gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	110
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	19.2 KiB
Average record size in memory	179.2 B

Variable types

Categorical	3
Numeric	17

Dataset

Description	기타 가축통계(거위/사슴/칠면조) 정보제공
Author	농림축산식품부
URL	https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20220216000000001946

Alerts

`2013` has constant value ""	Constant
`1` is highly overall correlated with `951` and 16 other fields	High correlation
`951` is highly overall correlated with `1` and 15 other fields	High correlation
`887` is highly overall correlated with `1` and 15 other fields	High correlation
`53` is highly overall correlated with `1` and 14 other fields	High correlation
`8` is highly overall correlated with `1` and 14 other fields	High correlation
`2` is highly overall correlated with `1` and 15 other fields	High correlation
`0` is highly overall correlated with `1` and 14 other fields	High correlation
`0.1` is highly overall correlated with `1` and 15 other fields	High correlation
`1.1` is highly overall correlated with `1` and 15 other fields	High correlation
`5158` is highly overall correlated with `1` and 15 other fields	High correlation
`2575` is highly overall correlated with `1` and 15 other fields	High correlation
`858` is highly overall correlated with `1` and 14 other fields	High correlation
`470` is highly overall correlated with `1` and 14 other fields	High correlation
`255` is highly overall correlated with `1` and 15 other fields	High correlation
`0.2` is highly overall correlated with `1` and 14 other fields	High correlation
`0.3` is highly overall correlated with `1` and 15 other fields	High correlation
`10` is highly overall correlated with `1` and 9 other fields	High correlation
`'94` is highly overall correlated with `1`	High correlation
`951` has 3 (2.7%) zeros	Zeros
`887` has 3 (2.7%) zeros	Zeros
`53` has 12 (10.9%) zeros	Zeros
`8` has 33 (30.0%) zeros	Zeros
`2` has 34 (30.9%) zeros	Zeros
`0` has 51 (46.4%) zeros	Zeros
`0.1` has 62 (56.4%) zeros	Zeros
`1.1` has 46 (41.8%) zeros	Zeros
`5158` has 3 (2.7%) zeros	Zeros
`2575` has 3 (2.7%) zeros	Zeros
`858` has 12 (10.9%) zeros	Zeros
`470` has 33 (30.0%) zeros	Zeros
`255` has 34 (30.9%) zeros	Zeros
`0.2` has 51 (46.4%) zeros	Zeros
`0.3` has 62 (56.4%) zeros	Zeros
`10` has 46 (41.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 03:08:46.744248
Analysis finished	2023-12-11 03:09:21.314478
Duration	34.57 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

2013
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	1012.0 B

2013	110

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2013
2nd row	2013
3rd row	2013
4th row	2013
5th row	2013

Common Values

Value	Count	Frequency (%)
2013	110	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2013	110	100.0%

거위
Categorical

Distinct	3
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	1012.0 B

사슴	37
칠면조	37
거위	36

Length

Max length	3
Median length	2
Mean length	2.3363636
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
사슴	37	33.6%
칠면조	37	33.6%
거위	36	32.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
사슴	37	33.6%
칠면조	37	33.6%
거위	36	32.7%

1
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	33.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.163636

Minimum	1
Maximum	37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	10
median	19
Q3	28
95-th percentile	35.55
Maximum	37
Range	36
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	10.634484
Coefficient of variation (CV)	0.55493036
Kurtosis	-1.1992616
Mean	19.163636
Median Absolute Deviation (MAD)	9
Skewness	-0.0017088642
Sum	2108
Variance	113.09224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
2	3	2.7%
3	3	2.7%
23	3	2.7%
24	3	2.7%
25	3	2.7%
26	3	2.7%
27	3	2.7%
28	3	2.7%
29	3	2.7%
30	3	2.7%
Other values (27)	80	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	1.8%
2	3	2.7%
3	3	2.7%
4	3	2.7%
5	3	2.7%
6	3	2.7%
7	3	2.7%
8	3	2.7%
9	3	2.7%
10	3	2.7%

Value	Count	Frequency (%)
37	3	2.7%
36	3	2.7%
35	3	2.7%
34	3	2.7%
33	3	2.7%
32	3	2.7%
31	3	2.7%
30	3	2.7%
29	3	2.7%
28	3	2.7%

'94
Categorical

HIGH CORRELATION

Distinct	37
Distinct (%)	33.6%
Missing	0
Missing (%)	0.0%
Memory size	1012.0 B

'95	3
'96	3
'97	3
'98	3
'99	3
Other values (32)	95

Length

Max length	6
Median length	3
Mean length	2.6181818
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	'95
2nd row	'96
3rd row	'97
4th row	'98
5th row	'99

Common Values

Value	Count	Frequency (%)
'95	3	2.7%
'96	3	2.7%
'97	3	2.7%
'98	3	2.7%
'99	3	2.7%
'00	3	2.7%
'01	3	2.7%
'02	3	2.7%
'03	3	2.7%
'04	3	2.7%
Other values (27)	80	72.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
95	3	2.7%
서울	3	2.7%
대구	3	2.7%
인천	3	2.7%
광주	3	2.7%
대전	3	2.7%
울산	3	2.7%
경기	3	2.7%
강원	3	2.7%
충북	3	2.7%
Other values (27)	80	72.7%

951
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	100
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1999.2455

Minimum	0
Maximum	12564
Zeros	3
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	37
median	622.5
Q3	1283.75
95-th percentile	10873.55
Maximum	12564
Range	12564
Interquartile range (IQR)	1246.75

Descriptive statistics

Standard deviation	3447.6459
Coefficient of variation (CV)	1.7244736
Kurtosis	2.6205216
Mean	1999.2455
Median Absolute Deviation (MAD)	595.5
Skewness	2.002169
Sum	219917
Variance	11886263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4	3.6%
0	3	2.7%
37	2	1.8%
5	2	1.8%
9	2	1.8%
7	2	1.8%
3	2	1.8%
1035	1	0.9%
26	1	0.9%
838	1	0.9%
Other values (90)	90	81.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	2.7%
1	4	3.6%
2	1	0.9%
3	2	1.8%
4	1	0.9%
5	2	1.8%
6	1	0.9%
7	2	1.8%
8	1	0.9%
9	2	1.8%

Value	Count	Frequency (%)
12564	1	0.9%
12337	1	0.9%
12137	1	0.9%
11501	1	0.9%
11369	1	0.9%
10874	1	0.9%
10873	1	0.9%
10192	1	0.9%
9892	1	0.9%
9451	1	0.9%

887
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	95
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1363.2

Minimum	0
Maximum	7784
Zeros	3
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	30.25
median	521.5
Q3	1174.75
95-th percentile	6671.1
Maximum	7784
Range	7784
Interquartile range (IQR)	1144.5

Descriptive statistics

Standard deviation	2132.7246
Coefficient of variation (CV)	1.5644987
Kurtosis	2.3037423
Mean	1363.2
Median Absolute Deviation (MAD)	511.5
Skewness	1.8894088
Sum	149952
Variance	4548514.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	5	4.5%
6	4	3.6%
1	4	3.6%
0	3	2.7%
4	3	2.7%
7	2	1.8%
963	1	0.9%
952	1	0.9%
1073	1	0.9%
860	1	0.9%
Other values (85)	85	77.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	2.7%
1	4	3.6%
2	1	0.9%
3	5	4.5%
4	3	2.7%
6	4	3.6%
7	2	1.8%
11	1	0.9%
14	1	0.9%
16	1	0.9%

Value	Count	Frequency (%)
7784	1	0.9%
7672	1	0.9%
7591	1	0.9%
7160	1	0.9%
7089	1	0.9%
6744	1	0.9%
6582	1	0.9%
6246	1	0.9%
6074	1	0.9%
5880	1	0.9%

53
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	64.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	568.46364

Minimum	0
Maximum	4318
Zeros	12
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.25
median	61.5
Q3	107.75
95-th percentile	3830.45
Maximum	4318
Range	4318
Interquartile range (IQR)	104.5

Descriptive statistics

Standard deviation	1200.4997
Coefficient of variation (CV)	2.111832
Kurtosis	2.9911234
Mean	568.46364
Median Absolute Deviation (MAD)	55.5
Skewness	2.1180759
Sum	62531
Variance	1441199.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	10.9%
2	8	7.3%
3	4	3.6%
1	4	3.6%
6	4	3.6%
92	3	2.7%
87	2	1.8%
117	2	1.8%
111	2	1.8%
81	2	1.8%
Other values (61)	67	60.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	10.9%
1	4	3.6%
2	8	7.3%
3	4	3.6%
4	1	0.9%
5	2	1.8%
6	4	3.6%
8	2	1.8%
10	1	0.9%
12	1	0.9%

Value	Count	Frequency (%)
4318	1	0.9%
4194	1	0.9%
4097	1	0.9%
3893	1	0.9%
3889	1	0.9%
3875	1	0.9%
3776	1	0.9%
3617	1	0.9%
3303	1	0.9%
3232	1	0.9%

8
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	33.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.318182

Minimum	0
Maximum	414
Zeros	33
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	11
95-th percentile	330.15
Maximum	414
Range	414
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	106.67441
Coefficient of variation (CV)	2.1199973
Kurtosis	3.5178891
Mean	50.318182
Median Absolute Deviation (MAD)	5
Skewness	2.2047781
Sum	5535
Variance	11379.43
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	33	30.0%
9	10	9.1%
5	6	5.5%
2	6	5.5%
1	6	5.5%
8	5	4.5%
10	4	3.6%
7	4	3.6%
12	3	2.7%
3	3	2.7%
Other values (27)	30	27.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	30.0%
1	6	5.5%
2	6	5.5%
3	3	2.7%
4	2	1.8%
5	6	5.5%
6	2	1.8%
7	4	3.6%
8	5	4.5%
9	10	9.1%

Value	Count	Frequency (%)
414	1	0.9%
379	1	0.9%
371	1	0.9%
368	1	0.9%
365	1	0.9%
336	1	0.9%
323	1	0.9%
318	1	0.9%
286	1	0.9%
282	1	0.9%

2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	24.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.236364

Minimum	0
Maximum	108
Zeros	34
Zeros (%)	30.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	7
95-th percentile	76.55
Maximum	108
Range	108
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	23.295835
Coefficient of variation (CV)	1.9038201
Kurtosis	4.4115866
Mean	12.236364
Median Absolute Deviation (MAD)	3
Skewness	2.3019718
Sum	1346
Variance	542.69591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	34	30.9%
3	11	10.0%
1	11	10.0%
2	8	7.3%
4	7	6.4%
7	5	4.5%
5	5	4.5%
6	4	3.6%
29	2	1.8%
80	2	1.8%
Other values (17)	21	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	30.9%
1	11	10.0%
2	8	7.3%
3	11	10.0%
4	7	6.4%
5	5	4.5%
6	4	3.6%
7	5	4.5%
8	2	1.8%
9	1	0.9%

Value	Count	Frequency (%)
108	1	0.9%
81	1	0.9%
80	2	1.8%
77	2	1.8%
76	1	0.9%
69	1	0.9%
60	1	0.9%
54	1	0.9%
50	1	0.9%
49	2	1.8%

0
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0272727

Minimum	0
Maximum	17
Zeros	51
Zeros (%)	46.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.3577491
Coefficient of variation (CV)	1.6562888
Kurtosis	5.3707225
Mean	2.0272727
Median Absolute Deviation (MAD)	1
Skewness	2.3203119
Sum	223
Variance	11.274479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	51	46.4%
1	22	20.0%
2	12	10.9%
4	7	6.4%
3	3	2.7%
5	2	1.8%
8	2	1.8%
13	2	1.8%
6	2	1.8%
10	2	1.8%
Other values (5)	5	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51	46.4%
1	22	20.0%
2	12	10.9%
3	3	2.7%
4	7	6.4%
5	2	1.8%
6	2	1.8%
7	1	0.9%
8	2	1.8%
9	1	0.9%

Value	Count	Frequency (%)
17	1	0.9%
13	2	1.8%
12	1	0.9%
11	1	0.9%
10	2	1.8%
9	1	0.9%
8	2	1.8%
7	1	0.9%
6	2	1.8%
5	2	1.8%

0.1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3545455

Minimum	0
Maximum	10
Zeros	62
Zeros (%)	56.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.1655618
Coefficient of variation (CV)	1.5987369
Kurtosis	3.7158218
Mean	1.3545455
Median Absolute Deviation (MAD)	0
Skewness	1.9601574
Sum	149
Variance	4.689658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	62	56.4%
1	15	13.6%
2	10	9.1%
4	7	6.4%
3	6	5.5%
5	3	2.7%
6	3	2.7%
8	2	1.8%
10	1	0.9%
9	1	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	56.4%
1	15	13.6%
2	10	9.1%
3	6	5.5%
4	7	6.4%
5	3	2.7%
6	3	2.7%
8	2	1.8%
9	1	0.9%
10	1	0.9%

Value	Count	Frequency (%)
10	1	0.9%
9	1	0.9%
8	2	1.8%
6	3	2.7%
5	3	2.7%
4	7	6.4%
3	6	5.5%
2	10	9.1%
1	15	13.6%
0	62	56.4%

1.1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6454545

Minimum	0
Maximum	8
Zeros	46
Zeros (%)	41.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2.75
95-th percentile	7
Maximum	8
Range	8
Interquartile range (IQR)	2.75

Descriptive statistics

Standard deviation	2.0966831
Coefficient of variation (CV)	1.2742273
Kurtosis	1.3761543
Mean	1.6454545
Median Absolute Deviation (MAD)	1
Skewness	1.4431858
Sum	181
Variance	4.3960801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	46	41.8%
1	23	20.9%
2	13	11.8%
4	10	9.1%
3	8	7.3%
7	5	4.5%
6	2	1.8%
8	2	1.8%
5	1	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	41.8%
1	23	20.9%
2	13	11.8%
3	8	7.3%
4	10	9.1%
5	1	0.9%
6	2	1.8%
7	5	4.5%
8	2	1.8%

Value	Count	Frequency (%)
8	2	1.8%
7	5	4.5%
6	2	1.8%
5	1	0.9%
4	10	9.1%
3	8	7.3%
2	13	11.8%
1	23	20.9%
0	46	41.8%

5158
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	107
Distinct (%)	97.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24049.455

Minimum	0
Maximum	156076
Zeros	3
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	3.45
Q1	381.75
median	7172
Q3	15480.25
95-th percentile	137839.85
Maximum	156076
Range	156076
Interquartile range (IQR)	15098.5

Descriptive statistics

Standard deviation	42724.025
Coefficient of variation (CV)	1.776507
Kurtosis	2.8188063
Mean	24049.455
Median Absolute Deviation (MAD)	6846.5
Skewness	2.0476546
Sum	2645440
Variance	1.8253423 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	2.7%
2	2	1.8%
6006	1	0.9%
3820	1	0.9%
13159	1	0.9%
8912	1	0.9%
8141	1	0.9%
7616	1	0.9%
8096	1	0.9%
10648	1	0.9%
Other values (97)	97	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	2.7%
2	2	1.8%
3	1	0.9%
4	1	0.9%
6	1	0.9%
9	1	0.9%
11	1	0.9%
23	1	0.9%
25	1	0.9%
28	1	0.9%

Value	Count	Frequency (%)
156076	1	0.9%
153438	1	0.9%
150466	1	0.9%
144926	1	0.9%
140740	1	0.9%
138302	1	0.9%
137275	1	0.9%
127816	1	0.9%
125653	1	0.9%
111413	1	0.9%

2575
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	104
Distinct (%)	94.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5572.2273

Minimum	0
Maximum	34980
Zeros	3
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	3.45
Q1	97.5
median	1652
Q3	3680
95-th percentile	29836
Maximum	34980
Range	34980
Interquartile range (IQR)	3582.5

Descriptive statistics

Standard deviation	9735.0458
Coefficient of variation (CV)	1.7470655
Kurtosis	2.5100969
Mean	5572.2273
Median Absolute Deviation (MAD)	1597
Skewness	1.992878
Sum	612945
Variance	94771117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	2.7%
8	3	2.7%
21	2	1.8%
2	2	1.8%
2665	1	0.9%
470	1	0.9%
2329	1	0.9%
2230	1	0.9%
2150	1	0.9%
2457	1	0.9%
Other values (94)	94	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	2.7%
2	2	1.8%
3	1	0.9%
4	1	0.9%
6	1	0.9%
8	3	2.7%
9	1	0.9%
10	1	0.9%
11	1	0.9%
13	1	0.9%

Value	Count	Frequency (%)
34980	1	0.9%
33980	1	0.9%
33517	1	0.9%
32618	1	0.9%
31062	1	0.9%
30628	1	0.9%
28868	1	0.9%
28846	1	0.9%
28793	1	0.9%
28528	1	0.9%

858
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	95
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10888.1

Minimum	0
Maximum	83712
Zeros	12
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	59.25
median	1020.5
Q3	1822
95-th percentile	73272.2
Maximum	83712
Range	83712
Interquartile range (IQR)	1762.75

Descriptive statistics

Standard deviation	23151.314
Coefficient of variation (CV)	2.1262951
Kurtosis	3.0417798
Mean	10888.1
Median Absolute Deviation (MAD)	954
Skewness	2.1237694
Sum	1197691
Variance	5.3598333 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	10.9%
73	2	1.8%
42	2	1.8%
1721	2	1.8%
43	2	1.8%
1035	1	0.9%
1711	1	0.9%
1620	1	0.9%
1640	1	0.9%
1988	1	0.9%
Other values (85)	85	77.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	10.9%
10	1	0.9%
13	1	0.9%
21	1	0.9%
29	1	0.9%
30	1	0.9%
36	1	0.9%
37	1	0.9%
39	1	0.9%
40	1	0.9%

Value	Count	Frequency (%)
83712	1	0.9%
81474	1	0.9%
79606	1	0.9%
75690	1	0.9%
74785	1	0.9%
74642	1	0.9%
71598	1	0.9%
70977	1	0.9%
64392	1	0.9%
61080	1	0.9%

470
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	76
Distinct (%)	69.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3104.4545

Minimum	0
Maximum	24018
Zeros	33
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	303.5
Q3	705
95-th percentile	20823.3
Maximum	24018
Range	24018
Interquartile range (IQR)	705

Descriptive statistics

Standard deviation	6570.8755
Coefficient of variation (CV)	2.1165958
Kurtosis	3.4342949
Mean	3104.4545
Median Absolute Deviation (MAD)	303.5
Skewness	2.1919776
Sum	341490
Variance	43176405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33	30.0%
520	3	2.7%
306	1	0.9%
447	1	0.9%
792	1	0.9%
926	1	0.9%
166	1	0.9%
126	1	0.9%
648	1	0.9%
771	1	0.9%
Other values (66)	66	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	30.0%
50	1	0.9%
57	1	0.9%
60	1	0.9%
62	1	0.9%
70	1	0.9%
80	1	0.9%
100	1	0.9%
126	1	0.9%
130	1	0.9%

Value	Count	Frequency (%)
24018	1	0.9%
23652	1	0.9%
23077	1	0.9%
22707	1	0.9%
22496	1	0.9%
21060	1	0.9%
20534	1	0.9%
20105	1	0.9%
18111	1	0.9%
17189	1	0.9%

255
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	68
Distinct (%)	61.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1415.4455

Minimum	0
Maximum	10071
Zeros	34
Zeros (%)	30.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	303.5
Q3	813.75
95-th percentile	8142.35
Maximum	10071
Range	10071
Interquartile range (IQR)	813.75

Descriptive statistics

Standard deviation	2634.0496
Coefficient of variation (CV)	1.8609333
Kurtosis	3.4983215
Mean	1415.4455
Median Absolute Deviation (MAD)	303.5
Skewness	2.1617145
Sum	155699
Variance	6938217.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	30.9%
100	4	3.6%
302	2	1.8%
750	2	1.8%
810	2	1.8%
390	2	1.8%
290	2	1.8%
160	2	1.8%
364	1	0.9%
305	1	0.9%
Other values (58)	58	52.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	30.9%
100	4	3.6%
103	1	0.9%
106	1	0.9%
110	1	0.9%
130	1	0.9%
150	1	0.9%
160	2	1.8%
201	1	0.9%
204	1	0.9%

Value	Count	Frequency (%)
10071	1	0.9%
9982	1	0.9%
9895	1	0.9%
9419	1	0.9%
9298	1	0.9%
8321	1	0.9%
7924	1	0.9%
7238	1	0.9%
6382	1	0.9%
6358	1	0.9%

0.2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	37.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	442.02727

Minimum	0
Maximum	2921
Zeros	51
Zeros (%)	46.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	200
Q3	497.5
95-th percentile	2063.05
Maximum	2921
Range	2921
Interquartile range (IQR)	497.5

Descriptive statistics

Standard deviation	695.51994
Coefficient of variation (CV)	1.5734774
Kurtosis	3.4774805
Mean	442.02727
Median Absolute Deviation (MAD)	200
Skewness	2.0173671
Sum	48623
Variance	483747.99
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	51	46.4%
200	12	10.9%
450	3	2.7%
850	3	2.7%
400	2	1.8%
300	2	1.8%
950	2	1.8%
250	2	1.8%
630	1	0.9%
1557	1	0.9%
Other values (31)	31	28.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51	46.4%
200	12	10.9%
202	1	0.9%
210	1	0.9%
215	1	0.9%
220	1	0.9%
240	1	0.9%
250	2	1.8%
300	2	1.8%
400	2	1.8%

Value	Count	Frequency (%)
2921	1	0.9%
2870	1	0.9%
2629	1	0.9%
2423	1	0.9%
2351	1	0.9%
2068	1	0.9%
2057	1	0.9%
1993	1	0.9%
1945	1	0.9%
1894	1	0.9%

0.3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	467.38182

Minimum	0
Maximum	3501
Zeros	62
Zeros (%)	56.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	687.5
95-th percentile	2176.4
Maximum	3501
Range	3501
Interquartile range (IQR)	687.5

Descriptive statistics

Standard deviation	767.41222
Coefficient of variation (CV)	1.6419385
Kurtosis	4.1258876
Mean	467.38182
Median Absolute Deviation (MAD)	0
Skewness	2.0797209
Sum	51412
Variance	588921.52
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	62	56.4%
300	4	3.6%
350	4	3.6%
600	3	2.7%
450	2	1.8%
700	2	1.8%
790	1	0.9%
359	1	0.9%
1800	1	0.9%
1500	1	0.9%
Other values (29)	29	26.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	56.4%
300	4	3.6%
313	1	0.9%
350	4	3.6%
352	1	0.9%
359	1	0.9%
380	1	0.9%
400	1	0.9%
450	2	1.8%
600	3	2.7%

Value	Count	Frequency (%)
3501	1	0.9%
3076	1	0.9%
3040	1	0.9%
2910	1	0.9%
2190	1	0.9%
2180	1	0.9%
2172	1	0.9%
2096	1	0.9%
1960	1	0.9%
1800	1	0.9%

10
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	50
Distinct (%)	45.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1907

Minimum	0
Maximum	16500
Zeros	46
Zeros (%)	41.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	500
Q3	2345
95-th percentile	8679.5
Maximum	16500
Range	16500
Interquartile range (IQR)	2345

Descriptive statistics

Standard deviation	3259.5757
Coefficient of variation (CV)	1.7092689
Kurtosis	6.7556138
Mean	1907
Median Absolute Deviation (MAD)	500
Skewness	2.4763154
Sum	209770
Variance	10624834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	41.8%
500	6	5.5%
7500	2	1.8%
20	2	1.8%
2500	2	1.8%
550	2	1.8%
1200	2	1.8%
10	2	1.8%
1500	2	1.8%
1850	2	1.8%
Other values (40)	42	38.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	41.8%
10	2	1.8%
20	2	1.8%
30	1	0.9%
500	6	5.5%
530	1	0.9%
550	2	1.8%
600	1	0.9%
610	1	0.9%
650	1	0.9%

Value	Count	Frequency (%)
16500	1	0.9%
16300	1	0.9%
11110	1	0.9%
10950	1	0.9%
9250	1	0.9%
8900	1	0.9%
8410	1	0.9%
7700	1	0.9%
7500	2	1.8%
6600	1	0.9%

Heatmap
Table

	거위	1	'94	951	887	53	8	2	0	0.1	1.1	5158	2575	858	470	255	0.2	0.3	10
거위	1.000	0.000	0.000	0.786	0.757	0.688	0.688	0.542	0.576	0.512	0.415	0.563	0.597	0.688	0.688	0.723	0.452	0.512	0.326
1	0.000	1.000	1.000	0.477	0.598	0.497	0.410	0.391	0.361	0.542	0.575	0.534	0.690	0.332	0.372	0.316	0.582	0.442	0.471
'94	0.000	1.000	1.000	0.000	0.443	0.000	0.000	0.000	0.385	0.509	0.648	0.000	0.000	0.000	0.000	0.000	0.572	0.592	0.589
951	0.786	0.477	0.000	1.000	0.987	0.977	0.944	0.870	0.910	0.824	0.040	0.954	0.933	0.993	0.958	0.922	0.840	0.873	0.000
887	0.757	0.598	0.443	0.987	1.000	0.970	0.940	0.882	0.942	0.839	0.634	0.941	0.903	0.972	0.968	0.938	0.856	0.887	0.100
53	0.688	0.497	0.000	0.977	0.970	1.000	0.958	0.891	0.933	0.860	0.000	0.900	0.937	0.991	0.984	0.950	0.818	0.882	0.000
8	0.688	0.410	0.000	0.944	0.940	0.958	1.000	0.878	0.919	0.869	0.000	0.882	0.873	0.955	0.982	0.946	0.804	0.891	0.000
2	0.542	0.391	0.000	0.870	0.882	0.891	0.878	1.000	0.878	0.730	0.000	0.903	0.881	0.883	0.899	0.940	0.821	0.748	0.000
0	0.576	0.361	0.385	0.910	0.942	0.933	0.919	0.878	1.000	0.838	0.463	0.818	0.840	0.935	0.940	0.922	0.948	0.860	0.000
0.1	0.512	0.542	0.509	0.824	0.839	0.860	0.869	0.730	0.838	1.000	0.623	0.746	0.728	0.828	0.896	0.831	0.685	0.982	0.433
1.1	0.415	0.575	0.648	0.040	0.634	0.000	0.000	0.000	0.463	0.623	1.000	0.467	0.000	0.000	0.000	0.192	0.263	0.587	0.748
5158	0.563	0.534	0.000	0.954	0.941	0.900	0.882	0.903	0.818	0.746	0.467	1.000	0.974	0.933	0.898	0.857	0.939	0.789	0.281
2575	0.597	0.690	0.000	0.933	0.903	0.937	0.873	0.881	0.840	0.728	0.000	0.974	1.000	0.920	0.908	0.855	0.939	0.813	0.000
858	0.688	0.332	0.000	0.993	0.972	0.991	0.955	0.883	0.935	0.828	0.000	0.933	0.920	1.000	0.967	0.946	0.850	0.880	0.000
470	0.688	0.372	0.000	0.958	0.968	0.984	0.982	0.899	0.940	0.896	0.000	0.898	0.908	0.967	1.000	0.962	0.847	0.918	0.000
255	0.723	0.316	0.000	0.922	0.938	0.950	0.946	0.940	0.922	0.831	0.192	0.857	0.855	0.946	0.962	1.000	0.804	0.847	0.000
0.2	0.452	0.582	0.572	0.840	0.856	0.818	0.804	0.821	0.948	0.685	0.263	0.939	0.939	0.850	0.847	0.804	1.000	0.664	0.000
0.3	0.512	0.442	0.592	0.873	0.887	0.882	0.891	0.748	0.860	0.982	0.587	0.789	0.813	0.880	0.918	0.847	0.664	1.000	0.451
10	0.326	0.471	0.589	0.000	0.100	0.000	0.000	0.000	0.000	0.433	0.748	0.281	0.000	0.000	0.000	0.000	0.000	0.451	1.000

Heatmap
Table

	거위	'94
거위	1.000	0.000
'94	0.000	1.000

Heatmap
Table

	1	951	887	53	8	2	0	0.1	1.1	5158	2575	858	470	255	0.2	0.3	10	거위	'94
1	1.000	-0.745	-0.748	-0.620	-0.647	-0.697	-0.691	-0.620	-0.672	-0.690	-0.752	-0.604	-0.650	-0.692	-0.680	-0.627	-0.638	0.000	0.854
951	-0.745	1.000	0.998	0.923	0.910	0.935	0.866	0.774	0.653	0.950	0.992	0.912	0.907	0.936	0.872	0.788	0.608	0.477	0.000
887	-0.748	0.998	1.000	0.911	0.899	0.930	0.864	0.773	0.653	0.945	0.992	0.900	0.896	0.931	0.870	0.786	0.610	0.448	0.140
53	-0.620	0.923	0.911	1.000	0.943	0.911	0.831	0.727	0.548	0.920	0.916	0.992	0.941	0.911	0.828	0.748	0.490	0.385	0.000
8	-0.647	0.910	0.899	0.943	1.000	0.905	0.845	0.743	0.534	0.889	0.904	0.945	0.997	0.911	0.851	0.758	0.494	0.385	0.000
2	-0.697	0.935	0.930	0.911	0.905	1.000	0.875	0.769	0.622	0.917	0.930	0.896	0.905	0.995	0.875	0.777	0.566	0.397	0.000
0	-0.691	0.866	0.864	0.831	0.845	0.875	1.000	0.702	0.522	0.805	0.866	0.825	0.847	0.873	0.943	0.716	0.472	0.298	0.114
0.1	-0.620	0.774	0.773	0.727	0.743	0.769	0.702	1.000	0.522	0.798	0.783	0.717	0.739	0.773	0.725	0.974	0.537	0.248	0.113
1.1	-0.672	0.653	0.653	0.548	0.534	0.622	0.522	0.522	1.000	0.732	0.642	0.516	0.524	0.620	0.531	0.529	0.966	0.194	0.247
5158	-0.690	0.950	0.945	0.920	0.889	0.917	0.805	0.798	0.732	1.000	0.945	0.904	0.881	0.918	0.820	0.807	0.693	0.392	0.000
2575	-0.752	0.992	0.992	0.916	0.904	0.930	0.866	0.783	0.642	0.945	1.000	0.904	0.902	0.928	0.872	0.792	0.604	0.426	0.000
858	-0.604	0.912	0.900	0.992	0.945	0.896	0.825	0.717	0.516	0.904	0.904	1.000	0.944	0.897	0.823	0.735	0.458	0.385	0.000
470	-0.650	0.907	0.896	0.941	0.997	0.905	0.847	0.739	0.524	0.881	0.902	0.944	1.000	0.910	0.847	0.758	0.480	0.385	0.000
255	-0.692	0.936	0.931	0.911	0.911	0.995	0.873	0.773	0.620	0.918	0.928	0.897	0.910	1.000	0.879	0.778	0.559	0.416	0.000
0.2	-0.680	0.872	0.870	0.828	0.851	0.875	0.943	0.725	0.531	0.820	0.872	0.823	0.847	0.879	1.000	0.704	0.484	0.294	0.196
0.3	-0.627	0.788	0.786	0.748	0.758	0.777	0.716	0.974	0.529	0.807	0.792	0.735	0.758	0.778	0.704	1.000	0.531	0.254	0.214
10	-0.638	0.608	0.610	0.490	0.494	0.566	0.472	0.537	0.966	0.693	0.604	0.458	0.480	0.559	0.484	0.531	1.000	0.213	0.224
거위	0.000	0.477	0.448	0.385	0.385	0.397	0.298	0.248	0.194	0.392	0.426	0.385	0.385	0.416	0.294	0.254	0.213	1.000	0.000
'94	0.854	0.000	0.140	0.000	0.000	0.000	0.114	0.113	0.247	0.000	0.000	0.000	0.000	0.000	0.196	0.214	0.224	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

	2013	거위	1	'94	951	887	53	8	2	0	0.1	1.1	5158	2575	858	470	255	0.2	0.3	10
0	2013	거위	2	'95	1035	963	61	5	3	2	0	1	6006	2665	1035	306	370	630	0	10
1	2013	거위	3	'96	1104	1034	56	8	4	1	0	1	6176	2878	960	531	607	200	0	10
2	2013	거위	4	'97	1174	1104	59	4	3	3	0	1	6191	3047	1001	261	302	780	0	800
3	2013	거위	5	'98	1286	1175	88	10	7	1	1	4	9955	3274	1204	712	815	200	450	3300
4	2013	거위	6	'99	1538	1433	83	9	6	2	3	2	11722	3772	1480	520	750	400	600	4200
5	2013	거위	7	'00	1638	1517	96	8	8	4	1	4	11843	4179	1490	430	884	910	300	3650
6	2013	거위	8	'01	1807	1690	82	17	10	4	1	3	12162	4696	1463	924	1149	980	350	2600
7	2013	거위	9	'02	1656	1542	92	9	8	1	2	2	10321	4254	1721	572	934	240	750	1850
8	2013	거위	10	'03	1574	1472	78	12	3	5	2	2	10190	4009	1441	790	450	1050	600	1850
9	2013	거위	11	'04	1501	1387	93	11	6	2	0	2	9087	3744	1750	683	760	450	0	1700

	2013	거위	1	'94	951	887	53	8	2	0	1.1	5158	2575	858	470	255	0.2	10
100	2013	칠면조	28	경기	23	16	3	0	1	0	3	7887	51	36	0	100	0	7700
101	2013	칠면조	29	강원	113	108	5	0	0	0	0	384	311	73	0	0	0	0
102	2013	칠면조	30	충북	59	55	4	0	0	0	0	207	148	59	0	0	0	0
103	2013	칠면조	31	충남	55	52	2	0	0	0	1	1382	153	29	0	0	0	1200
104	2013	칠면조	32	전북	58	50	6	1	0	1	0	544	166	116	62	0	200	0
105	2013	칠면조	33	전남	32	29	2	1	0	0	0	203	80	43	80	0	0	0
106	2013	칠면조	34	경북	63	56	6	0	1	0	0	387	136	101	0	150	0	0
107	2013	칠면조	35	경남	37	34	2	0	1	0	0	230	78	42	0	110	0	0
108	2013	칠면조	36	제주	1	1	0	0	0	0	0	9	9	0	0	0	0	0
109	2013	칠면조	37	세종	1	1	0	0	0	0	0	2	2	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample