
10	2	1.5%

Value	Count	Frequency (%)
127	1	0.8%
62	1	0.8%
55	1	0.8%
41	1	0.8%
33	1	0.8%
29	1	0.8%
27	1	0.8%
26	1	0.8%
21	2	1.5%
20	1	0.8%

6급(여)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8421053

Minimum	0
Maximum	108
Zeros	95
Zeros (%)	71.4%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	25
Maximum	108
Range	108
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	12.081066
Coefficient of variation (CV)	3.144387
Kurtosis	43.208338
Mean	3.8421053
Median Absolute Deviation (MAD)	0
Skewness	5.8140082
Sum	511
Variance	145.95215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	95	71.4%
1	5	3.8%
2	4	3.0%
5	4	3.0%
3	4	3.0%
10	2	1.5%
6	2	1.5%
8	2	1.5%
38	2	1.5%
12	2	1.5%
Other values (10)	11	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	95	71.4%
1	5	3.8%
2	4	3.0%
3	4	3.0%
5	4	3.0%
6	2	1.5%
7	2	1.5%
8	2	1.5%
9	1	0.8%
10	2	1.5%

Value	Count	Frequency (%)
108	1	0.8%
39	1	0.8%
38	2	1.5%
36	1	0.8%
32	1	0.8%
31	1	0.8%
21	1	0.8%
17	1	0.8%
12	2	1.5%
11	1	0.8%

Heatmap
Table

	읍면동	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)
읍면동	1.000	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
장애유형	0.000	1.000	0.000	0.200	0.000	0.378	0.349	0.317	0.399	0.454	0.453	0.527	0.359	0.516
1급(남)	0.000	0.000	1.000	0.961	0.874	0.881	0.892	0.850	0.844	0.735	0.797	0.785	0.786	0.798
1급(여)	0.000	0.200	0.961	1.000	0.797	0.838	0.759	0.731	0.541	0.393	0.443	0.439	0.636	0.523
2급(남)	0.000	0.000	0.874	0.797	1.000	0.978	0.849	0.809	0.752	0.805	0.768	0.751	0.672	0.703
2급(여)	0.000	0.378	0.881	0.838	0.978	1.000	0.853	0.835	0.754	0.803	0.739	0.749	0.669	0.692
3급(남)	0.000	0.349	0.892	0.759	0.849	0.853	1.000	0.967	0.916	0.821	0.936	0.934	0.915	0.757
3급(여)	0.000	0.317	0.850	0.731	0.809	0.835	0.967	1.000	0.927	0.762	0.914	0.894	0.871	0.693
4급(남)	0.000	0.399	0.844	0.541	0.752	0.754	0.916	0.927	1.000	0.905	0.983	0.974	0.950	0.805
4급(여)	0.000	0.454	0.735	0.393	0.805	0.803	0.821	0.762	0.905	1.000	0.925	0.934	0.845	0.846
5급(남)	0.000	0.453	0.797	0.443	0.768	0.739	0.936	0.914	0.983	0.925	1.000	0.993	0.958	0.884
5급(여)	0.000	0.527	0.785	0.439	0.751	0.749	0.934	0.894	0.974	0.934	0.993	1.000	0.958	0.827
6급(남)	0.000	0.359	0.786	0.636	0.672	0.669	0.915	0.871	0.950	0.845	0.958	0.958	1.000	0.878
6급(여)	0.000	0.516	0.798	0.523	0.703	0.692	0.757	0.693	0.805	0.846	0.884	0.827	0.878	1.000

Heatmap
Table

	장애유형	읍면동
장애유형	1.000	0.000
읍면동	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)	읍면동	장애유형
1급(남)	1.000	0.620	0.517	0.476	0.486	0.489	0.261	0.391	0.337	0.429	0.486	0.489	0.000	0.091
1급(여)	0.620	1.000	0.512	0.563	0.543	0.500	0.247	0.327	0.281	0.347	0.495	0.489	0.000	0.075
2급(남)	0.517	0.512	1.000	0.815	0.641	0.671	0.216	0.322	0.331	0.409	0.328	0.331	0.000	0.000
2급(여)	0.476	0.563	0.815	1.000	0.679	0.657	0.276	0.352	0.399	0.431	0.395	0.415	0.000	0.165
3급(남)	0.486	0.543	0.641	0.679	1.000	0.847	0.451	0.501	0.351	0.467	0.475	0.483	0.000	0.162
3급(여)	0.489	0.500	0.671	0.657	0.847	1.000	0.404	0.501	0.389	0.481	0.482	0.492	0.000	0.106
4급(남)	0.261	0.247	0.216	0.276	0.451	0.404	1.000	0.843	0.634	0.709	0.699	0.670	0.000	0.189
4급(여)	0.391	0.327	0.322	0.352	0.501	0.501	0.843	1.000	0.690	0.742	0.762	0.730	0.000	0.216
5급(남)	0.337	0.281	0.331	0.399	0.351	0.389	0.634	0.690	1.000	0.776	0.730	0.754	0.000	0.220
5급(여)	0.429	0.347	0.409	0.431	0.467	0.481	0.709	0.742	0.776	1.000	0.816	0.768	0.000	0.266
6급(남)	0.486	0.495	0.328	0.395	0.475	0.482	0.699	0.762	0.730	0.816	1.000	0.950	0.000	0.167
6급(여)	0.489	0.489	0.331	0.415	0.483	0.492	0.670	0.730	0.754	0.768	0.950	1.000	0.000	0.235
읍면동	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	0.000
장애유형	0.091	0.075	0.000	0.165	0.162	0.106	0.189	0.216	0.220	0.266	0.167	0.235	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

	읍면동	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	영광읍	지체	15	6	34	21	67	55	76	101	112	139	127	108
1	영광읍	시각	3	7	0	1	3	4	3	4	6	6	62	38
2	영광읍	청각	0	4	23	14	15	11	19	14	19	25	10	10
3	영광읍	언어	0	0	0	0	1	1	3	2	0	0	0	0
4	영광읍	지적	18	14	42	27	37	22	0	0	0	0	0	0
5	영광읍	뇌병변	9	12	9	8	17	15	11	8	8	10	12	6
6	영광읍	자폐성	5	0	0	0	0	0	0	0	0	0	0	0
7	영광읍	정신	0	1	7	4	38	28	0	0	0	0	0	0
8	영광읍	신장	1	1	10	9	0	0	0	0	8	8	0	0
9	영광읍	심장	0	0	0	0	1	1	0	0	0	0	0	0

	읍면동	장애유형	1급(남)	2급(남)	2급(여)	3급(남)	3급(여)	4급(남)	4급(여)	5급(남)	5급(여)	6급(남)	6급(여)
123	낙월면	지체	1	1	1	1	2	2	3	2	5	3	0
124	낙월면	시각	0	0	1	0	0	0	0	0	0	2	2
125	낙월면	청각	0	0	0	1	0	1	0	0	0	0	0
126	낙월면	지적	1	0	0	1	0	0	0	0	0	0	0
127	낙월면	뇌병변	1	0	0	0	0	0	0	0	0	0	0
128	낙월면	신장	0	2	0	0	0	0	0	0	0	0	0
129	낙월면안마출장소	지체	0	0	0	1	0	1	0	3	4	4	1
130	낙월면안마출장소	시각	0	0	0	0	0	0	0	0	0	1	0
131	낙월면안마출장소	지적	0	1	0	0	0	0	0	0	0	0	0
132	낙월면안마출장소	정신	0	0	0	1	0	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values

Length

Interactions

Correlations

Missing values

Sample