gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	60
Missing cells	471
Missing cells (%)	56.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.5 KiB
Average record size in memory	127.2 B

Variable types

Text	1
Numeric	13

Dataset

Description	국립종자원에서 생산한 벼 정부 보급종 품종별 생산량(kg)
Author	국립종자원
URL	https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20220725000000002290

Alerts

`2010년산` is highly overall correlated with `2011년산` and 9 other fields	High correlation
`2011년산` is highly overall correlated with `2010년산` and 8 other fields	High correlation
`2012년산` is highly overall correlated with `2010년산` and 8 other fields	High correlation
`2013년산` is highly overall correlated with `2010년산` and 6 other fields	High correlation
`2014년산` is highly overall correlated with `2010년산` and 8 other fields	High correlation
`2015년산` is highly overall correlated with `2010년산` and 8 other fields	High correlation
`2016년산` is highly overall correlated with `2010년산` and 9 other fields	High correlation
`2017년산` is highly overall correlated with `2010년산` and 10 other fields	High correlation
`2018년산` is highly overall correlated with `2010년산` and 10 other fields	High correlation
`2019년산` is highly overall correlated with `2010년산` and 9 other fields	High correlation
`2020년산` is highly overall correlated with `2017년산` and 4 other fields	High correlation
`2021년산` is highly overall correlated with `2014년산` and 6 other fields	High correlation
`2022년산` is highly overall correlated with `2010년산` and 4 other fields	High correlation
`2010년산` has 35 (58.3%) missing values	Missing
`2011년산` has 36 (60.0%) missing values	Missing
`2012년산` has 38 (63.3%) missing values	Missing
`2013년산` has 37 (61.7%) missing values	Missing
`2014년산` has 36 (60.0%) missing values	Missing
`2015년산` has 38 (63.3%) missing values	Missing
`2016년산` has 40 (66.7%) missing values	Missing
`2017년산` has 36 (60.0%) missing values	Missing
`2018년산` has 38 (63.3%) missing values	Missing
`2019년산` has 36 (60.0%) missing values	Missing
`2020년산` has 33 (55.0%) missing values	Missing
`2021년산` has 33 (55.0%) missing values	Missing
`2022년산` has 35 (58.3%) missing values	Missing
`품종` has unique values	Unique

Reproduction

Analysis started	2023-12-11 03:07:22.244621
Analysis finished	2023-12-11 03:07:42.613795
Duration	20.37 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

품종
Text

UNIQUE

Distinct	60
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	612.0 B

Length

Max length	5
Median length	3
Mean length	3.2666667
Min length	2

Characters and Unicode

Total characters	196
Distinct characters	72
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	60 ?
Unique (%)	100.0%

Sample

1st row	고시히카리
2nd row	남평벼
3rd row	대보벼
4th row	대안벼
5th row	동안벼

Value	Count	Frequency (%)
고시히카리	1	1.7%
남평벼	1	1.7%
추청벼	1	1.7%
오륜벼	1	1.7%
온누리	1	1.7%
운광벼	1	1.7%
일미벼	1	1.7%
일품벼	1	1.7%
조명1호	1	1.7%
조영	1	1.7%
Other values (50)	50	83.3%

Most occurring characters

Value	Count	Frequency (%)
벼	40	20.4%
미	10	5.1%
호	9	4.6%
진	8	4.1%
동	6	3.1%
품	5	2.6%
새	5	2.6%
영	5	2.6%
평	5	2.6%
찰	5	2.6%
Other values (62)	98	50.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	192	98.0%
Decimal Number	4	2.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
벼	40	20.8%
미	10	5.2%
호	9	4.7%
진	8	4.2%
동	6	3.1%
품	5	2.6%
새	5	2.6%
영	5	2.6%
평	5	2.6%
찰	5	2.6%
Other values (60)	94	49.0%

Decimal Number

Value	Count	Frequency (%)
1	3	75.0%
2	1	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	192	98.0%
Common	4	2.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
벼	40	20.8%
미	10	5.2%
호	9	4.7%
진	8	4.2%
동	6	3.1%
품	5	2.6%
새	5	2.6%
영	5	2.6%
평	5	2.6%
찰	5	2.6%
Other values (60)	94	49.0%

Common

Value	Count	Frequency (%)
1	3	75.0%
2	1	25.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	192	98.0%
ASCII	4	2.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
벼	40	20.8%
미	10	5.2%
호	9	4.7%
진	8	4.2%
동	6	3.1%
품	5	2.6%
새	5	2.6%
영	5	2.6%
평	5	2.6%
찰	5	2.6%
Other values (60)	94	49.0%

ASCII

Value	Count	Frequency (%)
1	3	75.0%
2	1	25.0%

2010년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	100.0%
Missing	35
Missing (%)	58.3%
Infinite	0
Infinite (%)	0.0%
Mean	1096184.2

Minimum	33000
Maximum	4456180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	33000
5-th percentile	103934.4
Q1	235630
median	924283
Q3	1379132
95-th percentile	2773070
Maximum	4456180
Range	4423180
Interquartile range (IQR)	1143502

Descriptive statistics

Standard deviation	1017056.7
Coefficient of variation (CV)	0.92781552
Kurtosis	3.9472901
Mean	1096184.2
Median Absolute Deviation (MAD)	655717
Skewness	1.695912
Sum	27404604
Variance	1.0344043 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
924283	1	1.7%
1265070	1	1.7%
225409	1	1.7%
33000	1	1.7%
2139950	1	1.7%
141640	1	1.7%
878318	1	1.7%
4456180	1	1.7%
898250	1	1.7%
1686220	1	1.7%
Other values (15)	15	25.0%
(Missing)	35	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33000	1	1.7%
97318	1	1.7%
130400	1	1.7%
135000	1	1.7%
141640	1	1.7%
225409	1	1.7%
235630	1	1.7%
312000	1	1.7%
602600	1	1.7%
644481	1	1.7%

Value	Count	Frequency (%)
4456180	1	1.7%
2931350	1	1.7%
2139950	1	1.7%
1967120	1	1.7%
1686220	1	1.7%
1580000	1	1.7%
1379132	1	1.7%
1292360	1	1.7%
1265070	1	1.7%
1224280	1	1.7%

2011년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	100.0%
Missing	36
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	963769.75

Minimum	23400
Maximum	3913000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	23400
5-th percentile	33600
Q1	162239.75
median	678625
Q3	1464224.8
95-th percentile	2606863.5
Maximum	3913000
Range	3889600
Interquartile range (IQR)	1301985

Descriptive statistics

Standard deviation	980133.17
Coefficient of variation (CV)	1.0169786
Kurtosis	2.2512417
Mean	963769.75
Median Absolute Deviation (MAD)	555125
Skewness	1.433578
Sum	23130474
Variance	9.6066103 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1186614	1	1.7%
2652983	1	1.7%
170653	1	1.7%
30000	1	1.7%
741559	1	1.7%
54000	1	1.7%
23400	1	1.7%
687890	1	1.7%
3913000	1	1.7%
1460690	1	1.7%
Other values (14)	14	23.3%
(Missing)	36	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23400	1	1.7%
30000	1	1.7%
54000	1	1.7%
97440	1	1.7%
110000	1	1.7%
137000	1	1.7%
170653	1	1.7%
218100	1	1.7%
248660	1	1.7%
559489	1	1.7%

Value	Count	Frequency (%)
3913000	1	1.7%
2652983	1	1.7%
2345520	1	1.7%
1750600	1	1.7%
1595880	1	1.7%
1474829	1	1.7%
1460690	1	1.7%
1218480	1	1.7%
1186614	1	1.7%
1178567	1	1.7%

2012년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	22
Distinct (%)	100.0%
Missing	38
Missing (%)	63.3%
Infinite	0
Infinite (%)	0.0%
Mean	1129036.8

Minimum	30000
Maximum	3993060
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	30000
5-th percentile	56203.75
Q1	217025
median	780045
Q3	1469708.5
95-th percentile	3835413.2
Maximum	3993060
Range	3963060
Interquartile range (IQR)	1252683.5

Descriptive statistics

Standard deviation	1167987.4
Coefficient of variation (CV)	1.034499
Kurtosis	1.3226276
Mean	1129036.8
Median Absolute Deviation (MAD)	679147.5
Skewness	1.3523181
Sum	24838809
Variance	1.3641945 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
1450835	1	1.7%
1804463	1	1.7%
75887	1	1.7%
30000	1	1.7%
55982	1	1.7%
268100	1	1.7%
893200	1	1.7%
3993060	1	1.7%
1940900	1	1.7%
1470428	1	1.7%
Other values (12)	12	20.0%
(Missing)	38	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30000	1	1.7%
55982	1	1.7%
60417	1	1.7%
75887	1	1.7%
162525	1	1.7%
200000	1	1.7%
268100	1	1.7%
284000	1	1.7%
503564	1	1.7%
580000	1	1.7%

Value	Count	Frequency (%)
3993060	1	1.7%
3894635	1	1.7%
2710200	1	1.7%
1940900	1	1.7%
1804463	1	1.7%
1470428	1	1.7%
1467550	1	1.7%
1450835	1	1.7%
1262333	1	1.7%
1063840	1	1.7%

2013년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	23
Distinct (%)	100.0%
Missing	37
Missing (%)	61.7%
Infinite	0
Infinite (%)	0.0%
Mean	1146196.7

Minimum	30675
Maximum	5604105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	30675
5-th percentile	67412.5
Q1	281285.5
median	533756
Q3	1795220
95-th percentile	3531216.1
Maximum	5604105
Range	5573430
Interquartile range (IQR)	1513934.5

Descriptive statistics

Standard deviation	1359489
Coefficient of variation (CV)	1.186087
Kurtosis	4.3845372
Mean	1146196.7
Median Absolute Deviation (MAD)	439856
Skewness	1.964834
Sum	26362524
Variance	1.8482104 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
533756	1	1.7%
1982000	1	1.7%
30675	1	1.7%
66015	1	1.7%
380900	1	1.7%
354403	1	1.7%
3663129	1	1.7%
2112100	1	1.7%
1518065	1	1.7%
1608440	1	1.7%
Other values (13)	13	21.7%
(Missing)	37	61.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30675	1	1.7%
66015	1	1.7%
79990	1	1.7%
93900	1	1.7%
98178	1	1.7%
238571	1	1.7%
324000	1	1.7%
354403	1	1.7%
380900	1	1.7%
458164	1	1.7%

Value	Count	Frequency (%)
5604105	1	1.7%
3663129	1	1.7%
2344000	1	1.7%
2112100	1	1.7%
2054000	1	1.7%
1982000	1	1.7%
1608440	1	1.7%
1518065	1	1.7%
955600	1	1.7%
754000	1	1.7%

2014년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	100.0%
Missing	36
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	1120458.3

Minimum	43770
Maximum	6429600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	43770
5-th percentile	65750
Q1	210825
median	523745
Q3	1845096.2
95-th percentile	3423555.7
Maximum	6429600
Range	6385830
Interquartile range (IQR)	1634271.2

Descriptive statistics

Standard deviation	1471470.7
Coefficient of variation (CV)	1.3132757
Kurtosis	6.7628583
Mean	1120458.3
Median Absolute Deviation (MAD)	369345
Skewness	2.3876775
Sum	26891000
Variance	2.1652261 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
168800	1	1.7%
2020000	1	1.7%
65000	1	1.7%
475000	1	1.7%
224600	1	1.7%
3598500	1	1.7%
43770	1	1.7%
2113000	1	1.7%
629740	1	1.7%
1786795	1	1.7%
Other values (14)	14	23.3%
(Missing)	36	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
43770	1	1.7%
65000	1	1.7%
70000	1	1.7%
140000	1	1.7%
168800	1	1.7%
210000	1	1.7%
211100	1	1.7%
224600	1	1.7%
254000	1	1.7%
385000	1	1.7%

Value	Count	Frequency (%)
6429600	1	1.7%
3598500	1	1.7%
2432205	1	1.7%
2113000	1	1.7%
2060000	1	1.7%
2020000	1	1.7%
1786795	1	1.7%
990000	1	1.7%
792400	1	1.7%
744000	1	1.7%

2015년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	21
Distinct (%)	95.5%
Missing	38
Missing (%)	63.3%
Infinite	0
Infinite (%)	0.0%
Mean	1255704.5

Minimum	73000
Maximum	7189430
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	73000
5-th percentile	91050
Q1	205558.25
median	669403
Q3	1799000
95-th percentile	3239560
Maximum	7189430
Range	7116430
Interquartile range (IQR)	1593441.8

Descriptive statistics

Standard deviation	1619298.1
Coefficient of variation (CV)	1.2895534
Kurtosis	8.263061
Mean	1255704.5
Median Absolute Deviation (MAD)	541403
Skewness	2.5691136
Sum	27625500
Variance	2.6221263 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
340000	2	3.3%
460806	1	1.7%
878000	1	1.7%
1032587	1	1.7%
90000	1	1.7%
3280800	1	1.7%
2132000	1	1.7%
228233	1	1.7%
1790000	1	1.7%
1064194	1	1.7%
Other values (11)	11	18.3%
(Missing)	38	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
73000	1	1.7%
90000	1	1.7%
111000	1	1.7%
145000	1	1.7%
188000	1	1.7%
198000	1	1.7%
228233	1	1.7%
308000	1	1.7%
340000	2	3.3%
460806	1	1.7%

Value	Count	Frequency (%)
7189430	1	1.7%
3280800	1	1.7%
2456000	1	1.7%
2207950	1	1.7%
2132000	1	1.7%
1802000	1	1.7%
1790000	1	1.7%
1310500	1	1.7%
1064194	1	1.7%
1032587	1	1.7%

2016년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	20
Distinct (%)	100.0%
Missing	40
Missing (%)	66.7%
Infinite	0
Infinite (%)	0.0%
Mean	1099109.9

Minimum	12840
Maximum	5502782
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	12840
5-th percentile	72000.3
Q1	200930.25
median	355743
Q3	1256620.5
95-th percentile	3610593.9
Maximum	5502782
Range	5489942
Interquartile range (IQR)	1055690.2

Descriptive statistics

Standard deviation	1465095.1
Coefficient of variation (CV)	1.3329833
Kurtosis	3.2695297
Mean	1099109.9
Median Absolute Deviation (MAD)	274186
Skewness	1.8660847
Sum	21982197
Variance	2.1465036 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
921379	1	1.7%
226427	1	1.7%
3511005	1	1.7%
284184	1	1.7%
2708780	1	1.7%
1686285	1	1.7%
88000	1	1.7%
1099300	1	1.7%
292512	1	1.7%
421813	1	1.7%
Other values (10)	10	16.7%
(Missing)	40	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12840	1	1.7%
75114	1	1.7%
88000	1	1.7%
117364	1	1.7%
124440	1	1.7%
226427	1	1.7%
239809	1	1.7%
284184	1	1.7%
291337	1	1.7%
292512	1	1.7%

Value	Count	Frequency (%)
5502782	1	1.7%
3511005	1	1.7%
2846453	1	1.7%
2708780	1	1.7%
1686285	1	1.7%
1113399	1	1.7%
1099300	1	1.7%
921379	1	1.7%
421813	1	1.7%
418974	1	1.7%

2017년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	100.0%
Missing	36
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	1132917.8

Minimum	31449
Maximum	4466047
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	31449
5-th percentile	33900
Q1	86555.75
median	467705
Q3	1505650
95-th percentile	4038406.8
Maximum	4466047
Range	4434598
Interquartile range (IQR)	1419094.2

Descriptive statistics

Standard deviation	1439489.4
Coefficient of variation (CV)	1.2706035
Kurtosis	0.29578974
Mean	1132917.8
Median Absolute Deviation (MAD)	427925
Skewness	1.2973982
Sum	27190028
Variance	2.0721297 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1067057	1	1.7%
39000	1	1.7%
33000	1	1.7%
254854	1	1.7%
56000	1	1.7%
500410	1	1.7%
3261328	1	1.7%
133400	1	1.7%
2431000	1	1.7%
1197200	1	1.7%
Other values (14)	14	23.3%
(Missing)	36	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31449	1	1.7%
33000	1	1.7%
39000	1	1.7%
40560	1	1.7%
56000	1	1.7%
82910	1	1.7%
87771	1	1.7%
110000	1	1.7%
133400	1	1.7%
254854	1	1.7%

Value	Count	Frequency (%)
4466047	1	1.7%
4102728	1	1.7%
3673920	1	1.7%
3261328	1	1.7%
2575122	1	1.7%
2431000	1	1.7%
1197200	1	1.7%
1067057	1	1.7%
921600	1	1.7%
756972	1	1.7%

2018년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	22
Distinct (%)	100.0%
Missing	38
Missing (%)	63.3%
Infinite	0
Infinite (%)	0.0%
Mean	1066713.3

Minimum	65686
Maximum	4554646
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	65686
5-th percentile	82179.05
Q1	204678.75
median	526511.5
Q3	1293544.8
95-th percentile	4071939.1
Maximum	4554646
Range	4488960
Interquartile range (IQR)	1088866

Descriptive statistics

Standard deviation	1310433.4
Coefficient of variation (CV)	1.2284776
Kurtosis	2.0329548
Mean	1066713.3
Median Absolute Deviation (MAD)	368357
Skewness	1.6885612
Sum	23467692
Variance	1.7172356 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
1433715	1	1.7%
611701	1	1.7%
136320	1	1.7%
550000	1	1.7%
2607783	1	1.7%
218715	1	1.7%
2063870	1	1.7%
413000	1	1.7%
80716	1	1.7%
498425	1	1.7%
Other values (12)	12	20.0%
(Missing)	38	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
65686	1	1.7%
80716	1	1.7%
109977	1	1.7%
124500	1	1.7%
136320	1	1.7%
200000	1	1.7%
218715	1	1.7%
241115	1	1.7%
413000	1	1.7%
498425	1	1.7%

Value	Count	Frequency (%)
4554646	1	1.7%
4149000	1	1.7%
2607783	1	1.7%
2571966	1	1.7%
2063870	1	1.7%
1433715	1	1.7%
873034	1	1.7%
842500	1	1.7%
618000	1	1.7%
611701	1	1.7%

2019년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	100.0%
Missing	36
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	925528.17

Minimum	33296
Maximum	4263202
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	33296
5-th percentile	67859.65
Q1	206805
median	412143
Q3	1105460
95-th percentile	3624971.5
Maximum	4263202
Range	4229906
Interquartile range (IQR)	898655

Descriptive statistics

Standard deviation	1182870.3
Coefficient of variation (CV)	1.278049
Kurtosis	2.6455672
Mean	925528.17
Median Absolute Deviation (MAD)	296143
Skewness	1.8318941
Sum	22212676
Variance	1.3991822 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
220000	1	1.7%
33296	1	1.7%
111000	1	1.7%
261000	1	1.7%
458422	1	1.7%
170220	1	1.7%
660000	1	1.7%
2512557	1	1.7%
121000	1	1.7%
2476780	1	1.7%
Other values (14)	14	23.3%
(Missing)	36	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33296	1	1.7%
67129	1	1.7%
72000	1	1.7%
111000	1	1.7%
121000	1	1.7%
170220	1	1.7%
219000	1	1.7%
220000	1	1.7%
231920	1	1.7%
261000	1	1.7%

Value	Count	Frequency (%)
4263202	1	1.7%
3821280	1	1.7%
2512557	1	1.7%
2476780	1	1.7%
1476566	1	1.7%
1118840	1	1.7%
1101000	1	1.7%
1036000	1	1.7%
660000	1	1.7%
647360	1	1.7%

2020년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	27
Distinct (%)	100.0%
Missing	33
Missing (%)	55.0%
Infinite	0
Infinite (%)	0.0%
Mean	814501.11

Minimum	33204
Maximum	3721313
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	33204
5-th percentile	63829.7
Q1	110405
median	298490
Q3	1102500
95-th percentile	3137055.3
Maximum	3721313
Range	3688109
Interquartile range (IQR)	992095

Descriptive statistics

Standard deviation	1023967.2
Coefficient of variation (CV)	1.257171
Kurtosis	2.6533499
Mean	814501.11
Median Absolute Deviation (MAD)	226100
Skewness	1.7797747
Sum	21991530
Variance	1.0485088 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
361927	1	1.7%
85188	1	1.7%
293732	1	1.7%
528644	1	1.7%
1486436	1	1.7%
2161851	1	1.7%
243385	1	1.7%
96234	1	1.7%
72390	1	1.7%
189000	1	1.7%
Other values (17)	17	28.3%
(Missing)	33	55.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33204	1	1.7%
60161	1	1.7%
72390	1	1.7%
85188	1	1.7%
96234	1	1.7%
103996	1	1.7%
110000	1	1.7%
110810	1	1.7%
189000	1	1.7%
243385	1	1.7%

Value	Count	Frequency (%)
3721313	1	1.7%
3555000	1	1.7%
2161851	1	1.7%
1932790	1	1.7%
1822147	1	1.7%
1486436	1	1.7%
1107000	1	1.7%
1098000	1	1.7%
866862	1	1.7%
721320	1	1.7%

2021년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	27
Distinct (%)	100.0%
Missing	33
Missing (%)	55.0%
Infinite	0
Infinite (%)	0.0%
Mean	875228.59

Minimum	28567
Maximum	3660000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	28567
5-th percentile	34839.1
Q1	109500
median	352017
Q3	1129174
95-th percentile	3411489.4
Maximum	3660000
Range	3631433
Interquartile range (IQR)	1019674

Descriptive statistics

Standard deviation	1132434.7
Coefficient of variation (CV)	1.2938731
Kurtosis	1.2587679
Mean	875228.59
Median Absolute Deviation (MAD)	291017
Skewness	1.5581382
Sum	23631172
Variance	1.2824084 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
28567	1	1.7%
139000	1	1.7%
357690	1	1.7%
523117	1	1.7%
67710	1	1.7%
1177000	1	1.7%
1778025	1	1.7%
352017	1	1.7%
145000	1	1.7%
3189000	1	1.7%
Other values (17)	17	28.3%
(Missing)	33	55.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28567	1	1.7%
34531	1	1.7%
35558	1	1.7%
61000	1	1.7%
67710	1	1.7%
99429	1	1.7%
109000	1	1.7%
110000	1	1.7%
135000	1	1.7%
139000	1	1.7%

Value	Count	Frequency (%)
3660000	1	1.7%
3506842	1	1.7%
3189000	1	1.7%
2850000	1	1.7%
1778025	1	1.7%
1188000	1	1.7%
1177000	1	1.7%
1081348	1	1.7%
974000	1	1.7%
930282	1	1.7%

2022년산
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	96.0%
Missing	35
Missing (%)	58.3%
Infinite	0
Infinite (%)	0.0%
Mean	860274.8

Minimum	42405
Maximum	3330100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	672.0 B

Quantile statistics

Minimum	42405
5-th percentile	73437.6
Q1	110000
median	539363
Q3	1064190
95-th percentile	2876089.2
Maximum	3330100
Range	3287695
Interquartile range (IQR)	954190

Descriptive statistics

Standard deviation	992600.8
Coefficient of variation (CV)	1.1538183
Kurtosis	1.0035128
Mean	860274.8
Median Absolute Deviation (MAD)	430363
Skewness	1.4503927
Sum	21506870
Variance	9.8525635 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
110000	2	3.3%
1146249	1	1.7%
296200	1	1.7%
539363	1	1.7%
1396588	1	1.7%
1064190	1	1.7%
1031088	1	1.7%
77824	1	1.7%
2517742	1	1.7%
72341	1	1.7%
Other values (14)	14	23.3%
(Missing)	35	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42405	1	1.7%
72341	1	1.7%
77824	1	1.7%
94910	1	1.7%
109000	1	1.7%
110000	2	3.3%
174000	1	1.7%
217328	1	1.7%
265867	1	1.7%
276367	1	1.7%

Value	Count	Frequency (%)
3330100	1	1.7%
2886764	1	1.7%
2833390	1	1.7%
2517742	1	1.7%
1396588	1	1.7%
1146249	1	1.7%
1064190	1	1.7%
1031088	1	1.7%
925700	1	1.7%
863559	1	1.7%

Phik (φk)
Auto

Heatmap
Table

	품종	2010년산	2011년산	2012년산	2013년산	2014년산	2015년산	2016년산	2017년산	2018년산	2019년산	2020년산	2021년산	2022년산
품종	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2010년산	1.000	1.000	0.776	0.913	0.924	0.529	0.626	0.818	0.901	0.572	0.682	0.266	0.647	0.655
2011년산	1.000	0.776	1.000	0.843	0.809	0.905	0.893	0.858	0.744	0.751	0.000	0.532	0.689	0.787
2012년산	1.000	0.913	0.843	1.000	0.941	0.653	0.574	0.893	0.865	0.571	0.485	0.231	0.884	0.478
2013년산	1.000	0.924	0.809	0.941	1.000	0.956	0.898	0.967	0.952	0.618	0.756	0.635	0.796	0.573
2014년산	1.000	0.529	0.905	0.653	0.956	1.000	0.972	0.940	0.807	0.696	0.468	0.630	0.904	0.770
2015년산	1.000	0.626	0.893	0.574	0.898	0.972	1.000	0.923	0.844	0.849	0.673	0.782	0.932	0.920
2016년산	1.000	0.818	0.858	0.893	0.967	0.940	0.923	1.000	0.825	0.741	0.656	0.306	0.822	0.685
2017년산	1.000	0.901	0.744	0.865	0.952	0.807	0.844	0.825	1.000	0.747	0.924	0.825	0.844	0.748
2018년산	1.000	0.572	0.751	0.571	0.618	0.696	0.849	0.741	0.747	1.000	0.735	0.755	0.839	0.793
2019년산	1.000	0.682	0.000	0.485	0.756	0.468	0.673	0.656	0.924	0.735	1.000	0.978	0.911	0.870
2020년산	1.000	0.266	0.532	0.231	0.635	0.630	0.782	0.306	0.825	0.755	0.978	1.000	0.914	0.910
2021년산	1.000	0.647	0.689	0.884	0.796	0.904	0.932	0.822	0.844	0.839	0.911	0.914	1.000	0.978
2022년산	1.000	0.655	0.787	0.478	0.573	0.770	0.920	0.685	0.748	0.793	0.870	0.910	0.978	1.000

Heatmap
Table

	2010년산	2011년산	2012년산	2013년산	2014년산	2015년산	2016년산	2017년산	2018년산	2019년산	2020년산	2021년산	2022년산
2010년산	1.000	0.848	0.914	0.865	0.776	0.613	0.709	0.860	0.661	0.650	0.436	0.464	0.600
2011년산	0.848	1.000	0.965	0.928	0.874	0.723	0.791	0.916	0.648	0.531	0.300	0.391	0.367
2012년산	0.914	0.965	1.000	0.965	0.907	0.784	0.864	0.921	0.621	0.500	0.198	0.345	0.236
2013년산	0.865	0.928	0.965	1.000	0.977	0.876	0.821	0.900	0.477	0.435	0.187	0.300	0.224
2014년산	0.776	0.874	0.907	0.977	1.000	0.869	0.816	0.870	0.514	0.497	0.443	0.524	0.287
2015년산	0.613	0.723	0.784	0.876	0.869	1.000	0.735	0.809	0.695	0.522	0.444	0.492	0.371
2016년산	0.709	0.791	0.864	0.821	0.816	0.735	1.000	0.879	0.697	0.567	0.418	0.635	0.376
2017년산	0.860	0.916	0.921	0.900	0.870	0.809	0.879	1.000	0.866	0.743	0.585	0.635	0.465
2018년산	0.661	0.648	0.621	0.477	0.514	0.695	0.697	0.866	1.000	0.856	0.789	0.796	0.703
2019년산	0.650	0.531	0.500	0.435	0.497	0.522	0.567	0.743	0.856	1.000	0.962	0.879	0.912
2020년산	0.436	0.300	0.198	0.187	0.443	0.444	0.418	0.585	0.789	0.962	1.000	0.891	0.843
2021년산	0.464	0.391	0.345	0.300	0.524	0.492	0.635	0.635	0.796	0.879	0.891	1.000	0.919
2022년산	0.600	0.367	0.236	0.224	0.287	0.371	0.376	0.465	0.703	0.912	0.843	0.919	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

	품종	2010년산	2011년산	2012년산	2013년산	2014년산	2015년산	2016년산	2017년산	2018년산	2019년산	2020년산	2021년산	2022년산
0	고시히카리	312000	137000	200000	238571	254000	340000	421813	435000	503023	481240	298490	344056	276367
1	남평벼	924283	559489	503564	533756	547490	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2	대보벼	<NA>	<NA>	<NA>	<NA>	211100	1310500	12840	40560	<NA>	<NA>	<NA>	<NA>	<NA>
3	대안벼	644481	605760	580000	504440	500000	460806	75114	358000	241115	365864	361927	28567	<NA>
4	동안벼	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	동진1호	1379132	1178567	1262333	604093	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
6	동진2호	135000	97440	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	동진벼	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8	동진찰벼	602600	669360	666890	754000	744000	878000	1113399	921600	842500	1101000	1098000	1188000	925700
9	말그미	97318	<NA>	<NA>	98178	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

	품종	2010년산	2011년산	2012년산	2013년산	2014년산	2015년산	2016년산	2017년산	2018년산	2019년산	2020년산	2021년산	2022년산
50	해담쌀	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	458422	528644	523117	539363
51	해품벼	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	254854	611701	261000	293732	357690	296200
52	현품벼	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	111000	85188	139000	<NA>
53	호반벼	<NA>	23400	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
54	호평벼	141640	54000	55982	66015	65000	<NA>	<NA>	33000	<NA>	<NA>	<NA>	<NA>	<NA>
55	호품벼	2139950	741559	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
56	화선찰벼	33000	30000	30000	30675	<NA>	<NA>	<NA>	39000	<NA>	33296	<NA>	<NA>	<NA>
57	화성벼	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
58	화영벼	225409	170653	75887	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
59	황금누리	1265070	2652983	1804463	1982000	2020000	1032587	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample