gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	10000
Missing cells	694
Missing cells (%)	0.5%
Duplicate rows	5
Duplicate rows (%)	0.1%
Total size in memory	1.1 MiB
Average record size in memory	120.0 B

Variable types

Categorical	3
Text	3
Numeric	7

Dataset

Description	면세유의 지역별, 재배품목별 공급현황 자료
Author	농림축산식품부
URL	https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20220217000000002049

Alerts

Dataset has 5 (0.1%) duplicate rows	Duplicates
`영농합계면적(㎡)` is highly overall correlated with `경유`	High correlation
`경유` is highly overall correlated with `영농합계면적(㎡)`	High correlation
`유종명` is highly imbalanced (58.5%)	Imbalance
`시지부` has 694 (6.9%) missing values	Missing
`영농합계면적(㎡)` is highly skewed (γ1 = 71.44870442)	Skewed
`사육두수` is highly skewed (γ1 = 99.80775523)	Skewed
`실내등유` is highly skewed (γ1 = 24.49037947)	Skewed
`보일러등유` is highly skewed (γ1 = 44.81499001)	Skewed
`중유` is highly skewed (γ1 = 39.92645134)	Skewed
`가스` is highly skewed (γ1 = 68.49484185)	Skewed
`사육두수` has 7721 (77.2%) zeros	Zeros
`경유` has 1591 (15.9%) zeros	Zeros
`실내등유` has 6935 (69.3%) zeros	Zeros
`보일러등유` has 9968 (99.7%) zeros	Zeros
`중유` has 9421 (94.2%) zeros	Zeros
`가스` has 9981 (99.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 03:32:18.131419
Analysis finished	2023-12-11 03:32:26.062538
Duration	7.93 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역본부
Categorical

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

경기지역본부	1783
충남지역본부	1283
전남지역본부	1223
경남지역본부	1171
전북지역본부	1168
Other values (11)	3372

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	전북지역본부
2nd row	전북지역본부
3rd row	경기지역본부
4th row	경남지역본부
5th row	경남지역본부

Common Values

Value	Count	Frequency (%)
경기지역본부	1783	17.8%
충남지역본부	1283	12.8%
전남지역본부	1223	12.2%
경남지역본부	1171	11.7%
전북지역본부	1168	11.7%
경북지역본부	1098	11.0%
충북지역본부	567	5.7%
강원지역본부	489	4.9%
제주지역본부	428	4.3%
부산지역본부	170	1.7%
Other values (6)	620	6.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기지역본부	1783	17.8%
충남지역본부	1283	12.8%
전남지역본부	1223	12.2%
경남지역본부	1171	11.7%
전북지역본부	1168	11.7%
경북지역본부	1098	11.0%
충북지역본부	567	5.7%
강원지역본부	489	4.9%
제주지역본부	428	4.3%
부산지역본부	170	1.7%
Other values (6)	620	6.2%

시지부
Text

MISSING

Distinct	155
Distinct (%)	1.7%
Missing	694
Missing (%)	6.9%
Memory size	156.2 KiB

Length

Max length	11
Median length	8
Mean length	8.130346
Min length	8

Characters and Unicode

Total characters	75661
Distinct characters	117
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	임실군농정지원단
2nd row	순창군농정지원단
3rd row	광명시농정지원단
4th row	산청군농정지원단
5th row	밀양시농정지원단

Value	Count	Frequency (%)
서귀포시농정지원단	275	3.0%
논산시농정지원단	183	2.0%
익산시농정지원단	172	1.8%
나주시농정지원단	161	1.7%
이천시농정지원단	160	1.7%
진주시농정지원단	159	1.7%
김해시농정지원단	155	1.7%
제주시농정지원단	153	1.6%
남원시농정지원단	145	1.6%
화성시농정지원단	141	1.5%
Other values (145)	7602	81.7%

Most occurring characters

Value	Count	Frequency (%)
원	9817	13.0%
정	9457	12.5%
단	9315	12.3%
농	9306	12.3%
지	9306	12.3%
시	5440	7.2%
군	4242	5.6%
주	1804	2.4%
천	1100	1.5%
성	985	1.3%
Other values (107)	14889	19.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	75661	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
원	9817	13.0%
정	9457	12.5%
단	9315	12.3%
농	9306	12.3%
지	9306	12.3%
시	5440	7.2%
군	4242	5.6%
주	1804	2.4%
천	1100	1.5%
성	985	1.3%
Other values (107)	14889	19.7%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	75661	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
원	9817	13.0%
정	9457	12.5%
단	9315	12.3%
농	9306	12.3%
지	9306	12.3%
시	5440	7.2%
군	4242	5.6%
주	1804	2.4%
천	1100	1.5%
성	985	1.3%
Other values (107)	14889	19.7%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	75661	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
원	9817	13.0%
정	9457	12.5%
단	9315	12.3%
농	9306	12.3%
지	9306	12.3%
시	5440	7.2%
군	4242	5.6%
주	1804	2.4%
천	1100	1.5%
성	985	1.3%
Other values (107)	14889	19.7%

지역농협
Text

Distinct	1693
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	14
Median length	13
Mean length	6.7016
Min length	4

Characters and Unicode

Total characters	67016
Distinct characters	310
Distinct categories	4 ?
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	243 ?
Unique (%)	2.4%

Sample

1st row	임실농협 청웅지점
2nd row	동계농협
3rd row	광명농협 학온지점
4th row	산청군농협 오전지점
5th row	부북농협

Value	Count	Frequency (%)
경제사업소	117	0.8%
남원농협	82	0.6%
산청군농협	77	0.5%
서부지점	75	0.5%
서귀포농협	68	0.5%
과천농협	63	0.4%
대저농협	61	0.4%
춘향골농협	61	0.4%
제주시농협	61	0.4%
대동농협	60	0.4%
Other values (1666)	14049	95.1%

Most occurring characters

Value	Count	Frequency (%)
농	10079	15.0%
협	10000	14.9%
	4774	7.1%
지	4579	6.8%
점	4289	6.4%
산	1453	2.2%
동	1233	1.8%
천	969	1.4%
남	852	1.3%
성	813	1.2%
Other values (300)	27975	41.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	61968	92.5%
Space Separator	4774	7.1%
Math Symbol	270	0.4%
Decimal Number	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
농	10079	16.3%
협	10000	16.1%
지	4579	7.4%
점	4289	6.9%
산	1453	2.3%
동	1233	2.0%
천	969	1.6%
남	852	1.4%
성	813	1.3%
서	753	1.2%
Other values (295)	26948	43.5%

Math Symbol

Value	Count	Frequency (%)
<	135	50.0%
>	135	50.0%

Decimal Number

Value	Count	Frequency (%)
2	3	75.0%
4	1	25.0%

Space Separator

Value	Count	Frequency (%)
	4774	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	61968	92.5%
Common	5048	7.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
농	10079	16.3%
협	10000	16.1%
지	4579	7.4%
점	4289	6.9%
산	1453	2.3%
동	1233	2.0%
천	969	1.6%
남	852	1.4%
성	813	1.3%
서	753	1.2%
Other values (295)	26948	43.5%

Common

Value	Count	Frequency (%)
	4774	94.6%
<	135	2.7%
>	135	2.7%
2	3	0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	61968	92.5%
ASCII	5048	7.5%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
농	10079	16.3%
협	10000	16.1%
지	4579	7.4%
점	4289	6.9%
산	1453	2.3%
동	1233	2.0%
천	969	1.6%
남	852	1.4%
성	813	1.3%
서	753	1.2%
Other values (295)	26948	43.5%

ASCII

Value	Count	Frequency (%)
	4774	94.6%
<	135	2.7%
>	135	2.7%
2	3	0.1%
4	1	< 0.1%

등록년도
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

2013	3414
2012	3372
2011	3214

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2011
2nd row	2012
3rd row	2012
4th row	2011
5th row	2011

Common Values

Value	Count	Frequency (%)
2013	3414	34.1%
2012	3372	33.7%
2011	3214	32.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2013	3414	34.1%
2012	3372	33.7%
2011	3214	32.1%

작목명
Text

Distinct	222
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	11
Median length	10
Mean length	3.378
Min length	1

Characters and Unicode

Total characters	33780
Distinct characters	228
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

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

Unique

Unique	28 ?
Unique (%)	0.3%

Sample

1st row	토마토
2nd row	닭(육계)
3rd row	튜울립
4th row	상추
5th row	백합(나리)

Value	Count	Frequency (%)
닭(육계	779	7.1%
고추	725	6.6%
돼지	703	6.4%
토마토	614	5.6%
느타리버섯	440	4.0%
채소	421	3.8%
오이	395	3.6%
딸기	373	3.4%
오리	282	2.6%
상추	281	2.6%
Other values (178)	5947	54.3%

Most occurring characters

Value	Count	Frequency (%)
토	1605	4.8%
)	1464	4.3%
(	1464	4.3%
추	1335	4.0%
리	1095	3.2%
닭	1049	3.1%
계	1049	3.1%
고	973	2.9%
	960	2.8%
℃	952	2.8%
Other values (218)	21834	64.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	27236	80.6%
Decimal Number	1704	5.0%
Close Punctuation	1464	4.3%
Open Punctuation	1464	4.3%
Space Separator	960	2.8%
Other Symbol	952	2.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
토	1605	5.9%
추	1335	4.9%
리	1095	4.0%
닭	1049	3.9%
계	1049	3.9%
고	973	3.6%
지	855	3.1%
마	809	3.0%
육	805	3.0%
소	786	2.9%
Other values (204)	16875	62.0%

Decimal Number

Value	Count	Frequency (%)
1	520	30.5%
2	301	17.7%
0	229	13.4%
3	192	11.3%
5	187	11.0%
8	118	6.9%
7	49	2.9%
6	45	2.6%
4	39	2.3%
9	24	1.4%

Close Punctuation

Value	Count	Frequency (%)
)	1464	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1464	100.0%

Space Separator

Value	Count	Frequency (%)
	960	100.0%

Other Symbol

Value	Count	Frequency (%)
℃	952	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	27236	80.6%
Common	6544	19.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
토	1605	5.9%
추	1335	4.9%
리	1095	4.0%
닭	1049	3.9%
계	1049	3.9%
고	973	3.6%
지	855	3.1%
마	809	3.0%
육	805	3.0%
소	786	2.9%
Other values (204)	16875	62.0%

Common

Value	Count	Frequency (%)
)	1464	22.4%
(	1464	22.4%
	960	14.7%
℃	952	14.5%
1	520	7.9%
2	301	4.6%
0	229	3.5%
3	192	2.9%
5	187	2.9%
8	118	1.8%
Other values (4)	157	2.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	27236	80.6%
ASCII	5592	16.6%
Letterlike Symbols	952	2.8%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
토	1605	5.9%
추	1335	4.9%
리	1095	4.0%
닭	1049	3.9%
계	1049	3.9%
고	973	3.6%
지	855	3.1%
마	809	3.0%
육	805	3.0%
소	786	2.9%
Other values (204)	16875	62.0%

ASCII

Value	Count	Frequency (%)
)	1464	26.2%
(	1464	26.2%
	960	17.2%
1	520	9.3%
2	301	5.4%
0	229	4.1%
3	192	3.4%
5	187	3.3%
8	118	2.1%
7	49	0.9%
Other values (3)	108	1.9%

Letterlike Symbols

Value	Count	Frequency (%)
℃	952	100.0%

유종명
Categorical

IMBALANCE

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

경유	7453
실내등유	2245
중유	285
가스(난방)	15
부생연료유1호	2

Length

Max length	7
Median length	2
Mean length	2.456
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	경유
2nd row	경유
3rd row	경유
4th row	실내등유
5th row	경유

Common Values

Value	Count	Frequency (%)
경유	7453	74.5%
실내등유	2245	22.4%
중유	285	2.9%
가스(난방)	15	0.1%
부생연료유1호	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
경유	7453	74.5%
실내등유	2245	22.4%
중유	285	2.9%
가스(난방	15	0.1%
부생연료유1호	2	< 0.1%

영농합계면적(㎡)
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1944
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13419.26

Minimum	1
Maximum	11146720
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	330
Q1	1320
median	3300
Q3	7920
95-th percentile	36795
Maximum	11146720
Range	11146719
Interquartile range (IQR)	6600

Descriptive statistics

Standard deviation	125935.33
Coefficient of variation (CV)	9.3846706
Kurtosis	6150.6847
Mean	13419.26
Median Absolute Deviation (MAD)	2343
Skewness	71.448704
Sum	1.341926 × 10⁸
Variance	1.5859708 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1980.0	469	4.7%
3300.0	425	4.2%
660.0	409	4.1%
990.0	370	3.7%
1650.0	349	3.5%
1320.0	339	3.4%
330.0	303	3.0%
2640.0	299	3.0%
3960.0	269	2.7%
6600.0	220	2.2%
Other values (1934)	6548	65.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.0	1	< 0.1%
3.3	3	< 0.1%
6.6	1	< 0.1%
13.2	1	< 0.1%
16.5	3	< 0.1%
17.2	1	< 0.1%
23.1	1	< 0.1%
29.7	1	< 0.1%
33.0	3	< 0.1%
36.3	1	< 0.1%

Value	Count	Frequency (%)
11146720.2	1	< 0.1%
3047639.1	1	< 0.1%
1530507.0	1	< 0.1%
1393887.3	1	< 0.1%
1251979.4	1	< 0.1%
1124529.8	1	< 0.1%
1026531.0	1	< 0.1%
1007685.4	1	< 0.1%
940044.9	1	< 0.1%
777176.4	1	< 0.1%

사육두수
Real number (ℝ)

SKEWED ZEROS

Distinct	963
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	161368.03

Minimum	0
Maximum	1.000708 × 10⁹
Zeros	7721
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	300000
Maximum	1.000708 × 10⁹
Range	1.000708 × 10⁹
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10012912
Coefficient of variation (CV)	62.05016
Kurtosis	9974.27
Mean	161368.03
Median Absolute Deviation (MAD)	0
Skewness	99.807755
Sum	1.6136803 × 10⁹
Variance	1.0025841 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7721	77.2%
100	49	0.5%
60000	36	0.4%
100000	33	0.3%
150000	32	0.3%
300000	29	0.3%
200	28	0.3%
1000	26	0.3%
50	26	0.3%
150	24	0.2%
Other values (953)	1996	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7721	77.2%
1	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
6	3	< 0.1%
7	5	0.1%
8	3	< 0.1%
10	11	0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
1000707999	1	< 0.1%
14720280	1	< 0.1%
12111200	1	< 0.1%
8831000	1	< 0.1%
5718000	1	< 0.1%
5390500	1	< 0.1%
4548000	1	< 0.1%
4443100	1	< 0.1%
4272600	1	< 0.1%
4184500	1	< 0.1%

경유
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	853
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13883.882

Minimum	0
Maximum	2430200
Zeros	1591
Zeros (%)	15.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	3000
Q3	8200
95-th percentile	46000
Maximum	2430200
Range	2430200
Interquartile range (IQR)	7200

Descriptive statistics

Standard deviation	66953.2
Coefficient of variation (CV)	4.8223688
Kurtosis	471.60124
Mean	13883.882
Median Absolute Deviation (MAD)	2800
Skewness	18.422381
Sum	1.3883882 × 10⁸
Variance	4.482731 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1591	15.9%
2000	844	8.4%
1000	624	6.2%
3000	482	4.8%
4000	397	4.0%
5000	322	3.2%
6000	290	2.9%
600	266	2.7%
400	231	2.3%
10000	181	1.8%
Other values (843)	4772	47.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1591	15.9%
1	3	< 0.1%
4	1	< 0.1%
20	1	< 0.1%
40	2	< 0.1%
45	2	< 0.1%
50	2	< 0.1%
60	2	< 0.1%
65	1	< 0.1%
80	4	< 0.1%

Value	Count	Frequency (%)
2430200	1	< 0.1%
2128700	1	< 0.1%
1753200	1	< 0.1%
1697300	1	< 0.1%
1660000	1	< 0.1%
1539700	1	< 0.1%
1273900	1	< 0.1%
1250000	1	< 0.1%
1075000	1	< 0.1%
999700	1	< 0.1%

실내등유
Real number (ℝ)

SKEWED ZEROS

Distinct	277
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1385.8421

Minimum	0
Maximum	345000
Zeros	6935
Zeros (%)	69.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	800
95-th percentile	6205
Maximum	345000
Range	345000
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	6014.9138
Coefficient of variation (CV)	4.3402591
Kurtosis	1143.7751
Mean	1385.8421
Median Absolute Deviation (MAD)	0
Skewness	24.490379
Sum	13858421
Variance	36179188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6935	69.3%
1000	363	3.6%
2000	352	3.5%
600	244	2.4%
3000	198	2.0%
400	186	1.9%
4000	116	1.2%
5000	103	1.0%
1200	97	1.0%
800	70	0.7%
Other values (267)	1336	13.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6935	69.3%
20	1	< 0.1%
40	1	< 0.1%
45	1	< 0.1%
50	2	< 0.1%
60	1	< 0.1%
80	1	< 0.1%
100	6	0.1%
110	1	< 0.1%
120	2	< 0.1%

Value	Count	Frequency (%)
345000	1	< 0.1%
141000	1	< 0.1%
103000	1	< 0.1%
100000	1	< 0.1%
96600	1	< 0.1%
96000	1	< 0.1%
87000	1	< 0.1%
76500	1	< 0.1%
72400	1	< 0.1%
68500	1	< 0.1%

보일러등유
Real number (ℝ)

SKEWED ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.61

Minimum	0
Maximum	28000
Zeros	9968
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	28000
Range	28000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	453.01222
Coefficient of variation (CV)	31.006996
Kurtosis	2284.1091
Mean	14.61
Median Absolute Deviation (MAD)	0
Skewness	44.81499
Sum	146100
Variance	205220.07
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	9968	99.7%
2000	3	< 0.1%
800	3	< 0.1%
400	3	< 0.1%
600	3	< 0.1%
1000	2	< 0.1%
100	2	< 0.1%
5000	2	< 0.1%
6000	2	< 0.1%
4500	2	< 0.1%
Other values (9)	10	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9968	99.7%
100	2	< 0.1%
200	1	< 0.1%
400	3	< 0.1%
500	1	< 0.1%
600	3	< 0.1%
800	3	< 0.1%
1000	2	< 0.1%
2000	3	< 0.1%
2800	1	< 0.1%

Value	Count	Frequency (%)
28000	1	< 0.1%
20000	1	< 0.1%
19000	1	< 0.1%
15000	1	< 0.1%
8000	1	< 0.1%
6000	2	< 0.1%
5000	2	< 0.1%
4500	2	< 0.1%
4000	2	< 0.1%
2800	1	< 0.1%

중유
Real number (ℝ)

SKEWED ZEROS

Distinct	144
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2595.89

Minimum	0
Maximum	2070200
Zeros	9421
Zeros (%)	94.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6000
Maximum	2070200
Range	2070200
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	34939.33
Coefficient of variation (CV)	13.45948
Kurtosis	1979.1693
Mean	2595.89
Median Absolute Deviation (MAD)	0
Skewness	39.926451
Sum	25958900
Variance	1.2207568 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9421	94.2%
20000	52	0.5%
10000	52	0.5%
6000	32	0.3%
8000	31	0.3%
5000	30	0.3%
12000	23	0.2%
7000	18	0.2%
4000	17	0.2%
16000	16	0.2%
Other values (134)	308	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9421	94.2%
500	1	< 0.1%
1000	7	0.1%
1400	2	< 0.1%
2000	9	0.1%
2500	1	< 0.1%
3000	6	0.1%
4000	17	0.2%
4700	2	< 0.1%
5000	30	0.3%

Value	Count	Frequency (%)
2070200	1	< 0.1%
1595000	1	< 0.1%
1431200	1	< 0.1%
771000	1	< 0.1%
595200	1	< 0.1%
436000	1	< 0.1%
421600	1	< 0.1%
381000	1	< 0.1%
367000	1	< 0.1%
350000	1	< 0.1%

가스
Real number (ℝ)

SKEWED ZEROS

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.11

Minimum	0
Maximum	228000
Zeros	9981
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	228000
Range	228000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2695.2062
Coefficient of variation (CV)	48.034329
Kurtosis	5353.7639
Mean	56.11
Median Absolute Deviation (MAD)	0
Skewness	68.494842
Sum	561100
Variance	7264136.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	9981	99.8%
3000	4	< 0.1%
2900	2	< 0.1%
86000	2	< 0.1%
1800	1	< 0.1%
50	1	< 0.1%
1900	1	< 0.1%
60000	1	< 0.1%
1000	1	< 0.1%
250	1	< 0.1%
Other values (5)	5	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9981	99.8%
50	1	< 0.1%
250	1	< 0.1%
1000	1	< 0.1%
1800	1	< 0.1%
1900	1	< 0.1%
2900	2	< 0.1%
3000	4	< 0.1%
5600	1	< 0.1%
13200	1	< 0.1%

Value	Count	Frequency (%)
228000	1	< 0.1%
86000	2	< 0.1%
60000	1	< 0.1%
41000	1	< 0.1%
18500	1	< 0.1%
13200	1	< 0.1%
5600	1	< 0.1%
3000	4	< 0.1%
2900	2	< 0.1%
1900	1	< 0.1%

Heatmap
Table

	지역본부	등록년도	유종명	영농합계면적(㎡)	사육두수	경유	실내등유	보일러등유	중유	가스
지역본부	1.000	0.000	0.248	0.014	0.000	0.107	0.021	0.052	0.125	0.000
등록년도	0.000	1.000	0.052	0.000	0.000	0.030	0.016	0.000	0.000	0.013
유종명	0.248	0.052	1.000	0.000	0.000	0.000	0.079	0.000	0.110	0.565
영농합계면적(㎡)	0.014	0.000	0.000	1.000	0.000	0.684	0.057	0.000	0.263	0.000
사육두수	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000
경유	0.107	0.030	0.000	0.684	0.000	1.000	0.763	0.222	0.590	0.000
실내등유	0.021	0.016	0.079	0.057	0.000	0.763	1.000	0.114	0.200	0.000
보일러등유	0.052	0.000	0.000	0.000	0.000	0.222	0.114	1.000	0.171	0.000
중유	0.125	0.000	0.110	0.263	0.000	0.590	0.200	0.171	1.000	0.000
가스	0.000	0.013	0.565	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	유종명	지역본부	등록년도
유종명	1.000	0.129	0.039
지역본부	0.129	1.000	0.000
등록년도	0.039	0.000	1.000

Heatmap
Table

	영농합계면적(㎡)	사육두수	경유	실내등유	보일러등유	중유	가스	지역본부	등록년도	유종명
영농합계면적(㎡)	1.000	0.032	0.508	0.128	0.025	0.178	0.037	0.007	0.000	0.000
사육두수	0.032	1.000	-0.107	0.348	-0.006	-0.131	0.070	0.000	0.000	0.000
경유	0.508	-0.107	1.000	-0.157	0.007	0.187	-0.011	0.042	0.018	0.000
실내등유	0.128	0.348	-0.157	1.000	0.019	-0.012	0.002	0.011	0.012	0.030
보일러등유	0.025	-0.006	0.007	0.019	1.000	0.072	-0.002	0.024	0.000	0.000
중유	0.178	-0.131	0.187	-0.012	0.072	1.000	-0.011	0.057	0.000	0.070
가스	0.037	0.070	-0.011	0.002	-0.002	-0.011	1.000	0.000	0.010	0.241
지역본부	0.007	0.000	0.042	0.011	0.024	0.057	0.000	1.000	0.000	0.129
등록년도	0.000	0.000	0.018	0.012	0.000	0.000	0.010	0.000	1.000	0.039
유종명	0.000	0.000	0.000	0.030	0.000	0.070	0.241	0.129	0.039	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

	지역본부	시지부	지역농협	등록년도	작목명	유종명	영농합계면적(㎡)	사육두수	경유	실내등유	중유
17299	전북지역본부	임실군농정지원단	임실농협 청웅지점	2011	토마토	경유	7920.0	0	6000	0	32000
42182	전북지역본부	순창군농정지원단	동계농협	2012	닭(육계)	경유	5874.0	840000	19600	3500	0
25521	경기지역본부	광명시농정지원단	광명농협 학온지점	2012	튜울립	경유	990.0	0	12000	0	0
6614	경남지역본부	산청군농정지원단	산청군농협 오전지점	2011	상추	실내등유	1320.0	0	0	800	0
6285	경남지역본부	밀양시농정지원단	부북농협	2011	백합(나리)	경유	3960.0	0	8200	0	0
71558	제주지역본부	제주시농정지원단	함덕농협	2013	깻잎	경유	2409.0	0	2200	0	0
47007	충남지역본부	서천군농정지원단	장항농협	2012	7℃ 채소	실내등유	1996.5	0	4000	3000	0
9651	경북지역본부	영천시농정지원단	금호농협 대창지점	2011	포도	경유	4851.0	0	3000	0	0
16120	전북지역본부	김제시농정지원단	용지농협	2011	닭(육계)	경유	6930.0	60000	6600	0	0
53771	경기지역본부	연천군농정지원단	전곡농협	2013	소(한우)	경유	3405.6	146	3000	0	0

	지역본부	시지부	지역농협	등록년도	작목명	유종명	영농합계면적(㎡)	사육두수	경유	실내등유
56361	경남지역본부	김해시농정지원단	김해농협 서김해지점	2013	벤자민	경유	2310.0	0	5000	0
68222	전북지역본부	남원시농정지원단	운봉농협	2013	파프리카	실내등유	28875.0	0	8600	15600
9058	경북지역본부	상주시농정지원단	은척농협	2011	닭(육계)	실내등유	6642.9	45000	0	3000
63422	서울지역본부	<NA>	남서울농협	2013	15℃ 채소	경유	330.0	0	4000	0
69048	전북지역본부	익산시농정지원단	익산농협	2013	쑥갓	경유	3960.0	0	3000	0
71946	충남지역본부	금산군농정지원단	만인산농협 내부지점	2013	깻잎	경유	1155.0	0	2000	0
63905	인천지역본부	<NA>	서인천농협 서곶지점	2013	장미	경유	55869.0	0	74900	0
35609	경북지역본부	포항시농정지원단	포항농협	2012	토마토	경유	11880.0	0	8450	0
11345	대전지역본부	<NA>	진잠농협	2011	방울토마토	경유	990.0	0	7800	0
35987	광주지역본부	<NA>	송정농협	2012	오이	경유	1320.0	0	13700	0

Most frequently occurring

	지역본부	시지부	지역농협	등록년도	작목명	유종명	영농합계면적(㎡)	사육두수	경유	실내등유	# duplicates
3	전남지역본부	해남군농정지원단	화원농협	2013	닭(육계)	실내등유	330.0	30000	0	1000	3
0	경북지역본부	의성군농정지원단	서의성농협 단밀지점	2011	닭(육계)	경유	3960.0	738000	0	3000	2
1	인천지역본부	강화군농정지원단	강화농협	2012	돼지	실내등유	749.1	100	0	1000	2
2	전남지역본부	고흥군농정지원단	녹동농협	2013	방울토마토	경유	1650.0	0	4000	0	2
4	전북지역본부	순창군농정지원단	순창농협 팔덕지점	2013	닭(육계)	경유	5960.1	120000	13000	0	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Math Symbol

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Close Punctuation

Open Punctuation

Space Separator

Other Symbol

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Letterlike Symbols

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring