gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	437
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	63.3 KiB
Average record size in memory	148.3 B

Variable types

Categorical	5
Numeric	12

Dataset

Description	경기도 용인시 장애인 유형별, 등급별 등록현황입니다. 읍면동, 장애유형, 장애등급별 등록수 등의 데이터를 제공합니다. ※ 데이터기준일자 : 2014-02-28
URL	https://www.data.go.kr/data/15050968/fileData.do

Alerts

`시도` has constant value ""	Constant
`데이터기준일자` has constant value ""	Constant
`시군구` is highly overall correlated with `읍면동`	High correlation
`읍면동` is highly overall correlated with `시군구`	High correlation
`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 8 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 `2급 여` and 5 other fields	High correlation
`5급 여` is highly overall correlated with `2급 여` and 5 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 202 (46.2%) zeros	Zeros
`1급 여` has 238 (54.5%) zeros	Zeros
`2급 남` has 151 (34.6%) zeros	Zeros
`2급 여` has 192 (43.9%) zeros	Zeros
`3급 남` has 123 (28.1%) zeros	Zeros
`3급 여` has 179 (41.0%) zeros	Zeros
`4급 남` has 231 (52.9%) zeros	Zeros
`4급 여` has 265 (60.6%) zeros	Zeros
`5급 남` has 219 (50.1%) zeros	Zeros
`5급 여` has 239 (54.7%) zeros	Zeros
`6급 남` has 314 (71.9%) zeros	Zeros
`6급 여` has 315 (72.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 08:53:41.095685
Analysis finished	2023-12-12 08:53:59.112269
Duration	18.02 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시도
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

경기도	437

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
경기도	437	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
경기도	437	100.0%

시군구
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

용인시 기흥구	156
용인시 처인구	153
용인시 수지구	128

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	용인시 처인구
2nd row	용인시 처인구
3rd row	용인시 처인구
4th row	용인시 처인구
5th row	용인시 처인구

Common Values

Value	Count	Frequency (%)
용인시 기흥구	156	35.7%
용인시 처인구	153	35.0%
용인시 수지구	128	29.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
용인시	437	50.0%
기흥구	156	17.8%
처인구	153	17.5%
수지구	128	14.6%

읍면동
Categorical

HIGH CORRELATION

Distinct	31
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

포곡읍	15
양지면	15
중앙동	15
구성동	15
이동면	15
Other values (26)	362

Length

Max length	5
Median length	3
Mean length	3.2585812
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
포곡읍	15	3.4%
양지면	15	3.4%
중앙동	15	3.4%
구성동	15	3.4%
이동면	15	3.4%
동천동	15	3.4%
상현1동	15	3.4%
유림동	15	3.4%
죽전1동	15	3.4%
영덕동	15	3.4%
Other values (21)	287	65.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
포곡읍	15	3.4%
유림동	15	3.4%
양지면	15	3.4%
동백동	15	3.4%
상갈동	15	3.4%
죽전1동	15	3.4%
영덕동	15	3.4%
상현1동	15	3.4%
동천동	15	3.4%
이동면	15	3.4%
Other values (21)	287	65.7%

장애유형
Categorical

Distinct	15
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

지체	31
시각	31
청각	31
지적	31
뇌병변	31
Other values (10)	282

Length

Max length	5
Median length	2
Mean length	2.3524027
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	31	7.1%
시각	31	7.1%
청각	31	7.1%
지적	31	7.1%
뇌병변	31	7.1%
자폐성	31	7.1%
정신	31	7.1%
신장	31	7.1%
장루.요루	31	7.1%
언어	30	6.9%
Other values (5)	128	29.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
지체	31	7.1%
시각	31	7.1%
청각	31	7.1%
지적	31	7.1%
뇌병변	31	7.1%
자폐성	31	7.1%
정신	31	7.1%
신장	31	7.1%
장루.요루	31	7.1%
언어	30	6.9%
Other values (5)	128	29.3%

1급 남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.215103

Minimum	0
Maximum	37
Zeros	202
Zeros (%)	46.2%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	14.2
Maximum	37
Range	37
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	5.4055231
Coefficient of variation (CV)	1.6812908
Kurtosis	8.6928113
Mean	3.215103
Median Absolute Deviation (MAD)	1
Skewness	2.6133705
Sum	1405
Variance	29.21968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	202	46.2%
1	63	14.4%
2	34	7.8%
7	18	4.1%
4	16	3.7%
3	14	3.2%
5	14	3.2%
9	13	3.0%
6	9	2.1%
8	8	1.8%
Other values (17)	46	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	202	46.2%
1	63	14.4%
2	34	7.8%
3	14	3.2%
4	16	3.7%
5	14	3.2%
6	9	2.1%
7	18	4.1%
8	8	1.8%
9	13	3.0%

Value	Count	Frequency (%)
37	1	0.2%
32	1	0.2%
31	1	0.2%
29	1	0.2%
27	1	0.2%
21	1	0.2%
20	1	0.2%
19	2	0.5%
18	5	1.1%
17	2	0.5%

1급 여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5286041

Minimum	0
Maximum	43
Zeros	238
Zeros (%)	54.5%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	12
Maximum	43
Range	43
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.9299898
Coefficient of variation (CV)	1.9496883
Kurtosis	16.697147
Mean	2.5286041
Median Absolute Deviation (MAD)	0
Skewness	3.3978454
Sum	1105
Variance	24.304799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	238	54.5%
1	62	14.2%
2	23	5.3%
4	15	3.4%
3	15	3.4%
6	14	3.2%
7	12	2.7%
5	8	1.8%
11	8	1.8%
8	7	1.6%
Other values (13)	35	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	238	54.5%
1	62	14.2%
2	23	5.3%
3	15	3.4%
4	15	3.4%
5	8	1.8%
6	14	3.2%
7	12	2.7%
8	7	1.6%
9	5	1.1%

Value	Count	Frequency (%)
43	1	0.2%
35	1	0.2%
23	2	0.5%
22	1	0.2%
19	4	0.9%
18	1	0.2%
17	1	0.2%
16	3	0.7%
15	3	0.7%
13	1	0.2%

2급 남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5286041

Minimum	0
Maximum	75
Zeros	151
Zeros (%)	34.6%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	9
95-th percentile	19.2
Maximum	75
Range	75
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.6501623
Coefficient of variation (CV)	1.3837421
Kurtosis	15.648648
Mean	5.5286041
Median Absolute Deviation (MAD)	2
Skewness	2.7149708
Sum	2416
Variance	58.524983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	151	34.6%
1	61	14.0%
2	23	5.3%
7	18	4.1%
9	15	3.4%
3	14	3.2%
5	14	3.2%
8	14	3.2%
6	14	3.2%
4	12	2.7%
Other values (22)	101	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	151	34.6%
1	61	14.0%
2	23	5.3%
3	14	3.2%
4	12	2.7%
5	14	3.2%
6	14	3.2%
7	18	4.1%
8	14	3.2%
9	15	3.4%

Value	Count	Frequency (%)
75	1	0.2%
31	1	0.2%
29	2	0.5%
28	2	0.5%
27	3	0.7%
26	1	0.2%
25	1	0.2%
24	3	0.7%
23	2	0.5%
22	2	0.5%

2급 여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2265446

Minimum	0
Maximum	74
Zeros	192
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	15
Maximum	74
Range	74
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.671618
Coefficient of variation (CV)	1.5785041
Kurtosis	29.607277
Mean	4.2265446
Median Absolute Deviation (MAD)	1
Skewness	3.8290033
Sum	1847
Variance	44.510486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	192	43.9%
1	48	11.0%
2	23	5.3%
4	19	4.3%
7	14	3.2%
3	13	3.0%
6	13	3.0%
8	13	3.0%
9	12	2.7%
12	12	2.7%
Other values (17)	78	17.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	192	43.9%
1	48	11.0%
2	23	5.3%
3	13	3.0%
4	19	4.3%
5	10	2.3%
6	13	3.0%
7	14	3.2%
8	13	3.0%
9	12	2.7%

Value	Count	Frequency (%)
74	1	0.2%
44	1	0.2%
27	1	0.2%
25	1	0.2%
23	1	0.2%
22	1	0.2%
21	2	0.5%
20	1	0.2%
18	4	0.9%
17	3	0.7%

3급 남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	45
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0800915

Minimum	0
Maximum	77
Zeros	123
Zeros (%)	28.1%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	10
95-th percentile	32.2
Maximum	77
Range	77
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	11.106676
Coefficient of variation (CV)	1.5687193
Kurtosis	8.4561633
Mean	7.0800915
Median Absolute Deviation (MAD)	2
Skewness	2.6185873
Sum	3094
Variance	123.35825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	123	28.1%
1	73	16.7%
2	33	7.6%
3	28	6.4%
10	14	3.2%
5	14	3.2%
4	13	3.0%
9	12	2.7%
11	12	2.7%
7	11	2.5%
Other values (35)	104	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123	28.1%
1	73	16.7%
2	33	7.6%
3	28	6.4%
4	13	3.0%
5	14	3.2%
6	7	1.6%
7	11	2.5%
8	10	2.3%
9	12	2.7%

Value	Count	Frequency (%)
77	1	0.2%
68	1	0.2%
54	1	0.2%
53	1	0.2%
52	2	0.5%
49	1	0.2%
45	1	0.2%
41	1	0.2%
40	3	0.7%
38	1	0.2%

3급 여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	33
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.215103

Minimum	0
Maximum	218
Zeros	179
Zeros (%)	41.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	20.4
Maximum	218
Range	218
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	12.612592
Coefficient of variation (CV)	2.4184742
Kurtosis	186.55308
Mean	5.215103
Median Absolute Deviation (MAD)	1
Skewness	11.506702
Sum	2279
Variance	159.07748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	179	41.0%
1	61	14.0%
2	27	6.2%
4	17	3.9%
6	15	3.4%
5	14	3.2%
9	12	2.7%
7	12	2.7%
3	11	2.5%
12	10	2.3%
Other values (23)	79	18.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	179	41.0%
1	61	14.0%
2	27	6.2%
3	11	2.5%
4	17	3.9%
5	14	3.2%
6	15	3.4%
7	12	2.7%
8	6	1.4%
9	12	2.7%

Value	Count	Frequency (%)
218	1	0.2%
55	1	0.2%
39	1	0.2%
36	1	0.2%
34	2	0.5%
31	1	0.2%
27	3	0.7%
26	1	0.2%
25	3	0.7%
24	2	0.5%

4급 남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	45
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9359268

Minimum	0
Maximum	75
Zeros	231
Zeros (%)	52.9%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	30
Maximum	75
Range	75
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	11.590708
Coefficient of variation (CV)	2.3482334
Kurtosis	14.445632
Mean	4.9359268
Median Absolute Deviation (MAD)	0
Skewness	3.6375751
Sum	2157
Variance	134.34451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	231	52.9%
1	46	10.5%
2	27	6.2%
4	16	3.7%
3	16	3.7%
7	12	2.7%
6	12	2.7%
5	8	1.8%
12	8	1.8%
8	6	1.4%
Other values (35)	55	12.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	231	52.9%
1	46	10.5%
2	27	6.2%
3	16	3.7%
4	16	3.7%
5	8	1.8%
6	12	2.7%
7	12	2.7%
8	6	1.4%
9	4	0.9%

Value	Count	Frequency (%)
75	1	0.2%
72	1	0.2%
68	2	0.5%
66	1	0.2%
64	1	0.2%
51	1	0.2%
49	1	0.2%
48	1	0.2%
47	2	0.5%
46	1	0.2%

4급 여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5423341

Minimum	0
Maximum	82
Zeros	265
Zeros (%)	60.6%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	36.2
Maximum	82
Range	82
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	12.387333
Coefficient of variation (CV)	2.7270855
Kurtosis	14.01273
Mean	4.5423341
Median Absolute Deviation (MAD)	0
Skewness	3.6970602
Sum	1985
Variance	153.44602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	265	60.6%
1	46	10.5%
2	26	5.9%
3	17	3.9%
8	9	2.1%
4	8	1.8%
6	7	1.6%
5	6	1.4%
9	5	1.1%
11	4	0.9%
Other values (28)	44	10.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	265	60.6%
1	46	10.5%
2	26	5.9%
3	17	3.9%
4	8	1.8%
5	6	1.4%
6	7	1.6%
7	3	0.7%
8	9	2.1%
9	5	1.1%

Value	Count	Frequency (%)
82	1	0.2%
74	1	0.2%
72	1	0.2%
65	1	0.2%
62	1	0.2%
59	3	0.7%
51	2	0.5%
48	1	0.2%
47	1	0.2%
46	1	0.2%

5급 남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	50
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.382151

Minimum	0
Maximum	152
Zeros	219
Zeros (%)	50.1%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	63
Maximum	152
Range	152
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	22.285737
Coefficient of variation (CV)	2.6587134
Kurtosis	15.445167
Mean	8.382151
Median Absolute Deviation (MAD)	0
Skewness	3.8820663
Sum	3663
Variance	496.65408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	219	50.1%
1	29	6.6%
2	26	5.9%
3	21	4.8%
4	16	3.7%
5	14	3.2%
7	14	3.2%
6	12	2.7%
9	11	2.5%
8	10	2.3%
Other values (40)	65	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	219	50.1%
1	29	6.6%
2	26	5.9%
3	21	4.8%
4	16	3.7%
5	14	3.2%
6	12	2.7%
7	14	3.2%
8	10	2.3%
9	11	2.5%

Value	Count	Frequency (%)
152	1	0.2%
127	1	0.2%
123	1	0.2%
120	2	0.5%
116	1	0.2%
115	1	0.2%
111	1	0.2%
105	1	0.2%
102	1	0.2%
94	1	0.2%

5급 여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	43
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0297483

Minimum	0
Maximum	143
Zeros	239
Zeros (%)	54.7%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	63.4
Maximum	143
Range	143
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	20.570566
Coefficient of variation (CV)	2.9262166
Kurtosis	15.432807
Mean	7.0297483
Median Absolute Deviation (MAD)	0
Skewness	3.9048099
Sum	3072
Variance	423.1482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	239	54.7%
1	36	8.2%
2	35	8.0%
3	22	5.0%
4	17	3.9%
5	15	3.4%
6	10	2.3%
10	6	1.4%
7	5	1.1%
9	5	1.1%
Other values (33)	47	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	239	54.7%
1	36	8.2%
2	35	8.0%
3	22	5.0%
4	17	3.9%
5	15	3.4%
6	10	2.3%
7	5	1.1%
8	4	0.9%
9	5	1.1%

Value	Count	Frequency (%)
143	1	0.2%
127	1	0.2%
113	1	0.2%
110	1	0.2%
104	1	0.2%
98	1	0.2%
95	1	0.2%
90	3	0.7%
87	1	0.2%
78	1	0.2%

6급 남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.592677

Minimum	0
Maximum	209
Zeros	314
Zeros (%)	71.9%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	79
Maximum	209
Range	209
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	30.486706
Coefficient of variation (CV)	2.6298244
Kurtosis	12.616289
Mean	11.592677
Median Absolute Deviation (MAD)	0
Skewness	3.4236204
Sum	5066
Variance	929.43921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	314	71.9%
9	8	1.8%
8	8	1.8%
5	7	1.6%
7	5	1.1%
6	5	1.1%
3	4	0.9%
4	4	0.9%
10	4	0.9%
14	3	0.7%
Other values (55)	75	17.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	314	71.9%
1	2	0.5%
2	3	0.7%
3	4	0.9%
4	4	0.9%
5	7	1.6%
6	5	1.1%
7	5	1.1%
8	8	1.8%
9	8	1.8%

Value	Count	Frequency (%)
209	1	0.2%
180	1	0.2%
170	1	0.2%
159	1	0.2%
144	1	0.2%
143	1	0.2%
141	1	0.2%
128	2	0.5%
124	1	0.2%
123	1	0.2%

6급 여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	49
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1006865

Minimum	0
Maximum	91
Zeros	315
Zeros (%)	72.1%
Negative	0
Negative (%)	0.0%
Memory size	4.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	45
Maximum	91
Range	91
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	15.457071
Coefficient of variation (CV)	2.5336609
Kurtosis	9.6233044
Mean	6.1006865
Median Absolute Deviation (MAD)	0
Skewness	3.1077163
Sum	2666
Variance	238.92103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0	315	72.1%
4	12	2.7%
2	9	2.1%
3	8	1.8%
5	7	1.6%
6	6	1.4%
7	6	1.4%
1	5	1.1%
8	4	0.9%
28	3	0.7%
Other values (39)	62	14.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	315	72.1%
1	5	1.1%
2	9	2.1%
3	8	1.8%
4	12	2.7%
5	7	1.6%
6	6	1.4%
7	6	1.4%
8	4	0.9%
9	3	0.7%

Value	Count	Frequency (%)
91	1	0.2%
83	1	0.2%
78	1	0.2%
76	1	0.2%
74	3	0.7%
69	1	0.2%
65	1	0.2%
60	1	0.2%
57	2	0.5%
56	3	0.7%

데이터기준일자
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

2014-02-28	437

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2014-02-28
2nd row	2014-02-28
3rd row	2014-02-28
4th row	2014-02-28
5th row	2014-02-28

Common Values

Value	Count	Frequency (%)
2014-02-28	437	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2014-02-28	437	100.0%

Heatmap
Table

	시군구	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
시군구	1.000	1.000	0.000	0.000	0.000	0.072	0.124	0.000	0.000	0.000	0.034	0.000	0.092	0.123	0.000
읍면동	1.000	1.000	0.000	0.000	0.000	0.271	0.176	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
장애유형	0.000	0.000	1.000	0.628	0.617	0.649	0.600	0.719	0.495	0.731	0.704	0.678	0.654	0.750	0.743
1급 남	0.000	0.000	0.628	1.000	0.786	0.536	0.617	0.664	0.609	0.685	0.525	0.556	0.571	0.610	0.512
1급 여	0.000	0.000	0.617	0.786	1.000	0.418	0.610	0.517	0.371	0.406	0.408	0.236	0.207	0.328	0.323
2급 남	0.072	0.271	0.649	0.536	0.418	1.000	0.934	0.830	0.502	0.586	0.664	0.605	0.588	0.765	0.635
2급 여	0.124	0.176	0.600	0.617	0.610	0.934	1.000	0.732	0.840	0.511	0.641	0.558	0.527	0.602	0.598
3급 남	0.000	0.000	0.719	0.664	0.517	0.830	0.732	1.000	0.847	0.811	0.913	0.942	0.926	0.947	0.899
3급 여	0.000	0.000	0.495	0.609	0.371	0.502	0.840	0.847	1.000	0.712	0.758	0.847	0.842	0.856	0.757
4급 남	0.000	0.000	0.731	0.685	0.406	0.586	0.511	0.811	0.712	1.000	0.814	0.893	0.834	0.823	0.762
4급 여	0.034	0.000	0.704	0.525	0.408	0.664	0.641	0.913	0.758	0.814	1.000	0.959	0.935	0.936	0.936
5급 남	0.000	0.000	0.678	0.556	0.236	0.605	0.558	0.942	0.847	0.893	0.959	1.000	0.954	0.939	0.930
5급 여	0.092	0.000	0.654	0.571	0.207	0.588	0.527	0.926	0.842	0.834	0.935	0.954	1.000	0.945	0.922
6급 남	0.123	0.000	0.750	0.610	0.328	0.765	0.602	0.947	0.856	0.823	0.936	0.939	0.945	1.000	0.939
6급 여	0.000	0.000	0.743	0.512	0.323	0.635	0.598	0.899	0.757	0.762	0.936	0.930	0.922	0.939	1.000

Heatmap
Table

	시군구	장애유형	읍면동
시군구	1.000	0.000	0.967
장애유형	0.000	1.000	0.000
읍면동	0.967	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	읍면동	장애유형
1급 남	1.000	0.777	0.651	0.600	0.604	0.559	0.288	0.363	0.367	0.378	0.572	0.567	0.000	0.000	0.312
1급 여	0.777	1.000	0.598	0.614	0.623	0.620	0.346	0.406	0.370	0.356	0.614	0.615	0.000	0.000	0.318
2급 남	0.651	0.598	1.000	0.850	0.626	0.604	0.290	0.332	0.427	0.458	0.443	0.442	0.016	0.101	0.362
2급 여	0.600	0.614	0.850	1.000	0.617	0.665	0.349	0.407	0.508	0.543	0.512	0.511	0.051	0.075	0.327
3급 남	0.604	0.623	0.626	0.617	1.000	0.837	0.375	0.441	0.255	0.266	0.532	0.525	0.000	0.000	0.361
3급 여	0.559	0.620	0.604	0.665	0.837	1.000	0.401	0.462	0.324	0.334	0.598	0.598	0.000	0.000	0.299
4급 남	0.288	0.346	0.290	0.349	0.375	0.401	1.000	0.841	0.668	0.656	0.772	0.769	0.000	0.000	0.403
4급 여	0.363	0.406	0.332	0.407	0.441	0.462	0.841	1.000	0.679	0.682	0.814	0.813	0.019	0.000	0.348
5급 남	0.367	0.370	0.427	0.508	0.255	0.324	0.668	0.679	1.000	0.894	0.767	0.763	0.000	0.000	0.325
5급 여	0.378	0.356	0.458	0.543	0.266	0.334	0.656	0.682	0.894	1.000	0.749	0.750	0.053	0.000	0.307
6급 남	0.572	0.614	0.443	0.512	0.532	0.598	0.772	0.814	0.767	0.749	1.000	0.987	0.072	0.000	0.391
6급 여	0.567	0.615	0.442	0.511	0.525	0.598	0.769	0.813	0.763	0.750	0.987	1.000	0.000	0.000	0.384
시군구	0.000	0.000	0.016	0.051	0.000	0.000	0.000	0.019	0.000	0.053	0.072	0.000	1.000	0.967	0.000
읍면동	0.000	0.000	0.101	0.075	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.967	1.000	0.000
장애유형	0.312	0.318	0.362	0.327	0.361	0.299	0.403	0.348	0.325	0.307	0.391	0.384	0.000	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

	시도	시군구	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	데이터기준일자
0	경기도	용인시 처인구	포곡읍	지체	9	5	25	18	68	27	75	48	123	90	180	74	2014-02-28
1	경기도	용인시 처인구	포곡읍	시각	9	9	0	2	2	2	4	3	9	2	59	21	2014-02-28
2	경기도	용인시 처인구	포곡읍	청각	2	1	10	14	20	10	12	12	23	14	7	9	2014-02-28
3	경기도	용인시 처인구	포곡읍	언어	0	0	1	1	3	0	2	1	0	0	0	0	2014-02-28
4	경기도	용인시 처인구	포곡읍	지적	17	8	19	13	33	17	0	0	0	0	0	0	2014-02-28
5	경기도	용인시 처인구	포곡읍	뇌병변	31	43	20	14	16	4	19	12	13	4	7	5	2014-02-28
6	경기도	용인시 처인구	포곡읍	자폐성	2	1	1	0	1	0	0	0	0	0	0	0	2014-02-28
7	경기도	용인시 처인구	포곡읍	정신	1	0	7	4	8	14	0	0	0	0	0	0	2014-02-28
8	경기도	용인시 처인구	포곡읍	신장	1	1	14	14	0	0	1	0	5	4	0	0	2014-02-28
9	경기도	용인시 처인구	포곡읍	심장	0	0	0	0	3	1	0	0	0	0	0	0	2014-02-28

	시도	시군구	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	데이터기준일자
427	경기도	용인시 수지구	성복동	지적	10	7	11	13	9	12	0	0	0	0	0	0	2014-02-28
428	경기도	용인시 수지구	성복동	뇌병변	15	23	10	13	20	15	13	3	12	2	8	5	2014-02-28
429	경기도	용인시 수지구	성복동	자폐성	5	0	1	0	1	0	0	0	0	0	0	0	2014-02-28
430	경기도	용인시 수지구	성복동	정신	0	0	5	1	6	8	0	0	0	0	0	0	2014-02-28
431	경기도	용인시 수지구	성복동	신장	1	0	16	6	0	0	0	0	12	7	0	0	2014-02-28
432	경기도	용인시 수지구	성복동	심장	0	0	3	1	3	2	0	0	0	0	0	0	2014-02-28
433	경기도	용인시 수지구	성복동	호흡기	2	0	2	0	1	1	0	0	0	0	0	0	2014-02-28
434	경기도	용인시 수지구	성복동	간	1	0	0	0	2	0	0	0	14	3	0	0	2014-02-28
435	경기도	용인시 수지구	성복동	안면	0	0	0	0	0	0	0	1	0	0	0	0	2014-02-28
436	경기도	용인시 수지구	성복동	장루.요루	0	0	1	0	0	0	3	1	0	0	0	0	2014-02-28

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample