gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	270
Missing cells	2050
Missing cells (%)	38.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	46.5 KiB
Average record size in memory	176.5 B

Variable types

Numeric	15
Categorical	5

Dataset

Description	주요 재배지별 주요 산림약용자원인 2작물(참당귀, 천궁)를 가해하는 병해충 피해에 대해 2020년 5월 22일부터 2020년 10월 12일 기간동안 육안으로 조사한 정보
Author	산림청 국립산림과학원
URL	https://www.data.go.kr/data/15125604/fileData.do

Alerts

`2020-06-12` is highly overall correlated with `번호` and 10 other fields	High correlation
`조사지역` is highly overall correlated with `번호` and 7 other fields	High correlation
`병해충명` is highly overall correlated with `2020-08-31` and 2 other fields	High correlation
`구분` is highly overall correlated with `2020-06-12`	High correlation
`작물명` is highly overall correlated with `번호` and 13 other fields	High correlation
`번호` is highly overall correlated with `작물명` and 2 other fields	High correlation
`2020-05-22` is highly overall correlated with `작물명`	High correlation
`2020-06-02` is highly overall correlated with `작물명`	High correlation
`2020-06-18` is highly overall correlated with `2020-08-05` and 4 other fields	High correlation
`2020-06-26` is highly overall correlated with `2020-08-04` and 7 other fields	High correlation
`2020-08-04` is highly overall correlated with `2020-06-26` and 7 other fields	High correlation
`2020-08-05` is highly overall correlated with `2020-06-18` and 5 other fields	High correlation
`2020-08-19` is highly overall correlated with `2020-06-26` and 7 other fields	High correlation
`2020-08-20` is highly overall correlated with `2020-06-18` and 5 other fields	High correlation
`2020-08-31` is highly overall correlated with `2020-06-26` and 8 other fields	High correlation
`2020-09-01` is highly overall correlated with `2020-08-05` and 3 other fields	High correlation
`2020-09-18` is highly overall correlated with `2020-06-26` and 7 other fields	High correlation
`2020-09-23` is highly overall correlated with `2020-06-18` and 4 other fields	High correlation
`2020-10-08` is highly overall correlated with `2020-06-18` and 4 other fields	High correlation
`2020-10-12` is highly overall correlated with `2020-06-26` and 7 other fields	High correlation
`2020-05-22` has 170 (63.0%) missing values	Missing
`2020-06-02` has 170 (63.0%) missing values	Missing
`2020-06-18` has 170 (63.0%) missing values	Missing
`2020-06-26` has 130 (48.1%) missing values	Missing
`2020-08-04` has 130 (48.1%) missing values	Missing
`2020-08-05` has 170 (63.0%) missing values	Missing
`2020-08-19` has 130 (48.1%) missing values	Missing
`2020-08-20` has 170 (63.0%) missing values	Missing
`2020-08-31` has 130 (48.1%) missing values	Missing
`2020-09-01` has 140 (51.9%) missing values	Missing
`2020-09-18` has 130 (48.1%) missing values	Missing
`2020-09-23` has 140 (51.9%) missing values	Missing
`2020-10-08` has 140 (51.9%) missing values	Missing
`2020-10-12` has 130 (48.1%) missing values	Missing
`번호` has unique values	Unique
`2020-05-22` has 71 (26.3%) zeros	Zeros
`2020-06-02` has 39 (14.4%) zeros	Zeros
`2020-06-18` has 44 (16.3%) zeros	Zeros
`2020-06-26` has 53 (19.6%) zeros	Zeros
`2020-08-04` has 44 (16.3%) zeros	Zeros
`2020-08-05` has 35 (13.0%) zeros	Zeros
`2020-08-19` has 54 (20.0%) zeros	Zeros
`2020-08-20` has 38 (14.1%) zeros	Zeros
`2020-08-31` has 45 (16.7%) zeros	Zeros
`2020-09-01` has 28 (10.4%) zeros	Zeros
`2020-09-18` has 36 (13.3%) zeros	Zeros
`2020-09-23` has 55 (20.4%) zeros	Zeros
`2020-10-08` has 53 (19.6%) zeros	Zeros
`2020-10-12` has 27 (10.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-16 15:27:59.518121
Analysis finished	2023-12-16 15:29:54.449428
Duration	1 minute and 54.93 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

번호
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	270
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	135.5

Minimum	1
Maximum	270
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	1
5-th percentile	14.45
Q1	68.25
median	135.5
Q3	202.75
95-th percentile	256.55
Maximum	270
Range	269
Interquartile range (IQR)	134.5

Descriptive statistics

Standard deviation	78.086491
Coefficient of variation (CV)	0.57628406
Kurtosis	-1.2
Mean	135.5
Median Absolute Deviation (MAD)	67.5
Skewness	0
Sum	36585
Variance	6097.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.4%
187	1	0.4%
173	1	0.4%
174	1	0.4%
175	1	0.4%
176	1	0.4%
177	1	0.4%
178	1	0.4%
179	1	0.4%
180	1	0.4%
Other values (260)	260	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.4%
2	1	0.4%
3	1	0.4%
4	1	0.4%
5	1	0.4%
6	1	0.4%
7	1	0.4%
8	1	0.4%
9	1	0.4%
10	1	0.4%

Value	Count	Frequency (%)
270	1	0.4%
269	1	0.4%
268	1	0.4%
267	1	0.4%
266	1	0.4%
265	1	0.4%
264	1	0.4%
263	1	0.4%
262	1	0.4%
261	1	0.4%

작물명
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	2.2 KiB

참당귀	240
천궁	30

Length

Max length	3
Median length	3
Mean length	2.8888889
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
참당귀	240	88.9%
천궁	30	11.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
참당귀	240	88.9%
천궁	30	11.1%

조사지역
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 KiB

경상북도 영주시 봉현면 한천리 11	140
경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	65
경상북도 봉화군 소천면 고선리 산39	65

Length

Max length	36
Median length	19
Mean length	23.333333
Min length	19

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)
2nd row	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)
3rd row	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)
4th row	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)
5th row	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)

Common Values

Value	Count	Frequency (%)
경상북도 영주시 봉현면 한천리 11	140	51.9%
경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	65	24.1%
경상북도 봉화군 소천면 고선리 산39	65	24.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
경상북도	270	19.1%
영주시	140	9.9%
봉현면	140	9.9%
한천리	140	9.9%
11	140	9.9%
영양군	65	4.6%
수비면	65	4.6%
낙동정맥로	65	4.6%
4372	65	4.6%
수비초등학교신암분교	65	4.6%
Other values (4)	260	18.4%

병해충명
Categorical

HIGH CORRELATION

Distinct	16
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Memory size	2.2 KiB

시들음병	34
총채벌레류	24
응애류	24
곤충 식엽피해	24
굴파리류	24
Other values (11)	140

Length

Max length	31
Median length	8
Mean length	5.6740741
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
시들음병	34	12.6%
총채벌레류	24	8.9%
응애류	24	8.9%
곤충 식엽피해	24	8.9%
굴파리류	24	8.9%
산호랑나비 유충	24	8.9%
진딧물류	24	8.9%
점무늬병	24	8.9%
줄기썩음병	24	8.9%
생리장애	24	8.9%
Other values (6)	20	7.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
시들음병	34	9.8%
유충	24	6.9%
생리장애	24	6.9%
총채벌레류	24	6.9%
점무늬병	24	6.9%
진딧물류	24	6.9%
줄기썩음병	24	6.9%
산호랑나비	24	6.9%
굴파리류	24	6.9%
식엽피해	24	6.9%
Other values (11)	98	28.2%

구분
Categorical

HIGH CORRELATION

Distinct	14
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Memory size	2.2 KiB

발생률1	36
발생률2	36
발생률3	36
평균	36
표준오차	36
Other values (9)	90

Length

Max length	5
Median length	4
Mean length	3.8444444
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	발생률1
2nd row	발생률2
3rd row	발생률3
4th row	평균
5th row	표준오차

Common Values

Value	Count	Frequency (%)
발생률1	36	13.3%
발생률2	36	13.3%
발생률3	36	13.3%
평균	36	13.3%
표준오차	36	13.3%
발생률4	10	3.7%
발생률5	10	3.7%
발생률6	10	3.7%
발생률7	10	3.7%
발생률8	10	3.7%
Other values (4)	40	14.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
발생률1	36	13.3%
발생률2	36	13.3%
발생률3	36	13.3%
평균	36	13.3%
표준오차	36	13.3%
발생률4	10	3.7%
발생률5	10	3.7%
발생률6	10	3.7%
발생률7	10	3.7%
발생률8	10	3.7%
Other values (4)	40	14.8%

2020-05-22
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	25
Distinct (%)	25.0%
Missing	170
Missing (%)	63.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2640218

Minimum	0
Maximum	10.71
Zeros	71
Zeros (%)	26.3%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.5151515
95-th percentile	7.69
Maximum	10.71
Range	10.71
Interquartile range (IQR)	1.5151515

Descriptive statistics

Standard deviation	2.5353955
Coefficient of variation (CV)	2.0058163
Kurtosis	4.2963666
Mean	1.2640218
Median Absolute Deviation (MAD)	0
Skewness	2.2320092
Sum	126.40218
Variance	6.4282306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0.0	71	26.3%
7.69	2	0.7%
1.515151515	2	0.7%
1.52	2	0.7%
4.55	2	0.7%
3.85	2	0.7%
6.67	1	0.4%
1.111111111	1	0.4%
2.564102564	1	0.4%
2.56	1	0.4%
Other values (15)	15	5.6%
(Missing)	170	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	71	26.3%
0.911896651	1	0.4%
1.11	1	0.4%
1.111111111	1	0.4%
1.515151515	2	0.7%
1.52	2	0.7%
1.932077702	1	0.4%
2.063997742	1	0.4%
2.56	1	0.4%
2.564102564	1	0.4%

Value	Count	Frequency (%)
10.71	1	0.4%
10.0	1	0.4%
9.47	1	0.4%
9.09	1	0.4%
7.69	2	0.7%
7.14	1	0.4%
6.67	1	0.4%
5.0	1	0.4%
4.7	1	0.4%
4.55	2	0.7%

2020-06-02
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	41
Distinct (%)	41.0%
Missing	170
Missing (%)	63.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2705814

Minimum	0
Maximum	19.23
Zeros	39
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.5103988
Q3	6.875
95-th percentile	14.29
Maximum	19.23
Range	19.23
Interquartile range (IQR)	6.875

Descriptive statistics

Standard deviation	5.0706502
Coefficient of variation (CV)	1.1873442
Kurtosis	0.0089241854
Mean	4.2705814
Median Absolute Deviation (MAD)	2.5103988
Skewness	1.058088
Sum	427.05814
Variance	25.711493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0.0	39	14.4%
4.55	5	1.9%
5.0	4	1.5%
3.85	4	1.5%
13.64	3	1.1%
11.54	3	1.1%
10.71	2	0.7%
0.335575293	2	0.7%
4.46	2	0.7%
9.98	2	0.7%
Other values (31)	34	12.6%
(Missing)	170	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	39	14.4%
0.335575293	2	0.7%
1.006725878	1	0.4%
1.19	1	0.4%
1.19047619	1	0.4%
1.515151515	1	0.4%
1.52	1	0.4%
1.591197238	1	0.4%
1.862026862	1	0.4%
1.926136682	1	0.4%

Value	Count	Frequency (%)
19.23	1	0.4%
16.67	1	0.4%
15.38	1	0.4%
15.0	1	0.4%
14.29	2	0.7%
13.64	3	1.1%
13.39	1	0.4%
12.97	1	0.4%
11.54	3	1.1%
10.71	2	0.7%

2020-06-12
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	2.2 KiB

0	140
<NA>	130

Length

Max length	4
Median length	1
Mean length	2.4444444
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
0	140	51.9%
<NA>	130	48.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	140	51.9%
na	130	48.1%

2020-06-18
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	53
Distinct (%)	53.0%
Missing	170
Missing (%)	63.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.390686

Minimum	0
Maximum	84.62
Zeros	44
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.6825897
Q3	18.4425
95-th percentile	63.378
Maximum	84.62
Range	84.62
Interquartile range (IQR)	18.4425

Descriptive statistics

Standard deviation	19.683247
Coefficient of variation (CV)	1.4699207
Kurtosis	2.4702195
Mean	13.390686
Median Absolute Deviation (MAD)	3.6825897
Skewness	1.7689757
Sum	1339.0686
Variance	387.43021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	44	16.3%
26.92	2	0.7%
15.0	2	0.7%
19.23	2	0.7%
17.86	2	0.7%
21.43	1	0.4%
43.33	1	0.4%
25.89	1	0.4%
5.704779973	1	0.4%
3.85	1	0.4%
Other values (43)	43	15.9%
(Missing)	170	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	44	16.3%
1.28	1	0.4%
1.282051282	1	0.4%
1.827875939	1	0.4%
2.980162341	1	0.4%
3.307252033	1	0.4%
3.515179339	1	0.4%
3.85	1	0.4%
4.330601475	1	0.4%
5.257379265	1	0.4%

Value	Count	Frequency (%)
84.62	1	0.4%
69.63	1	0.4%
65.38	1	0.4%
65.0	1	0.4%
64.29	1	0.4%
63.33	1	0.4%
60.0	1	0.4%
53.72	1	0.4%
50.0	1	0.4%
48.86	1	0.4%

2020-06-26
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	55
Distinct (%)	39.3%
Missing	130
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	12.673997

Minimum	0
Maximum	90
Zeros	53
Zeros (%)	19.6%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.76
Q3	20
95-th percentile	47.62
Maximum	90
Range	90
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	17.665522
Coefficient of variation (CV)	1.3938399
Kurtosis	3.3968749
Mean	12.673997
Median Absolute Deviation (MAD)	4.76
Skewness	1.8141251
Sum	1774.3595
Variance	312.07068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	53	19.6%
4.76	7	2.6%
5.0	5	1.9%
15.0	4	1.5%
9.52	4	1.5%
35.0	4	1.5%
4.0	3	1.1%
47.62	3	1.1%
28.57	3	1.1%
20.0	3	1.1%
Other values (45)	51	18.9%
(Missing)	130	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	53	19.6%
1.031226771	1	0.4%
1.297495344	1	0.4%
1.584468294	1	0.4%
2.787993299	1	0.4%
3.42	1	0.4%
3.45	1	0.4%
3.671146941	1	0.4%
4.0	3	1.1%
4.17	2	0.7%

Value	Count	Frequency (%)
90.0	1	0.4%
76.19	1	0.4%
66.67	1	0.4%
61.9	1	0.4%
54.55	1	0.4%
50.0	1	0.4%
47.62	3	1.1%
44.83	1	0.4%
44.51	1	0.4%
42.86	1	0.4%

2020-08-04
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	64
Distinct (%)	45.7%
Missing	130
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	28.930188

Minimum	0
Maximum	100
Zeros	44
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	23.445
Q3	42.11
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	42.11

Descriptive statistics

Standard deviation	30.829489
Coefficient of variation (CV)	1.0656512
Kurtosis	0.027187813
Mean	28.930188
Median Absolute Deviation (MAD)	23.445
Skewness	0.98973393
Sum	4050.2263
Variance	950.45741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	44	16.3%
100.0	8	3.0%
31.58	4	1.5%
21.05	3	1.1%
41.67	3	1.1%
33.33	3	1.1%
36.84	3	1.1%
14.29	3	1.1%
40.0	3	1.1%
37.5	2	0.7%
Other values (54)	64	23.7%
(Missing)	130	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	44	16.3%
0.996149753	1	0.4%
2.46249991	1	0.4%
2.523574555	1	0.4%
2.981666836	1	0.4%
4.189081128	1	0.4%
4.3224096	1	0.4%
5.26	1	0.4%
5.800879739	1	0.4%
8.0	1	0.4%

Value	Count	Frequency (%)
100.0	8	3.0%
97.89	1	0.4%
96.0	1	0.4%
95.83	1	0.4%
92.86	1	0.4%
90.0	2	0.7%
76.19	1	0.4%
73.68	1	0.4%
69.23	1	0.4%
68.42	2	0.7%

2020-08-05
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	55
Distinct (%)	55.0%
Missing	170
Missing (%)	63.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.732164

Minimum	0
Maximum	100
Zeros	35
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13.485
Q3	42.35
95-th percentile	86.68
Maximum	100
Range	100
Interquartile range (IQR)	42.35

Descriptive statistics

Standard deviation	29.343712
Coefficient of variation (CV)	1.2364532
Kurtosis	0.20457635
Mean	23.732164
Median Absolute Deviation (MAD)	13.485
Skewness	1.1630411
Sum	2373.2164
Variance	861.05341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	35	13.0%
50.0	4	1.5%
100.0	2	0.7%
83.33	2	0.7%
36.36	2	0.7%
59.09	2	0.7%
18.18	2	0.7%
19.23	2	0.7%
16.67	2	0.7%
13.64	2	0.7%
Other values (45)	45	16.7%
(Missing)	170	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	35	13.0%
0.252525253	1	0.4%
1.111111111	1	0.4%
1.336238036	1	0.4%
1.790380866	1	0.4%
2.518483363	1	0.4%
3.072102288	1	0.4%
3.75979169	1	0.4%
3.984885781	1	0.4%
5.954457638	1	0.4%

Value	Count	Frequency (%)
100.0	2	0.7%
96.43	1	0.4%
94.37	1	0.4%
86.87	1	0.4%
86.67	1	0.4%
83.33	2	0.7%
77.27	1	0.4%
76.92	1	0.4%
71.28	1	0.4%
66.67	1	0.4%

2020-08-19
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	56
Distinct (%)	40.0%
Missing	130
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	30.886957

Minimum	0
Maximum	100
Zeros	54
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8.33
Q3	66.67
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	66.67

Descriptive statistics

Standard deviation	36.83186
Coefficient of variation (CV)	1.1924729
Kurtosis	-1.085344
Mean	30.886957
Median Absolute Deviation (MAD)	8.33
Skewness	0.74084217
Sum	4324.174
Variance	1356.5859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	54	20.0%
100.0	10	3.7%
83.33	5	1.9%
8.33	3	1.1%
52.63	3	1.1%
5.26	3	1.1%
66.67	3	1.1%
21.05	2	0.7%
22.22	2	0.7%
14.29	2	0.7%
Other values (46)	53	19.6%
(Missing)	130	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	54	20.0%
0.552875217	1	0.4%
1.393199956	1	0.4%
2.077208918	1	0.4%
2.891493028	1	0.4%
3.213683199	1	0.4%
3.272137967	1	0.4%
3.62	1	0.4%
4.17	1	0.4%
4.35	1	0.4%

Value	Count	Frequency (%)
100.0	10	3.7%
99.19	1	0.4%
95.83	1	0.4%
94.44	1	0.4%
91.67	1	0.4%
89.47	2	0.7%
88.89	1	0.4%
84.21	1	0.4%
83.33	5	1.9%
82.61	1	0.4%

2020-08-20
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	56
Distinct (%)	56.0%
Missing	170
Missing (%)	63.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.14284

Minimum	0
Maximum	100
Zeros	38
Zeros (%)	14.1%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.55
Q3	38.825
95-th percentile	95.485
Maximum	100
Range	100
Interquartile range (IQR)	38.825

Descriptive statistics

Standard deviation	32.650896
Coefficient of variation (CV)	1.4108423
Kurtosis	0.16295757
Mean	23.14284
Median Absolute Deviation (MAD)	4.55
Skewness	1.2777425
Sum	2314.284
Variance	1066.081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	38	14.1%
4.55	4	1.5%
58.33	2	0.7%
50.0	2	0.7%
16.67	2	0.7%
100.0	2	0.7%
12.24942711	1	0.4%
5.125702811	1	0.4%
10.1	1	0.4%
13.64	1	0.4%
Other values (46)	46	17.0%
(Missing)	170	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	38	14.1%
1.20570393	1	0.4%
1.515151515	1	0.4%
1.750593867	1	0.4%
2.063492063	1	0.4%
2.735689953	1	0.4%
3.03	1	0.4%
3.164132345	1	0.4%
3.33	1	0.4%
3.49	1	0.4%

Value	Count	Frequency (%)
100.0	2	0.7%
97.61	1	0.4%
96.67	1	0.4%
96.15	1	0.4%
95.45	1	0.4%
92.93	1	0.4%
91.67	1	0.4%
90.91	1	0.4%
85.71	1	0.4%
84.62	1	0.4%

2020-08-31
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	70
Distinct (%)	50.0%
Missing	130
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	26.645953

Minimum	0
Maximum	100
Zeros	45
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	10.265
Q3	40.4175
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	40.4175

Descriptive statistics

Standard deviation	34.112095
Coefficient of variation (CV)	1.280198
Kurtosis	-0.074674168
Mean	26.645953
Median Absolute Deviation (MAD)	10.265
Skewness	1.1663982
Sum	3730.4335
Variance	1163.635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	45	16.7%
100.0	12	4.4%
16.67	5	1.9%
20.0	3	1.1%
91.67	2	0.7%
21.05	2	0.7%
4.0	2	0.7%
42.11	2	0.7%
5.26	2	0.7%
22.22	2	0.7%
Other values (60)	63	23.3%
(Missing)	130	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	45	16.7%
0.33	1	0.4%
0.333333333	1	0.4%
0.694444417	1	0.4%
0.963046466	1	0.4%
1.73	1	0.4%
2.111657826	1	0.4%
2.195183072	1	0.4%
2.351093412	1	0.4%
2.836358863	1	0.4%

Value	Count	Frequency (%)
100.0	12	4.4%
99.31	1	0.4%
94.12	1	0.4%
91.67	2	0.7%
85.0	1	0.4%
83.33	1	0.4%
81.82	1	0.4%
80.0	1	0.4%
78.95	1	0.4%
78.26	1	0.4%

2020-09-01
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	91
Distinct (%)	70.0%
Missing	140
Missing (%)	51.9%
Infinite	0
Infinite (%)	0.0%
Mean	22.748933

Minimum	0
Maximum	100
Zeros	28
Zeros (%)	10.4%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.1206946
median	10.62
Q3	35.5325
95-th percentile	92.1805
Maximum	100
Range	100
Interquartile range (IQR)	33.411805

Descriptive statistics

Standard deviation	28.721128
Coefficient of variation (CV)	1.2625264
Kurtosis	0.76594505
Mean	22.748933
Median Absolute Deviation (MAD)	10.62
Skewness	1.3875254
Sum	2957.3612
Variance	824.90321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	28	10.4%
11.76	4	1.5%
20.0	3	1.1%
10.71	2	0.7%
7.14	2	0.7%
15.0	2	0.7%
17.86	2	0.7%
5.26	2	0.7%
100.0	2	0.7%
3.57	2	0.7%
Other values (81)	81	30.0%
(Missing)	140	51.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	28	10.4%
1.19047619	1	0.4%
1.210344342	1	0.4%
1.666666667	1	0.4%
1.67	1	0.4%
2.053701929	1	0.4%
2.321672601	1	0.4%
2.572750983	1	0.4%
3.149703942	1	0.4%
3.33	1	0.4%

Value	Count	Frequency (%)
100.0	2	0.7%
98.81	1	0.4%
96.43	1	0.4%
95.0	1	0.4%
93.75	1	0.4%
93.22	1	0.4%
90.91	1	0.4%
88.0	1	0.4%
77.27	1	0.4%
73.33	1	0.4%

2020-09-18
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	63
Distinct (%)	45.0%
Missing	130
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	27.587166

Minimum	0
Maximum	100
Zeros	36
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	21.43
Q3	39.13
95-th percentile	95.65
Maximum	100
Range	100
Interquartile range (IQR)	39.13

Descriptive statistics

Standard deviation	29.88641
Coefficient of variation (CV)	1.0833447
Kurtosis	0.24518555
Mean	27.587166
Median Absolute Deviation (MAD)	19.606655
Skewness	1.1203568
Sum	3862.2032
Variance	893.19749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	36	13.3%
33.33	6	2.2%
100.0	5	1.9%
50.0	4	1.5%
25.0	4	1.5%
17.39	3	1.1%
21.74	3	1.1%
27.78	3	1.1%
40.0	3	1.1%
21.43	3	1.1%
Other values (53)	70	25.9%
(Missing)	130	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	36	13.3%
0.32	1	0.4%
0.320516667	1	0.4%
1.785643033	1	0.4%
1.861046734	1	0.4%
2.210600194	1	0.4%
2.63288056	1	0.4%
3.109258348	1	0.4%
3.366048047	1	0.4%
3.43	1	0.4%

Value	Count	Frequency (%)
100.0	5	1.9%
96.15	1	0.4%
95.65	2	0.7%
94.44	1	0.4%
94.29	1	0.4%
88.89	1	0.4%
88.2	1	0.4%
85.71	1	0.4%
80.0	2	0.7%
75.0	2	0.7%

2020-09-23
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	62
Distinct (%)	47.7%
Missing	140
Missing (%)	51.9%
Infinite	0
Infinite (%)	0.0%
Mean	21.845353

Minimum	0
Maximum	100
Zeros	55
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7.3167692
Q3	40
95-th percentile	92.472
Maximum	100
Range	100
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	29.042718
Coefficient of variation (CV)	1.3294689
Kurtosis	0.7286535
Mean	21.845353
Median Absolute Deviation (MAD)	7.3167692
Skewness	1.3088545
Sum	2839.8959
Variance	843.47947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	55	20.4%
100.0	5	1.9%
50.0	4	1.5%
9.09	2	0.7%
40.0	2	0.7%
30.77	2	0.7%
25.0	2	0.7%
57.69	2	0.7%
57.14	2	0.7%
46.43	2	0.7%
Other values (52)	52	19.3%
(Missing)	140	51.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	55	20.4%
0.183150183	1	0.4%
1.515151515	1	0.4%
2.222465403	1	0.4%
2.657190895	1	0.4%
2.685122515	1	0.4%
3.734422803	1	0.4%
4.55	1	0.4%
4.642894984	1	0.4%
4.772459422	1	0.4%

Value	Count	Frequency (%)
100.0	5	1.9%
94.89	1	0.4%
93.75	1	0.4%
90.91	1	0.4%
81.82	1	0.4%
80.77	1	0.4%
64.29	1	0.4%
63.83	1	0.4%
63.64	1	0.4%
62.5	1	0.4%

2020-10-08
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	59
Distinct (%)	45.4%
Missing	140
Missing (%)	51.9%
Infinite	0
Infinite (%)	0.0%
Mean	19.154861

Minimum	0
Maximum	100
Zeros	53
Zeros (%)	19.6%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6.6458272
Q3	32.4925
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	32.4925

Descriptive statistics

Standard deviation	27.461956
Coefficient of variation (CV)	1.4336808
Kurtosis	2.2738948
Mean	19.154861
Median Absolute Deviation (MAD)	6.6458272
Skewness	1.7044354
Sum	2490.1319
Variance	754.15905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	53	19.6%
100.0	8	3.0%
14.29	3	1.1%
25.0	3	1.1%
4.35	2	0.7%
9.09	2	0.7%
15.0	2	0.7%
45.0	2	0.7%
38.46	2	0.7%
10.71	2	0.7%
Other values (49)	51	18.9%
(Missing)	140	51.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	53	19.6%
1.079654407	1	0.4%
1.166888015	1	0.4%
1.409780615	1	0.4%
1.471111172	1	0.4%
1.712523417	1	0.4%
3.244042889	1	0.4%
4.35	2	0.7%
4.376484669	1	0.4%
4.849627891	1	0.4%

Value	Count	Frequency (%)
100.0	8	3.0%
63.64	2	0.7%
62.5	1	0.4%
57.14	1	0.4%
57.05	1	0.4%
54.55	1	0.4%
53.33	1	0.4%
50.0	2	0.7%
47.53	1	0.4%
46.15	1	0.4%

2020-10-12
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	81
Distinct (%)	57.9%
Missing	130
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	31.32852

Minimum	0
Maximum	100
Zeros	27
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.8678647
median	28.64
Q3	48.215
95-th percentile	83.3705
Maximum	100
Range	100
Interquartile range (IQR)	44.347135

Descriptive statistics

Standard deviation	27.036856
Coefficient of variation (CV)	0.86301096
Kurtosis	-0.39519486
Mean	31.32852
Median Absolute Deviation (MAD)	21.36
Skewness	0.62859079
Sum	4385.9928
Variance	730.99159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	27	10.0%
25.0	7	2.6%
50.0	5	1.9%
38.46	5	1.9%
36.84	4	1.5%
21.05	4	1.5%
38.89	3	1.1%
28.57	3	1.1%
10.53	2	0.7%
36.0	2	0.7%
Other values (71)	78	28.9%
(Missing)	130	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	27	10.0%
0.971520536	1	0.4%
1.76	1	0.4%
2.263007859	1	0.4%
2.594374476	1	0.4%
2.890349175	1	0.4%
3.278461237	1	0.4%
3.301293951	1	0.4%
3.650758988	1	0.4%
3.940233216	1	0.4%

Value	Count	Frequency (%)
100.0	2	0.7%
96.0	1	0.4%
94.74	1	0.4%
84.62	1	0.4%
84.21	1	0.4%
84.14	1	0.4%
83.33	2	0.7%
80.95	1	0.4%
77.8	1	0.4%
77.78	1	0.4%

Heatmap
Table

	번호	작물명	조사지역	병해충명	구분	2020-05-22	2020-06-02	2020-06-18	2020-06-26	2020-08-04	2020-08-05	2020-08-19	2020-08-20	2020-08-31	2020-09-01	2020-09-18	2020-09-23	2020-10-08	2020-10-12
번호	1.000	0.996	0.905	0.819	0.060	0.313	0.336	0.000	0.551	0.698	0.519	0.640	0.369	0.724	0.422	0.643	0.528	0.481	0.611
작물명	0.996	1.000	0.219	0.964	0.157	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000	NaN	0.000	0.365	NaN
조사지역	0.905	0.219	1.000	0.000	0.626	0.296	0.416	0.000	NaN	NaN	0.000	NaN	0.000	NaN	0.069	NaN	0.000	0.000	NaN
병해충명	0.819	0.964	0.000	1.000	0.000	0.462	0.607	0.708	0.672	0.888	0.843	0.898	0.845	0.905	0.741	0.890	0.761	0.877	0.879
구분	0.060	0.157	0.626	0.000	1.000	0.240	0.268	0.338	0.000	0.142	0.457	0.000	0.175	0.000	0.442	0.000	0.118	0.146	0.167
2020-05-22	0.313	NaN	0.296	0.462	0.240	1.000	0.458	0.471	NaN	NaN	0.578	NaN	0.622	NaN	0.680	NaN	0.542	0.465	NaN
2020-06-02	0.336	NaN	0.416	0.607	0.268	0.458	1.000	0.358	NaN	NaN	0.660	NaN	0.794	NaN	0.698	NaN	0.530	0.267	NaN
2020-06-18	0.000	NaN	0.000	0.708	0.338	0.471	0.358	1.000	NaN	NaN	0.774	NaN	0.694	NaN	0.714	NaN	0.556	0.612	NaN
2020-06-26	0.551	NaN	NaN	0.672	0.000	NaN	NaN	NaN	1.000	0.847	NaN	0.731	NaN	0.856	NaN	0.664	NaN	NaN	0.686
2020-08-04	0.698	NaN	NaN	0.888	0.142	NaN	NaN	NaN	0.847	1.000	NaN	0.876	NaN	0.860	NaN	0.893	NaN	NaN	0.849
2020-08-05	0.519	NaN	0.000	0.843	0.457	0.578	0.660	0.774	NaN	NaN	1.000	NaN	0.888	NaN	0.898	NaN	0.799	0.790	NaN
2020-08-19	0.640	NaN	NaN	0.898	0.000	NaN	NaN	NaN	0.731	0.876	NaN	1.000	NaN	0.832	NaN	0.830	NaN	NaN	0.839
2020-08-20	0.369	NaN	0.000	0.845	0.175	0.622	0.794	0.694	NaN	NaN	0.888	NaN	1.000	NaN	0.895	NaN	0.761	0.799	NaN
2020-08-31	0.724	NaN	NaN	0.905	0.000	NaN	NaN	NaN	0.856	0.860	NaN	0.832	NaN	1.000	NaN	0.878	NaN	NaN	0.826
2020-09-01	0.422	0.000	0.069	0.741	0.442	0.680	0.698	0.714	NaN	NaN	0.898	NaN	0.895	NaN	1.000	NaN	0.760	0.798	NaN
2020-09-18	0.643	NaN	NaN	0.890	0.000	NaN	NaN	NaN	0.664	0.893	NaN	0.830	NaN	0.878	NaN	1.000	NaN	NaN	0.882
2020-09-23	0.528	0.000	0.000	0.761	0.118	0.542	0.530	0.556	NaN	NaN	0.799	NaN	0.761	NaN	0.760	NaN	1.000	0.842	NaN
2020-10-08	0.481	0.365	0.000	0.877	0.146	0.465	0.267	0.612	NaN	NaN	0.790	NaN	0.799	NaN	0.798	NaN	0.842	1.000	NaN
2020-10-12	0.611	NaN	NaN	0.879	0.167	NaN	NaN	NaN	0.686	0.849	NaN	0.839	NaN	0.826	NaN	0.882	NaN	NaN	1.000

Heatmap
Table

	2020-06-12	조사지역	병해충명	구분	작물명
2020-06-12	1.000	1.000	1.000	1.000	1.000
조사지역	1.000	1.000	0.000	0.430	0.357
병해충명	1.000	0.000	1.000	0.000	0.826
구분	1.000	0.430	0.000	1.000	0.119
작물명	1.000	0.357	0.826	0.119	1.000

Heatmap
Table

	번호	2020-05-22	2020-06-02	2020-06-18	2020-06-26	2020-08-04	2020-08-05	2020-08-19	2020-08-20	2020-08-31	2020-09-01	2020-09-18	2020-09-23	2020-10-08	2020-10-12	작물명	조사지역	병해충명	구분	2020-06-12
번호	1.000	-0.318	-0.017	-0.063	-0.231	-0.110	0.087	-0.218	0.008	-0.011	-0.047	0.041	-0.063	0.014	-0.043	0.933	0.851	0.494	0.020	1.000
2020-05-22	-0.318	1.000	0.180	0.333	NaN	NaN	0.272	NaN	0.327	NaN	0.333	NaN	0.257	0.241	NaN	1.000	0.284	0.227	0.135	0.000
2020-06-02	-0.017	0.180	1.000	0.163	NaN	NaN	0.324	NaN	0.399	NaN	0.385	NaN	0.188	0.177	NaN	1.000	0.305	0.223	0.107	0.000
2020-06-18	-0.063	0.333	0.163	1.000	NaN	NaN	0.521	NaN	0.540	NaN	0.444	NaN	0.543	0.532	NaN	1.000	0.000	0.286	0.140	0.000
2020-06-26	-0.231	NaN	NaN	NaN	1.000	0.862	NaN	0.825	NaN	0.686	NaN	0.724	NaN	NaN	0.690	1.000	1.000	0.263	0.000	1.000
2020-08-04	-0.110	NaN	NaN	NaN	0.862	1.000	NaN	0.874	NaN	0.789	NaN	0.865	NaN	NaN	0.807	1.000	1.000	0.466	0.049	1.000
2020-08-05	0.087	0.272	0.324	0.521	NaN	NaN	1.000	NaN	0.938	NaN	0.856	NaN	0.917	0.899	NaN	1.000	0.000	0.417	0.194	0.000
2020-08-19	-0.218	NaN	NaN	NaN	0.825	0.874	NaN	1.000	NaN	0.783	NaN	0.781	NaN	NaN	0.786	1.000	1.000	0.495	0.000	1.000
2020-08-20	0.008	0.327	0.399	0.540	NaN	NaN	0.938	NaN	1.000	NaN	0.823	NaN	0.850	0.830	NaN	1.000	0.000	0.422	0.102	0.000
2020-08-31	-0.011	NaN	NaN	NaN	0.686	0.789	NaN	0.783	NaN	1.000	NaN	0.818	NaN	NaN	0.794	1.000	1.000	0.510	0.000	1.000
2020-09-01	-0.047	0.333	0.385	0.444	NaN	NaN	0.856	NaN	0.823	NaN	1.000	NaN	0.795	0.819	NaN	0.000	0.043	0.385	0.169	0.000
2020-09-18	0.041	NaN	NaN	NaN	0.724	0.865	NaN	0.781	NaN	0.818	NaN	1.000	NaN	NaN	0.837	1.000	1.000	0.478	0.000	1.000
2020-09-23	-0.063	0.257	0.188	0.543	NaN	NaN	0.917	NaN	0.850	NaN	0.795	NaN	1.000	0.947	NaN	0.082	0.000	0.424	0.113	0.000
2020-10-08	0.014	0.241	0.177	0.532	NaN	NaN	0.899	NaN	0.830	NaN	0.819	NaN	0.947	1.000	NaN	0.270	0.000	0.492	0.068	0.000
2020-10-12	-0.043	NaN	NaN	NaN	0.690	0.807	NaN	0.786	NaN	0.794	NaN	0.837	NaN	NaN	1.000	1.000	1.000	0.469	0.027	1.000
작물명	0.933	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	1.000	0.082	0.270	1.000	1.000	0.357	0.826	0.119	1.000
조사지역	0.851	0.284	0.305	0.000	1.000	1.000	0.000	1.000	0.000	1.000	0.043	1.000	0.000	0.000	1.000	0.357	1.000	0.000	0.430	1.000
병해충명	0.494	0.227	0.223	0.286	0.263	0.466	0.417	0.495	0.422	0.510	0.385	0.478	0.424	0.492	0.469	0.826	0.000	1.000	0.000	1.000
구분	0.020	0.135	0.107	0.140	0.000	0.049	0.194	0.000	0.102	0.000	0.169	0.000	0.113	0.068	0.027	0.119	0.430	0.000	1.000	1.000
2020-06-12	1.000	0.000	0.000	0.000	1.000	1.000	0.000	1.000	0.000	1.000	0.000	1.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000

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 correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	번호	작물명	조사지역	병해충명	구분	2020-05-22	2020-06-02	2020-06-12	2020-06-18	2020-06-26	2020-08-04	2020-08-05	2020-08-19	2020-08-20	2020-08-31	2020-09-01	2020-09-18	2020-09-23	2020-10-08	2020-10-12
0	1	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	총채벌레류	발생률1	0.0	3.57	<NA>	17.86	<NA>	<NA>	53.57	<NA>	75.0	<NA>	50.0	<NA>	64.29	50.0	<NA>
1	2	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	총채벌레류	발생률2	3.85	0.0	<NA>	65.38	<NA>	<NA>	76.92	<NA>	50.0	<NA>	40.0	<NA>	80.77	23.08	<NA>
2	3	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	총채벌레류	발생률3	6.67	6.67	<NA>	63.33	<NA>	<NA>	83.33	<NA>	50.0	<NA>	28.57	<NA>	46.43	14.29	<NA>
3	4	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	총채벌레류	평균	3.5	3.41	<NA>	48.86	<NA>	<NA>	71.28	<NA>	58.33	<NA>	39.52	<NA>	63.83	29.12	<NA>
4	5	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	총채벌레류	표준오차	1.932078	1.926137	<NA>	15.511917	<NA>	<NA>	9.043604	<NA>	8.333333	<NA>	6.190476	<NA>	9.915938	10.743597	<NA>
5	6	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	응애류	발생률1	10.71	14.29	<NA>	21.43	<NA>	<NA>	50.0	<NA>	85.71	<NA>	57.14	<NA>	57.14	57.14	<NA>
6	7	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	응애류	발생률2	7.69	7.69	<NA>	26.92	<NA>	<NA>	50.0	<NA>	84.62	<NA>	88.0	<NA>	57.69	46.15	<NA>
7	8	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	응애류	발생률3	10.0	10.0	<NA>	43.33	<NA>	<NA>	46.67	<NA>	63.33	<NA>	67.86	<NA>	57.14	39.29	<NA>
8	9	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	응애류	평균	9.47	10.66	<NA>	30.56	<NA>	<NA>	48.89	<NA>	77.89	<NA>	71.0	<NA>	57.33	47.53	<NA>
9	10	참당귀	경상북도 영양군 수비면 낙동정맥로 4372 (수비초등학교신암분교)	응애류	표준오차	0.911897	1.931692	<NA>	6.579871	<NA>	<NA>	1.111111	<NA>	7.284078	<NA>	9.045238	<NA>	0.18315	5.200466	<NA>

	번호	작물명	조사지역	병해충명	구분	2020-05-22	2020-06-02	2020-06-12	2020-06-18	2020-06-26	2020-08-04	2020-08-05	2020-08-19	2020-08-20	2020-08-31	2020-09-01	2020-09-18	2020-09-23	2020-10-08	2020-10-12
260	261	천궁	경상북도 봉화군 소천면 고선리 산39	시들음병	발생률1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	22.73	<NA>	22.73	4.35	<NA>
261	262	천궁	경상북도 봉화군 소천면 고선리 산39	시들음병	발생률2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	15.38	<NA>	0.0	8.33	<NA>
262	263	천궁	경상북도 봉화군 소천면 고선리 산39	시들음병	발생률3	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	0.0	<NA>	0.0	9.09	<NA>
263	264	천궁	경상북도 봉화군 소천면 고선리 산39	시들음병	평균	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	12.7	<NA>	7.58	7.26	<NA>
264	265	천궁	경상북도 봉화군 소천면 고선리 산39	시들음병	표준오차	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	6.696309	<NA>	7.575758	1.471111	<NA>
265	266	천궁	경상북도 봉화군 소천면 고선리 산39	잎맥 황화 바이러스 1,2(CnVYV-1,CnVYV-2)	발생률1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	4.55	<NA>	4.55	4.35	<NA>
266	267	천궁	경상북도 봉화군 소천면 고선리 산39	잎맥 황화 바이러스 1,2(CnVYV-1,CnVYV-3)	발생률2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	7.69	<NA>	23.08	25.0	<NA>
267	268	천궁	경상북도 봉화군 소천면 고선리 산39	잎맥 황화 바이러스 1,2(CnVYV-1,CnVYV-4)	발생률3	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	20.0	<NA>	0.0	0.0	<NA>
268	269	천궁	경상북도 봉화군 소천면 고선리 산39	잎맥 황화 바이러스 1,2(CnVYV-1,CnVYV-5)	평균	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	10.75	<NA>	9.21	9.78	<NA>
269	270	천궁	경상북도 봉화군 소천면 고선리 산39	잎맥 황화 바이러스 1,2(CnVYV-1,CnVYV-6)	표준오차	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	4.715371	<NA>	7.057781	7.711521	<NA>

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample