gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	30
Missing cells	14
Missing cells (%)	3.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.0 KiB
Average record size in memory	136.3 B

Variable types

Numeric	12
Categorical	3

Dataset

Description	해외에서 수입되는 재식용식물에 대한 검역장소 관리 현황 및 통계정보로 종자, 구근, 묘/묘목, 삽수 등의 정보를 제공합니다.
Author	국제식물검역인증원
URL	https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20220714000000002162

Alerts

`컨테이너 20FT(2대 이상)` is highly correlated with `컨테이너 40FT(2대 이상)` and 1 other fields	High correlation
`컨테이너 40FT(1대)` is highly correlated with `품목(묘/묘목)`	High correlation
`컨테이너 40FT(2대 이상)` is highly correlated with `컨테이너 20FT(2대 이상)` and 1 other fields	High correlation
`품목(종자)` is highly correlated with `컨테이너 20FT(2대 이상)` and 1 other fields	High correlation
`품목(묘/묘목)` is highly correlated with `컨테이너 40FT(1대)`	High correlation
`관리실적(천원)` is highly correlated with `컨테이너 기타 내용`	High correlation
`컨테이너 기타 내용` is highly correlated with `관리실적(천원)`	High correlation
`컨테이너 기타 내용` has 14 (46.7%) missing values	Missing
`컨테이너 20FT(1대)` has 10 (33.3%) zeros	Zeros
`컨테이너 20FT(2대 이상)` has 14 (46.7%) zeros	Zeros
`컨테이너 40FT(1대)` has 3 (10.0%) zeros	Zeros
`컨테이너 40FT(2대 이상)` has 4 (13.3%) zeros	Zeros
`컨테이너 기타` has 14 (46.7%) zeros	Zeros
`해출발견 건수` has 10 (33.3%) zeros	Zeros
`품목(종자)` has 6 (20.0%) zeros	Zeros
`품목(구근)` has 5 (16.7%) zeros	Zeros
`품목(묘/묘목)` has 11 (36.7%) zeros	Zeros
`품목(삽수)` has 21 (70.0%) zeros	Zeros
`품목(기타)` has 24 (80.0%) zeros	Zeros

Reproduction

Analysis started	2022-08-12 14:50:02.242637
Analysis finished	2022-08-12 14:50:19.528882
Duration	17.29 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

검사년도
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.666667

Minimum	2012
Maximum	2017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2013
median	2015
Q3	2016
95-th percentile	2017
Maximum	2017
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.728729518
Coefficient of variation (CV)	0.0008580722294
Kurtosis	-1.268596788
Mean	2014.666667
Median Absolute Deviation (MAD)	1.5
Skewness	-0.08740459367
Sum	60440
Variance	2.988505747
Monotonicity	Decreasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2017	6	20.0%
2016	5	16.7%
2015	5	16.7%
2014	5	16.7%
2013	5	16.7%
2012	4	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	4	13.3%
2013	5	16.7%
2014	5	16.7%
2015	5	16.7%
2016	5	16.7%
2017	6	20.0%

Value	Count	Frequency (%)
2017	6	20.0%
2016	5	16.7%
2015	5	16.7%
2014	5	16.7%
2013	5	16.7%
2012	4	13.3%

사무소 명
Categorical

Distinct	10
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Memory size	368.0 B

부산신항	5
부 산	4
인 천	4
광 양	4
군 산	4
Other values (5)	9

Length

Max length	4
Median length	3
Mean length	2.866666667
Min length	2

Unique

Unique	1 ?
Unique (%)	3.3%

Sample

1st row	부산
2nd row	부산신항
3rd row	군산
4th row	평택
5th row	광양

Common Values

Value	Count	Frequency (%)
부산신항	5	16.7%
부 산	4	13.3%
인 천	4	13.3%
광 양	4	13.3%
군 산	4	13.3%
부산	2	6.7%
군산	2	6.7%
광양	2	6.7%
인천	2	6.7%
평택	1	3.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
산	8	17.4%
부산신항	5	10.9%
부	4	8.7%
인	4	8.7%
천	4	8.7%
광	4	8.7%
양	4	8.7%
군	4	8.7%
부산	2	4.3%
군산	2	4.3%
Other values (3)	5	10.9%

컨테이너 20FT(1대)
Real number (ℝ_≥0)

ZEROS

Distinct	19
Distinct (%)	63.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.73333333

Minimum	0
Maximum	173
Zeros	10
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	40.5
Q3	109
95-th percentile	131.55
Maximum	173
Range	173
Interquartile range (IQR)	109

Descriptive statistics

Standard deviation	56.76201579
Coefficient of variation (CV)	1.056365058
Kurtosis	-1.299305701
Mean	53.73333333
Median Absolute Deviation (MAD)	40.5
Skewness	0.4867698149
Sum	1612
Variance	3221.926437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	10	33.3%
2	2	6.7%
126	2	6.7%
1	1	3.3%
53	1	3.3%
112	1	3.3%
50	1	3.3%
132	1	3.3%
97	1	3.3%
60	1	3.3%
Other values (9)	9	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	33.3%
1	1	3.3%
2	2	6.7%
21	1	3.3%
31	1	3.3%
50	1	3.3%
53	1	3.3%
59	1	3.3%
60	1	3.3%
96	1	3.3%

Value	Count	Frequency (%)
173	1	3.3%
132	1	3.3%
131	1	3.3%
126	2	6.7%
123	1	3.3%
117	1	3.3%
112	1	3.3%
100	1	3.3%
97	1	3.3%
96	1	3.3%

컨테이너 20FT(2대 이상)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	12
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.833333333

Minimum	0
Maximum	33
Zeros	14
Zeros (%)	46.7%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	6
95-th percentile	18.55
Maximum	33
Range	33
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	7.625200205
Coefficient of variation (CV)	1.577627629
Kurtosis	5.687843295
Mean	4.833333333
Median Absolute Deviation (MAD)	1.5
Skewness	2.259813965
Sum	145
Variance	58.14367816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	14	46.7%
6	3	10.0%
2	2	6.7%
4	2	6.7%
5	2	6.7%
14	1	3.3%
18	1	3.3%
13	1	3.3%
19	1	3.3%
7	1	3.3%
Other values (2)	2	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	46.7%
1	1	3.3%
2	2	6.7%
4	2	6.7%
5	2	6.7%
6	3	10.0%
7	1	3.3%
13	1	3.3%
14	1	3.3%
18	1	3.3%

Value	Count	Frequency (%)
33	1	3.3%
19	1	3.3%
18	1	3.3%
14	1	3.3%
13	1	3.3%
7	1	3.3%
6	3	10.0%
5	2	6.7%
4	2	6.7%
2	2	6.7%

컨테이너 40FT(1대)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	240.6666667

Minimum	0
Maximum	1163
Zeros	3
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.75
median	81.5
Q3	219.75
95-th percentile	1088.55
Maximum	1163
Range	1163
Interquartile range (IQR)	215

Descriptive statistics

Standard deviation	388.2405345
Coefficient of variation (CV)	1.613187817
Kurtosis	1.367462373
Mean	240.6666667
Median Absolute Deviation (MAD)	80
Skewness	1.724887036
Sum	7220
Variance	150730.7126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	3	10.0%
2	2	6.7%
89	2	6.7%
1	2	6.7%
12	2	6.7%
27	1	3.3%
244	1	3.3%
11	1	3.3%
983	1	3.3%
109	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	10.0%
1	2	6.7%
2	2	6.7%
4	1	3.3%
7	1	3.3%
11	1	3.3%
12	2	6.7%
16	1	3.3%
27	1	3.3%
74	1	3.3%

Value	Count	Frequency (%)
1163	1	3.3%
1107	1	3.3%
1066	1	3.3%
1046	1	3.3%
983	1	3.3%
287	1	3.3%
244	1	3.3%
232	1	3.3%
183	1	3.3%
177	1	3.3%

컨테이너 40FT(2대 이상)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	23
Distinct (%)	76.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.06666667

Minimum	0
Maximum	251
Zeros	4
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.25
median	28
Q3	69.75
95-th percentile	160.7
Maximum	251
Range	251
Interquartile range (IQR)	63.5

Descriptive statistics

Standard deviation	62.1898835
Coefficient of variation (CV)	1.19442798
Kurtosis	2.358280709
Mean	52.06666667
Median Absolute Deviation (MAD)	26.5
Skewness	1.584725473
Sum	1562
Variance	3867.581609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	4	13.3%
28	2	6.7%
6	2	6.7%
48	2	6.7%
15	2	6.7%
12	1	3.3%
57	1	3.3%
10	1	3.3%
1	1	3.3%
47	1	3.3%
Other values (13)	13	43.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	13.3%
1	1	3.3%
2	1	3.3%
6	2	6.7%
7	1	3.3%
10	1	3.3%
12	1	3.3%
15	2	6.7%
25	1	3.3%
28	2	6.7%

Value	Count	Frequency (%)
251	1	3.3%
167	1	3.3%
153	1	3.3%
138	1	3.3%
126	1	3.3%
103	1	3.3%
102	1	3.3%
72	1	3.3%
63	1	3.3%
57	1	3.3%

컨테이너 기타
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6

Minimum	0
Maximum	49
Zeros	14
Zeros (%)	46.7%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4.75
95-th percentile	28.6
Maximum	49
Range	49
Interquartile range (IQR)	4.75

Descriptive statistics

Standard deviation	11.1590384
Coefficient of variation (CV)	1.992685428
Kurtosis	8.419434606
Mean	5.6
Median Absolute Deviation (MAD)	1
Skewness	2.856911758
Sum	168
Variance	124.5241379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	14	46.7%
5	2	6.7%
1	2	6.7%
4	2	6.7%
3	2	6.7%
2	2	6.7%
8	1	3.3%
22	1	3.3%
9	1	3.3%
34	1	3.3%
Other values (2)	2	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	46.7%
1	2	6.7%
2	2	6.7%
3	2	6.7%
4	2	6.7%
5	2	6.7%
8	1	3.3%
9	1	3.3%
16	1	3.3%
22	1	3.3%

Value	Count	Frequency (%)
49	1	3.3%
34	1	3.3%
22	1	3.3%
16	1	3.3%
9	1	3.3%
8	1	3.3%
5	2	6.7%
4	2	6.7%
3	2	6.7%
2	2	6.7%

컨테이너 기타 내용
Categorical

HIGH CORRELATION
MISSING

Distinct	14
Distinct (%)	87.5%
Missing	14
Missing (%)	46.7%
Memory size	368.0 B

5 (20피트, 40피트 혼합)	2
1 (20피트, 40피트 혼합)	2
8 (20피트, 40피트 혼합)	1
4 (20피트, 40피트 혼합)	1
3 (20피트, 40피트 혼합)	1
Other values (9)	9

Length

Max length	33
Median length	32
Mean length	19.5625
Min length	4

Unique

Unique	12 ?
Unique (%)	75.0%

Sample

1st row	8 (20피트, 40피트 혼합)
2nd row	5 (20피트, 40피트 혼합)
3rd row	1 (20피트, 40피트 혼합)
4th row	1 (20피트, 40피트 혼합)
5th row	5 (20피트, 40피트 혼합)

Common Values

Value	Count	Frequency (%)
5 (20피트, 40피트 혼합)	2	6.7%
1 (20피트, 40피트 혼합)	2	6.7%
8 (20피트, 40피트 혼합)	1	3.3%
4 (20피트, 40피트 혼합)	1	3.3%
3 (20피트, 40피트 혼합)	1	3.3%
2 (20피트, 40피트 혼합)	1	3.3%
3(20피트,40피트 혼합)	1	3.3%
10(20피트,40피트 혼합), 12(벌크)	1	3.3%
4(20피트,40피트 혼합)	1	3.3%
(20피트·40피트 혼합 : 8) 벌크 1	1	3.3%
Other values (4)	4	13.3%
(Missing)	14	46.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
혼합	15	22.1%
40피트	8	11.8%
20피트	8	11.8%
	6	8.8%
벌크	4	5.9%
8	4	5.9%
20피트·40피트	4	5.9%
1	3	4.4%
5	2	2.9%
2	2	2.9%
Other values (12)	12	17.6%

관리실적(천원)
Categorical

HIGH CORRELATION

Distinct	29
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Memory size	368.0 B

0	2
2,720	1
960	1
1,545	1
120	1
Other values (24)	24

Length

Max length	6
Median length	5
Mean length	3.966666667
Min length	1

Unique

Unique	28 ?
Unique (%)	93.3%

Sample

1st row	18,705
2nd row	2,720
3rd row	960
4th row	1,545
5th row	120

Common Values

Value	Count	Frequency (%)
0	2	6.7%
2,720	1	3.3%
960	1	3.3%
1,545	1	3.3%
120	1	3.3%
23,200	1	3.3%
4330	1	3.3%
1740	1	3.3%
26970	1	3.3%
240	1	3.3%
Other values (19)	19	63.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	2	6.7%
18,705	1	3.3%
2655	1	3.3%
9270	1	3.3%
14760	1	3.3%
920	1	3.3%
29325	1	3.3%
90	1	3.3%
28935	1	3.3%
1095	1	3.3%
Other values (19)	19	63.3%

해출발견 건수
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.933333333

Minimum	0
Maximum	28
Zeros	10
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	18
95-th percentile	26.55
Maximum	28
Range	28
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	9.730624722
Coefficient of variation (CV)	1.089249036
Kurtosis	-1.00645729
Mean	8.933333333
Median Absolute Deviation (MAD)	5
Skewness	0.6929733044
Sum	268
Variance	94.68505747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	10	33.3%
11	2	6.7%
4	2	6.7%
20	2	6.7%
18	2	6.7%
1	2	6.7%
9	2	6.7%
27	1	3.3%
2	1	3.3%
26	1	3.3%
Other values (5)	5	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	33.3%
1	2	6.7%
2	1	3.3%
4	2	6.7%
6	1	3.3%
9	2	6.7%
10	1	3.3%
11	2	6.7%
18	2	6.7%
20	2	6.7%

Value	Count	Frequency (%)
28	1	3.3%
27	1	3.3%
26	1	3.3%
22	1	3.3%
21	1	3.3%
20	2	6.7%
18	2	6.7%
11	2	6.7%
10	1	3.3%
9	2	6.7%

품목(종자)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	25
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.6666667

Minimum	0
Maximum	626
Zeros	6
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.25
median	52.5
Q3	118
95-th percentile	424.7
Maximum	626
Range	626
Interquartile range (IQR)	114.75

Descriptive statistics

Standard deviation	159.8952962
Coefficient of variation (CV)	1.358883537
Kurtosis	2.693805338
Mean	117.6666667
Median Absolute Deviation (MAD)	52.5
Skewness	1.777932376
Sum	3530
Variance	25566.50575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	6	20.0%
458	1	3.3%
45	1	3.3%
17	1	3.3%
27	1	3.3%
1	1	3.3%
111	1	3.3%
92	1	3.3%
35	1	3.3%
80	1	3.3%
Other values (15)	15	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	20.0%
1	1	3.3%
2	1	3.3%
7	1	3.3%
17	1	3.3%
18	1	3.3%
27	1	3.3%
35	1	3.3%
43	1	3.3%
45	1	3.3%

Value	Count	Frequency (%)
626	1	3.3%
458	1	3.3%
384	1	3.3%
348	1	3.3%
344	1	3.3%
239	1	3.3%
168	1	3.3%
119	1	3.3%
115	1	3.3%
111	1	3.3%

품목(구근)
Real number (ℝ_≥0)

ZEROS

Distinct	18
Distinct (%)	60.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.2

Minimum	0
Maximum	82
Zeros	5
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.25
median	11
Q3	41.5
95-th percentile	56.85
Maximum	82
Range	82
Interquartile range (IQR)	40.25

Descriptive statistics

Standard deviation	23.5158054
Coefficient of variation (CV)	1.109236104
Kurtosis	-0.3509300748
Mean	21.2
Median Absolute Deviation (MAD)	11
Skewness	0.8445257437
Sum	636
Variance	552.9931034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	5	16.7%
2	4	13.3%
1	3	10.0%
4	2	6.7%
19	2	6.7%
47	2	6.7%
13	1	3.3%
60	1	3.3%
16	1	3.3%
44	1	3.3%
Other values (8)	8	26.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	16.7%
1	3	10.0%
2	4	13.3%
4	2	6.7%
9	1	3.3%
13	1	3.3%
16	1	3.3%
19	2	6.7%
37	1	3.3%
39	1	3.3%

Value	Count	Frequency (%)
82	1	3.3%
60	1	3.3%
53	1	3.3%
50	1	3.3%
47	2	6.7%
44	1	3.3%
42	1	3.3%
40	1	3.3%
39	1	3.3%
37	1	3.3%

품목(묘/묘목)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	19
Distinct (%)	63.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.5333333

Minimum	0
Maximum	1135
Zeros	11
Zeros (%)	36.7%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	23.5
Q3	55.75
95-th percentile	1071.65
Maximum	1135
Range	1135
Interquartile range (IQR)	55.75

Descriptive statistics

Standard deviation	392.9647465
Coefficient of variation (CV)	1.959598137
Kurtosis	1.519701468
Mean	200.5333333
Median Absolute Deviation (MAD)	23.5
Skewness	1.811129322
Sum	6016
Variance	154421.292
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	11	36.7%
33	2	6.7%
354	1	3.3%
1	1	3.3%
943	1	3.3%
52	1	3.3%
1037	1	3.3%
57	1	3.3%
24	1	3.3%
23	1	3.3%
Other values (9)	9	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	36.7%
1	1	3.3%
4	1	3.3%
6	1	3.3%
23	1	3.3%
24	1	3.3%
32	1	3.3%
33	2	6.7%
35	1	3.3%
38	1	3.3%

Value	Count	Frequency (%)
1135	1	3.3%
1091	1	3.3%
1048	1	3.3%
1037	1	3.3%
943	1	3.3%
354	1	3.3%
70	1	3.3%
57	1	3.3%
52	1	3.3%
38	1	3.3%

품목(삽수)
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5

Minimum	0
Maximum	103
Zeros	21
Zeros (%)	70.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	47.05
Maximum	103
Range	103
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	22.07471638
Coefficient of variation (CV)	2.597025457
Kurtosis	11.81595299
Mean	8.5
Median Absolute Deviation (MAD)	0
Skewness	3.292215509
Sum	255
Variance	487.2931034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	21	70.0%
1	2	6.7%
17	1	3.3%
41	1	3.3%
31	1	3.3%
52	1	3.3%
103	1	3.3%
2	1	3.3%
7	1	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	70.0%
1	2	6.7%
2	1	3.3%
7	1	3.3%
17	1	3.3%
31	1	3.3%
41	1	3.3%
52	1	3.3%
103	1	3.3%

Value	Count	Frequency (%)
103	1	3.3%
52	1	3.3%
41	1	3.3%
31	1	3.3%
17	1	3.3%
7	1	3.3%
2	1	3.3%
1	2	6.7%
0	21	70.0%

품목(기타)
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9

Minimum	0
Maximum	70
Zeros	24
Zeros (%)	80.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	67.55
Maximum	70
Range	70
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22.89405886
Coefficient of variation (CV)	2.543784318
Kurtosis	3.488660061
Mean	9
Median Absolute Deviation (MAD)	0
Skewness	2.284519622
Sum	270
Variance	524.137931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	24	80.0%
4	1	3.3%
1	1	3.3%
60	1	3.3%
70	1	3.3%
68	1	3.3%
67	1	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	80.0%
1	1	3.3%
4	1	3.3%
60	1	3.3%
67	1	3.3%
68	1	3.3%
70	1	3.3%

Value	Count	Frequency (%)
70	1	3.3%
68	1	3.3%
67	1	3.3%
60	1	3.3%
4	1	3.3%
1	1	3.3%
0	24	80.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

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.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	검사년도	사무소 명	컨테이너 20FT(1대)	컨테이너 20FT(2대 이상)	컨테이너 40FT(1대)	컨테이너 40FT(2대 이상)	컨테이너 기타	컨테이너 기타 내용	관리실적(천원)	해출발견 건수	품목(종자)	품목(구근)	품목(묘/묘목)	품목(삽수)	품목(기타)
0	2017	부산	126	14	232	167	8	8 (20피트, 40피트 혼합)	18,705	27	458	50	35	0	4
1	2017	부산신항	31	2	74	12	5	5 (20피트, 40피트 혼합)	2,720	11	43	47	33	0	1
2	2017	군산	0	0	11	10	0	<NA>	960	0	17	4	0	0	0
3	2017	평택	2	0	12	15	0	<NA>	1,545	4	27	2	0	0	0
4	2017	광양	0	0	2	1	0	<NA>	120	2	1	1	1	0	0
5	2017	인천	112	4	983	47	1	1 (20피트, 40피트 혼합)	23,200	26	111	16	943	17	60
6	2016	부산신항	50	2	109	28	0	<NA>	4330	28	92	44	52	1	0
7	2016	군산	0	0	12	25	0	<NA>	1740	0	35	2	0	0	0
8	2016	인천	132	6	1066	63	1	1 (20피트, 40피트 혼합)	26970	20	80	40	1037	41	70
9	2016	광양	0	0	0	2	0	<NA>	240	0	2	0	0	0	0

Last rows

	검사년도	사무소 명	컨테이너 20FT(1대)	컨테이너 20FT(2대 이상)	컨테이너 40FT(1대)	컨테이너 40FT(2대 이상)	컨테이너 기타	컨테이너 기타 내용	관리실적(천원)	해출발견 건수	품목(종자)	품목(구근)	품목(묘/묘목)	품목(삽수)	품목(기타)
20	2014	인 천	131	7	1163	48	4	4(20피트,40피트 혼합)	28145	10	97	2	1135	52	67
21	2013	부산신항	21	0	16	6	0	<NA>	1095	1	18	19	6	0	0
22	2013	인 천	117	5	1046	102	9	(20피트·40피트 혼합 : 8) 벌크 1	28935	18	119	9	1048	103	0
23	2013	광 양	2	0	2	0	2	벌크 2	90	0	0	0	4	2	0
24	2013	부 산	173	33	287	251	34	(20피트·40피트 혼합 : 17)파렛트 500kg : 17	29325	9	626	82	70	0	0
25	2013	군 산	0	0	4	15	0	<NA>	920	0	0	19	0	0	0
26	2012	부 산	96	4	119	103	16	(20피트·40피트 혼합 : 8) (파렛트, 벌크 : 8)	14760	6	239	60	32	7	0
27	2012	인 천	53	1	244	57	49	(20피트·40피트 혼합 : 7)(파렛트, 벌크 42)	9270	4	45	4	354	1	0
28	2012	광 양	0	0	1	0	0	<NA>	20	0	0	1	0	0	0
29	2012	군 산	0	0	0	0	0	<NA>	0	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Category Frequency Plot

Common Values

Length

Common Values

Length

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows