gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	44
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.7 KiB
Average record size in memory	155.0 B

Variable types

Text	1
Categorical	3
Numeric	13

Dataset

Description	인천광역시 부평구 장애 유형별 등록현황 데이터는 각 동별 지체, 시각, 청각, 언어, 지적 등 장애 유형별 등록 현황을 제공합니다.
Author	인천광역시 부평구
URL	https://data.incheon.go.kr/findData/publicDataDetail?dataId=15112955&srcSe=7661IVAWM27C61E190

Alerts

`지체` is highly overall correlated with `시각` and 10 other fields	High correlation
`시각` is highly overall correlated with `지체` and 10 other fields	High correlation
`청각` is highly overall correlated with `지체` and 10 other fields	High correlation
`언어` is highly overall correlated with `뇌병변`	High correlation
`지적` is highly overall correlated with `지체` and 11 other fields	High correlation
`뇌병변` is highly overall correlated with `언어` and 5 other fields	High correlation
`자폐성` is highly overall correlated with `지체` and 10 other fields	High correlation
`정신` is highly overall correlated with `지체` and 11 other fields	High correlation
`신장` is highly overall correlated with `지체` and 10 other fields	High correlation
`호흡기` is highly overall correlated with `지체` and 11 other fields	High correlation
`간` is highly overall correlated with `지체` and 10 other fields	High correlation
`장루_요루` is highly overall correlated with `지체` and 9 other fields	High correlation
`뇌전증` is highly overall correlated with `지체` and 3 other fields	High correlation
`장애구분(1 심한장애 2 심하지 않은 장애)` is highly overall correlated with `지체` and 9 other fields	High correlation
`심장` is highly overall correlated with `지적` and 1 other fields	High correlation
`안면` is highly overall correlated with `정신`	High correlation
`언어` has 2 (4.5%) zeros	Zeros
`지적` has 22 (50.0%) zeros	Zeros
`자폐성` has 22 (50.0%) zeros	Zeros
`정신` has 15 (34.1%) zeros	Zeros
`호흡기` has 21 (47.7%) zeros	Zeros
`간` has 16 (36.4%) zeros	Zeros
`장루_요루` has 14 (31.8%) zeros	Zeros
`뇌전증` has 14 (31.8%) zeros	Zeros

Reproduction

Analysis started	2024-05-10 22:04:43.645899
Analysis finished	2024-05-10 22:05:30.523831
Duration	46.88 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

동별구분
Text

Distinct	22
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	484.0 B

Length

Max length	4
Median length	4
Mean length	3.9545455
Min length	3

Characters and Unicode

Total characters	174
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	부평1동
2nd row	부평2동
3rd row	부평3동
4th row	부평4동
5th row	부평5동

Value	Count	Frequency (%)
부평1동	2	4.5%
부평2동	2	4.5%
십정1동	2	4.5%
일신동	2	4.5%
부개3동	2	4.5%
부개2동	2	4.5%
부개1동	2	4.5%
삼산2동	2	4.5%
삼산1동	2	4.5%
갈산2동	2	4.5%
Other values (12)	24	54.5%

Most occurring characters

Value	Count	Frequency (%)
동	44	25.3%
부	18	10.3%
산	16	9.2%
1	14	8.0%
2	14	8.0%
평	12	6.9%
곡	8	4.6%
3	6	3.4%
개	6	3.4%
4	4	2.3%
Other values (10)	32	18.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	132	75.9%
Decimal Number	42	24.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
동	44	33.3%
부	18	13.6%
산	16	12.1%
평	12	9.1%
곡	8	6.1%
개	6	4.5%
청	4	3.0%
천	4	3.0%
갈	4	3.0%
삼	4	3.0%
Other values (4)	12	9.1%

Decimal Number

Value	Count	Frequency (%)
1	14	33.3%
2	14	33.3%
3	6	14.3%
4	4	9.5%
5	2	4.8%
6	2	4.8%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	132	75.9%
Common	42	24.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
동	44	33.3%
부	18	13.6%
산	16	12.1%
평	12	9.1%
곡	8	6.1%
개	6	4.5%
청	4	3.0%
천	4	3.0%
갈	4	3.0%
삼	4	3.0%
Other values (4)	12	9.1%

Common

Value	Count	Frequency (%)
1	14	33.3%
2	14	33.3%
3	6	14.3%
4	4	9.5%
5	2	4.8%
6	2	4.8%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	132	75.9%
ASCII	42	24.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
동	44	33.3%
부	18	13.6%
산	16	12.1%
평	12	9.1%
곡	8	6.1%
개	6	4.5%
청	4	3.0%
천	4	3.0%
갈	4	3.0%
삼	4	3.0%
Other values (4)	12	9.1%

ASCII

Value	Count	Frequency (%)
1	14	33.3%
2	14	33.3%
3	6	14.3%
4	4	9.5%
5	2	4.8%
6	2	4.8%

장애구분(1 심한장애 2 심하지 않은 장애)
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Memory size	484.0 B

1	22
2	22

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	22	50.0%
2	22	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	22	50.0%
2	22	50.0%

지체
Real number (ℝ)

HIGH CORRELATION

Distinct	42
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	268.56818

Minimum	36
Maximum	713
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	36
5-th percentile	66.6
Q1	111.75
median	223
Q3	428.5
95-th percentile	601.9
Maximum	713
Range	677
Interquartile range (IQR)	316.75

Descriptive statistics

Standard deviation	187.11287
Coefficient of variation (CV)	0.6967053
Kurtosis	-0.77516859
Mean	268.56818
Median Absolute Deviation (MAD)	132
Skewness	0.60524736
Sum	11817
Variance	35011.228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
70	2	4.5%
115	2	4.5%
336	1	2.3%
511	1	2.3%
334	1	2.3%
259	1	2.3%
430	1	2.3%
428	1	2.3%
255	1	2.3%
191	1	2.3%
Other values (32)	32	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36	1	2.3%
46	1	2.3%
66	1	2.3%
70	2	4.5%
73	1	2.3%
81	1	2.3%
83	1	2.3%
99	1	2.3%
103	1	2.3%
108	1	2.3%

Value	Count	Frequency (%)
713	1	2.3%
634	1	2.3%
610	1	2.3%
556	1	2.3%
526	1	2.3%
511	1	2.3%
476	1	2.3%
460	1	2.3%
451	1	2.3%
438	1	2.3%

시각
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.272727

Minimum	9
Maximum	166
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	9
5-th percentile	10
Q1	20.5
median	51
Q3	90.5
95-th percentile	134.7
Maximum	166
Range	157
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	43.46416
Coefficient of variation (CV)	0.74587482
Kurtosis	-0.50761901
Mean	58.272727
Median Absolute Deviation (MAD)	34.5
Skewness	0.72034292
Sum	2564
Variance	1889.1332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
28	2	4.5%
10	2	4.5%
9	2	4.5%
53	2	4.5%
92	2	4.5%
90	2	4.5%
105	1	2.3%
79	1	2.3%
49	1	2.3%
133	1	2.3%
Other values (28)	28	63.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	2	4.5%
10	2	4.5%
12	1	2.3%
13	1	2.3%
14	1	2.3%
15	1	2.3%
16	1	2.3%
17	1	2.3%
19	1	2.3%
21	1	2.3%

Value	Count	Frequency (%)
166	1	2.3%
143	1	2.3%
135	1	2.3%
133	1	2.3%
128	1	2.3%
122	1	2.3%
105	1	2.3%
100	1	2.3%
94	1	2.3%
92	2	4.5%

청각
Real number (ℝ)

HIGH CORRELATION

Distinct	42
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.15909

Minimum	11
Maximum	365
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	11
5-th percentile	22.3
Q1	46.25
median	84.5
Q3	184.25
95-th percentile	262
Maximum	365
Range	354
Interquartile range (IQR)	138

Descriptive statistics

Standard deviation	85.110036
Coefficient of variation (CV)	0.75212725
Kurtosis	0.25915758
Mean	113.15909
Median Absolute Deviation (MAD)	53
Skewness	0.90786343
Sum	4979
Variance	7243.7183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
59	2	4.5%
47	2	4.5%
72	1	2.3%
183	1	2.3%
142	1	2.3%
100	1	2.3%
196	1	2.3%
226	1	2.3%
131	1	2.3%
49	1	2.3%
Other values (32)	32	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	2.3%
15	1	2.3%
22	1	2.3%
24	1	2.3%
26	1	2.3%
27	1	2.3%
39	1	2.3%
40	1	2.3%
42	1	2.3%
43	1	2.3%

Value	Count	Frequency (%)
365	1	2.3%
282	1	2.3%
268	1	2.3%
228	1	2.3%
226	1	2.3%
219	1	2.3%
201	1	2.3%
196	1	2.3%
192	1	2.3%
189	1	2.3%

언어
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	31.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9545455

Minimum	0
Maximum	19
Zeros	2
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	7
Q3	9
95-th percentile	14
Maximum	19
Range	19
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.1030592
Coefficient of variation (CV)	0.58998237
Kurtosis	0.48461896
Mean	6.9545455
Median Absolute Deviation (MAD)	3
Skewness	0.64358745
Sum	306
Variance	16.835095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
4	5	11.4%
7	5	11.4%
5	5	11.4%
2	5	11.4%
8	5	11.4%
12	3	6.8%
9	3	6.8%
14	3	6.8%
6	3	6.8%
10	2	4.5%
Other values (4)	5	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.5%
2	5	11.4%
3	1	2.3%
4	5	11.4%
5	5	11.4%
6	3	6.8%
7	5	11.4%
8	5	11.4%
9	3	6.8%
10	2	4.5%

Value	Count	Frequency (%)
19	1	2.3%
14	3	6.8%
12	3	6.8%
11	1	2.3%
10	2	4.5%
9	3	6.8%
8	5	11.4%
7	5	11.4%
6	3	6.8%
5	5	11.4%

지적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	45.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.863636

Minimum	0
Maximum	179
Zeros	22
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	18.5
Q3	92
95-th percentile	123.55
Maximum	179
Range	179
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	53.189259
Coefficient of variation (CV)	1.1112666
Kurtosis	-1.0554123
Mean	47.863636
Median Absolute Deviation (MAD)	18.5
Skewness	0.53331898
Sum	2106
Variance	2829.0973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	22	50.0%
108	3	6.8%
72	2	4.5%
95	1	2.3%
138	1	2.3%
76	1	2.3%
64	1	2.3%
91	1	2.3%
74	1	2.3%
88	1	2.3%
Other values (10)	10	22.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	50.0%
37	1	2.3%
45	1	2.3%
64	1	2.3%
72	2	4.5%
74	1	2.3%
76	1	2.3%
82	1	2.3%
87	1	2.3%
88	1	2.3%

Value	Count	Frequency (%)
179	1	2.3%
138	1	2.3%
124	1	2.3%
121	1	2.3%
118	1	2.3%
110	1	2.3%
109	1	2.3%
108	3	6.8%
95	1	2.3%
91	1	2.3%

뇌병변
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	79.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.840909

Minimum	15
Maximum	156
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	15
5-th percentile	26.3
Q1	38.75
median	52.5
Q3	70.5
95-th percentile	100.7
Maximum	156
Range	141
Interquartile range (IQR)	31.75

Descriptive statistics

Standard deviation	26.823231
Coefficient of variation (CV)	0.47190011
Kurtosis	3.1216402
Mean	56.840909
Median Absolute Deviation (MAD)	16.5
Skewness	1.3629509
Sum	2501
Variance	719.48573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
32	3	6.8%
39	2	4.5%
52	2	4.5%
61	2	4.5%
50	2	4.5%
43	2	4.5%
40	2	4.5%
73	2	4.5%
33	1	2.3%
26	1	2.3%
Other values (25)	25	56.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	2.3%
20	1	2.3%
26	1	2.3%
28	1	2.3%
31	1	2.3%
32	3	6.8%
33	1	2.3%
36	1	2.3%
38	1	2.3%
39	2	4.5%

Value	Count	Frequency (%)
156	1	2.3%
108	1	2.3%
101	1	2.3%
99	1	2.3%
93	1	2.3%
88	1	2.3%
76	1	2.3%
74	1	2.3%
73	2	4.5%
72	1	2.3%

자폐성
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	34.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4772727

Minimum	0
Maximum	29
Zeros	22
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	14
95-th percentile	24
Maximum	29
Range	29
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	9.0874015
Coefficient of variation (CV)	1.2153364
Kurtosis	-0.65312852
Mean	7.4772727
Median Absolute Deviation (MAD)	1.5
Skewness	0.83473633
Sum	329
Variance	82.580867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	22	50.0%
19	3	6.8%
13	2	4.5%
6	2	4.5%
14	2	4.5%
16	2	4.5%
12	2	4.5%
24	2	4.5%
5	1	2.3%
29	1	2.3%
Other values (5)	5	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	50.0%
3	1	2.3%
5	1	2.3%
6	2	4.5%
8	1	2.3%
9	1	2.3%
12	2	4.5%
13	2	4.5%
14	2	4.5%
16	2	4.5%

Value	Count	Frequency (%)
29	1	2.3%
25	1	2.3%
24	2	4.5%
23	1	2.3%
19	3	6.8%
16	2	4.5%
14	2	4.5%
13	2	4.5%
12	2	4.5%
9	1	2.3%

정신
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	47.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.840909

Minimum	0
Maximum	168
Zeros	15
Zeros (%)	34.1%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7
Q3	38.25
95-th percentile	62.65
Maximum	168
Range	168
Interquartile range (IQR)	38.25

Descriptive statistics

Standard deviation	30.883083
Coefficient of variation (CV)	1.4140017
Kurtosis	10.721662
Mean	21.840909
Median Absolute Deviation (MAD)	7
Skewness	2.6713464
Sum	961
Variance	953.7648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	15	34.1%
1	6	13.6%
42	2	4.5%
44	2	4.5%
23	2	4.5%
20	2	4.5%
168	1	2.3%
2	1	2.3%
46	1	2.3%
33	1	2.3%
Other values (11)	11	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	34.1%
1	6	13.6%
2	1	2.3%
12	1	2.3%
20	2	4.5%
23	2	4.5%
29	1	2.3%
30	1	2.3%
31	1	2.3%
33	1	2.3%

Value	Count	Frequency (%)
168	1	2.3%
74	1	2.3%
64	1	2.3%
55	1	2.3%
46	1	2.3%
44	2	4.5%
42	2	4.5%
40	1	2.3%
39	1	2.3%
38	1	2.3%

신장
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	77.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.295455

Minimum	2
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	2
5-th percentile	5.15
Q1	11.75
median	22
Q3	45.25
95-th percentile	61.85
Maximum	95
Range	93
Interquartile range (IQR)	33.5

Descriptive statistics

Standard deviation	21.566101
Coefficient of variation (CV)	0.76217547
Kurtosis	0.48895267
Mean	28.295455
Median Absolute Deviation (MAD)	14.5
Skewness	0.96073874
Sum	1245
Variance	465.09672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
13	3	6.8%
14	3	6.8%
22	2	4.5%
15	2	4.5%
8	2	4.5%
5	2	4.5%
11	2	4.5%
6	2	4.5%
59	1	2.3%
17	1	2.3%
Other values (24)	24	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.3%
5	2	4.5%
6	2	4.5%
7	1	2.3%
8	2	4.5%
9	1	2.3%
11	2	4.5%
12	1	2.3%
13	3	6.8%
14	3	6.8%

Value	Count	Frequency (%)
95	1	2.3%
67	1	2.3%
62	1	2.3%
61	1	2.3%
59	1	2.3%
57	1	2.3%
53	1	2.3%
50	1	2.3%
48	1	2.3%
47	1	2.3%

심장
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Memory size	484.0 B

0	21
1	11
2	9
3	2
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	2.3%

Sample

1st row	2
2nd row	3
3rd row	0
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
0	21	47.7%
1	11	25.0%
2	9	20.5%
3	2	4.5%
4	1	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21	47.7%
1	11	25.0%
2	9	20.5%
3	2	4.5%
4	1	2.3%

호흡기
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	27.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5

Minimum	0
Maximum	12
Zeros	21
Zeros (%)	47.7%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	8.85
Maximum	12
Range	12
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.2884576
Coefficient of variation (CV)	1.315383
Kurtosis	0.54018353
Mean	2.5
Median Absolute Deviation (MAD)	1
Skewness	1.2105835
Sum	110
Variance	10.813953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	21	47.7%
1	5	11.4%
4	5	11.4%
7	3	6.8%
6	2	4.5%
3	2	4.5%
5	1	2.3%
2	1	2.3%
10	1	2.3%
12	1	2.3%
Other values (2)	2	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	47.7%
1	5	11.4%
2	1	2.3%
3	2	4.5%
4	5	11.4%
5	1	2.3%
6	2	4.5%
7	3	6.8%
8	1	2.3%
9	1	2.3%

Value	Count	Frequency (%)
12	1	2.3%
10	1	2.3%
9	1	2.3%
8	1	2.3%
7	3	6.8%
6	2	4.5%
5	1	2.3%
4	5	11.4%
3	2	4.5%
2	1	2.3%

간
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0681818

Minimum	0
Maximum	14
Zeros	16
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	10
Maximum	14
Range	14
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.8723692
Coefficient of variation (CV)	1.2621055
Kurtosis	1.209915
Mean	3.0681818
Median Absolute Deviation (MAD)	1
Skewness	1.3682588
Sum	135
Variance	14.995243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	16	36.4%
1	9	20.5%
3	4	9.1%
5	3	6.8%
14	2	4.5%
4	2	4.5%
10	2	4.5%
7	2	4.5%
6	2	4.5%
9	1	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	36.4%
1	9	20.5%
3	4	9.1%
4	2	4.5%
5	3	6.8%
6	2	4.5%
7	2	4.5%
8	1	2.3%
9	1	2.3%
10	2	4.5%

Value	Count	Frequency (%)
14	2	4.5%
10	2	4.5%
9	1	2.3%
8	1	2.3%
7	2	4.5%
6	2	4.5%
5	3	6.8%
4	2	4.5%
3	4	9.1%
1	9	20.5%

안면
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	484.0 B

0	27
1	15
2	1
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	2 ?
Unique (%)	4.5%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	27	61.4%
1	15	34.1%
2	1	2.3%
4	1	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	27	61.4%
1	15	34.1%
2	1	2.3%
4	1	2.3%

장루_요루
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	27.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2045455

Minimum	0
Maximum	13
Zeros	14
Zeros (%)	31.8%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5.25
95-th percentile	10.85
Maximum	13
Range	13
Interquartile range (IQR)	5.25

Descriptive statistics

Standard deviation	3.751462
Coefficient of variation (CV)	1.170669
Kurtosis	0.11971227
Mean	3.2045455
Median Absolute Deviation (MAD)	1
Skewness	1.0674823
Sum	141
Variance	14.073467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	14	31.8%
1	11	25.0%
7	4	9.1%
5	4	9.1%
4	3	6.8%
8	2	4.5%
2	1	2.3%
11	1	2.3%
13	1	2.3%
6	1	2.3%
Other values (2)	2	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	31.8%
1	11	25.0%
2	1	2.3%
4	3	6.8%
5	4	9.1%
6	1	2.3%
7	4	9.1%
8	2	4.5%
10	1	2.3%
11	1	2.3%

Value	Count	Frequency (%)
13	1	2.3%
12	1	2.3%
11	1	2.3%
10	1	2.3%
8	2	4.5%
7	4	9.1%
6	1	2.3%
5	4	9.1%
4	3	6.8%
2	1	2.3%

뇌전증
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8636364

Minimum	0
Maximum	9
Zeros	14
Zeros (%)	31.8%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

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

Descriptive statistics

Standard deviation	2.0413278
Coefficient of variation (CV)	1.0953466
Kurtosis	2.5315753
Mean	1.8636364
Median Absolute Deviation (MAD)	1
Skewness	1.4475824
Sum	82
Variance	4.167019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	14	31.8%
1	11	25.0%
3	9	20.5%
2	3	6.8%
4	3	6.8%
5	2	4.5%
7	1	2.3%
9	1	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	31.8%
1	11	25.0%
2	3	6.8%
3	9	20.5%
4	3	6.8%
5	2	4.5%
7	1	2.3%
9	1	2.3%

Value	Count	Frequency (%)
9	1	2.3%
7	1	2.3%
5	2	4.5%
4	3	6.8%
3	9	20.5%
2	3	6.8%
1	11	25.0%
0	14	31.8%

Heatmap
Table

	동별구분	장애구분(1 심한장애 2 심하지 않은 장애)	지체	시각	청각	언어	지적	뇌병변	자폐성	정신	신장	심장	호흡기	간	안면	장루_요루	뇌전증
동별구분	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.495	0.000	0.000	0.000	0.000	0.000	0.000	0.366	0.000	0.677
장애구분(1 심한장애 2 심하지 않은 장애)	0.000	1.000	0.997	0.962	0.873	0.146	1.000	0.491	1.000	0.997	0.997	0.310	0.934	0.969	0.000	0.773	0.524
지체	0.000	0.997	1.000	0.906	0.840	0.598	0.342	0.518	0.000	0.366	0.637	0.000	0.000	0.828	0.000	0.760	0.708
시각	0.000	0.962	0.906	1.000	0.830	0.452	0.000	0.498	0.000	0.478	0.629	0.000	0.000	0.830	0.000	0.810	0.674
청각	0.000	0.873	0.840	0.830	1.000	0.472	0.441	0.509	0.000	0.645	0.571	0.000	0.000	0.777	0.000	0.875	0.737
언어	0.000	0.146	0.598	0.452	0.472	1.000	0.000	0.491	0.000	0.502	0.260	0.000	0.000	0.602	0.000	0.656	0.408
지적	0.000	1.000	0.342	0.000	0.441	0.000	1.000	0.820	0.823	0.825	0.925	0.702	0.880	0.000	0.000	0.000	0.405
뇌병변	0.495	0.491	0.518	0.498	0.509	0.491	0.820	1.000	0.564	0.762	0.831	0.614	0.739	0.000	0.413	0.000	0.705
자폐성	0.000	1.000	0.000	0.000	0.000	0.000	0.823	0.564	1.000	0.789	0.798	0.699	0.866	0.000	0.000	0.000	0.000
정신	0.000	0.997	0.366	0.478	0.645	0.502	0.825	0.762	0.789	1.000	0.827	0.516	0.902	0.000	0.705	0.000	0.489
신장	0.000	0.997	0.637	0.629	0.571	0.260	0.925	0.831	0.798	0.827	1.000	0.599	0.832	0.265	0.000	0.000	0.474
심장	0.000	0.310	0.000	0.000	0.000	0.000	0.702	0.614	0.699	0.516	0.599	1.000	0.936	0.000	0.209	0.320	0.366
호흡기	0.000	0.934	0.000	0.000	0.000	0.000	0.880	0.739	0.866	0.902	0.832	0.936	1.000	0.000	0.722	0.000	0.296
간	0.000	0.969	0.828	0.830	0.777	0.602	0.000	0.000	0.000	0.000	0.265	0.000	0.000	1.000	0.107	0.796	0.686
안면	0.366	0.000	0.000	0.000	0.000	0.000	0.000	0.413	0.000	0.705	0.000	0.209	0.722	0.107	1.000	0.000	0.481
장루_요루	0.000	0.773	0.760	0.810	0.875	0.656	0.000	0.000	0.000	0.000	0.000	0.320	0.000	0.796	0.000	1.000	0.505
뇌전증	0.677	0.524	0.708	0.674	0.737	0.408	0.405	0.705	0.000	0.489	0.474	0.366	0.296	0.686	0.481	0.505	1.000

Heatmap
Table

	심장	안면	장애구분(1 심한장애 2 심하지 않은 장애)
심장	1.000	0.163	0.362
안면	0.163	1.000	0.000
장애구분(1 심한장애 2 심하지 않은 장애)	0.362	0.000	1.000

Heatmap
Table

	지체	시각	청각	언어	지적	뇌병변	자폐성	정신	신장	호흡기	간	장루_요루	뇌전증	장애구분(1 심한장애 2 심하지 않은 장애)	심장	안면
지체	1.000	0.910	0.923	0.331	-0.684	-0.012	-0.680	-0.629	-0.515	-0.623	0.811	0.770	0.629	0.856	0.000	0.000
시각	0.910	1.000	0.922	0.267	-0.708	-0.083	-0.745	-0.600	-0.507	-0.613	0.816	0.788	0.576	0.749	0.000	0.000
청각	0.923	0.922	1.000	0.294	-0.688	-0.050	-0.695	-0.583	-0.506	-0.648	0.819	0.752	0.607	0.829	0.000	0.000
언어	0.331	0.267	0.294	1.000	0.220	0.598	0.197	0.268	0.361	0.133	0.119	0.090	0.347	0.116	0.000	0.000
지적	-0.684	-0.708	-0.688	0.220	1.000	0.596	0.941	0.909	0.898	0.888	-0.754	-0.719	-0.320	0.926	0.506	0.000
뇌병변	-0.012	-0.083	-0.050	0.598	0.596	1.000	0.598	0.630	0.747	0.565	-0.194	-0.164	0.067	0.337	0.416	0.174
자폐성	-0.680	-0.745	-0.695	0.197	0.941	0.598	1.000	0.862	0.872	0.866	-0.771	-0.714	-0.393	0.900	0.332	0.000
정신	-0.629	-0.600	-0.583	0.268	0.909	0.630	0.862	1.000	0.912	0.810	-0.674	-0.646	-0.272	0.903	0.373	0.521
신장	-0.515	-0.507	-0.506	0.361	0.898	0.747	0.872	0.912	1.000	0.822	-0.570	-0.574	-0.197	0.883	0.402	0.000
호흡기	-0.623	-0.613	-0.648	0.133	0.888	0.565	0.866	0.810	0.822	1.000	-0.727	-0.639	-0.365	0.703	0.601	0.476
간	0.811	0.816	0.819	0.119	-0.754	-0.194	-0.771	-0.674	-0.570	-0.727	1.000	0.764	0.525	0.782	0.000	0.000
장루_요루	0.770	0.788	0.752	0.090	-0.719	-0.164	-0.714	-0.646	-0.574	-0.639	0.764	1.000	0.398	0.722	0.168	0.000
뇌전증	0.629	0.576	0.607	0.347	-0.320	0.067	-0.393	-0.272	-0.197	-0.365	0.525	0.398	1.000	0.361	0.217	0.210
장애구분(1 심한장애 2 심하지 않은 장애)	0.856	0.749	0.829	0.116	0.926	0.337	0.900	0.903	0.883	0.703	0.782	0.722	0.361	1.000	0.362	0.000
심장	0.000	0.000	0.000	0.000	0.506	0.416	0.332	0.373	0.402	0.601	0.000	0.168	0.217	0.362	1.000	0.163
안면	0.000	0.000	0.000	0.000	0.000	0.174	0.000	0.521	0.000	0.476	0.000	0.000	0.210	0.000	0.163	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

	동별구분	장애구분(1 심한장애 2 심하지 않은 장애)	지체	시각	청각	언어	지적	뇌병변	자폐성	정신	신장	심장	호흡기	간	안면	장루_요루	뇌전증
0	부평1동	1	140	28	72	4	108	70	19	42	67	2	6	1	1	0	3
1	부평2동	1	70	35	75	7	82	50	13	42	41	3	1	1	1	2	0
2	부평3동	1	70	62	27	4	72	52	6	40	37	0	6	0	0	0	0
3	부평4동	1	154	41	59	12	118	108	14	64	62	2	7	0	0	0	0
4	부평5동	1	115	29	59	9	124	72	16	44	57	1	5	1	1	1	1
5	부평6동	1	83	16	22	5	121	38	12	31	32	1	4	0	0	1	1
6	산곡1동	1	46	10	24	4	45	40	5	23	26	0	4	1	0	1	0
7	산곡2동	1	119	12	47	7	110	73	29	30	38	1	4	0	0	0	0
8	산곡3동	1	99	28	51	7	87	76	16	38	53	0	4	0	0	1	1
9	산곡4동	1	66	13	26	5	72	32	8	12	22	2	3	0	1	0	0

	동별구분	장애구분(1 심한장애 2 심하지 않은 장애)	지체	시각	청각	언어	뇌병변	정신	신장	심장	호흡기	간	안면	장루_요루	뇌전증
34	갈산1동	2	336	68	152	3	31	0	8	1	0	1	1	4	3
35	갈산2동	2	460	90	183	8	39	1	8	0	0	7	0	8	4
36	삼산1동	2	713	133	365	12	99	1	15	2	0	10	1	12	9
37	삼산2동	2	396	92	127	6	39	0	14	0	0	14	0	5	4
38	부개1동	2	451	92	189	4	50	0	9	1	0	7	4	4	1
39	부개2동	2	347	79	149	0	32	0	13	0	0	4	0	5	0
40	부개3동	2	476	105	188	7	48	0	11	0	1	6	0	7	1
41	일신동	2	272	49	105	5	40	0	5	0	0	5	1	5	1
42	십정1동	2	438	100	192	8	54	0	14	0	0	3	0	7	3
43	십정2동	2	556	122	282	6	58	2	15	0	0	6	0	10	3

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample