gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	68
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.8 KiB
Average record size in memory	162.9 B

Variable types

Categorical	4
Numeric	14

Dataset

Description	기능성 양잠 현황은 국가 승인통계로 더욱 자세한 정보는 통계청 kosis.kr에서 제공 (위치 : 주제별 통계 > 농림어업 > 농업 > 기능성 양잠산업 현황)
Author	농림축산식품부
URL	https://www.data.go.kr/data/15050572/fileData.do

Alerts

`생산량 홍잠` is highly overall correlated with `재배농가수 오디` and 5 other fields	High correlation
`생산량 면역누에` is highly overall correlated with `뽕밭면적 누에` and 6 other fields	High correlation
`재배농가수 양잠` is highly overall correlated with `재배농가수 오디` and 13 other fields	High correlation
`재배농가수 오디` is highly overall correlated with `재배농가수 양잠` and 12 other fields	High correlation
`뽕밭면적 누에` is highly overall correlated with `재배농가수 양잠` and 14 other fields	High correlation
`뽕밭면적 오디` is highly overall correlated with `재배농가수 양잠` and 13 other fields	High correlation
`누에사육량` is highly overall correlated with `재배농가수 양잠` and 13 other fields	High correlation
`생산량 누에고치` is highly overall correlated with `재배농가수 양잠` and 13 other fields	High correlation
`생산량 냉동건조누에` is highly overall correlated with `재배농가수 양잠` and 13 other fields	High correlation
`생산량 열풍건조누에` is highly overall correlated with `재배농가수 양잠` and 12 other fields	High correlation
`생산량 생누에` is highly overall correlated with `재배농가수 양잠` and 14 other fields	High correlation
`생산량 동충하초` is highly overall correlated with `재배농가수 양잠` and 12 other fields	High correlation
`생산량 수번데기` is highly overall correlated with `재배농가수 양잠` and 11 other fields	High correlation
`생산량 잠분` is highly overall correlated with `재배농가수 양잠` and 12 other fields	High correlation
`생산량 뽕잎` is highly overall correlated with `재배농가수 양잠` and 12 other fields	High correlation
`생산량 오디` is highly overall correlated with `재배농가수 양잠` and 12 other fields	High correlation
`시군별` is highly overall correlated with `재배농가수 양잠`	High correlation
`생산량 홍잠` is highly imbalanced (86.1%)	Imbalance
`생산량 면역누에` is highly imbalanced (88.9%)	Imbalance
`재배농가수 양잠` has 29 (42.6%) zeros	Zeros
`재배농가수 오디` has 20 (29.4%) zeros	Zeros
`뽕밭면적 누에` has 36 (52.9%) zeros	Zeros
`뽕밭면적 오디` has 20 (29.4%) zeros	Zeros
`누에사육량` has 30 (44.1%) zeros	Zeros
`생산량 누에고치` has 42 (61.8%) zeros	Zeros
`생산량 냉동건조누에` has 38 (55.9%) zeros	Zeros
`생산량 열풍건조누에` has 29 (42.6%) zeros	Zeros
`생산량 생누에` has 37 (54.4%) zeros	Zeros
`생산량 동충하초` has 44 (64.7%) zeros	Zeros
`생산량 수번데기` has 54 (79.4%) zeros	Zeros
`생산량 잠분` has 43 (63.2%) zeros	Zeros
`생산량 뽕잎` has 29 (42.6%) zeros	Zeros
`생산량 오디` has 21 (30.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 06:17:18.765096
Analysis finished	2023-12-12 06:17:40.824909
Duration	22.06 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년도
Categorical

Distinct	4
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Memory size	676.0 B

2015	17
2016	17
2017	17
2018	17

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2015
2nd row	2015
3rd row	2015
4th row	2015
5th row	2015

Common Values

Value	Count	Frequency (%)
2015	17	25.0%
2016	17	25.0%
2017	17	25.0%
2018	17	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2015	17	25.0%
2016	17	25.0%
2017	17	25.0%
2018	17	25.0%

시군별
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Memory size	676.0 B

서울특별시	4
부산광역시	4
대구광역시	4
인천광역시	4
광주광역시	4
Other values (12)	48

Length

Max length	7
Median length	5
Mean length	4.6470588
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서울특별시
2nd row	부산광역시
3rd row	대구광역시
4th row	인천광역시
5th row	광주광역시

Common Values

Value	Count	Frequency (%)
서울특별시	4	5.9%
부산광역시	4	5.9%
대구광역시	4	5.9%
인천광역시	4	5.9%
광주광역시	4	5.9%
대전광역시	4	5.9%
울산광역시	4	5.9%
세종특별자치시	4	5.9%
경기도	4	5.9%
강원도	4	5.9%
Other values (7)	28	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
서울특별시	4	5.9%
강원도	4	5.9%
경상남도	4	5.9%
경상북도	4	5.9%
전라남도	4	5.9%
전라북도	4	5.9%
충청남도	4	5.9%
충청북도	4	5.9%
경기도	4	5.9%
부산광역시	4	5.9%
Other values (7)	28	41.2%

재배농가수 양잠
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	41.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.588235

Minimum	0
Maximum	343
Zeros	29
Zeros (%)	42.6%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	62.5
95-th percentile	250.6
Maximum	343
Range	343
Interquartile range (IQR)	62.5

Descriptive statistics

Standard deviation	80.443219
Coefficient of variation (CV)	1.8041355
Kurtosis	7.7339821
Mean	44.588235
Median Absolute Deviation (MAD)	2
Skewness	2.7856126
Sum	3032
Variance	6471.1115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	29	42.6%
1	4	5.9%
2	3	4.4%
31	2	2.9%
67	2	2.9%
69	2	2.9%
21	2	2.9%
70	2	2.9%
29	2	2.9%
61	2	2.9%
Other values (18)	18	26.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	42.6%
1	4	5.9%
2	3	4.4%
21	2	2.9%
27	1	1.5%
29	2	2.9%
31	2	2.9%
32	1	1.5%
36	1	1.5%
40	1	1.5%

Value	Count	Frequency (%)
343	1	1.5%
339	1	1.5%
332	1	1.5%
315	1	1.5%
131	1	1.5%
124	1	1.5%
121	1	1.5%
92	1	1.5%
78	1	1.5%
73	1	1.5%

재배농가수 오디
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	55.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	257.61765

Minimum	0
Maximum	3045
Zeros	20
Zeros (%)	29.4%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	48
Q3	233.25
95-th percentile	1512.85
Maximum	3045
Range	3045
Interquartile range (IQR)	233.25

Descriptive statistics

Standard deviation	614.91371
Coefficient of variation (CV)	2.3869239
Kurtosis	12.786426
Mean	257.61765
Median Absolute Deviation (MAD)	48
Skewness	3.6256355
Sum	17518
Variance	378118.87
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	20	29.4%
3	5	7.4%
48	4	5.9%
16	4	5.9%
5	2	2.9%
276	1	1.5%
2517	1	1.5%
421	1	1.5%
233	1	1.5%
210	1	1.5%
Other values (28)	28	41.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	29.4%
2	1	1.5%
3	5	7.4%
5	2	2.9%
16	4	5.9%
48	4	5.9%
67	1	1.5%
70	1	1.5%
73	1	1.5%
75	1	1.5%

Value	Count	Frequency (%)
3045	1	1.5%
2848	1	1.5%
2517	1	1.5%
1929	1	1.5%
740	1	1.5%
661	1	1.5%
421	1	1.5%
377	1	1.5%
359	1	1.5%
345	1	1.5%

뽕밭면적 누에
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	45.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.361765

Minimum	0
Maximum	276
Zeros	36
Zeros (%)	52.9%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	35.5
95-th percentile	169.5
Maximum	276
Range	276
Interquartile range (IQR)	35.5

Descriptive statistics

Standard deviation	60.878538
Coefficient of variation (CV)	2.0051054
Kurtosis	9.5813288
Mean	30.361765
Median Absolute Deviation (MAD)	0
Skewness	3.109706
Sum	2064.6
Variance	3706.1964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0.0	36	52.9%
40.0	2	2.9%
18.0	2	2.9%
13.0	1	1.5%
208.0	1	1.5%
32.0	1	1.5%
98.0	1	1.5%
17.0	1	1.5%
20.0	1	1.5%
41.8	1	1.5%
Other values (21)	21	30.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	36	52.9%
12.0	1	1.5%
13.0	1	1.5%
16.2	1	1.5%
17.0	1	1.5%
18.0	2	2.9%
20.0	1	1.5%
23.5	1	1.5%
24.0	1	1.5%
24.2	1	1.5%

Value	Count	Frequency (%)
276.0	1	1.5%
270.0	1	1.5%
258.4	1	1.5%
208.0	1	1.5%
98.0	1	1.5%
82.0	1	1.5%
78.0	1	1.5%
57.0	1	1.5%
55.0	1	1.5%
49.3	1	1.5%

뽕밭면적 오디
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.416176

Minimum	0
Maximum	935
Zeros	20
Zeros (%)	29.4%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13
Q3	72.075
95-th percentile	440.335
Maximum	935
Range	935
Interquartile range (IQR)	72.075

Descriptive statistics

Standard deviation	187.11239
Coefficient of variation (CV)	2.3560993
Kurtosis	13.386854
Mean	79.416176
Median Absolute Deviation (MAD)	13
Skewness	3.6805473
Sum	5400.3
Variance	35011.048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0.0	20	29.4%
3.0	4	5.9%
13.0	4	5.9%
1.5	2	2.9%
1.0	2	2.9%
72.0	1	1.5%
54.4	1	1.5%
732.3	1	1.5%
125.7	1	1.5%
100.2	1	1.5%
Other values (31)	31	45.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	20	29.4%
1.0	2	2.9%
1.5	2	2.9%
2.5	1	1.5%
3.0	4	5.9%
3.1	1	1.5%
3.5	1	1.5%
4.0	1	1.5%
13.0	4	5.9%
23.5	1	1.5%

Value	Count	Frequency (%)
935.0	1	1.5%
907.0	1	1.5%
732.3	1	1.5%
557.9	1	1.5%
222.0	1	1.5%
187.0	1	1.5%
130.3	1	1.5%
125.7	1	1.5%
116.0	1	1.5%
108.0	1	1.5%

누에사육량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	710.85294

Minimum	0
Maximum	7897
Zeros	30
Zeros (%)	44.1%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30
Q3	731.75
95-th percentile	4508.7
Maximum	7897
Range	7897
Interquartile range (IQR)	731.75

Descriptive statistics

Standard deviation	1569.3991
Coefficient of variation (CV)	2.207769
Kurtosis	11.497868
Mean	710.85294
Median Absolute Deviation (MAD)	30
Skewness	3.4225437
Sum	48338
Variance	2463013.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	30	44.1%
30	4	5.9%
20	2	2.9%
332	2	2.9%
1910	1	1.5%
522	1	1.5%
916	1	1.5%
967	1	1.5%
725	1	1.5%
5908	1	1.5%
Other values (24)	24	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	44.1%
20	2	2.9%
30	4	5.9%
118	1	1.5%
266	1	1.5%
272	1	1.5%
332	2	2.9%
477	1	1.5%
481	1	1.5%
507	1	1.5%

Value	Count	Frequency (%)
7897	1	1.5%
6532	1	1.5%
6162	1	1.5%
5908	1	1.5%
1910	1	1.5%
1377	1	1.5%
1376	1	1.5%
1367	1	1.5%
1152	1	1.5%
1127	1	1.5%

생산량 누에고치
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	39.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	809.95588

Minimum	0
Maximum	10634
Zeros	42
Zeros (%)	61.8%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	405
95-th percentile	6191.55
Maximum	10634
Range	10634
Interquartile range (IQR)	405

Descriptive statistics

Standard deviation	2347.3414
Coefficient of variation (CV)	2.8981102
Kurtosis	12.511512
Mean	809.95588
Median Absolute Deviation (MAD)	0
Skewness	3.6716743
Sum	55077
Variance	5510011.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	42	61.8%
240	1	1.5%
2300	1	1.5%
10349	1	1.5%
80	1	1.5%
450	1	1.5%
550	1	1.5%
1100	1	1.5%
350	1	1.5%
1130	1	1.5%
Other values (17)	17	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	61.8%
23	1	1.5%
80	1	1.5%
200	1	1.5%
209	1	1.5%
210	1	1.5%
240	1	1.5%
300	1	1.5%
350	1	1.5%
390	1	1.5%

Value	Count	Frequency (%)
10634	1	1.5%
10373	1	1.5%
10349	1	1.5%
8287	1	1.5%
2300	1	1.5%
1554	1	1.5%
1285	1	1.5%
1130	1	1.5%
1100	1	1.5%
1030	1	1.5%

생산량 냉동건조누에
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1145.7353

Minimum	0
Maximum	11210
Zeros	38
Zeros (%)	55.9%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	812.5
95-th percentile	8253.3
Maximum	11210
Range	11210
Interquartile range (IQR)	812.5

Descriptive statistics

Standard deviation	2553.6933
Coefficient of variation (CV)	2.2288685
Kurtosis	7.2298877
Mean	1145.7353
Median Absolute Deviation (MAD)	0
Skewness	2.8073349
Sum	77910
Variance	6521349.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	38	55.9%
20	2	2.9%
850	1	1.5%
11210	1	1.5%
10124	1	1.5%
403	1	1.5%
1400	1	1.5%
2545	1	1.5%
417	1	1.5%
800	1	1.5%
Other values (20)	20	29.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	55.9%
20	2	2.9%
120	1	1.5%
235	1	1.5%
240	1	1.5%
266	1	1.5%
350	1	1.5%
385	1	1.5%
403	1	1.5%
417	1	1.5%

Value	Count	Frequency (%)
11210	1	1.5%
10124	1	1.5%
9580	1	1.5%
8394	1	1.5%
7992	1	1.5%
4122	1	1.5%
4095	1	1.5%
2615	1	1.5%
2545	1	1.5%
2235	1	1.5%

생산량 열풍건조누에
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	51.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1290.8824

Minimum	0
Maximum	8353
Zeros	29
Zeros (%)	42.6%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	84
Q3	1647.75
95-th percentile	6297.1
Maximum	8353
Range	8353
Interquartile range (IQR)	1647.75

Descriptive statistics

Standard deviation	2192.5186
Coefficient of variation (CV)	1.6984651
Kurtosis	2.6245998
Mean	1290.8824
Median Absolute Deviation (MAD)	84
Skewness	1.8899749
Sum	87780
Variance	4807137.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	29	42.6%
200	4	5.9%
80	3	4.4%
1645	1	1.5%
100	1	1.5%
1913	1	1.5%
1632	1	1.5%
2292	1	1.5%
4173	1	1.5%
7288	1	1.5%
Other values (25)	25	36.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	42.6%
10	1	1.5%
15	1	1.5%
80	3	4.4%
88	1	1.5%
100	1	1.5%
200	4	5.9%
310	1	1.5%
375	1	1.5%
520	1	1.5%

Value	Count	Frequency (%)
8353	1	1.5%
8060	1	1.5%
7288	1	1.5%
6379	1	1.5%
6145	1	1.5%
5444	1	1.5%
5438	1	1.5%
5097	1	1.5%
4173	1	1.5%
4108	1	1.5%

생산량 생누에
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	47.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8784.0588

Minimum	0
Maximum	118233
Zeros	37
Zeros (%)	54.4%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6108.75
95-th percentile	58512.85
Maximum	118233
Range	118233
Interquartile range (IQR)	6108.75

Descriptive statistics

Standard deviation	21875.521
Coefficient of variation (CV)	2.490366
Kurtosis	11.946234
Mean	8784.0588
Median Absolute Deviation (MAD)	0
Skewness	3.394367
Sum	597316
Variance	4.7853842 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	37	54.4%
2930	1	1.5%
9820	1	1.5%
64004	1	1.5%
368	1	1.5%
12930	1	1.5%
3292	1	1.5%
6480	1	1.5%
3062	1	1.5%
10300	1	1.5%
Other values (22)	22	32.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	54.4%
65	1	1.5%
368	1	1.5%
490	1	1.5%
650	1	1.5%
660	1	1.5%
1150	1	1.5%
2090	1	1.5%
2930	1	1.5%
3062	1	1.5%

Value	Count	Frequency (%)
118233	1	1.5%
83546	1	1.5%
78618	1	1.5%
64004	1	1.5%
48315	1	1.5%
36290	1	1.5%
35820	1	1.5%
12930	1	1.5%
10903	1	1.5%
10530	1	1.5%

생산량 동충하초
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	32.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	131.54412

Minimum	0
Maximum	1904
Zeros	44
Zeros (%)	64.7%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	26.5
95-th percentile	552.6
Maximum	1904
Range	1904
Interquartile range (IQR)	26.5

Descriptive statistics

Standard deviation	373.92618
Coefficient of variation (CV)	2.8425914
Kurtosis	14.131548
Mean	131.54412
Median Absolute Deviation (MAD)	0
Skewness	3.7504058
Sum	8945
Variance	139820.79
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	44	64.7%
20	3	4.4%
115	2	2.9%
1712	1	1.5%
170	1	1.5%
465	1	1.5%
70	1	1.5%
550	1	1.5%
1904	1	1.5%
13	1	1.5%
Other values (12)	12	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	64.7%
12	1	1.5%
13	1	1.5%
15	1	1.5%
20	3	4.4%
22	1	1.5%
40	1	1.5%
70	1	1.5%
80	1	1.5%
90	1	1.5%

Value	Count	Frequency (%)
1904	1	1.5%
1712	1	1.5%
1584	1	1.5%
554	1	1.5%
550	1	1.5%
535	1	1.5%
465	1	1.5%
424	1	1.5%
315	1	1.5%
170	1	1.5%

생산량 수번데기
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	22.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	348.57353

Minimum	0
Maximum	9570
Zeros	54
Zeros (%)	79.4%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2383.5
Maximum	9570
Range	9570
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1331.5404
Coefficient of variation (CV)	3.8199698
Kurtosis	35.490066
Mean	348.57353
Median Absolute Deviation (MAD)	0
Skewness	5.5669872
Sum	23703
Variance	1772999.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	54	79.4%
1	1	1.5%
500	1	1.5%
3330	1	1.5%
180	1	1.5%
9570	1	1.5%
560	1	1.5%
3459	1	1.5%
1080	1	1.5%
35	1	1.5%
Other values (5)	5	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	79.4%
1	1	1.5%
35	1	1.5%
80	1	1.5%
100	1	1.5%
180	1	1.5%
290	1	1.5%
500	1	1.5%
560	1	1.5%
1080	1	1.5%

Value	Count	Frequency (%)
9570	1	1.5%
3459	1	1.5%
3330	1	1.5%
2674	1	1.5%
1844	1	1.5%
1080	1	1.5%
560	1	1.5%
500	1	1.5%
290	1	1.5%
180	1	1.5%

생산량 잠분
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	35.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1313.1176

Minimum	0
Maximum	70000
Zeros	43
Zeros (%)	63.2%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	111
95-th percentile	3186.7
Maximum	70000
Range	70000
Interquartile range (IQR)	111

Descriptive statistics

Standard deviation	8492.2948
Coefficient of variation (CV)	6.4672764
Kurtosis	66.72033
Mean	1313.1176
Median Absolute Deviation (MAD)	0
Skewness	8.1342035
Sum	89292
Variance	72119071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	43	63.2%
40	3	4.4%
1272	1	1.5%
580	1	1.5%
3200	1	1.5%
132	1	1.5%
225	1	1.5%
114	1	1.5%
3162	1	1.5%
300	1	1.5%
Other values (14)	14	20.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	63.2%
7	1	1.5%
14	1	1.5%
20	1	1.5%
40	3	4.4%
105	1	1.5%
110	1	1.5%
114	1	1.5%
132	1	1.5%
140	1	1.5%

Value	Count	Frequency (%)
70000	1	1.5%
3695	1	1.5%
3292	1	1.5%
3200	1	1.5%
3162	1	1.5%
1294	1	1.5%
1272	1	1.5%
600	1	1.5%
580	1	1.5%
360	1	1.5%

생산량 뽕잎
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8593.8824

Minimum	0
Maximum	119000
Zeros	29
Zeros (%)	42.6%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	500
Q3	6690
95-th percentile	48719.25
Maximum	119000
Range	119000
Interquartile range (IQR)	6690

Descriptive statistics

Standard deviation	19940.465
Coefficient of variation (CV)	2.3203093
Kurtosis	15.608614
Mean	8593.8824
Median Absolute Deviation (MAD)	500
Skewness	3.6934214
Sum	584384
Variance	3.9762215 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	29	42.6%
300	4	5.9%
1600	3	4.4%
500	2	2.9%
5350	1	1.5%
14000	1	1.5%
33961	1	1.5%
20100	1	1.5%
1500	1	1.5%
3000	1	1.5%
Other values (24)	24	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	42.6%
300	4	5.9%
500	2	2.9%
882	1	1.5%
1152	1	1.5%
1500	1	1.5%
1600	3	4.4%
1650	1	1.5%
1942	1	1.5%
2385	1	1.5%

Value	Count	Frequency (%)
119000	1	1.5%
73000	1	1.5%
64142	1	1.5%
56666	1	1.5%
33961	1	1.5%
27586	1	1.5%
27130	1	1.5%
20900	1	1.5%
20100	1	1.5%
19000	1	1.5%

생산량 오디
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	64.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	362467.37

Minimum	0
Maximum	4912402
Zeros	21
Zeros (%)	30.9%
Negative	0
Negative (%)	0.0%
Memory size	744.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	19000
Q3	275404.75
95-th percentile	2625446
Maximum	4912402
Range	4912402
Interquartile range (IQR)	275404.75

Descriptive statistics

Standard deviation	977265.8
Coefficient of variation (CV)	2.6961483
Kurtosis	12.970725
Mean	362467.37
Median Absolute Deviation (MAD)	19000
Skewness	3.6904852
Sum	24647781
Variance	9.5504843 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	21	30.9%
19000	4	5.9%
2900	2	2.9%
11600	1	1.5%
159870	1	1.5%
112025	1	1.5%
3875650	1	1.5%
543997	1	1.5%
297589	1	1.5%
317233	1	1.5%
Other values (34)	34	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	30.9%
500	1	1.5%
1000	1	1.5%
2300	1	1.5%
2900	2	2.9%
4800	1	1.5%
7500	1	1.5%
7720	1	1.5%
7750	1	1.5%
8000	1	1.5%

Value	Count	Frequency (%)
4912402	1	1.5%
4269829	1	1.5%
3875650	1	1.5%
3398449	1	1.5%
1189869	1	1.5%
861557	1	1.5%
543997	1	1.5%
399999	1	1.5%
369344	1	1.5%
338940	1	1.5%

생산량 홍잠
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Memory size	676.0 B

0	66
56	1
140	1

Length

Max length	3
Median length	1
Mean length	1.0441176
Min length	1

Unique

Unique	2 ?
Unique (%)	2.9%

Sample

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

Common Values

Value	Count	Frequency (%)
0	66	97.1%
56	1	1.5%
140	1	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	66	97.1%
56	1	1.5%
140	1	1.5%

생산량 면역누에
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Memory size	676.0 B

0	67
2100	1

Length

Max length	4
Median length	1
Mean length	1.0441176
Min length	1

Unique

Unique	1 ?
Unique (%)	1.5%

Sample

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

Common Values

Value	Count	Frequency (%)
0	67	98.5%
2100	1	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	67	98.5%
2100	1	1.5%

Heatmap
Table

	년도	시군별	재배농가수 양잠	재배농가수 오디	뽕밭면적 누에	뽕밭면적 오디	누에사육량	생산량 누에고치	생산량 냉동건조누에	생산량 열풍건조누에	생산량 생누에	생산량 동충하초	생산량 수번데기	생산량 잠분	생산량 뽕잎	생산량 오디	생산량 홍잠	생산량 면역누에
년도	1.000	0.000	0.029	0.000	0.000	0.000	0.000	0.000	0.140	0.000	0.000	0.000	0.000	0.040	0.000	0.000	0.040	0.040
시군별	0.000	1.000	0.857	0.735	0.779	0.713	0.680	0.778	0.765	0.703	0.519	0.681	0.528	0.076	0.607	0.522	0.124	0.076
재배농가수 양잠	0.029	0.857	1.000	0.618	0.777	0.729	0.755	0.859	0.748	0.850	0.676	0.849	0.823	0.140	0.716	0.707	0.401	0.359
재배농가수 오디	0.000	0.735	0.618	1.000	0.911	0.989	0.299	0.000	0.357	0.756	0.537	0.000	0.000	0.000	0.604	0.934	0.929	0.000
뽕밭면적 누에	0.000	0.779	0.777	0.911	1.000	0.935	0.906	0.622	0.775	0.821	0.902	0.689	0.711	0.000	0.666	0.731	1.000	1.000
뽕밭면적 오디	0.000	0.713	0.729	0.989	0.935	1.000	0.621	0.093	0.568	0.818	0.663	0.263	0.256	0.000	0.689	0.956	0.929	0.000
누에사육량	0.000	0.680	0.755	0.299	0.906	0.621	1.000	0.836	0.825	0.854	0.961	0.782	0.758	0.000	0.882	0.000	0.756	0.864
생산량 누에고치	0.000	0.778	0.859	0.000	0.622	0.093	0.836	1.000	0.839	0.722	0.836	0.843	0.857	0.000	0.766	0.000	0.402	0.436
생산량 냉동건조누에	0.140	0.765	0.748	0.357	0.775	0.568	0.825	0.839	1.000	0.783	0.831	0.728	0.708	0.000	0.873	0.406	0.612	0.618
생산량 열풍건조누에	0.000	0.703	0.850	0.756	0.821	0.818	0.854	0.722	0.783	1.000	0.808	0.886	0.852	0.000	0.838	0.740	0.656	0.482
생산량 생누에	0.000	0.519	0.676	0.537	0.902	0.663	0.961	0.836	0.831	0.808	1.000	0.892	0.888	0.000	0.864	0.464	1.000	1.000
생산량 동충하초	0.000	0.681	0.849	0.000	0.689	0.263	0.782	0.843	0.728	0.886	0.892	1.000	0.971	0.000	0.759	0.000	0.252	0.304
생산량 수번데기	0.000	0.528	0.823	0.000	0.711	0.256	0.758	0.857	0.708	0.852	0.888	0.971	1.000	1.000	0.730	0.000	0.510	0.561
생산량 잠분	0.040	0.076	0.140	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	0.000	0.000	0.000	0.000
생산량 뽕잎	0.000	0.607	0.716	0.604	0.666	0.689	0.882	0.766	0.873	0.838	0.864	0.759	0.730	0.000	1.000	0.842	0.391	0.474
생산량 오디	0.000	0.522	0.707	0.934	0.731	0.956	0.000	0.000	0.406	0.740	0.464	0.000	0.000	0.000	0.842	1.000	0.744	0.000
생산량 홍잠	0.040	0.124	0.401	0.929	1.000	0.929	0.756	0.402	0.612	0.656	1.000	0.252	0.510	0.000	0.391	0.744	1.000	1.000
생산량 면역누에	0.040	0.076	0.359	0.000	1.000	0.000	0.864	0.436	0.618	0.482	1.000	0.304	0.561	0.000	0.474	0.000	1.000	1.000

Heatmap
Table

	년도	생산량 홍잠	생산량 면역누에	시군별
년도	1.000	0.026	0.000	0.000
생산량 홍잠	0.026	1.000	0.992	0.000
생산량 면역누에	0.000	0.992	1.000	0.000
시군별	0.000	0.000	0.000	1.000

Heatmap
Table

	재배농가수 양잠	재배농가수 오디	뽕밭면적 누에	뽕밭면적 오디	누에사육량	생산량 누에고치	생산량 냉동건조누에	생산량 열풍건조누에	생산량 생누에	생산량 동충하초	생산량 수번데기	생산량 잠분	생산량 뽕잎	생산량 오디	년도	시군별	생산량 홍잠	생산량 면역누에
재배농가수 양잠	1.000	0.909	0.937	0.929	0.974	0.806	0.884	0.972	0.875	0.747	0.612	0.827	0.870	0.888	0.000	0.592	0.326	0.426
재배농가수 오디	0.909	1.000	0.874	0.987	0.894	0.639	0.796	0.908	0.837	0.602	0.488	0.663	0.794	0.957	0.000	0.413	0.663	0.000
뽕밭면적 누에	0.937	0.874	1.000	0.892	0.932	0.809	0.877	0.894	0.936	0.665	0.615	0.786	0.812	0.854	0.000	0.460	0.977	0.969
뽕밭면적 오디	0.929	0.987	0.892	1.000	0.915	0.700	0.830	0.917	0.854	0.652	0.562	0.707	0.839	0.956	0.000	0.391	0.663	0.000
누에사육량	0.974	0.894	0.932	0.915	1.000	0.813	0.888	0.961	0.919	0.785	0.638	0.817	0.850	0.889	0.000	0.361	0.423	0.651
생산량 누에고치	0.806	0.639	0.809	0.700	0.813	1.000	0.886	0.755	0.813	0.709	0.672	0.766	0.762	0.688	0.000	0.486	0.326	0.517
생산량 냉동건조누에	0.884	0.796	0.877	0.830	0.888	0.886	1.000	0.855	0.899	0.701	0.581	0.789	0.795	0.815	0.086	0.435	0.491	0.640
생산량 열풍건조누에	0.972	0.908	0.894	0.917	0.961	0.755	0.855	1.000	0.860	0.778	0.570	0.791	0.865	0.898	0.000	0.341	0.351	0.455
생산량 생누에	0.875	0.837	0.936	0.854	0.919	0.813	0.899	0.860	1.000	0.638	0.605	0.710	0.778	0.856	0.000	0.220	0.961	0.953
생산량 동충하초	0.747	0.602	0.665	0.652	0.785	0.709	0.701	0.778	0.638	1.000	0.712	0.792	0.646	0.603	0.000	0.388	0.191	0.361
생산량 수번데기	0.612	0.488	0.615	0.562	0.638	0.672	0.581	0.570	0.605	0.712	1.000	0.662	0.519	0.471	0.000	0.268	0.439	0.663
생산량 잠분	0.827	0.663	0.786	0.707	0.817	0.766	0.789	0.791	0.710	0.792	0.662	1.000	0.742	0.643	0.000	0.000	0.000	0.000
생산량 뽕잎	0.870	0.794	0.812	0.839	0.850	0.762	0.795	0.865	0.778	0.646	0.519	0.742	1.000	0.844	0.000	0.294	0.275	0.487
생산량 오디	0.888	0.957	0.854	0.956	0.889	0.688	0.815	0.898	0.856	0.603	0.471	0.643	0.844	1.000	0.000	0.236	0.651	0.000
년도	0.000	0.000	0.000	0.000	0.000	0.000	0.086	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.026	0.000
시군별	0.592	0.413	0.460	0.391	0.361	0.486	0.435	0.341	0.220	0.388	0.268	0.000	0.294	0.236	0.000	1.000	0.000	0.000
생산량 홍잠	0.326	0.663	0.977	0.663	0.423	0.326	0.491	0.351	0.961	0.191	0.439	0.000	0.275	0.651	0.026	0.000	1.000	0.992
생산량 면역누에	0.426	0.000	0.969	0.000	0.651	0.517	0.640	0.455	0.953	0.361	0.663	0.000	0.487	0.000	0.000	0.000	0.992	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

	년도	시군별	재배농가수 양잠	재배농가수 오디	뽕밭면적 누에	뽕밭면적 오디	누에사육량	생산량 누에고치	생산량 냉동건조누에	생산량 열풍건조누에	생산량 생누에	생산량 동충하초	생산량 수번데기	생산량 잠분	생산량 뽕잎	생산량 오디
0	2015	서울특별시	0	0	0.0	0.0	0	0	0	0	0	0	0	0	0	0
1	2015	부산광역시	0	0	0.0	0.0	0	0	0	0	0	0	0	0	0	0
2	2015	대구광역시	1	16	0.0	3.0	30	0	0	200	0	20	0	0	300	8000
3	2015	인천광역시	0	0	0.0	0.0	0	0	0	0	0	0	0	0	0	0
4	2015	광주광역시	2	48	0.0	13.0	20	0	0	80	0	0	0	0	1600	19000
5	2015	대전광역시	0	0	0.0	0.0	0	0	0	0	0	0	0	0	0	0
6	2015	울산광역시	0	0	0.0	0.0	0	0	0	0	0	0	0	0	0	0
7	2015	세종특별자치시	0	3	0.0	1.0	0	0	0	0	0	0	0	0	0	2900
8	2015	경기도	29	345	12.0	72.0	481	0	120	375	8730	0	0	0	0	298190
9	2015	강원도	27	119	18.0	37.0	266	240	950	88	65	12	1	20	6750	172400

	년도	시군별	재배농가수 양잠	재배농가수 오디	뽕밭면적 누에	뽕밭면적 오디	누에사육량	생산량 누에고치	생산량 냉동건조누에	생산량 열풍건조누에	생산량 생누에	생산량 동충하초	생산량 수번데기	생산량 잠분	생산량 뽕잎	생산량 오디	생산량 홍잠	생산량 면역누에
58	2018	세종특별자치시	0	3	0.0	1.5	0	0	0	0	0	0	0	0	0	11600	0	0
59	2018	경기도	29	241	40.0	54.4	526	0	0	709	10300	0	0	0	3000	260980	0	0
60	2018	강원도	21	67	20.0	41.0	332	350	800	10	3062	0	0	0	11465	24250	0	0
61	2018	충청북도	21	73	17.0	23.5	272	1100	417	310	6480	0	0	0	5820	149004	0	0
62	2018	충청남도	57	234	18.0	72.3	507	550	2545	6145	3292	115	100	225	11843	238376	0	0
63	2018	전라북도	64	1929	98.0	557.9	752	450	1400	1440	12930	0	0	0	6300	3398449	56	0
64	2018	전라남도	67	377	32.0	96.9	702	80	403	4108	368	70	0	132	19000	369344	0	0
65	2018	경상북도	315	222	208.0	91.1	6162	10349	10124	5444	64004	465	1844	3200	27586	329224	140	2100
66	2018	경상남도	36	165	13.0	53.9	962	2300	11210	1040	9820	170	0	580	1650	399999	0	0
67	2018	제주특별자치도	0	2	0.0	2.5	0	0	0	0	0	0	0	0	0	500	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample