gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	45
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.0 KiB
Average record size in memory	181.9 B

Variable types

Text	1
Numeric	17
Categorical	2

Dataset

Description	대검찰청에서 발간하는 범죄분석은 3종의 범죄통계원표를 기반으로 작성하는 자료이며,이 중 본 데이터는 성폭력범죄자의 생활환경에 따른 직업별 범죄 통계임. (단위: 명)
Author	대검찰청
URL	https://www.data.go.kr/data/15086000/fileData.do

Alerts

`생활정도_하류` is highly overall correlated with `생활정도_중류` and 17 other fields	High correlation
`생활정도_중류` is highly overall correlated with `생활정도_하류` and 17 other fields	High correlation
`생활정도_상류` is highly overall correlated with `생활정도_하류` and 10 other fields	High correlation
`생활정도_미상` is highly overall correlated with `생활정도_하류` and 17 other fields	High correlation
`유배우자` is highly overall correlated with `생활정도_하류` and 15 other fields	High correlation
`동거` is highly overall correlated with `생활정도_하류` and 16 other fields	High correlation
`이혼` is highly overall correlated with `생활정도_하류` and 14 other fields	High correlation
`사별` is highly overall correlated with `생활정도_하류` and 13 other fields	High correlation
`혼인관계_미상` is highly overall correlated with `생활정도_하류` and 17 other fields	High correlation
`실(양)부모` is highly overall correlated with `생활정도_하류` and 17 other fields	High correlation
`계부모` is highly overall correlated with `생활정도_하류` and 16 other fields	High correlation
`실부계모` is highly overall correlated with `생활정도_하류` and 15 other fields	High correlation
`실부무모` is highly overall correlated with `생활정도_하류` and 15 other fields	High correlation
`실모계부` is highly overall correlated with `생활정도_하류` and 14 other fields	High correlation
`실모무부` is highly overall correlated with `생활정도_하류` and 17 other fields	High correlation
`무부모` is highly overall correlated with `생활정도_하류` and 16 other fields	High correlation
`미혼자부모관계_미상` is highly overall correlated with `생활정도_하류` and 11 other fields	High correlation
`계부무모` is highly overall correlated with `생활정도_하류` and 17 other fields	High correlation
`계모무부` is highly overall correlated with `생활정도_하류` and 17 other fields	High correlation
`계부무모` is highly imbalanced (73.8%)	Imbalance
`계모무부` is highly imbalanced (58.1%)	Imbalance
`직업별` has unique values	Unique
`생활정도_하류` has 2 (4.4%) zeros	Zeros
`생활정도_중류` has 1 (2.2%) zeros	Zeros
`생활정도_상류` has 13 (28.9%) zeros	Zeros
`유배우자` has 3 (6.7%) zeros	Zeros
`동거` has 14 (31.1%) zeros	Zeros
`이혼` has 6 (13.3%) zeros	Zeros
`사별` has 17 (37.8%) zeros	Zeros
`실(양)부모` has 2 (4.4%) zeros	Zeros
`계부모` has 36 (80.0%) zeros	Zeros
`실부계모` has 33 (73.3%) zeros	Zeros
`실부무모` has 19 (42.2%) zeros	Zeros
`실모계부` has 29 (64.4%) zeros	Zeros
`실모무부` has 8 (17.8%) zeros	Zeros
`무부모` has 13 (28.9%) zeros	Zeros
`미혼자부모관계_미상` has 35 (77.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 21:53:08.387528
Analysis finished	2023-12-12 21:53:38.379337
Duration	29.99 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

직업별
Text

UNIQUE

Distinct	45
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	492.0 B

Length

Max length	8
Median length	7
Mean length	3.6888889
Min length	2

Characters and Unicode

Total characters	166
Distinct characters	78
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

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

Unique

Unique	45 ?
Unique (%)	100.0%

Sample

1st row	농·임·수산업
2nd row	제조업
3rd row	건설업
4th row	도·소매업
5th row	무역업

Value	Count	Frequency (%)
농·임·수산업	1	2.2%
국공영기업체직원	1	2.2%
금융기관직원	1	2.2%
유흥업종사자	1	2.2%
요식업종사자	1	2.2%
일용노동자	1	2.2%
기타피고용자	1	2.2%
의사	1	2.2%
변호사	1	2.2%
교수	1	2.2%
Other values (35)	35	77.8%

Most occurring characters

Value	Count	Frequency (%)
업	16	9.6%
원	11	6.6%
사	9	5.4%
기	6	3.6%
자	6	3.6%
직	4	2.4%
·	4	2.4%
공	4	2.4%
무	4	2.4%
인	3	1.8%
Other values (68)	99	59.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	160	96.4%
Other Punctuation	4	2.4%
Open Punctuation	1	0.6%
Close Punctuation	1	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
업	16	10.0%
원	11	6.9%
사	9	5.6%
기	6	3.8%
자	6	3.8%
직	4	2.5%
공	4	2.5%
무	4	2.5%
인	3	1.9%
종	3	1.9%
Other values (65)	94	58.8%

Other Punctuation

Value	Count	Frequency (%)
·	4	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	160	96.4%
Common	6	3.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
업	16	10.0%
원	11	6.9%
사	9	5.6%
기	6	3.8%
자	6	3.8%
직	4	2.5%
공	4	2.5%
무	4	2.5%
인	3	1.9%
종	3	1.9%
Other values (65)	94	58.8%

Common

Value	Count	Frequency (%)
·	4	66.7%
(	1	16.7%
)	1	16.7%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	160	96.4%
None	4	2.4%
ASCII	2	1.2%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
업	16	10.0%
원	11	6.9%
사	9	5.6%
기	6	3.8%
자	6	3.8%
직	4	2.5%
공	4	2.5%
무	4	2.5%
인	3	1.9%
종	3	1.9%
Other values (65)	94	58.8%

None

Value	Count	Frequency (%)
·	4	100.0%

ASCII

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

생활정도_하류
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	82.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	291.4

Minimum	0
Maximum	3636
Zeros	2
Zeros (%)	4.4%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	1.2
Q1	10
median	38
Q3	140
95-th percentile	1442
Maximum	3636
Range	3636
Interquartile range (IQR)	130

Descriptive statistics

Standard deviation	675.02244
Coefficient of variation (CV)	2.3164806
Kurtosis	14.107018
Mean	291.4
Median Absolute Deviation (MAD)	31
Skewness	3.5114414
Sum	13113
Variance	455655.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
4	4	8.9%
38	3	6.7%
7	2	4.4%
11	2	4.4%
0	2	4.4%
10	1	2.2%
37	1	2.2%
169	1	2.2%
839	1	2.2%
1190	1	2.2%
Other values (27)	27	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.4%
1	1	2.2%
2	1	2.2%
4	4	8.9%
7	2	4.4%
8	1	2.2%
10	1	2.2%
11	2	4.4%
13	1	2.2%
14	1	2.2%

Value	Count	Frequency (%)
3636	1	2.2%
2046	1	2.2%
1505	1	2.2%
1190	1	2.2%
1028	1	2.2%
839	1	2.2%
823	1	2.2%
330	1	2.2%
324	1	2.2%
177	1	2.2%

생활정도_중류
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	88.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	287.46667

Minimum	0
Maximum	3003
Zeros	1
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	2.8
Q1	17
median	41
Q3	134
95-th percentile	1860.4
Maximum	3003
Range	3003
Interquartile range (IQR)	117

Descriptive statistics

Standard deviation	651.93476
Coefficient of variation (CV)	2.2678621
Kurtosis	9.1059893
Mean	287.46667
Median Absolute Deviation (MAD)	30
Skewness	3.0634596
Sum	12936
Variance	425018.94
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
9	3	6.7%
17	2	4.4%
28	2	4.4%
16	2	4.4%
454	1	2.2%
112	1	2.2%
209	1	2.2%
696	1	2.2%
49	1	2.2%
2	1	2.2%
Other values (30)	30	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.2%
1	1	2.2%
2	1	2.2%
6	1	2.2%
9	3	6.7%
11	1	2.2%
15	1	2.2%
16	2	4.4%
17	2	4.4%
18	1	2.2%

Value	Count	Frequency (%)
3003	1	2.2%
2430	1	2.2%
2001	1	2.2%
1298	1	2.2%
919	1	2.2%
696	1	2.2%
454	1	2.2%
258	1	2.2%
231	1	2.2%
209	1	2.2%

생활정도_상류
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	35.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.088889

Minimum	0
Maximum	121
Zeros	13
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	56.4
Maximum	121
Range	121
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	23.247504
Coefficient of variation (CV)	2.0964683
Kurtosis	11.44705
Mean	11.088889
Median Absolute Deviation (MAD)	2
Skewness	3.1770638
Sum	499
Variance	540.44646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	13	28.9%
1	7	15.6%
3	5	11.1%
5	4	8.9%
2	4	8.9%
10	2	4.4%
21	1	2.2%
40	1	2.2%
46	1	2.2%
67	1	2.2%
Other values (6)	6	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	28.9%
1	7	15.6%
2	4	8.9%
3	5	11.1%
5	4	8.9%
6	1	2.2%
10	2	4.4%
11	1	2.2%
16	1	2.2%
21	1	2.2%

Value	Count	Frequency (%)
121	1	2.2%
67	1	2.2%
59	1	2.2%
46	1	2.2%
42	1	2.2%
40	1	2.2%
21	1	2.2%
16	1	2.2%
11	1	2.2%
10	2	4.4%

생활정도_미상
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	139.75556

Minimum	1
Maximum	1220
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	9
median	28
Q3	76
95-th percentile	830
Maximum	1220
Range	1219
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	281.33021
Coefficient of variation (CV)	2.0130163
Kurtosis	6.4428962
Mean	139.75556
Median Absolute Deviation (MAD)	23
Skewness	2.6434417
Sum	6289
Variance	79146.689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
3	4	8.9%
28	3	6.7%
5	3	6.7%
15	2	4.4%
17	2	4.4%
210	2	4.4%
36	1	2.2%
75	1	2.2%
441	1	2.2%
40	1	2.2%
Other values (25)	25	55.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.2%
2	1	2.2%
3	4	8.9%
4	1	2.2%
5	3	6.7%
7	1	2.2%
9	1	2.2%
10	1	2.2%
12	1	2.2%
14	1	2.2%

Value	Count	Frequency (%)
1220	1	2.2%
1001	1	2.2%
880	1	2.2%
630	1	2.2%
578	1	2.2%
441	1	2.2%
210	2	4.4%
188	1	2.2%
93	1	2.2%
92	1	2.2%

유배우자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	183.73333

Minimum	0
Maximum	2142
Zeros	3
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	12
median	32
Q3	110
95-th percentile	1117.2
Maximum	2142
Range	2142
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	408.3252
Coefficient of variation (CV)	2.2223796
Kurtosis	13.119999
Mean	183.73333
Median Absolute Deviation (MAD)	24
Skewness	3.4860876
Sum	8268
Variance	166729.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
8	4	8.9%
0	3	6.7%
24	3	6.7%
33	2	4.4%
25	2	4.4%
42	1	2.2%
63	1	2.2%
317	1	2.2%
474	1	2.2%
68	1	2.2%
Other values (26)	26	57.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	6.7%
1	1	2.2%
2	1	2.2%
8	4	8.9%
9	1	2.2%
10	1	2.2%
12	1	2.2%
14	1	2.2%
15	1	2.2%
18	1	2.2%

Value	Count	Frequency (%)
2142	1	2.2%
1280	1	2.2%
1230	1	2.2%
666	1	2.2%
474	1	2.2%
317	1	2.2%
306	1	2.2%
302	1	2.2%
226	1	2.2%
194	1	2.2%

동거
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8666667

Minimum	0
Maximum	94
Zeros	14
Zeros (%)	31.1%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	45.8
Maximum	94
Range	94
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	20.027935
Coefficient of variation (CV)	2.0298583
Kurtosis	8.8058586
Mean	9.8666667
Median Absolute Deviation (MAD)	2
Skewness	2.9299249
Sum	444
Variance	401.11818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	14	31.1%
1	6	13.3%
3	6	13.3%
2	3	6.7%
13	2	4.4%
6	2	4.4%
4	2	4.4%
11	2	4.4%
35	2	4.4%
5	1	2.2%
Other values (5)	5	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	31.1%
1	6	13.3%
2	3	6.7%
3	6	13.3%
4	2	4.4%
5	1	2.2%
6	2	4.4%
11	2	4.4%
12	1	2.2%
13	2	4.4%

Value	Count	Frequency (%)
94	1	2.2%
77	1	2.2%
47	1	2.2%
41	1	2.2%
35	2	4.4%
13	2	4.4%
12	1	2.2%
11	2	4.4%
6	2	4.4%
5	1	2.2%

이혼
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	57.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.555556

Minimum	0
Maximum	566
Zeros	6
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	22
95-th percentile	251.6
Maximum	566
Range	566
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	107.74941
Coefficient of variation (CV)	2.1743154
Kurtosis	11.791506
Mean	49.555556
Median Absolute Deviation (MAD)	5
Skewness	3.1900405
Sum	2230
Variance	11609.934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
2	8	17.8%
0	6	13.3%
1	4	8.9%
22	2	4.4%
3	2	4.4%
10	2	4.4%
6	2	4.4%
266	1	2.2%
209	1	2.2%
566	1	2.2%
Other values (16)	16	35.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	13.3%
1	4	8.9%
2	8	17.8%
3	2	4.4%
4	1	2.2%
5	1	2.2%
6	2	4.4%
7	1	2.2%
9	1	2.2%
10	2	4.4%

Value	Count	Frequency (%)
566	1	2.2%
266	1	2.2%
256	1	2.2%
234	1	2.2%
209	1	2.2%
202	1	2.2%
117	1	2.2%
53	1	2.2%
50	1	2.2%
48	1	2.2%

사별
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	31.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4444444

Minimum	0
Maximum	163
Zeros	17
Zeros (%)	37.8%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	24.2
Maximum	163
Range	163
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	24.713408
Coefficient of variation (CV)	3.3197115
Kurtosis	37.709616
Mean	7.4444444
Median Absolute Deviation (MAD)	1
Skewness	5.9496582
Sum	335
Variance	610.75253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	17	37.8%
2	7	15.6%
1	7	15.6%
11	2	4.4%
4	2	4.4%
3	2	4.4%
31	1	2.2%
5	1	2.2%
7	1	2.2%
9	1	2.2%
Other values (4)	4	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	37.8%
1	7	15.6%
2	7	15.6%
3	2	4.4%
4	2	4.4%
5	1	2.2%
7	1	2.2%
9	1	2.2%
11	2	4.4%
17	1	2.2%

Value	Count	Frequency (%)
163	1	2.2%
31	1	2.2%
25	1	2.2%
21	1	2.2%
17	1	2.2%
11	2	4.4%
9	1	2.2%
7	1	2.2%
5	1	2.2%
4	2	4.4%

혼인관계_미상
Real number (ℝ)

HIGH CORRELATION

Distinct	36
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	139.95556

Minimum	1
Maximum	1222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	9
median	28
Q3	76
95-th percentile	828.2
Maximum	1222
Range	1221
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	281.45022
Coefficient of variation (CV)	2.0109971
Kurtosis	6.464714
Mean	139.95556
Median Absolute Deviation (MAD)	23
Skewness	2.6453126
Sum	6298
Variance	79214.225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
3	5	11.1%
28	3	6.7%
5	2	4.4%
15	2	4.4%
17	2	4.4%
7	1	2.2%
75	1	2.2%
213	1	2.2%
441	1	2.2%
41	1	2.2%
Other values (26)	26	57.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.2%
2	1	2.2%
3	5	11.1%
5	2	4.4%
6	1	2.2%
7	1	2.2%
9	1	2.2%
10	1	2.2%
12	1	2.2%
14	1	2.2%

Value	Count	Frequency (%)
1222	1	2.2%
1003	1	2.2%
878	1	2.2%
629	1	2.2%
577	1	2.2%
441	1	2.2%
213	1	2.2%
211	1	2.2%
188	1	2.2%
95	1	2.2%

실(양)부모
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	252.91111

Minimum	0
Maximum	3399
Zeros	2
Zeros (%)	4.4%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	25
Q3	65
95-th percentile	1842
Maximum	3399
Range	3399
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	679.37872
Coefficient of variation (CV)	2.6862352
Kurtosis	12.6334
Mean	252.91111
Median Absolute Deviation (MAD)	21
Skewness	3.5395373
Sum	11381
Variance	461555.45
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
1	3	6.7%
3	2	4.4%
25	2	4.4%
7	2	4.4%
37	2	4.4%
19	2	4.4%
5	2	4.4%
9	2	4.4%
0	2	4.4%
53	1	2.2%
Other values (25)	25	55.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.4%
1	3	6.7%
3	2	4.4%
5	2	4.4%
6	1	2.2%
7	2	4.4%
9	2	4.4%
10	1	2.2%
12	1	2.2%
13	1	2.2%

Value	Count	Frequency (%)
3399	1	2.2%
2355	1	2.2%
2109	1	2.2%
774	1	2.2%
769	1	2.2%
495	1	2.2%
344	1	2.2%
184	1	2.2%
134	1	2.2%
68	1	2.2%

계부모
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8

Minimum	0
Maximum	11
Zeros	36
Zeros (%)	80.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6.2
Maximum	11
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.2623399
Coefficient of variation (CV)	2.8279249
Kurtosis	11.731794
Mean	0.8
Median Absolute Deviation (MAD)	0
Skewness	3.4271951
Sum	36
Variance	5.1181818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	36	80.0%
1	3	6.7%
2	2	4.4%
8	1	2.2%
11	1	2.2%
7	1	2.2%
3	1	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	80.0%
1	3	6.7%
2	2	4.4%
3	1	2.2%
7	1	2.2%
8	1	2.2%
11	1	2.2%

Value	Count	Frequency (%)
11	1	2.2%
8	1	2.2%
7	1	2.2%
3	1	2.2%
2	2	4.4%
1	3	6.7%
0	36	80.0%

실부계모
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	17.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8222222

Minimum	0
Maximum	33
Zeros	33
Zeros (%)	73.3%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	8.8
Maximum	33
Range	33
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	5.6338623
Coefficient of variation (CV)	3.0917537
Kurtosis	22.714913
Mean	1.8222222
Median Absolute Deviation (MAD)	0
Skewness	4.546306
Sum	82
Variance	31.740404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	33	73.3%
1	3	6.7%
4	3	6.7%
2	2	4.4%
3	1	2.2%
10	1	2.2%
17	1	2.2%
33	1	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	73.3%
1	3	6.7%
2	2	4.4%
3	1	2.2%
4	3	6.7%
10	1	2.2%
17	1	2.2%
33	1	2.2%

Value	Count	Frequency (%)
33	1	2.2%
17	1	2.2%
10	1	2.2%
4	3	6.7%
3	1	2.2%
2	2	4.4%
1	3	6.7%
0	33	73.3%

실부무모
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.644444

Minimum	0
Maximum	205
Zeros	19
Zeros (%)	42.2%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	86.8
Maximum	205
Range	205
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	42.274082
Coefficient of variation (CV)	2.7021785
Kurtosis	12.545262
Mean	15.644444
Median Absolute Deviation (MAD)	1
Skewness	3.5235475
Sum	704
Variance	1787.098
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	19	42.2%
1	5	11.1%
2	5	11.1%
3	4	8.9%
5	2	4.4%
4	1	2.2%
24	1	2.2%
88	1	2.2%
8	1	2.2%
28	1	2.2%
Other values (5)	5	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	42.2%
1	5	11.1%
2	5	11.1%
3	4	8.9%
4	1	2.2%
5	2	4.4%
8	1	2.2%
13	1	2.2%
24	1	2.2%
28	1	2.2%

Value	Count	Frequency (%)
205	1	2.2%
172	1	2.2%
88	1	2.2%
82	1	2.2%
43	1	2.2%
28	1	2.2%
24	1	2.2%
13	1	2.2%
8	1	2.2%
5	2	4.4%

실모계부
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3111111

Minimum	0
Maximum	30
Zeros	29
Zeros (%)	64.4%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	9.8
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	6.3203216
Coefficient of variation (CV)	2.7347545
Kurtosis	14.76601
Mean	2.3111111
Median Absolute Deviation (MAD)	0
Skewness	3.8281302
Sum	104
Variance	39.946465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	29	64.4%
1	6	13.3%
4	3	6.7%
3	2	4.4%
10	1	2.2%
2	1	2.2%
30	1	2.2%
29	1	2.2%
9	1	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	64.4%
1	6	13.3%
2	1	2.2%
3	2	4.4%
4	3	6.7%
9	1	2.2%
10	1	2.2%
29	1	2.2%
30	1	2.2%

Value	Count	Frequency (%)
30	1	2.2%
29	1	2.2%
10	1	2.2%
9	1	2.2%
4	3	6.7%
3	2	4.4%
2	1	2.2%
1	6	13.3%
0	29	64.4%

실모무부
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	51.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.644444

Minimum	0
Maximum	515
Zeros	8
Zeros (%)	17.8%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	14
95-th percentile	245.2
Maximum	515
Range	515
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	98.431369
Coefficient of variation (CV)	2.4217669
Kurtosis	13.055928
Mean	40.644444
Median Absolute Deviation (MAD)	5
Skewness	3.4549599
Sum	1829
Variance	9688.7343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	8	17.8%
1	5	11.1%
4	4	8.9%
2	4	8.9%
7	3	6.7%
10	2	4.4%
9	2	4.4%
5	2	4.4%
14	1	2.2%
80	1	2.2%
Other values (13)	13	28.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	17.8%
1	5	11.1%
2	4	8.9%
3	1	2.2%
4	4	8.9%
5	2	4.4%
6	1	2.2%
7	3	6.7%
9	2	4.4%
10	2	4.4%

Value	Count	Frequency (%)
515	1	2.2%
307	1	2.2%
265	1	2.2%
166	1	2.2%
140	1	2.2%
112	1	2.2%
80	1	2.2%
50	1	2.2%
27	1	2.2%
19	1	2.2%

계부무모
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Memory size	492.0 B

0	42
1	2
3	1

Length

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

Unique

Unique	1 ?
Unique (%)	2.2%

Sample

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

Common Values

Value	Count	Frequency (%)
0	42	93.3%
1	2	4.4%
3	1	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	42	93.3%
1	2	4.4%
3	1	2.2%

계모무부
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Memory size	492.0 B

0	38
1	4
2	2
3	1

Length

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

Unique

Unique	1 ?
Unique (%)	2.2%

Sample

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

Common Values

Value	Count	Frequency (%)
0	38	84.4%
1	4	8.9%
2	2	4.4%
3	1	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	38	84.4%
1	4	8.9%
2	2	4.4%
3	1	2.2%

무부모
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.422222

Minimum	0
Maximum	412
Zeros	13
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	12
95-th percentile	107.8
Maximum	412
Range	412
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	66.109925
Coefficient of variation (CV)	2.82253
Kurtosis	28.115892
Mean	23.422222
Median Absolute Deviation (MAD)	2
Skewness	4.9640851
Sum	1054
Variance	4370.5222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	13	28.9%
1	8	17.8%
2	6	13.3%
8	2	4.4%
19	2	4.4%
3	2	4.4%
12	1	2.2%
9	1	2.2%
79	1	2.2%
412	1	2.2%
Other values (8)	8	17.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	28.9%
1	8	17.8%
2	6	13.3%
3	2	4.4%
4	1	2.2%
8	2	4.4%
9	1	2.2%
12	1	2.2%
17	1	2.2%
18	1	2.2%

Value	Count	Frequency (%)
412	1	2.2%
118	1	2.2%
115	1	2.2%
79	1	2.2%
70	1	2.2%
61	1	2.2%
59	1	2.2%
19	2	4.4%
18	1	2.2%
17	1	2.2%

미혼자부모관계_미상
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2444444

Minimum	0
Maximum	16
Zeros	35
Zeros (%)	77.8%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11.4
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.650377
Coefficient of variation (CV)	2.9333387
Kurtosis	9.046692
Mean	1.2444444
Median Absolute Deviation (MAD)	0
Skewness	3.1686828
Sum	56
Variance	13.325253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	35	77.8%
1	6	13.3%
12	1	2.2%
13	1	2.2%
16	1	2.2%
9	1	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35	77.8%
1	6	13.3%
9	1	2.2%
12	1	2.2%
13	1	2.2%
16	1	2.2%

Value	Count	Frequency (%)
16	1	2.2%
13	1	2.2%
12	1	2.2%
9	1	2.2%
1	6	13.3%
0	35	77.8%

Heatmap
Table

	직업별	생활정도_하류	생활정도_중류	생활정도_상류	생활정도_미상	유배우자	동거	이혼	사별	혼인관계_미상	실(양)부모	계부모	실부계모	실부무모	실모계부	실모무부	계부무모	계모무부	무부모	미혼자부모관계_미상
직업별	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
생활정도_하류	1.000	1.000	0.989	0.960	0.995	0.972	0.981	0.843	0.998	0.995	0.884	0.994	0.966	0.994	0.886	0.994	0.993	0.855	0.978	0.931
생활정도_중류	1.000	0.989	1.000	0.957	0.999	0.963	0.926	0.872	1.000	0.999	1.000	1.000	0.960	0.979	0.990	0.948	1.000	0.985	0.994	1.000
생활정도_상류	1.000	0.960	0.957	1.000	0.934	0.944	0.912	0.577	0.893	0.934	0.855	0.975	0.839	0.954	0.810	0.908	0.969	0.699	0.721	0.867
생활정도_미상	1.000	0.995	0.999	0.934	1.000	0.994	0.942	0.914	1.000	1.000	0.960	1.000	0.969	0.989	0.991	0.968	1.000	0.988	0.997	1.000
유배우자	1.000	0.972	0.963	0.944	0.994	1.000	0.971	0.825	0.975	0.994	0.797	0.978	0.813	0.964	0.813	0.969	0.847	0.729	0.854	0.849
동거	1.000	0.981	0.926	0.912	0.942	0.971	1.000	0.830	0.999	0.942	0.749	0.985	0.886	0.960	0.857	0.970	0.959	0.813	0.903	0.849
이혼	1.000	0.843	0.872	0.577	0.914	0.825	0.830	1.000	0.899	0.914	0.930	0.815	0.952	0.860	0.600	0.838	0.733	0.676	0.802	0.930
사별	1.000	0.998	1.000	0.893	1.000	0.975	0.999	0.899	1.000	1.000	0.758	1.000	0.834	0.999	0.703	0.999	0.950	0.687	0.834	0.818
혼인관계_미상	1.000	0.995	0.999	0.934	1.000	0.994	0.942	0.914	1.000	1.000	0.960	1.000	0.969	0.989	0.991	0.968	1.000	0.988	0.997	1.000
실(양)부모	1.000	0.884	1.000	0.855	0.960	0.797	0.749	0.930	0.758	0.960	1.000	0.902	0.979	0.875	0.708	0.816	0.755	0.687	0.694	0.973
계부모	1.000	0.994	1.000	0.975	1.000	0.978	0.985	0.815	1.000	1.000	0.902	1.000	0.943	0.994	0.963	0.978	0.996	0.907	0.925	1.000
실부계모	1.000	0.966	0.960	0.839	0.969	0.813	0.886	0.952	0.834	0.969	0.979	0.943	1.000	0.917	0.772	0.885	0.821	0.776	0.863	0.995
실부무모	1.000	0.994	0.979	0.954	0.989	0.964	0.960	0.860	0.999	0.989	0.875	0.994	0.917	1.000	0.890	0.985	0.996	0.923	0.947	0.945
실모계부	1.000	0.886	0.990	0.810	0.991	0.813	0.857	0.600	0.703	0.991	0.708	0.963	0.772	0.890	1.000	0.814	0.597	0.871	0.911	0.827
실모무부	1.000	0.994	0.948	0.908	0.968	0.969	0.970	0.838	0.999	0.968	0.816	0.978	0.885	0.985	0.814	1.000	0.983	0.853	1.000	0.848
계부무모	1.000	0.993	1.000	0.969	1.000	0.847	0.959	0.733	0.950	1.000	0.755	0.996	0.821	0.996	0.597	0.983	1.000	0.723	0.789	0.820
계모무부	1.000	0.855	0.985	0.699	0.988	0.729	0.813	0.676	0.687	0.988	0.687	0.907	0.776	0.923	0.871	0.853	0.723	1.000	0.950	0.828
무부모	1.000	0.978	0.994	0.721	0.997	0.854	0.903	0.802	0.834	0.997	0.694	0.925	0.863	0.947	0.911	1.000	0.789	0.950	1.000	0.779
미혼자부모관계_미상	1.000	0.931	1.000	0.867	1.000	0.849	0.849	0.930	0.818	1.000	0.973	1.000	0.995	0.945	0.827	0.848	0.820	0.828	0.779	1.000

Heatmap
Table

	계모무부	계부무모
계모무부	1.000	0.756
계부무모	0.756	1.000

Heatmap
Table

	생활정도_하류	생활정도_중류	생활정도_상류	생활정도_미상	유배우자	동거	이혼	사별	혼인관계_미상	실(양)부모	계부모	실부계모	실부무모	실모계부	실모무부	무부모	미혼자부모관계_미상	계부무모	계모무부
생활정도_하류	1.000	0.898	0.514	0.918	0.819	0.882	0.854	0.753	0.920	0.896	0.664	0.637	0.843	0.706	0.923	0.922	0.547	0.864	0.702
생활정도_중류	0.898	1.000	0.664	0.938	0.888	0.821	0.798	0.792	0.938	0.895	0.625	0.617	0.815	0.603	0.916	0.807	0.539	0.939	0.793
생활정도_상류	0.514	0.664	1.000	0.622	0.674	0.500	0.470	0.496	0.623	0.523	0.536	0.477	0.389	0.409	0.523	0.472	0.485	0.756	0.515
생활정도_미상	0.918	0.938	0.622	1.000	0.869	0.876	0.867	0.796	1.000	0.854	0.649	0.644	0.771	0.684	0.881	0.835	0.513	0.939	0.806
유배우자	0.819	0.888	0.674	0.869	1.000	0.815	0.894	0.865	0.871	0.697	0.517	0.506	0.650	0.482	0.765	0.781	0.460	0.519	0.548
동거	0.882	0.821	0.500	0.876	0.815	1.000	0.855	0.815	0.875	0.747	0.599	0.628	0.715	0.672	0.834	0.897	0.483	0.725	0.648
이혼	0.854	0.798	0.470	0.867	0.894	0.855	1.000	0.834	0.869	0.703	0.454	0.512	0.658	0.544	0.754	0.811	0.417	0.709	0.601
사별	0.753	0.792	0.496	0.796	0.865	0.815	0.834	1.000	0.797	0.654	0.510	0.481	0.593	0.482	0.733	0.720	0.389	0.726	0.711
혼인관계_미상	0.920	0.938	0.623	1.000	0.871	0.875	0.869	0.797	1.000	0.855	0.649	0.644	0.772	0.686	0.881	0.835	0.511	0.939	0.806
실(양)부모	0.896	0.895	0.523	0.854	0.697	0.747	0.703	0.654	0.855	1.000	0.672	0.623	0.859	0.678	0.928	0.800	0.527	0.740	0.613
계부모	0.664	0.625	0.536	0.649	0.517	0.599	0.454	0.510	0.649	0.672	1.000	0.799	0.688	0.681	0.680	0.668	0.621	0.890	0.772
실부계모	0.637	0.617	0.477	0.644	0.506	0.628	0.512	0.481	0.644	0.623	0.799	1.000	0.632	0.708	0.666	0.629	0.514	0.828	0.719
실부무모	0.843	0.815	0.389	0.771	0.650	0.715	0.658	0.593	0.772	0.859	0.688	0.632	1.000	0.648	0.910	0.781	0.459	0.876	0.777
실모계부	0.706	0.603	0.409	0.684	0.482	0.672	0.544	0.482	0.686	0.678	0.681	0.708	0.648	1.000	0.725	0.730	0.519	0.614	0.607
실모무부	0.923	0.916	0.523	0.881	0.765	0.834	0.754	0.733	0.881	0.928	0.680	0.666	0.910	0.725	1.000	0.882	0.510	0.809	0.700
무부모	0.922	0.807	0.472	0.835	0.781	0.897	0.811	0.720	0.835	0.800	0.668	0.629	0.781	0.730	0.882	1.000	0.560	0.838	0.699
미혼자부모관계_미상	0.547	0.539	0.485	0.513	0.460	0.483	0.417	0.389	0.511	0.527	0.621	0.514	0.459	0.519	0.510	0.560	1.000	0.827	0.787
계부무모	0.864	0.939	0.756	0.939	0.519	0.725	0.709	0.726	0.939	0.740	0.890	0.828	0.876	0.614	0.809	0.838	0.827	1.000	0.756
계모무부	0.702	0.793	0.515	0.806	0.548	0.648	0.601	0.711	0.806	0.613	0.772	0.719	0.777	0.607	0.700	0.699	0.787	0.756	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

	직업별	생활정도_하류	생활정도_중류	생활정도_상류	생활정도_미상	유배우자	동거	이혼	사별	혼인관계_미상	실(양)부모	실부계모	실부무모	실모계부	실모무부	무부모	미혼자부모관계_미상
0	농·임·수산업	177	143	5	76	194	13	53	11	76	24	2	1	1	14	12	0
1	제조업	47	41	10	17	61	2	6	2	17	23	0	0	0	2	1	1
2	건설업	112	124	11	93	140	6	48	2	95	25	0	3	1	12	8	0
3	도·소매업	22	28	3	17	32	1	3	0	17	12	0	0	1	2	2	0
4	무역업	8	16	1	10	14	0	3	0	10	7	0	0	0	1	0	0
5	요식업	62	95	6	52	78	6	18	2	53	52	0	0	0	4	2	0
6	숙박업	11	15	2	5	18	0	2	0	6	7	0	0	0	0	0	0
7	유흥업	38	39	3	32	24	5	10	1	32	26	1	4	1	7	1	0
8	금융업	4	9	3	3	9	0	1	0	3	6	0	0	0	0	0	0
9	부동산업	38	60	5	30	47	4	11	1	30	30	0	2	0	6	2	0

	직업별	생활정도_하류	생활정도_중류	생활정도_상류	생활정도_미상	유배우자	동거	이혼	사별	혼인관계_미상	실(양)부모	계부모	실부계모	실부무모	실모계부	실모무부	계부무모	계모무부	무부모	미혼자부모관계_미상
35	예술인	38	67	2	36	33	3	4	2	36	53	0	0	2	0	9	0	0	1	0
36	기타전문직	324	454	21	210	302	12	50	4	211	344	1	2	13	0	50	0	1	18	1
37	공무원	49	258	16	92	226	1	16	2	94	61	0	0	3	0	10	0	0	2	0
38	군인	0	0	0	4	0	0	0	0	3	1	0	0	0	0	0	0	0	0	0
39	학생	1505	2430	67	578	28	3	1	0	577	3399	11	17	172	30	265	1	2	61	13
40	주부	16	18	0	28	25	1	7	1	28	0	0	0	0	0	0	0	0	0	0
41	전경·의경	4	16	0	2	0	0	0	0	2	19	0	0	0	0	1	0	0	0	0
42	공익요원	29	47	0	15	0	0	1	0	15	65	0	0	5	0	5	0	0	0	0
43	무직자	3636	2001	46	1220	1280	94	566	163	1222	2355	7	33	205	29	515	3	3	412	16
44	미상	1028	919	40	880	666	35	209	21	878	769	3	4	43	9	140	0	2	79	9

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Other Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

None

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample