gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	5829
Missing cells	48
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	865.4 KiB
Average record size in memory	152.0 B

Variable types

DateTime	1
Numeric	16

Dataset

Description	농림수산식품교육문화정보원 농업온 시스템의 농업경영장부 현황에 대한 데이터로서 일자,영농일지_단식청창농_건수,영농일지_단식청창농_총건수,영농일지_단식일반농_건수,영농일지_단식일반농_총건수,영농일지_복식청창농_건수,영농일지_복식청창농_건수 등의 항목을 포함하고 있습니다.
Author	농림수산식품교육문화정보원
URL	https://www.data.go.kr/data/15122559/fileData.do

Alerts

`영농일지_단식청창농_건수` is highly overall correlated with `영농일지_단식청창농_총건수` and 6 other fields	High correlation
`영농일지_단식청창농_총건수` is highly overall correlated with `영농일지_단식청창농_건수` and 6 other fields	High correlation
`영농일지_단식일반농_건수` is highly overall correlated with `영농일지_단식청창농_건수` and 6 other fields	High correlation
`영농일지_단식일반농_총건수` is highly overall correlated with `영농일지_단식청창농_건수` and 6 other fields	High correlation
`영농일지_복식청창농_총건수` is highly overall correlated with `영농일지_복식청창농_건수` and 6 other fields	High correlation
`영농일지_복식청창농_건수` is highly overall correlated with `영농일지_복식청창농_총건수` and 6 other fields	High correlation
`영농일지_복식일반농_건수` is highly overall correlated with `영농일지_복식청창농_총건수` and 6 other fields	High correlation
`영농일지_복식일반농_총건수` is highly overall correlated with `영농일지_복식청창농_총건수` and 6 other fields	High correlation
`입출금장부_단식청창농_건수` is highly overall correlated with `영농일지_단식청창농_건수` and 6 other fields	High correlation
`입출금장부_단식청창농_총건수` is highly overall correlated with `영농일지_단식청창농_건수` and 6 other fields	High correlation
`입출금장부_단식일반농_건수` is highly overall correlated with `영농일지_단식청창농_건수` and 6 other fields	High correlation
`입출금장부_단식일반농_총건수` is highly overall correlated with `영농일지_단식청창농_건수` and 6 other fields	High correlation
`입출금장부_복식청창농_건수` is highly overall correlated with `영농일지_복식청창농_총건수` and 6 other fields	High correlation
`입출금장부_복식청창농_총건수` is highly overall correlated with `영농일지_복식청창농_총건수` and 6 other fields	High correlation
`입출금장부_복식일반농_건수` is highly overall correlated with `영농일지_복식청창농_총건수` and 6 other fields	High correlation
`입출금장부_복식일반농_총건수` is highly overall correlated with `영농일지_복식청창농_총건수` and 6 other fields	High correlation
`영농일지_복식청창농_총건수` is highly skewed (γ1 = 76.16360907)	Skewed
`영농일지_복식일반농_건수` is highly skewed (γ1 = 76.33394074)	Skewed
`입출금장부_복식청창농_건수` is highly skewed (γ1 = 34.09632121)	Skewed
`입출금장부_복식일반농_건수` is highly skewed (γ1 = 35.14078928)	Skewed
`일자` has unique values	Unique
`영농일지_단식청창농_건수` has 3391 (58.2%) zeros	Zeros
`영농일지_단식청창농_총건수` has 3010 (51.6%) zeros	Zeros
`영농일지_단식일반농_건수` has 220 (3.8%) zeros	Zeros
`영농일지_단식일반농_총건수` has 62 (1.1%) zeros	Zeros
`영농일지_복식청창농_총건수` has 5568 (95.5%) zeros	Zeros
`영농일지_복식청창농_건수` has 5544 (95.1%) zeros	Zeros
`영농일지_복식일반농_건수` has 5572 (95.6%) zeros	Zeros
`영농일지_복식일반농_총건수` has 5549 (95.2%) zeros	Zeros
`입출금장부_단식청창농_건수` has 3658 (62.8%) zeros	Zeros
`입출금장부_단식청창농_총건수` has 174 (3.0%) zeros	Zeros
`입출금장부_단식일반농_건수` has 1672 (28.7%) zeros	Zeros
`입출금장부_단식일반농_총건수` has 316 (5.4%) zeros	Zeros
`입출금장부_복식청창농_건수` has 5569 (95.5%) zeros	Zeros
`입출금장부_복식청창농_총건수` has 5545 (95.1%) zeros	Zeros
`입출금장부_복식일반농_건수` has 5575 (95.6%) zeros	Zeros
`입출금장부_복식일반농_총건수` has 5550 (95.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 14:23:45.293814
Analysis finished	2023-12-12 14:24:20.383923
Duration	35.09 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

일자
Date

UNIQUE

Distinct	5829
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	45.7 KiB

Minimum	2005-03-01 00:00:00
Maximum	2021-09-28 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

영농일지_단식청창농_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	652
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.0573

Minimum	0
Maximum	1171
Zeros	3391
Zeros (%)	58.2%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	13
95-th percentile	725.6
Maximum	1171
Range	1171
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	238.03477
Coefficient of variation (CV)	2.452518
Kurtosis	6.2095006
Mean	97.0573
Median Absolute Deviation (MAD)	0
Skewness	2.6586476
Sum	565747
Variance	56660.554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3391	58.2%
1	224	3.8%
2	96	1.6%
5	92	1.6%
4	81	1.4%
6	77	1.3%
10	75	1.3%
7	62	1.1%
8	60	1.0%
9	60	1.0%
Other values (642)	1611	27.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3391	58.2%
1	224	3.8%
2	96	1.6%
3	51	0.9%
4	81	1.4%
5	92	1.6%
6	77	1.3%
7	62	1.1%
8	60	1.0%
9	60	1.0%

Value	Count	Frequency (%)
1171	1	< 0.1%
1167	1	< 0.1%
1147	1	< 0.1%
1143	1	< 0.1%
1136	1	< 0.1%
1134	1	< 0.1%
1131	1	< 0.1%
1130	1	< 0.1%
1124	1	< 0.1%
1121	1	< 0.1%

영농일지_단식청창농_총건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2439
Distinct (%)	41.9%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	44160.544

Minimum	0
Maximum	565747
Zeros	3010
Zeros (%)	51.6%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5902
95-th percentile	383979.8
Maximum	565747
Range	565747
Interquartile range (IQR)	5902

Descriptive statistics

Standard deviation	120445.75
Coefficient of variation (CV)	2.7274517
Kurtosis	8.2561198
Mean	44160.544
Median Absolute Deviation (MAD)	0
Skewness	3.0381177
Sum	2.5714684 × 10⁸
Variance	1.4507179 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3010	51.6%
90	102	1.7%
86	58	1.0%
73	15	0.3%
38	14	0.2%
95	14	0.2%
49	11	0.2%
18	9	0.2%
112	8	0.1%
59	8	0.1%
Other values (2429)	2574	44.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3010	51.6%
1	6	0.1%
3	3	0.1%
5	5	0.1%
7	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
12	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
565747	6	0.1%
565696	1	< 0.1%
565625	1	< 0.1%
565515	1	< 0.1%
565408	1	< 0.1%
565295	1	< 0.1%
565137	1	< 0.1%
564954	1	< 0.1%
564697	1	< 0.1%
564395	1	< 0.1%

영농일지_단식일반농_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	691
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	123.78779

Minimum	0
Maximum	1045
Zeros	220
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	33
Q3	102
95-th percentile	657.6
Maximum	1045
Range	1045
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	213.79863
Coefficient of variation (CV)	1.7271384
Kurtosis	3.2839087
Mean	123.78779
Median Absolute Deviation (MAD)	30
Skewness	2.0959262
Sum	721559
Variance	45709.855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	377	6.5%
4	359	6.2%
2	323	5.5%
5	282	4.8%
1	264	4.5%
6	231	4.0%
0	220	3.8%
7	154	2.6%
8	109	1.9%
9	82	1.4%
Other values (681)	3428	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	220	3.8%
1	264	4.5%
2	323	5.5%
3	377	6.5%
4	359	6.2%
5	282	4.8%
6	231	4.0%
7	154	2.6%
8	109	1.9%
9	82	1.4%

Value	Count	Frequency (%)
1045	1	< 0.1%
1041	1	< 0.1%
1024	1	< 0.1%
1021	1	< 0.1%
1012	1	< 0.1%
997	1	< 0.1%
991	1	< 0.1%
982	1	< 0.1%
974	2	< 0.1%
971	1	< 0.1%

영농일지_단식일반농_총건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5610
Distinct (%)	96.3%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	107451.26

Minimum	0
Maximum	721559
Zeros	62
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	318.2
Q1	4320
median	20482
Q3	114032
95-th percentile	597802.7
Maximum	721559
Range	721559
Interquartile range (IQR)	109712

Descriptive statistics

Standard deviation	180660.22
Coefficient of variation (CV)	1.6813225
Kurtosis	3.4173256
Mean	107451.26
Median Absolute Deviation (MAD)	19947
Skewness	2.1122807
Sum	6.2568868 × 10⁸
Variance	3.2638116 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	1.1%
351	9	0.2%
353	9	0.2%
344	8	0.1%
354	7	0.1%
261	6	0.1%
721559	6	0.1%
4348	5	0.1%
28	5	0.1%
247	4	0.1%
Other values (5600)	5702	97.8%
(Missing)	6	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	1.1%
1	1	< 0.1%
2	3	0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
721559	6	0.1%
721499	1	< 0.1%
721425	1	< 0.1%
721317	1	< 0.1%
721214	1	< 0.1%
721105	1	< 0.1%
720979	1	< 0.1%
720842	1	< 0.1%
720686	1	< 0.1%
720520	1	< 0.1%

영농일지_복식청창농_총건수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	243
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	106.25751

Minimum	0
Maximum	406077
Zeros	5568
Zeros (%)	95.5%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	406077
Range	406077
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5322.5891
Coefficient of variation (CV)	50.091418
Kurtosis	5810.1917
Mean	106.25751
Median Absolute Deviation (MAD)	0
Skewness	76.163609
Sum	619375
Variance	28329955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5568	95.5%
1	3	0.1%
658	3	0.1%
640	2	< 0.1%
3	2	< 0.1%
761	2	< 0.1%
521	2	< 0.1%
1017	2	< 0.1%
512	2	< 0.1%
558	2	< 0.1%
Other values (233)	241	4.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5568	95.5%
1	3	0.1%
3	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
10	2	< 0.1%
15	1	< 0.1%
30	1	< 0.1%
31	1	< 0.1%
53	2	< 0.1%

Value	Count	Frequency (%)
406077	1	< 0.1%
4088	1	< 0.1%
3614	1	< 0.1%
2930	1	< 0.1%
2695	1	< 0.1%
2428	1	< 0.1%
2383	1	< 0.1%
2376	1	< 0.1%
2361	1	< 0.1%
2354	1	< 0.1%

영농일지_복식청창농_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	259
Distinct (%)	4.4%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	21812.192

Minimum	0
Maximum	619348
Zeros	5544
Zeros (%)	95.1%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	619348
Range	619348
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	103906.33
Coefficient of variation (CV)	4.7636814
Kurtosis	19.930991
Mean	21812.192
Median Absolute Deviation (MAD)	0
Skewness	4.6389312
Sum	1.2701239 × 10⁸
Variance	1.0796526 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5544	95.1%
16	10	0.2%
1	8	0.1%
619348	6	0.1%
160	1	< 0.1%
551680	1	< 0.1%
533030	1	< 0.1%
534360	1	< 0.1%
535395	1	< 0.1%
536299	1	< 0.1%
Other values (249)	249	4.3%
(Missing)	6	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5544	95.1%
1	8	0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
10	1	< 0.1%
16	10	0.2%
97	1	< 0.1%
107	1	< 0.1%
160	1	< 0.1%

Value	Count	Frequency (%)
619348	6	0.1%
618708	1	< 0.1%
617541	1	< 0.1%
616410	1	< 0.1%
615597	1	< 0.1%
614999	1	< 0.1%
614136	1	< 0.1%
612470	1	< 0.1%
610363	1	< 0.1%
608603	1	< 0.1%

영농일지_복식일반농_건수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	208
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	116.53886

Minimum	0
Maximum	599990
Zeros	5572
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	599990
Range	599990
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7858.9332
Coefficient of variation (CV)	67.436162
Kurtosis	5827.5786
Mean	116.53886
Median Absolute Deviation (MAD)	0
Skewness	76.333941
Sum	679305
Variance	61762831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5572	95.6%
169	4	0.1%
70	3	0.1%
133	3	0.1%
139	3	0.1%
206	3	0.1%
168	3	0.1%
162	3	0.1%
222	3	0.1%
101	3	0.1%
Other values (198)	229	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5572	95.6%
1	2	< 0.1%
2	1	< 0.1%
7	1	< 0.1%
11	1	< 0.1%
16	1	< 0.1%
19	1	< 0.1%
21	1	< 0.1%
46	1	< 0.1%
54	1	< 0.1%

Value	Count	Frequency (%)
599990	1	< 0.1%
1940	1	< 0.1%
1587	1	< 0.1%
1572	1	< 0.1%
1434	1	< 0.1%
1396	1	< 0.1%
1182	1	< 0.1%
1116	1	< 0.1%
1084	1	< 0.1%
977	1	< 0.1%

영농일지_복식일반농_총건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	256
Distinct (%)	4.4%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	27641.926

Minimum	0
Maximum	679283
Zeros	5549
Zeros (%)	95.2%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	679283
Range	679283
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	130611.66
Coefficient of variation (CV)	4.7251288
Kurtosis	18.481355
Mean	27641.926
Median Absolute Deviation (MAD)	0
Skewness	4.5212048
Sum	1.6095894 × 10⁸
Variance	1.7059407 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5549	95.2%
13	7	0.1%
11	6	0.1%
679283	6	0.1%
14	3	0.1%
21	2	< 0.1%
40	1	< 0.1%
656357	1	< 0.1%
657431	1	< 0.1%
657057	1	< 0.1%
Other values (246)	246	4.2%
(Missing)	6	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5549	95.2%
11	6	0.1%
13	7	0.1%
14	3	0.1%
21	2	< 0.1%
40	1	< 0.1%
56	1	< 0.1%
194	1	< 0.1%
300	1	< 0.1%
545	1	< 0.1%

Value	Count	Frequency (%)
679283	6	0.1%
679174	1	< 0.1%
679007	1	< 0.1%
678592	1	< 0.1%
678259	1	< 0.1%
678143	1	< 0.1%
677813	1	< 0.1%
677651	1	< 0.1%
677332	1	< 0.1%
676933	1	< 0.1%

입출금장부_단식청창농_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	506
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.475725

Minimum	0
Maximum	885
Zeros	3658
Zeros (%)	62.8%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	340
Maximum	885
Range	885
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	122.31631
Coefficient of variation (CV)	2.4722489
Kurtosis	8.2920163
Mean	49.475725
Median Absolute Deviation (MAD)	0
Skewness	2.8820185
Sum	288394
Variance	14961.279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3658	62.8%
1	182	3.1%
3	107	1.8%
2	107	1.8%
4	100	1.7%
6	88	1.5%
5	78	1.3%
8	59	1.0%
7	56	1.0%
10	44	0.8%
Other values (496)	1350	23.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3658	62.8%
1	182	3.1%
2	107	1.8%
3	107	1.8%
4	100	1.7%
5	78	1.3%
6	88	1.5%
7	56	1.0%
8	59	1.0%
9	44	0.8%

Value	Count	Frequency (%)
885	1	< 0.1%
847	1	< 0.1%
799	1	< 0.1%
795	1	< 0.1%
786	1	< 0.1%
727	1	< 0.1%
723	1	< 0.1%
717	1	< 0.1%
695	1	< 0.1%
680	1	< 0.1%

입출금장부_단식청창농_총건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2171
Distinct (%)	37.3%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	24064.602

Minimum	0
Maximum	288393
Zeros	174
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	35
median	62
Q3	3566.5
95-th percentile	211793.8
Maximum	288393
Range	288393
Interquartile range (IQR)	3531.5

Descriptive statistics

Standard deviation	64188.691
Coefficient of variation (CV)	2.6673489
Kurtosis	7.4224647
Mean	24064.602
Median Absolute Deviation (MAD)	48
Skewness	2.9231881
Sum	1.4012818 × 10⁸
Variance	4.120188 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	181	3.1%
0	174	3.0%
51	153	2.6%
53	123	2.1%
4	122	2.1%
66	92	1.6%
20	92	1.6%
61	92	1.6%
59	92	1.6%
19	91	1.6%
Other values (2161)	4611	79.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	174	3.0%
1	31	0.5%
2	31	0.5%
3	31	0.5%
4	122	2.1%
5	59	1.0%
6	31	0.5%
7	30	0.5%
8	31	0.5%
9	30	0.5%

Value	Count	Frequency (%)
288393	6	0.1%
288356	1	< 0.1%
288314	1	< 0.1%
288256	1	< 0.1%
288224	1	< 0.1%
288187	1	< 0.1%
288126	1	< 0.1%
288056	1	< 0.1%
287921	1	< 0.1%
287815	1	< 0.1%

입출금장부_단식일반농_건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	572
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.458398

Minimum	0
Maximum	787
Zeros	1672
Zeros (%)	28.7%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	35
Q3	132
95-th percentile	426
Maximum	787
Range	787
Interquartile range (IQR)	132

Descriptive statistics

Standard deviation	136.50353
Coefficient of variation (CV)	1.445118
Kurtosis	3.0869031
Mean	94.458398
Median Absolute Deviation (MAD)	35
Skewness	1.8695939
Sum	550598
Variance	18633.214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1672	28.7%
1	178	3.1%
2	133	2.3%
3	126	2.2%
4	88	1.5%
5	75	1.3%
6	48	0.8%
8	47	0.8%
7	46	0.8%
9	40	0.7%
Other values (562)	3376	57.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1672	28.7%
1	178	3.1%
2	133	2.3%
3	126	2.2%
4	88	1.5%
5	75	1.3%
6	48	0.8%
7	46	0.8%
8	47	0.8%
9	40	0.7%

Value	Count	Frequency (%)
787	1	< 0.1%
752	1	< 0.1%
717	1	< 0.1%
716	1	< 0.1%
696	1	< 0.1%
685	1	< 0.1%
681	1	< 0.1%
658	1	< 0.1%
657	1	< 0.1%
653	1	< 0.1%

입출금장부_단식일반농_총건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4158
Distinct (%)	71.4%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	99452.837

Minimum	0
Maximum	550598
Zeros	316
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	16586
Q3	141146.5
95-th percentile	484558.4
Maximum	550598
Range	550598
Interquartile range (IQR)	141141.5

Descriptive statistics

Standard deviation	151610
Coefficient of variation (CV)	1.5244411
Kurtosis	1.6222281
Mean	99452.837
Median Absolute Deviation (MAD)	16585
Skewness	1.6583518
Sum	5.7911387 × 10⁸
Variance	2.2985591 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	533	9.1%
3	361	6.2%
0	316	5.4%
2	146	2.5%
5	86	1.5%
4	23	0.4%
1668	7	0.1%
550598	6	0.1%
1898	6	0.1%
19	5	0.1%
Other values (4148)	4334	74.4%
(Missing)	6	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	316	5.4%
1	533	9.1%
2	146	2.5%
3	361	6.2%
4	23	0.4%
5	86	1.5%
6	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
550598	6	0.1%
550526	1	< 0.1%
550433	1	< 0.1%
550327	1	< 0.1%
550293	1	< 0.1%
550239	1	< 0.1%
550151	1	< 0.1%
550028	1	< 0.1%
549896	1	< 0.1%
549777	1	< 0.1%

입출금장부_복식청창농_건수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	199
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.552582

Minimum	0
Maximum	5057
Zeros	5569
Zeros (%)	95.5%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5057
Range	5057
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	89.511978
Coefficient of variation (CV)	8.4824717
Kurtosis	1770.954
Mean	10.552582
Median Absolute Deviation (MAD)	0
Skewness	34.096321
Sum	61511
Variance	8012.3942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5569	95.5%
127	5	0.1%
197	4	0.1%
1	4	0.1%
207	3	0.1%
188	3	0.1%
186	3	0.1%
133	3	0.1%
202	3	0.1%
145	3	0.1%
Other values (189)	229	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5569	95.5%
1	4	0.1%
2	1	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
28	1	< 0.1%

Value	Count	Frequency (%)
5057	1	< 0.1%
1658	1	< 0.1%
1273	1	< 0.1%
1147	1	< 0.1%
783	1	< 0.1%
725	1	< 0.1%
716	1	< 0.1%
682	1	< 0.1%
672	1	< 0.1%
587	1	< 0.1%

입출금장부_복식청창농_총건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	257
Distinct (%)	4.4%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1302.945

Minimum	0
Maximum	61493
Zeros	5545
Zeros (%)	95.1%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	61493
Range	61493
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7390.3758
Coefficient of variation (CV)	5.6720549
Kurtosis	39.502208
Mean	1302.945
Median Absolute Deviation (MAD)	0
Skewness	6.2334165
Sum	7587049
Variance	54617655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5545	95.1%
8	10	0.2%
1	8	0.1%
61493	6	0.1%
3	2	< 0.1%
56	1	< 0.1%
43296	1	< 0.1%
40000	1	< 0.1%
40087	1	< 0.1%
40155	1	< 0.1%
Other values (247)	247	4.2%
(Missing)	6	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5545	95.1%
1	8	0.1%
3	2	< 0.1%
4	1	< 0.1%
8	10	0.2%
38	1	< 0.1%
54	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
97	1	< 0.1%

Value	Count	Frequency (%)
61493	6	0.1%
61296	1	< 0.1%
61094	1	< 0.1%
60645	1	< 0.1%
60559	1	< 0.1%
60408	1	< 0.1%
60191	1	< 0.1%
59894	1	< 0.1%
59479	1	< 0.1%
59142	1	< 0.1%

입출금장부_복식일반농_건수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	148
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.182364

Minimum	0
Maximum	2465
Zeros	5575
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2465
Range	2465
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	42.893871
Coefficient of variation (CV)	8.2768928
Kurtosis	1881.1497
Mean	5.182364
Median Absolute Deviation (MAD)	0
Skewness	35.140789
Sum	30208
Variance	1839.8842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5575	95.6%
122	5	0.1%
73	5	0.1%
76	5	0.1%
87	5	0.1%
65	4	0.1%
63	4	0.1%
78	4	0.1%
46	4	0.1%
82	4	0.1%
Other values (138)	214	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5575	95.6%
2	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
8	1	< 0.1%
12	1	< 0.1%
18	2	< 0.1%
19	1	< 0.1%
23	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
2465	1	< 0.1%
633	1	< 0.1%
620	1	< 0.1%
484	1	< 0.1%
457	1	< 0.1%
347	1	< 0.1%
342	1	< 0.1%
328	1	< 0.1%
325	1	< 0.1%
302	1	< 0.1%

입출금장부_복식일반농_총건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	255
Distinct (%)	4.4%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	733.55178

Minimum	0
Maximum	30208
Zeros	5550
Zeros (%)	95.2%
Negative	0
Negative (%)	0.0%
Memory size	51.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30208
Range	30208
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3892.1768
Coefficient of variation (CV)	5.3059333
Kurtosis	32.854424
Mean	733.55178
Median Absolute Deviation (MAD)	0
Skewness	5.7147252
Sum	4271472
Variance	15149040
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5550	95.2%
12	10	0.2%
8	6	0.1%
30208	6	0.1%
24	1	< 0.1%
22626	1	< 0.1%
21312	1	< 0.1%
21423	1	< 0.1%
21462	1	< 0.1%
21585	1	< 0.1%
Other values (245)	245	4.2%
(Missing)	6	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5550	95.2%
8	6	0.1%
12	10	0.2%
17	1	< 0.1%
22	1	< 0.1%
24	1	< 0.1%
84	1	< 0.1%
110	1	< 0.1%
164	1	< 0.1%
223	1	< 0.1%

Value	Count	Frequency (%)
30208	6	0.1%
30093	1	< 0.1%
30035	1	< 0.1%
29938	1	< 0.1%
29865	1	< 0.1%
29737	1	< 0.1%
29616	1	< 0.1%
29508	1	< 0.1%
29396	1	< 0.1%
29273	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	영농일지_단식청창농_건수	영농일지_단식청창농_총건수	영농일지_단식일반농_건수	영농일지_단식일반농_총건수	영농일지_복식청창농_총건수	영농일지_복식청창농_건수	영농일지_복식일반농_건수	영농일지_복식일반농_총건수	입출금장부_단식청창농_건수	입출금장부_단식청창농_총건수	입출금장부_단식일반농_건수	입출금장부_단식일반농_총건수	입출금장부_복식청창농_건수	입출금장부_복식청창농_총건수	입출금장부_복식일반농_건수	입출금장부_복식일반농_총건수
영농일지_단식청창농_건수	1.000	0.861	0.901	0.872	0.131	0.755	0.131	0.633	0.903	0.882	0.784	0.877	0.269	0.666	0.183	0.685
영농일지_단식청창농_총건수	0.861	1.000	0.855	0.978	0.150	0.967	0.150	0.911	0.834	0.983	0.732	0.969	0.317	0.871	0.268	0.889
영농일지_단식일반농_건수	0.901	0.855	1.000	0.883	0.065	0.784	0.065	0.611	0.835	0.868	0.844	0.897	0.214	0.724	0.183	0.725
영농일지_단식일반농_총건수	0.872	0.978	0.883	1.000	0.108	0.889	0.108	0.869	0.845	0.972	0.829	0.985	0.242	0.763	0.217	0.786
영농일지_복식청창농_총건수	0.131	0.150	0.065	0.108	1.000	0.118	0.707	0.100	0.113	0.148	0.089	0.059	0.000	0.000	0.000	0.000
영농일지_복식청창농_건수	0.755	0.967	0.784	0.889	0.118	1.000	0.118	0.887	0.637	0.940	0.450	0.825	0.384	0.987	0.247	0.994
영농일지_복식일반농_건수	0.131	0.150	0.065	0.108	0.707	0.118	1.000	0.100	0.113	0.148	0.089	0.059	0.000	0.000	0.000	0.000
영농일지_복식일반농_총건수	0.633	0.911	0.611	0.869	0.100	0.887	0.100	1.000	0.563	0.853	0.398	0.797	0.228	0.805	0.231	0.880
입출금장부_단식청창농_건수	0.903	0.834	0.835	0.845	0.113	0.637	0.113	0.563	1.000	0.840	0.839	0.846	0.203	0.517	0.159	0.546
입출금장부_단식청창농_총건수	0.882	0.983	0.868	0.972	0.148	0.940	0.148	0.853	0.840	1.000	0.739	0.962	0.317	0.838	0.267	0.868
입출금장부_단식일반농_건수	0.784	0.732	0.844	0.829	0.089	0.450	0.089	0.398	0.839	0.739	1.000	0.850	0.116	0.352	0.100	0.374
입출금장부_단식일반농_총건수	0.877	0.969	0.897	0.985	0.059	0.825	0.059	0.797	0.846	0.962	0.850	1.000	0.248	0.715	0.221	0.739
입출금장부_복식청창농_건수	0.269	0.317	0.214	0.242	0.000	0.384	0.000	0.228	0.203	0.317	0.116	0.248	1.000	0.555	0.052	0.471
입출금장부_복식청창농_총건수	0.666	0.871	0.724	0.763	0.000	0.987	0.000	0.805	0.517	0.838	0.352	0.715	0.555	1.000	0.387	0.984
입출금장부_복식일반농_건수	0.183	0.268	0.183	0.217	0.000	0.247	0.000	0.231	0.159	0.267	0.100	0.221	0.052	0.387	1.000	0.468
입출금장부_복식일반농_총건수	0.685	0.889	0.725	0.786	0.000	0.994	0.000	0.880	0.546	0.868	0.374	0.739	0.471	0.984	0.468	1.000

Heatmap
Table

	영농일지_단식청창농_건수	영농일지_단식청창농_총건수	영농일지_단식일반농_건수	영농일지_단식일반농_총건수	영농일지_복식청창농_총건수	영농일지_복식청창농_건수	영농일지_복식일반농_건수	영농일지_복식일반농_총건수	입출금장부_단식청창농_건수	입출금장부_단식청창농_총건수	입출금장부_단식일반농_건수	입출금장부_단식일반농_총건수	입출금장부_복식청창농_건수	입출금장부_복식청창농_총건수	입출금장부_복식일반농_건수	입출금장부_복식일반농_총건수
영농일지_단식청창농_건수	1.000	0.951	0.883	0.883	0.343	0.350	0.350	0.356	0.937	0.883	0.876	0.883	0.344	0.351	0.352	0.357
영농일지_단식청창농_총건수	0.951	1.000	0.909	0.928	0.372	0.387	0.380	0.393	0.896	0.928	0.901	0.929	0.374	0.388	0.380	0.395
영농일지_단식일반농_건수	0.883	0.909	1.000	0.950	0.261	0.265	0.271	0.273	0.833	0.950	0.947	0.949	0.263	0.266	0.274	0.275
영농일지_단식일반농_총건수	0.883	0.928	0.950	1.000	0.341	0.355	0.352	0.364	0.832	1.000	0.952	0.999	0.343	0.357	0.353	0.366
영농일지_복식청창농_총건수	0.343	0.372	0.261	0.341	1.000	0.965	0.985	0.952	0.340	0.342	0.230	0.342	0.983	0.949	0.987	0.953
영농일지_복식청창농_건수	0.350	0.387	0.265	0.355	0.965	1.000	0.954	0.988	0.347	0.355	0.234	0.356	0.949	0.985	0.954	0.990
영농일지_복식일반농_건수	0.350	0.380	0.271	0.352	0.985	0.954	1.000	0.966	0.347	0.352	0.238	0.352	0.987	0.955	0.994	0.964
영농일지_복식일반농_총건수	0.356	0.393	0.273	0.364	0.952	0.988	0.966	1.000	0.353	0.364	0.241	0.365	0.953	0.990	0.962	0.998
입출금장부_단식청창농_건수	0.937	0.896	0.833	0.832	0.340	0.347	0.347	0.353	1.000	0.832	0.830	0.832	0.341	0.348	0.349	0.354
입출금장부_단식청창농_총건수	0.883	0.928	0.950	1.000	0.342	0.355	0.352	0.364	0.832	1.000	0.952	0.999	0.343	0.357	0.353	0.366
입출금장부_단식일반농_건수	0.876	0.901	0.947	0.952	0.230	0.234	0.238	0.241	0.830	0.952	1.000	0.953	0.232	0.236	0.240	0.242
입출금장부_단식일반농_총건수	0.883	0.929	0.949	0.999	0.342	0.356	0.352	0.365	0.832	0.999	0.953	1.000	0.344	0.357	0.353	0.366
입출금장부_복식청창농_건수	0.344	0.374	0.263	0.343	0.983	0.949	0.987	0.953	0.341	0.343	0.232	0.344	1.000	0.965	0.988	0.955
입출금장부_복식청창농_총건수	0.351	0.388	0.266	0.357	0.949	0.985	0.955	0.990	0.348	0.357	0.236	0.357	0.965	1.000	0.956	0.991
입출금장부_복식일반농_건수	0.352	0.380	0.274	0.353	0.987	0.954	0.994	0.962	0.349	0.353	0.240	0.353	0.988	0.956	1.000	0.964
입출금장부_복식일반농_총건수	0.357	0.395	0.275	0.366	0.953	0.990	0.964	0.998	0.354	0.366	0.242	0.366	0.955	0.991	0.964	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

	일자	영농일지_단식일반농_건수	영농일지_단식일반농_총건수
0	2005-03-01	1	1
1	2005-03-02	1	2
2	2005-03-03	0	2
3	2005-03-04	0	2
4	2005-03-05	1	3
5	2005-03-06	1	4
6	2005-03-07	1	5
7	2005-03-08	1	6
8	2005-03-09	1	7
9	2005-03-10	1	8

	일자	영농일지_복식청창농_총건수	영농일지_복식청창농_건수	입출금장부_단식청창농_건수	입출금장부_단식청창농_총건수
5819	2021-08-17	0	0	0	0
5820	2021-08-24	0	0	0	0
5821	2021-08-25	0	0	0	0
5822	2021-08-26	0	0	0	0
5823	2021-08-27	0	0	0	0
5824	2021-08-31	0	0	0	0
5825	2021-09-01	1	1	0	0
5826	2021-09-02	4	4	0	0
5827	2021-09-03	0	0	0	0
5828	2021-09-28	0	0	1	1

Overview

Variables

Interactions

Correlations

Missing values

Sample