gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	36
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.3 KiB
Average record size in memory	150.7 B

Variable types

Text	3
Categorical	3
Numeric	11

Dataset

Description	경상남도_장애인 유형 및 장애정도별 등록현황 입니다.
Author	경상남도
URL	https://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15049403

Alerts

`지체` is highly overall correlated with `시각` and 11 other fields	High correlation
`시각` is highly overall correlated with `지체` and 11 other fields	High correlation
`청각` is highly overall correlated with `지체` and 11 other fields	High correlation
`언어` is highly overall correlated with `지체` and 11 other fields	High correlation
`지적` is highly overall correlated with `지체` and 11 other fields	High correlation
`뇌병변` is highly overall correlated with `지체` and 11 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 11 other fields	High correlation
`호흡기` is highly overall correlated with `지체` and 11 other fields	High correlation
`장루.요루` is highly overall correlated with `지체` and 11 other fields	High correlation
`뇌전증` is highly overall correlated with `지체` and 11 other fields	High correlation
`심장` is highly overall correlated with `지체` and 10 other fields	High correlation
`안면` is highly overall correlated with `지체` and 10 other fields	High correlation
`지체` has unique values	Unique
`지적` has unique values	Unique

Reproduction

Analysis started	2023-12-11 00:57:54.788350
Analysis finished	2023-12-11 00:58:06.779014
Duration	11.99 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구 분
Text

Distinct	18
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

Length

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

Characters and Unicode

Total characters	108
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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	창원시
2nd row	창원시
3rd row	진주시
4th row	진주시
5th row	통영시

Value	Count	Frequency (%)
창원시	2	5.6%
진주시	2	5.6%
거창군	2	5.6%
함양군	2	5.6%
산청군	2	5.6%
하동군	2	5.6%
남해군	2	5.6%
고성군	2	5.6%
창년군	2	5.6%
함안군	2	5.6%
Other values (8)	16	44.4%

Most occurring characters

Value	Count	Frequency (%)
군	20	18.5%
시	16	14.8%
창	6	5.6%
양	6	5.6%
산	4	3.7%
거	4	3.7%
해	4	3.7%
천	4	3.7%
함	4	3.7%
성	2	1.9%
Other values (19)	38	35.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	108	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
군	20	18.5%
시	16	14.8%
창	6	5.6%
양	6	5.6%
산	4	3.7%
거	4	3.7%
해	4	3.7%
천	4	3.7%
함	4	3.7%
성	2	1.9%
Other values (19)	38	35.2%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	108	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
군	20	18.5%
시	16	14.8%
창	6	5.6%
양	6	5.6%
산	4	3.7%
거	4	3.7%
해	4	3.7%
천	4	3.7%
함	4	3.7%
성	2	1.9%
Other values (19)	38	35.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	108	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
군	20	18.5%
시	16	14.8%
창	6	5.6%
양	6	5.6%
산	4	3.7%
거	4	3.7%
해	4	3.7%
천	4	3.7%
함	4	3.7%
성	2	1.9%
Other values (19)	38	35.2%

성별
Categorical

Distinct	2
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

남	18
여	18

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
남	18	50.0%
여	18	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남	18	50.0%
여	18	50.0%

지체
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	36
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2617.9167

Minimum	699
Maximum	15523
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	699
5-th percentile	862
Q1	1155.5
median	1377
Q3	2385.75
95-th percentile	8384.25
Maximum	15523
Range	14824
Interquartile range (IQR)	1230.25

Descriptive statistics

Standard deviation	2983.8199
Coefficient of variation (CV)	1.1397689
Kurtosis	10.215058
Mean	2617.9167
Median Absolute Deviation (MAD)	424
Skewness	3.0101576
Sum	94245
Variance	8903181.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
15523	1	2.8%
1239	1	2.8%
1212	1	2.8%
1320	1	2.8%
1123	1	2.8%
1114	1	2.8%
1154	1	2.8%
1267	1	2.8%
1217	1	2.8%
902	1	2.8%
Other values (26)	26	72.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
699	1	2.8%
742	1	2.8%
902	1	2.8%
905	1	2.8%
928	1	2.8%
981	1	2.8%
1114	1	2.8%
1123	1	2.8%
1154	1	2.8%
1156	1	2.8%

Value	Count	Frequency (%)
15523	1	2.8%
9927	1	2.8%
7870	1	2.8%
5095	1	2.8%
4423	1	2.8%
4397	1	2.8%
4035	1	2.8%
3726	1	2.8%
2694	1	2.8%
2283	1	2.8%

시각
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	474.08333

Minimum	115
Maximum	2796
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	115
5-th percentile	139
Q1	184.5
median	270
Q3	487.25
95-th percentile	1423.5
Maximum	2796
Range	2681
Interquartile range (IQR)	302.75

Descriptive statistics

Standard deviation	540.05393
Coefficient of variation (CV)	1.139154
Kurtosis	9.9278795
Mean	474.08333
Median Absolute Deviation (MAD)	105.5
Skewness	2.9493838
Sum	17067
Variance	291658.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
172	2	5.6%
1824	1	2.8%
283	1	2.8%
206	1	2.8%
245	1	2.8%
151	1	2.8%
221	1	2.8%
177	1	2.8%
242	1	2.8%
2796	1	2.8%
Other values (25)	25	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
115	1	2.8%
136	1	2.8%
140	1	2.8%
148	1	2.8%
151	1	2.8%
170	1	2.8%
172	2	5.6%
177	1	2.8%
187	1	2.8%
199	1	2.8%

Value	Count	Frequency (%)
2796	1	2.8%
1824	1	2.8%
1290	1	2.8%
989	1	2.8%
930	1	2.8%
887	1	2.8%
606	1	2.8%
593	1	2.8%
509	1	2.8%
480	1	2.8%

청각
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	568.91667

Minimum	151
Maximum	2832
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	151
5-th percentile	194.75
Q1	264
median	342
Q3	723.25
95-th percentile	1580.75
Maximum	2832
Range	2681
Interquartile range (IQR)	459.25

Descriptive statistics

Standard deviation	578.07184
Coefficient of variation (CV)	1.0160923
Kurtosis	8.0455564
Mean	568.91667
Median Absolute Deviation (MAD)	99
Skewness	2.7417371
Sum	20481
Variance	334167.05
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
243	2	5.6%
319	2	5.6%
2832	1	2.8%
255	1	2.8%
322	1	2.8%
365	1	2.8%
224	1	2.8%
222	1	2.8%
347	1	2.8%
204	1	2.8%
Other values (24)	24	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
151	1	2.8%
167	1	2.8%
204	1	2.8%
222	1	2.8%
224	1	2.8%
237	1	2.8%
243	2	5.6%
255	1	2.8%
267	1	2.8%
273	1	2.8%

Value	Count	Frequency (%)
2832	1	2.8%
2363	1	2.8%
1320	1	2.8%
1159	1	2.8%
934	1	2.8%
881	1	2.8%
879	1	2.8%
798	1	2.8%
757	1	2.8%
712	1	2.8%

언어
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.805556

Minimum	5
Maximum	236
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	5
5-th percentile	6
Q1	13.75
median	23
Q3	38
95-th percentile	111.75
Maximum	236
Range	231
Interquartile range (IQR)	24.25

Descriptive statistics

Standard deviation	44.87495
Coefficient of variation (CV)	1.1869935
Kurtosis	10.554431
Mean	37.805556
Median Absolute Deviation (MAD)	10.5
Skewness	2.9761749
Sum	1361
Variance	2013.7611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
23	4	11.1%
12	2	5.6%
6	2	5.6%
19	2	5.6%
27	2	5.6%
11	2	5.6%
236	1	2.8%
13	1	2.8%
33	1	2.8%
18	1	2.8%
Other values (18)	18	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	2.8%
6	2	5.6%
7	1	2.8%
11	2	5.6%
12	2	5.6%
13	1	2.8%
14	1	2.8%
17	1	2.8%
18	1	2.8%
19	2	5.6%

Value	Count	Frequency (%)
236	1	2.8%
123	1	2.8%
108	1	2.8%
104	1	2.8%
88	1	2.8%
60	1	2.8%
46	1	2.8%
44	1	2.8%
41	1	2.8%
37	1	2.8%

지적
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	36
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	406.33333

Minimum	116
Maximum	1964
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	116
5-th percentile	147.25
Q1	170.5
median	241
Q3	427.75
95-th percentile	1189.75
Maximum	1964
Range	1848
Interquartile range (IQR)	257.25

Descriptive statistics

Standard deviation	394.31988
Coefficient of variation (CV)	0.9704345
Kurtosis	6.6846613
Mean	406.33333
Median Absolute Deviation (MAD)	85.5
Skewness	2.4591736
Sum	14628
Variance	155488.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
1964	1	2.8%
150	1	2.8%
171	1	2.8%
234	1	2.8%
179	1	2.8%
208	1	2.8%
163	1	2.8%
224	1	2.8%
173	1	2.8%
155	1	2.8%
Other values (26)	26	72.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
116	1	2.8%
139	1	2.8%
150	1	2.8%
154	1	2.8%
155	1	2.8%
156	1	2.8%
163	1	2.8%
166	1	2.8%
169	1	2.8%
171	1	2.8%

Value	Count	Frequency (%)
1964	1	2.8%
1342	1	2.8%
1139	1	2.8%
933	1	2.8%
757	1	2.8%
696	1	2.8%
607	1	2.8%
596	1	2.8%
448	1	2.8%
421	1	2.8%

뇌병변
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	492.05556

Minimum	128
Maximum	2859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	128
5-th percentile	143.5
Q1	186.5
median	250
Q3	477.75
95-th percentile	1539
Maximum	2859
Range	2731
Interquartile range (IQR)	291.25

Descriptive statistics

Standard deviation	588.65323
Coefficient of variation (CV)	1.1963146
Kurtosis	8.5089608
Mean	492.05556
Median Absolute Deviation (MAD)	95.5
Skewness	2.8171778
Sum	17714
Variance	346512.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
153	2	5.6%
206	2	5.6%
2859	1	2.8%
187	1	2.8%
288	1	2.8%
233	1	2.8%
190	1	2.8%
185	1	2.8%
204	1	2.8%
160	1	2.8%
Other values (24)	24	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128	1	2.8%
133	1	2.8%
147	1	2.8%
153	2	5.6%
160	1	2.8%
164	1	2.8%
182	1	2.8%
185	1	2.8%
187	1	2.8%
190	1	2.8%

Value	Count	Frequency (%)
2859	1	2.8%
2250	1	2.8%
1302	1	2.8%
992	1	2.8%
989	1	2.8%
914	1	2.8%
797	1	2.8%
700	1	2.8%
519	1	2.8%
464	1	2.8%

자폐성
Text

Distinct	27
Distinct (%)	75.0%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

Length

Max length	3
Median length	2
Mean length	1.75
Min length	1

Characters and Unicode

Total characters	63
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	20 ?
Unique (%)	55.6%

Sample

1st row	443
2nd row	102
3rd row	130
4th row	22
5th row	31

Value	Count	Frequency (%)
5	3	8.3%
2	3	8.3%
19	2	5.6%
12	2	5.6%
33	2	5.6%
1	2	5.6%
4	2	5.6%
118	1	2.8%
32	1	2.8%
18	1	2.8%
Other values (17)	17	47.2%

Most occurring characters

Value	Count	Frequency (%)
1	17	27.0%
2	11	17.5%
3	10	15.9%
5	7	11.1%
4	5	7.9%
9	3	4.8%
6	3	4.8%
0	2	3.2%
7	2	3.2%
8	2	3.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	62	98.4%
Dash Punctuation	1	1.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	17	27.4%
2	11	17.7%
3	10	16.1%
5	7	11.3%
4	5	8.1%
9	3	4.8%
6	3	4.8%
0	2	3.2%
7	2	3.2%
8	2	3.2%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	63	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	17	27.0%
2	11	17.5%
3	10	15.9%
5	7	11.1%
4	5	7.9%
9	3	4.8%
6	3	4.8%
0	2	3.2%
7	2	3.2%
8	2	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	63	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	17	27.0%
2	11	17.5%
3	10	15.9%
5	7	11.1%
4	5	7.9%
9	3	4.8%
6	3	4.8%
0	2	3.2%
7	2	3.2%
8	2	3.2%

정신
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215.97222

Minimum	57
Maximum	1007
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	57
5-th percentile	65.5
Q1	100.5
median	129
Q3	198.75
95-th percentile	585
Maximum	1007
Range	950
Interquartile range (IQR)	98.25

Descriptive statistics

Standard deviation	217.37847
Coefficient of variation (CV)	1.0065112
Kurtosis	6.4912472
Mean	215.97222
Median Absolute Deviation (MAD)	42.5
Skewness	2.5071819
Sum	7775
Variance	47253.399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
83	2	5.6%
136	2	5.6%
1007	1	2.8%
111	1	2.8%
102	1	2.8%
177	1	2.8%
91	1	2.8%
57	1	2.8%
122	1	2.8%
93	1	2.8%
Other values (24)	24	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
57	1	2.8%
64	1	2.8%
66	1	2.8%
83	2	5.6%
84	1	2.8%
91	1	2.8%
93	1	2.8%
99	1	2.8%
101	1	2.8%
102	1	2.8%

Value	Count	Frequency (%)
1007	1	2.8%
912	1	2.8%
476	1	2.8%
447	1	2.8%
426	1	2.8%
425	1	2.8%
390	1	2.8%
311	1	2.8%
210	1	2.8%
195	1	2.8%

신장
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	150.5

Minimum	15
Maximum	954
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	15
5-th percentile	29.5
Q1	41.25
median	77.5
Q3	145.25
95-th percentile	489.75
Maximum	954
Range	939
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	197.2997
Coefficient of variation (CV)	1.3109615
Kurtosis	8.5104849
Mean	150.5
Median Absolute Deviation (MAD)	45
Skewness	2.7827013
Sum	5418
Variance	38927.171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
32	2	5.6%
47	2	5.6%
39	2	5.6%
28	1	2.8%
100	1	2.8%
42	1	2.8%
79	1	2.8%
68	1	2.8%
954	1	2.8%
74	1	2.8%
Other values (23)	23	63.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	2.8%
28	1	2.8%
30	1	2.8%
32	2	5.6%
33	1	2.8%
35	1	2.8%
39	2	5.6%
42	1	2.8%
43	1	2.8%
47	2	5.6%

Value	Count	Frequency (%)
954	1	2.8%
711	1	2.8%
416	1	2.8%
372	1	2.8%
302	1	2.8%
284	1	2.8%
236	1	2.8%
213	1	2.8%
167	1	2.8%
138	1	2.8%

심장
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

4	7
1	6
2	4
3	4
6	3
Other values (10)	12

Length

Max length	2
Median length	1
Mean length	1.2222222
Min length	1

Unique

Unique	8 ?
Unique (%)	22.2%

Sample

1st row	45
2nd row	29
3rd row	18
4th row	6
5th row	7

Common Values

Value	Count	Frequency (%)
4	7	19.4%
1	6	16.7%
2	4	11.1%
3	4	11.1%
6	3	8.3%
18	2	5.6%
7	2	5.6%
45	1	2.8%
29	1	2.8%
13	1	2.8%
Other values (5)	5	13.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
4	7	19.4%
1	6	16.7%
2	4	11.1%
3	4	11.1%
6	3	8.3%
18	2	5.6%
7	2	5.6%
45	1	2.8%
29	1	2.8%
13	1	2.8%
Other values (5)	5	13.9%

호흡기
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.888889

Minimum	2
Maximum	110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	2
5-th percentile	2.75
Q1	6
median	13
Q3	24.5
95-th percentile	66.75
Maximum	110
Range	108
Interquartile range (IQR)	18.5

Descriptive statistics

Standard deviation	24.501636
Coefficient of variation (CV)	1.1193641
Kurtosis	4.0219921
Mean	21.888889
Median Absolute Deviation (MAD)	8
Skewness	1.9737954
Sum	788
Variance	600.33016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
7	3	8.3%
6	3	8.3%
11	2	5.6%
17	2	5.6%
5	2	5.6%
3	2	5.6%
2	2	5.6%
4	2	5.6%
110	1	2.8%
10	1	2.8%
Other values (16)	16	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	5.6%
3	2	5.6%
4	2	5.6%
5	2	5.6%
6	3	8.3%
7	3	8.3%
9	1	2.8%
10	1	2.8%
11	2	5.6%
15	1	2.8%

Value	Count	Frequency (%)
110	1	2.8%
75	1	2.8%
64	1	2.8%
63	1	2.8%
58	1	2.8%
41	1	2.8%
40	1	2.8%
31	1	2.8%
29	1	2.8%
23	1	2.8%

간
Text

Distinct	23
Distinct (%)	63.9%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

Length

Max length	3
Median length	2.5
Mean length	1.5277778
Min length	1

Characters and Unicode

Total characters	55
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	13 ?
Unique (%)	36.1%

Sample

1st row	130
2nd row	49
3rd row	44
4th row	17
5th row	22

Value	Count	Frequency (%)
4	3	8.3%
8	3	8.3%
2	3	8.3%
16	2	5.6%
6	2	5.6%
22	2	5.6%
7	2	5.6%
3	2	5.6%
14	2	5.6%
1	2	5.6%
Other values (13)	13	36.1%

Most occurring characters

Value	Count	Frequency (%)
2	11	20.0%
1	11	20.0%
4	10	18.2%
6	5	9.1%
8	4	7.3%
3	4	7.3%
7	3	5.5%
5	2	3.6%
9	2	3.6%
0	2	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	54	98.2%
Dash Punctuation	1	1.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	11	20.4%
1	11	20.4%
4	10	18.5%
6	5	9.3%
8	4	7.4%
3	4	7.4%
7	3	5.6%
5	2	3.7%
9	2	3.7%
0	2	3.7%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	55	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	11	20.0%
1	11	20.0%
4	10	18.2%
6	5	9.1%
8	4	7.3%
3	4	7.3%
7	3	5.5%
5	2	3.6%
9	2	3.6%
0	2	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	55	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	11	20.0%
1	11	20.0%
4	10	18.2%
6	5	9.1%
8	4	7.3%
3	4	7.3%
7	3	5.5%
5	2	3.6%
9	2	3.6%
0	2	3.6%

안면
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

3	6
-	6
2	4
7	3
6	3
Other values (10)	14

Length

Max length	2
Median length	1
Mean length	1.1388889
Min length	1

Unique

Unique	6 ?
Unique (%)	16.7%

Sample

1st row	39
2nd row	21
3rd row	7
4th row	10
5th row	6

Common Values

Value	Count	Frequency (%)
3	6	16.7%
-	6	16.7%
2	4	11.1%
7	3	8.3%
6	3	8.3%
8	2	5.6%
9	2	5.6%
5	2	5.6%
1	2	5.6%
39	1	2.8%
Other values (5)	5	13.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
3	6	16.7%
	6	16.7%
2	4	11.1%
7	3	8.3%
6	3	8.3%
8	2	5.6%
9	2	5.6%
5	2	5.6%
1	2	5.6%
39	1	2.8%
Other values (5)	5	13.9%

장루.요루
Real number (ℝ)

HIGH CORRELATION

Distinct	25
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.194444

Minimum	1
Maximum	144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	11.75
median	16.5
Q3	35.25
95-th percentile	64
Maximum	144
Range	143
Interquartile range (IQR)	23.5

Descriptive statistics

Standard deviation	26.988695
Coefficient of variation (CV)	1.0303214
Kurtosis	9.7256822
Mean	26.194444
Median Absolute Deviation (MAD)	6.5
Skewness	2.7427464
Sum	943
Variance	728.38968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
16	4	11.1%
18	3	8.3%
60	2	5.6%
12	2	5.6%
9	2	5.6%
20	2	5.6%
10	2	5.6%
3	2	5.6%
144	1	2.8%
1	1	2.8%
Other values (15)	15	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.8%
3	2	5.6%
8	1	2.8%
9	2	5.6%
10	2	5.6%
11	1	2.8%
12	2	5.6%
13	1	2.8%
14	1	2.8%
15	1	2.8%

Value	Count	Frequency (%)
144	1	2.8%
73	1	2.8%
61	1	2.8%
60	2	5.6%
45	1	2.8%
40	1	2.8%
39	1	2.8%
36	1	2.8%
35	1	2.8%
23	1	2.8%

뇌전증
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.694444

Minimum	1
Maximum	63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5.5
Q3	12.25
95-th percentile	33.25
Maximum	63
Range	62
Interquartile range (IQR)	9.25

Descriptive statistics

Standard deviation	13.67964
Coefficient of variation (CV)	1.2791351
Kurtosis	7.8958254
Mean	10.694444
Median Absolute Deviation (MAD)	3.5
Skewness	2.705274
Sum	385
Variance	187.13254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
2	5	13.9%
3	4	11.1%
4	3	8.3%
5	3	8.3%
12	3	8.3%
9	3	8.3%
1	3	8.3%
6	2	5.6%
55	1	2.8%
16	1	2.8%
Other values (8)	8	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	8.3%
2	5	13.9%
3	4	11.1%
4	3	8.3%
5	3	8.3%
6	2	5.6%
7	1	2.8%
9	3	8.3%
12	3	8.3%
13	1	2.8%

Value	Count	Frequency (%)
63	1	2.8%
55	1	2.8%
26	1	2.8%
25	1	2.8%
22	1	2.8%
17	1	2.8%
16	1	2.8%
14	1	2.8%
13	1	2.8%
12	3	8.3%

Heatmap
Table

	구 분	성별	지체	시각	청각	언어	지적	뇌병변	자폐성	정신	신장	심장	호흡기	간	안면	장루.요루	뇌전증
구 분	1.000	0.000	0.602	0.579	0.722	0.313	0.586	0.790	0.634	0.710	0.741	0.259	0.000	0.409	0.000	0.566	0.764
성별	0.000	1.000	0.000	0.070	0.000	0.000	0.000	0.000	0.661	0.000	0.000	0.000	0.279	0.800	0.503	0.207	0.000
지체	0.602	0.000	1.000	0.948	0.927	0.829	0.974	0.930	1.000	0.886	0.939	0.920	0.869	0.989	0.981	0.898	0.932
시각	0.579	0.070	0.948	1.000	0.992	0.960	0.955	0.991	0.995	0.961	0.991	0.942	0.979	0.989	0.944	0.973	0.985
청각	0.722	0.000	0.927	0.992	1.000	0.962	0.933	0.988	0.993	0.959	0.984	0.959	0.970	0.994	0.986	0.958	0.985
언어	0.313	0.000	0.829	0.960	0.962	1.000	0.919	0.954	0.994	0.917	0.954	0.948	0.940	0.992	0.893	0.929	0.948
지적	0.586	0.000	0.974	0.955	0.933	0.919	1.000	0.952	0.982	0.886	0.945	0.933	0.873	0.993	0.932	0.887	0.932
뇌병변	0.790	0.000	0.930	0.991	0.988	0.954	0.952	1.000	0.990	0.959	0.991	0.930	0.959	0.990	0.924	0.963	0.983
자폐성	0.634	0.661	1.000	0.995	0.993	0.994	0.982	0.990	1.000	0.984	0.987	0.882	0.996	0.945	0.900	0.979	0.988
정신	0.710	0.000	0.886	0.961	0.959	0.917	0.886	0.959	0.984	1.000	0.984	0.930	0.927	0.986	0.868	0.976	0.993
신장	0.741	0.000	0.939	0.991	0.984	0.954	0.945	0.991	0.987	0.984	1.000	0.920	0.959	0.993	0.917	0.960	0.998
심장	0.259	0.000	0.920	0.942	0.959	0.948	0.933	0.930	0.882	0.930	0.920	1.000	0.913	0.920	0.926	0.951	0.926
호흡기	0.000	0.279	0.869	0.979	0.970	0.940	0.873	0.959	0.996	0.927	0.959	0.913	1.000	0.986	0.910	0.959	0.951
간	0.409	0.800	0.989	0.989	0.994	0.992	0.993	0.990	0.945	0.986	0.993	0.920	0.986	1.000	0.900	0.962	0.993
안면	0.000	0.503	0.981	0.944	0.986	0.893	0.932	0.924	0.900	0.868	0.917	0.926	0.910	0.900	1.000	0.900	0.915
장루.요루	0.566	0.207	0.898	0.973	0.958	0.929	0.887	0.963	0.979	0.976	0.960	0.951	0.959	0.962	0.900	1.000	0.957
뇌전증	0.764	0.000	0.932	0.985	0.985	0.948	0.932	0.983	0.988	0.993	0.998	0.926	0.951	0.993	0.915	0.957	1.000

Heatmap
Table

	심장	안면	성별
심장	1.000	0.485	0.000
안면	0.485	1.000	0.349
성별	0.000	0.349	1.000

Heatmap
Table

	지체	시각	청각	언어	지적	뇌병변	정신	신장	호흡기	장루.요루	뇌전증	성별	심장	안면
지체	1.000	0.961	0.896	0.764	0.910	0.951	0.808	0.953	0.758	0.853	0.850	0.000	0.636	0.730
시각	0.961	1.000	0.885	0.857	0.955	0.955	0.841	0.949	0.834	0.910	0.897	0.000	0.676	0.680
청각	0.896	0.885	1.000	0.680	0.819	0.918	0.719	0.836	0.648	0.797	0.842	0.000	0.723	0.737
언어	0.764	0.857	0.680	1.000	0.820	0.789	0.737	0.840	0.905	0.832	0.761	0.000	0.690	0.574
지적	0.910	0.955	0.819	0.820	1.000	0.901	0.843	0.918	0.821	0.857	0.888	0.000	0.653	0.650
뇌병변	0.951	0.955	0.918	0.789	0.901	1.000	0.772	0.921	0.754	0.850	0.852	0.000	0.648	0.634
정신	0.808	0.841	0.719	0.737	0.843	0.772	1.000	0.829	0.698	0.756	0.814	0.000	0.647	0.530
신장	0.953	0.949	0.836	0.840	0.918	0.921	0.829	1.000	0.828	0.843	0.870	0.000	0.627	0.620
호흡기	0.758	0.834	0.648	0.905	0.821	0.754	0.698	0.828	1.000	0.855	0.778	0.267	0.611	0.605
장루.요루	0.853	0.910	0.797	0.832	0.857	0.850	0.756	0.843	0.855	1.000	0.866	0.193	0.699	0.587
뇌전증	0.850	0.897	0.842	0.761	0.888	0.852	0.814	0.870	0.778	0.866	1.000	0.000	0.640	0.615
성별	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.267	0.193	0.000	1.000	0.000	0.349
심장	0.636	0.676	0.723	0.690	0.653	0.648	0.647	0.627	0.611	0.699	0.640	0.000	1.000	0.485
안면	0.730	0.680	0.737	0.574	0.650	0.634	0.530	0.620	0.605	0.587	0.615	0.349	0.485	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

	구 분	성별	지체	시각	청각	언어	지적	뇌병변	자폐성	정신	신장	심장	호흡기	간	안면	장루.요루	뇌전증
0	창원시	남	15523	2796	2832	236	1964	2859	443	1007	954	45	110	130	39	144	55
1	창원시	여	9927	1824	2363	104	1342	2250	102	912	711	29	64	49	21	73	63
2	진주시	남	5095	989	934	123	933	914	130	476	372	18	63	44	7	60	25
3	진주시	여	3726	606	879	41	607	797	22	425	236	6	23	17	10	39	14
4	통영시	남	2283	438	400	37	344	396	31	116	167	7	17	22	6	22	12
5	통영시	여	1719	332	325	23	245	292	12	134	103	1	7	4	8	18	6
6	사천시	남	2151	381	388	46	421	348	33	195	133	6	20	22	3	23	12
7	사천시	여	1579	300	393	17	275	262	6	172	80	2	3	7	8	11	9
8	김해시	남	7870	1290	1320	108	1139	1302	275	426	416	18	75	45	23	61	26
9	김해시	여	4423	887	1159	44	696	992	55	447	302	13	31	28	9	40	22

	구 분	성별	지체	시각	청각	언어	지적	뇌병변	자폐성	정신	신장	심장	호흡기	간	안면	장루.요루	뇌전증
26	하동군	남	1267	242	243	23	224	187	19	122	50	-	22	14	6	20	5
27	하동군	여	1217	200	255	11	173	160	2	93	35	4	5	3	3	16	1
28	산청군	남	902	170	204	23	155	153	15	84	47	1	11	16	-	12	3
29	산청군	여	905	140	237	14	154	164	-	66	30	1	2	-	2	12	3
30	함양군	남	928	199	243	24	166	153	13	136	32	3	7	8	1	13	4
31	함양군	여	981	136	267	12	116	133	2	120	39	1	6	6	-	10	2
32	거창군	남	1404	264	324	18	246	227	18	113	76	4	9	10	1	16	4
33	거창군	여	1264	172	337	12	156	182	4	99	53	1	5	4	-	8	2
34	합천군	남	1156	259	314	33	233	229	7	148	43	4	11	8	5	18	3
35	합천군	여	1201	187	369	6	169	206	5	101	33	3	3	2	3	9	6

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Interactions

Correlations

Missing values

Sample