gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	734
Missing cells	734
Missing cells (%)	5.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	114.1 KiB
Average record size in memory	159.2 B

Variable types

Categorical	1
Text	2
Numeric	14
Unsupported	1

Dataset

Description	지역별 조건불리지역직불금 지급 농가통계, 지급현황 자료
Author	농림축산식품부
URL	https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20220216000000001985

Alerts

`지급대상자` is highly overall correlated with `지급대상면적(논)` and 8 other fields	High correlation
`지급대상면적(논)` is highly overall correlated with `지급대상자` and 6 other fields	High correlation
`지급대상면적(밭)` is highly overall correlated with `지급대상자` and 6 other fields	High correlation
`지급대상면적(과수)` is highly overall correlated with `지급액(국비)` and 5 other fields	High correlation
`지급대상면적(초지)` is highly overall correlated with `지급대상면적(초지).1`	High correlation
`지급액(국비)` is highly overall correlated with `지급대상자` and 10 other fields	High correlation
`지급액(지방비)` is highly overall correlated with `지급대상자` and 10 other fields	High correlation
`지급대상면적(논).1` is highly overall correlated with `지급대상자` and 6 other fields	High correlation
`지급대상면적(밭).1` is highly overall correlated with `지급대상자` and 6 other fields	High correlation
`지급대상면적(과수).1` is highly overall correlated with `지급대상면적(과수)` and 5 other fields	High correlation
`지급대상면적(초지).1` is highly overall correlated with `지급대상면적(초지)`	High correlation
`REAL_BOJO` is highly overall correlated with `지급대상자` and 10 other fields	High correlation
`GROUP_REAL_BOJO` is highly overall correlated with `지급대상자` and 10 other fields	High correlation
`Unnamed: 17` is highly overall correlated with `지급대상자` and 10 other fields	High correlation
`Unnamed: 10` has 734 (100.0%) missing values	Missing
`지급대상면적(밭).1` has unique values	Unique
`Unnamed: 10` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`지급대상면적(논)` has 171 (23.3%) zeros	Zeros
`지급대상면적(과수)` has 72 (9.8%) zeros	Zeros
`지급대상면적(초지)` has 565 (77.0%) zeros	Zeros
`지급대상면적(논).1` has 169 (23.0%) zeros	Zeros
`지급대상면적(과수).1` has 70 (9.5%) zeros	Zeros
`지급대상면적(초지).1` has 565 (77.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 03:48:48.036671
Analysis finished	2023-12-11 03:49:18.025411
Duration	29.99 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시도
Categorical

Distinct	13
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

경상북도	163
경상남도	137
전라남도	112
강원도	90
충청북도	76
Other values (8)	156

Length

Max length	7
Median length	4
Mean length	3.9250681
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	세종특별자치시
2nd row	세종특별자치시
3rd row	대구광역시
4th row	대구광역시
5th row	인천광역시

Common Values

Value	Count	Frequency (%)
경상북도	163	22.2%
경상남도	137	18.7%
전라남도	112	15.3%
강원도	90	12.3%
충청북도	76	10.4%
전라북도	47	6.4%
충청남도	44	6.0%
경기도	28	3.8%
인천광역시	20	2.7%
제주특별자치도	11	1.5%
Other values (3)	6	0.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경상북도	163	22.2%
경상남도	137	18.7%
전라남도	112	15.3%
강원도	90	12.3%
충청북도	76	10.4%
전라북도	47	6.4%
충청남도	44	6.0%
경기도	28	3.8%
인천광역시	20	2.7%
제주특별자치도	11	1.5%
Other values (3)	6	0.8%

시군
Text

Distinct	126
Distinct (%)	17.2%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

Length

Max length	4
Median length	3
Mean length	3.0108992
Min length	3

Characters and Unicode

Total characters	2210
Distinct characters	98
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	16 ?
Unique (%)	2.2%

Sample

1st row	세종시
2nd row	세종시
3rd row	달성군
4th row	달성군
5th row	강화군

Value	Count	Frequency (%)
안동시	14	1.9%
신안군	13	1.8%
강화군	13	1.8%
합천군	13	1.8%
완도군	12	1.6%
김천시	11	1.5%
의령군	11	1.5%
고흥군	10	1.4%
봉화군	10	1.4%
충주시	10	1.4%
Other values (116)	617	84.1%

Most occurring characters

Value	Count	Frequency (%)
군	490	22.2%
시	249	11.3%
천	106	4.8%
주	88	4.0%
양	69	3.1%
영	57	2.6%
성	55	2.5%
안	50	2.3%
산	48	2.2%
진	43	1.9%
Other values (88)	955	43.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	2210	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
군	490	22.2%
시	249	11.3%
천	106	4.8%
주	88	4.0%
양	69	3.1%
영	57	2.6%
성	55	2.5%
안	50	2.3%
산	48	2.2%
진	43	1.9%
Other values (88)	955	43.2%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	2210	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
군	490	22.2%
시	249	11.3%
천	106	4.8%
주	88	4.0%
양	69	3.1%
영	57	2.6%
성	55	2.5%
안	50	2.3%
산	48	2.2%
진	43	1.9%
Other values (88)	955	43.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	2210	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
군	490	22.2%
시	249	11.3%
천	106	4.8%
주	88	4.0%
양	69	3.1%
영	57	2.6%
성	55	2.5%
안	50	2.3%
산	48	2.2%
진	43	1.9%
Other values (88)	955	43.2%

읍면동
Text

Distinct	666
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

Length

Max length	4
Median length	3
Mean length	2.9632153
Min length	2

Characters and Unicode

Total characters	2175
Distinct characters	229
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	625 ?
Unique (%)	85.1%

Sample

1st row	부강면
2nd row	금남면
3rd row	가창면
4th row	현풍면
5th row	강화읍

Value	Count	Frequency (%)
남면	10	1.4%
북면	8	1.1%
서면	7	1.0%
동면	5	0.7%
산내면	4	0.5%
산외면	3	0.4%
군북면	3	0.4%
성산면	3	0.4%
안덕면	2	0.3%
삼계면	2	0.3%
Other values (656)	687	93.6%

Most occurring characters

Value	Count	Frequency (%)
면	640	29.4%
읍	95	4.4%
산	67	3.1%
남	47	2.2%
천	43	2.0%
동	42	1.9%
북	39	1.8%
서	31	1.4%
성	30	1.4%
곡	28	1.3%
Other values (219)	1113	51.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	2175	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
면	640	29.4%
읍	95	4.4%
산	67	3.1%
남	47	2.2%
천	43	2.0%
동	42	1.9%
북	39	1.8%
서	31	1.4%
성	30	1.4%
곡	28	1.3%
Other values (219)	1113	51.2%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	2175	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
면	640	29.4%
읍	95	4.4%
산	67	3.1%
남	47	2.2%
천	43	2.0%
동	42	1.9%
북	39	1.8%
서	31	1.4%
성	30	1.4%
곡	28	1.3%
Other values (219)	1113	51.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	2175	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
면	640	29.4%
읍	95	4.4%
산	67	3.1%
남	47	2.2%
천	43	2.0%
동	42	1.9%
북	39	1.8%
서	31	1.4%
성	30	1.4%
곡	28	1.3%
Other values (219)	1113	51.2%

지급대상자
Real number (ℝ)

HIGH CORRELATION

Distinct	345
Distinct (%)	47.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202.6485

Minimum	1
Maximum	3624
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	1
5-th percentile	13
Q1	44.25
median	105
Q3	239.75
95-th percentile	608.1
Maximum	3624
Range	3623
Interquartile range (IQR)	195.5

Descriptive statistics

Standard deviation	343.736
Coefficient of variation (CV)	1.6962178
Kurtosis	42.22102
Mean	202.6485
Median Absolute Deviation (MAD)	76
Skewness	5.6949163
Sum	148744
Variance	118154.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	12	1.6%
24	10	1.4%
21	8	1.1%
19	8	1.1%
26	7	1.0%
39	7	1.0%
78	7	1.0%
46	7	1.0%
61	6	0.8%
47	6	0.8%
Other values (335)	656	89.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	5	0.7%
4	4	0.5%
5	4	0.5%
6	3	0.4%
7	2	0.3%
8	2	0.3%
9	4	0.5%
11	5	0.7%

Value	Count	Frequency (%)
3624	1	0.1%
3387	1	0.1%
3083	1	0.1%
2827	1	0.1%
2586	1	0.1%
2369	1	0.1%
2316	1	0.1%
1886	1	0.1%
1810	1	0.1%
1731	1	0.1%

지급대상면적(논)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	310
Distinct (%)	42.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.904632

Minimum	0
Maximum	1033.9
Zeros	171
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.4
median	5.55
Q3	18.1
95-th percentile	83.025
Maximum	1033.9
Range	1033.9
Interquartile range (IQR)	17.7

Descriptive statistics

Standard deviation	50.705093
Coefficient of variation (CV)	2.6821518
Kurtosis	222.76559
Mean	18.904632
Median Absolute Deviation (MAD)	5.55
Skewness	12.17775
Sum	13876
Variance	2571.0065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	171	23.3%
0.4	11	1.5%
3.3	11	1.5%
0.8	10	1.4%
0.7	8	1.1%
8.3	7	1.0%
3.8	7	1.0%
2.8	7	1.0%
1.5	7	1.0%
3.2	6	0.8%
Other values (300)	489	66.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	171	23.3%
0.1	4	0.5%
0.2	3	0.4%
0.3	3	0.4%
0.4	11	1.5%
0.5	4	0.5%
0.6	2	0.3%
0.7	8	1.1%
0.8	10	1.4%
0.9	4	0.5%

Value	Count	Frequency (%)
1033.9	1	0.1%
306.8	1	0.1%
297.7	1	0.1%
235.8	1	0.1%
210.3	1	0.1%
201.0	1	0.1%
199.8	1	0.1%
179.6	1	0.1%
178.8	1	0.1%
167.0	1	0.1%

지급대상면적(밭)
Real number (ℝ)

HIGH CORRELATION

Distinct	703
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	995.49074

Minimum	1
Maximum	26000.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	1
5-th percentile	24.965
Q1	108.45
median	338.25
Q3	1005.325
95-th percentile	3730.56
Maximum	26000.6
Range	25999.6
Interquartile range (IQR)	896.875

Descriptive statistics

Standard deviation	2098.2545
Coefficient of variation (CV)	2.1077589
Kurtosis	51.331673
Mean	995.49074
Median Absolute Deviation (MAD)	275.5
Skewness	6.0807692
Sum	730690.2
Variance	4402671.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.4	3	0.4%
50.3	3	0.4%
8.3	2	0.3%
484.9	2	0.3%
133.7	2	0.3%
69.9	2	0.3%
38.5	2	0.3%
178.6	2	0.3%
166.2	2	0.3%
964.2	2	0.3%
Other values (693)	712	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.0	1	0.1%
1.1	1	0.1%
1.4	1	0.1%
3.0	1	0.1%
4.3	2	0.3%
6.1	1	0.1%
7.9	1	0.1%
8.3	2	0.3%
9.1	1	0.1%
9.4	3	0.4%

Value	Count	Frequency (%)
26000.6	1	0.1%
21167.4	1	0.1%
17434.3	1	0.1%
16560.1	1	0.1%
12744.4	1	0.1%
12167.6	1	0.1%
10842.4	1	0.1%
9849.8	1	0.1%
9258.6	1	0.1%
8700.1	1	0.1%

지급대상면적(과수)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	545
Distinct (%)	74.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	271.86362

Minimum	0
Maximum	26679.7
Zeros	72
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8.55
median	42.35
Q3	147.9
95-th percentile	892.1
Maximum	26679.7
Range	26679.7
Interquartile range (IQR)	139.35

Descriptive statistics

Standard deviation	1324.8605
Coefficient of variation (CV)	4.8732542
Kurtosis	233.12789
Mean	271.86362
Median Absolute Deviation (MAD)	40.6
Skewness	13.515561
Sum	199547.9
Variance	1755255.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	72	9.8%
18.7	5	0.7%
1.0	4	0.5%
8.8	4	0.5%
0.3	4	0.5%
0.2	4	0.5%
23.6	3	0.4%
1.7	3	0.4%
11.3	3	0.4%
2.7	3	0.4%
Other values (535)	629	85.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	72	9.8%
0.1	2	0.3%
0.2	4	0.5%
0.3	4	0.5%
0.4	2	0.3%
0.5	1	0.1%
0.6	1	0.1%
0.7	2	0.3%
0.8	1	0.1%
0.9	1	0.1%

Value	Count	Frequency (%)
26679.7	1	0.1%
11213.9	1	0.1%
11144.0	1	0.1%
9321.3	1	0.1%
7704.4	1	0.1%
6861.4	1	0.1%
6559.1	1	0.1%
5380.0	1	0.1%
4176.6	1	0.1%
2830.7	1	0.1%

지급대상면적(초지)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	132
Distinct (%)	18.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.825341

Minimum	0
Maximum	9402.8
Zeros	565
Zeros (%)	77.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	82.955
Maximum	9402.8
Range	9402.8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	462.89391
Coefficient of variation (CV)	9.1075417
Kurtosis	267.79098
Mean	50.825341
Median Absolute Deviation (MAD)	0
Skewness	15.193978
Sum	37305.8
Variance	214270.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	565	77.0%
2.9	6	0.8%
0.5	5	0.7%
0.2	4	0.5%
0.4	4	0.5%
0.6	4	0.5%
1.9	4	0.5%
2.1	3	0.4%
0.3	3	0.4%
0.8	3	0.4%
Other values (122)	133	18.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	565	77.0%
0.1	2	0.3%
0.2	4	0.5%
0.3	3	0.4%
0.4	4	0.5%
0.5	5	0.7%
0.6	4	0.5%
0.7	1	0.1%
0.8	3	0.4%
0.9	1	0.1%

Value	Count	Frequency (%)
9402.8	1	0.1%
5892.4	1	0.1%
3123.4	1	0.1%
2816.2	1	0.1%
2698.5	1	0.1%
2174.3	1	0.1%
1562.5	1	0.1%
1382.4	1	0.1%
489.8	1	0.1%
468.6	1	0.1%

지급액(국비)
Real number (ℝ)

HIGH CORRELATION

Distinct	470
Distinct (%)	64.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.470981

Minimum	0.1
Maximum	1136.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0.1
5-th percentile	1.6
Q1	7.125
median	19.4
Q3	50.775
95-th percentile	177.04
Maximum	1136.9
Range	1136.8
Interquartile range (IQR)	43.65

Descriptive statistics

Standard deviation	117.86958
Coefficient of variation (CV)	2.2463765
Kurtosis	45.820958
Mean	52.470981
Median Absolute Deviation (MAD)	15.4
Skewness	6.2152176
Sum	38513.7
Variance	13893.238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.1	7	1.0%
3.7	6	0.8%
5.9	6	0.8%
9.8	6	0.8%
1.4	6	0.8%
2.6	5	0.7%
1.7	5	0.7%
3.3	5	0.7%
3.8	5	0.7%
11.2	5	0.7%
Other values (460)	678	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1	0.1%
0.2	2	0.3%
0.3	1	0.1%
0.4	3	0.4%
0.5	3	0.4%
0.6	1	0.1%
0.7	2	0.3%
0.8	1	0.1%
0.9	3	0.4%
1.0	3	0.4%

Value	Count	Frequency (%)
1136.9	1	0.1%
1102.1	1	0.1%
1062.2	1	0.1%
1010.3	1	0.1%
1000.8	1	0.1%
937.7	1	0.1%
856.2	1	0.1%
710.1	1	0.1%
701.7	1	0.1%
548.3	1	0.1%

지급액(지방비)
Real number (ℝ)

HIGH CORRELATION

Distinct	259
Distinct (%)	35.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.119346

Minimum	0
Maximum	284.2
Zeros	2
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	1.8
median	4.85
Q3	12.7
95-th percentile	44.31
Maximum	284.2
Range	284.2
Interquartile range (IQR)	10.9

Descriptive statistics

Standard deviation	29.467838
Coefficient of variation (CV)	2.2461362
Kurtosis	45.818196
Mean	13.119346
Median Absolute Deviation (MAD)	3.85
Skewness	6.215036
Sum	9629.6
Variance	868.35349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	17	2.3%
0.7	15	2.0%
0.4	15	2.0%
1.0	15	2.0%
1.4	13	1.8%
1.1	12	1.6%
0.8	12	1.6%
3.3	12	1.6%
1.5	11	1.5%
0.3	11	1.5%
Other values (249)	601	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	0.3%
0.1	9	1.2%
0.2	7	1.0%
0.3	11	1.5%
0.4	15	2.0%
0.5	9	1.2%
0.6	11	1.5%
0.7	15	2.0%
0.8	12	1.6%
0.9	17	2.3%

Value	Count	Frequency (%)
284.2	1	0.1%
275.5	1	0.1%
265.6	1	0.1%
252.6	1	0.1%
250.2	1	0.1%
234.4	1	0.1%
214.1	1	0.1%
177.5	1	0.1%
175.4	1	0.1%
137.1	1	0.1%

Unnamed: 10
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	734
Missing (%)	100.0%
Memory size	6.6 KiB

지급대상면적(논).1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	554
Distinct (%)	75.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18903.631

Minimum	0
Maximum	1033926
Zeros	169
Zeros (%)	23.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	406
median	5556
Q3	18129.5
95-th percentile	82988.55
Maximum	1033926
Range	1033926
Interquartile range (IQR)	17723.5

Descriptive statistics

Standard deviation	50706.137
Coefficient of variation (CV)	2.6823491
Kurtosis	222.77121
Mean	18903.631
Median Absolute Deviation (MAD)	5556
Skewness	12.17798
Sum	13875265
Variance	2.5711123 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	169	23.0%
8208	2	0.3%
1481	2	0.3%
1544	2	0.3%
429	2	0.3%
2644	2	0.3%
3298	2	0.3%
1958	2	0.3%
793	2	0.3%
450	2	0.3%
Other values (544)	547	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	169	23.0%
20	1	0.1%
40	1	0.1%
73	1	0.1%
93	1	0.1%
116	1	0.1%
120	1	0.1%
165	1	0.1%
187	1	0.1%
195	1	0.1%

Value	Count	Frequency (%)
1033926	1	0.1%
306847	1	0.1%
297670	1	0.1%
235794	1	0.1%
210343	1	0.1%
201022	1	0.1%
199784	1	0.1%
179629	1	0.1%
178758	1	0.1%
166985	1	0.1%

지급대상면적(밭).1
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	734
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	995490.2

Minimum	959
Maximum	26000640
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	959
5-th percentile	24976.5
Q1	108454.25
median	338269.5
Q3	1005337
95-th percentile	3730562.5
Maximum	26000640
Range	25999681
Interquartile range (IQR)	896882.75

Descriptive statistics

Standard deviation	2098254.1
Coefficient of variation (CV)	2.1077597
Kurtosis	51.331928
Mean	995490.2
Median Absolute Deviation (MAD)	275530
Skewness	6.0807825
Sum	7.3068981 × 10⁸
Variance	4.4026702 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8331	1	0.1%
20726	1	0.1%
402106	1	0.1%
415750	1	0.1%
1220077	1	0.1%
1060020	1	0.1%
165452	1	0.1%
1955490	1	0.1%
2528976	1	0.1%
822129	1	0.1%
Other values (724)	724	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
959	1	0.1%
1134	1	0.1%
1426	1	0.1%
3011	1	0.1%
4262	1	0.1%
4303	1	0.1%
6117	1	0.1%
7873	1	0.1%
8325	1	0.1%
8331	1	0.1%

Value	Count	Frequency (%)
26000640	1	0.1%
21167435	1	0.1%
17434279	1	0.1%
16560102	1	0.1%
12744384	1	0.1%
12167631	1	0.1%
10842383	1	0.1%
9849754	1	0.1%
9258556	1	0.1%
8700084	1	0.1%

지급대상면적(과수).1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	662
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	271864.52

Minimum	0
Maximum	26679682
Zeros	70
Zeros (%)	9.5%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8570.75
median	42334
Q3	147912
95-th percentile	892083.95
Maximum	26679682
Range	26679682
Interquartile range (IQR)	139341.25

Descriptive statistics

Standard deviation	1324859.5
Coefficient of variation (CV)	4.8732343
Kurtosis	233.128
Mean	271864.52
Median Absolute Deviation (MAD)	40581.5
Skewness	13.515566
Sum	1.9954856 × 10⁸
Variance	1.7552527 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	70	9.5%
18745	2	0.3%
1000	2	0.3%
22817	2	0.3%
628772	1	0.1%
196887	1	0.1%
179414	1	0.1%
391274	1	0.1%
408956	1	0.1%
353598	1	0.1%
Other values (652)	652	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	9.5%
5	1	0.1%
10	1	0.1%
50	1	0.1%
138	1	0.1%
160	1	0.1%
188	1	0.1%
200	1	0.1%
227	1	0.1%
255	1	0.1%

Value	Count	Frequency (%)
26679682	1	0.1%
11213881	1	0.1%
11144038	1	0.1%
9321275	1	0.1%
7704422	1	0.1%
6861371	1	0.1%
6559084	1	0.1%
5379953	1	0.1%
4176597	1	0.1%
2830699	1	0.1%

지급대상면적(초지).1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	167
Distinct (%)	22.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50825.373

Minimum	0
Maximum	9402835
Zeros	565
Zeros (%)	77.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	82952.6
Maximum	9402835
Range	9402835
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	462894.81
Coefficient of variation (CV)	9.1075536
Kurtosis	267.79142
Mean	50825.373
Median Absolute Deviation (MAD)	0
Skewness	15.193976
Sum	37305824
Variance	2.142716 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	565	77.0%
500	2	0.3%
2922	2	0.3%
159	2	0.3%
235721	1	0.1%
20854	1	0.1%
4394	1	0.1%
486	1	0.1%
1960	1	0.1%
783	1	0.1%
Other values (157)	157	21.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	565	77.0%
105	1	0.1%
109	1	0.1%
159	2	0.3%
162	1	0.1%
200	1	0.1%
294	1	0.1%
311	1	0.1%
348	1	0.1%
361	1	0.1%

Value	Count	Frequency (%)
9402835	1	0.1%
5892355	1	0.1%
3123448	1	0.1%
2816211	1	0.1%
2698476	1	0.1%
2174335	1	0.1%
1562509	1	0.1%
1382424	1	0.1%
489759	1	0.1%
468603	1	0.1%

REAL_BOJO
Real number (ℝ)

HIGH CORRELATION

Distinct	729
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49881940

Minimum	58000
Maximum	9.29441 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	58000
5-th percentile	1609850
Q1	7083500
median	18989500
Q3	50201750
95-th percentile	1.734188 × 10⁸
Maximum	9.29441 × 10⁸
Range	9.29383 × 10⁸
Interquartile range (IQR)	43118250

Descriptive statistics

Standard deviation	1.0240251 × 10⁸
Coefficient of variation (CV)	2.0528974
Kurtosis	37.952709
Mean	49881940
Median Absolute Deviation (MAD)	15096500
Skewness	5.5838697
Sum	3.6613344 × 10¹⁰
Variance	1.0486274 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11706000	2	0.3%
14661000	2	0.3%
9505000	2	0.3%
3343000	2	0.3%
3339000	2	0.3%
108219000	1	0.1%
6398000	1	0.1%
18461000	1	0.1%
21864000	1	0.1%
30816000	1	0.1%
Other values (719)	719	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
58000	1	0.1%
171000	1	0.1%
217000	1	0.1%
334000	1	0.1%
375000	1	0.1%
378000	1	0.1%
385000	1	0.1%
433000	1	0.1%
467000	1	0.1%
470000	1	0.1%

Value	Count	Frequency (%)
929441000	1	0.1%
911364000	1	0.1%
898648000	1	0.1%
883981000	1	0.1%
820477000	1	0.1%
736746000	1	0.1%
730143000	1	0.1%
614389000	1	0.1%
606277000	1	0.1%
456604000	1	0.1%

GROUP_REAL_BOJO
Real number (ℝ)

HIGH CORRELATION

Distinct	720
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15709309

Minimum	15000
Maximum	5.14241 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	15000
5-th percentile	405950
Q1	1832750
median	4957500
Q3	13069750
95-th percentile	46005200
Maximum	5.14241 × 10⁸
Range	5.14226 × 10⁸
Interquartile range (IQR)	11237000

Descriptive statistics

Standard deviation	46423491
Coefficient of variation (CV)	2.955158
Kurtosis	68.462301
Mean	15709309
Median Absolute Deviation (MAD)	3958000
Skewness	7.7892782
Sum	1.1530633 × 10¹⁰
Variance	2.1551406 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2883000	2	0.3%
1082000	2	0.3%
3387000	2	0.3%
647000	2	0.3%
6105000	2	0.3%
2378000	2	0.3%
350000	2	0.3%
971000	2	0.3%
420000	2	0.3%
919000	2	0.3%
Other values (710)	714	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15000	1	0.1%
44000	1	0.1%
55000	1	0.1%
84000	1	0.1%
94000	1	0.1%
96000	1	0.1%
97000	1	0.1%
117000	1	0.1%
118000	1	0.1%
150000	1	0.1%

Value	Count	Frequency (%)
514241000	1	0.1%
509811000	1	0.1%
479035000	1	0.1%
398342000	1	0.1%
378856000	1	0.1%
351640000	1	0.1%
340155000	1	0.1%
273282000	1	0.1%
270845000	1	0.1%
228783000	1	0.1%

Unnamed: 17
Real number (ℝ)

HIGH CORRELATION

Distinct	732
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65591249

Minimum	73000
Maximum	1.421175 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	73000
5-th percentile	2012800
Q1	8921250
median	24198000
Q3	63474500
95-th percentile	2.213501 × 10⁸
Maximum	1.421175 × 10⁹
Range	1.421102 × 10⁹
Interquartile range (IQR)	54553250

Descriptive statistics

Standard deviation	1.4733895 × 10⁸
Coefficient of variation (CV)	2.2463202
Kurtosis	45.821476
Mean	65591249
Median Absolute Deviation (MAD)	19200500
Skewness	6.2152488
Sum	4.8143977 × 10¹⁰
Variance	2.1708765 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4174000	2	0.3%
32477000	2	0.3%
23078000	1	0.1%
38522000	1	0.1%
167957000	1	0.1%
55182000	1	0.1%
27714000	1	0.1%
141056000	1	0.1%
135280000	1	0.1%
48235000	1	0.1%
Other values (722)	722	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
73000	1	0.1%
215000	1	0.1%
272000	1	0.1%
418000	1	0.1%
469000	1	0.1%
474000	1	0.1%
482000	1	0.1%
584000	1	0.1%
588000	1	0.1%
619000	1	0.1%

Value	Count	Frequency (%)
1421175000	1	0.1%
1377683000	1	0.1%
1327783000	1	0.1%
1262837000	1	0.1%
1250987000	1	0.1%
1172117000	1	0.1%
1070298000	1	0.1%
887671000	1	0.1%
877122000	1	0.1%
685387000	1	0.1%

Phik (φk)
Auto

Heatmap
Table

	시도	지급대상자	지급대상면적(논)	지급대상면적(밭)	지급대상면적(과수)	지급대상면적(초지)	지급액(국비)	지급액(지방비)	지급대상면적(논).1	지급대상면적(밭).1	지급대상면적(과수).1	지급대상면적(초지).1	REAL_BOJO	GROUP_REAL_BOJO	Unnamed: 17
시도	1.000	0.623	0.000	0.524	0.630	0.585	0.633	0.633	0.000	0.524	0.630	0.585	0.615	0.634	0.633
지급대상자	0.623	1.000	0.171	0.845	0.907	0.884	0.895	0.895	0.171	0.845	0.907	0.884	0.875	0.868	0.895
지급대상면적(논)	0.000	0.171	1.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.161	0.000	0.000
지급대상면적(밭)	0.524	0.845	0.000	1.000	0.730	0.668	0.900	0.900	0.000	1.000	0.730	0.668	0.846	0.935	0.900
지급대상면적(과수)	0.630	0.907	0.000	0.730	1.000	0.958	0.884	0.884	0.000	0.730	1.000	0.958	0.862	0.844	0.884
지급대상면적(초지)	0.585	0.884	0.000	0.668	0.958	1.000	0.930	0.930	0.000	0.668	0.958	1.000	0.869	0.845	0.930
지급액(국비)	0.633	0.895	0.000	0.900	0.884	0.930	1.000	1.000	0.000	0.900	0.884	0.930	0.984	0.925	1.000
지급액(지방비)	0.633	0.895	0.000	0.900	0.884	0.930	1.000	1.000	0.000	0.900	0.884	0.930	0.984	0.925	1.000
지급대상면적(논).1	0.000	0.171	1.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.161	0.000	0.000
지급대상면적(밭).1	0.524	0.845	0.000	1.000	0.730	0.668	0.900	0.900	0.000	1.000	0.730	0.668	0.846	0.935	0.900
지급대상면적(과수).1	0.630	0.907	0.000	0.730	1.000	0.958	0.884	0.884	0.000	0.730	1.000	0.958	0.862	0.844	0.884
지급대상면적(초지).1	0.585	0.884	0.000	0.668	0.958	1.000	0.930	0.930	0.000	0.668	0.958	1.000	0.869	0.845	0.930
REAL_BOJO	0.615	0.875	0.161	0.846	0.862	0.869	0.984	0.984	0.161	0.846	0.862	0.869	1.000	0.903	0.984
GROUP_REAL_BOJO	0.634	0.868	0.000	0.935	0.844	0.845	0.925	0.925	0.000	0.935	0.844	0.845	0.903	1.000	0.925
Unnamed: 17	0.633	0.895	0.000	0.900	0.884	0.930	1.000	1.000	0.000	0.900	0.884	0.930	0.984	0.925	1.000

Heatmap
Table

	지급대상자	지급대상면적(논)	지급대상면적(밭)	지급대상면적(과수)	지급대상면적(초지)	지급액(국비)	지급액(지방비)	지급대상면적(논).1	지급대상면적(밭).1	지급대상면적(과수).1	지급대상면적(초지).1	REAL_BOJO	GROUP_REAL_BOJO	Unnamed: 17	시도
지급대상자	1.000	0.558	0.901	0.493	0.324	0.941	0.942	0.558	0.901	0.493	0.324	0.942	0.935	0.941	0.315
지급대상면적(논)	0.558	1.000	0.487	0.351	0.115	0.525	0.525	1.000	0.487	0.351	0.116	0.526	0.519	0.525	0.000
지급대상면적(밭)	0.901	0.487	1.000	0.294	0.335	0.934	0.934	0.486	1.000	0.294	0.335	0.933	0.930	0.934	0.268
지급대상면적(과수)	0.493	0.351	0.294	1.000	0.130	0.509	0.509	0.351	0.294	1.000	0.130	0.512	0.504	0.510	0.373
지급대상면적(초지)	0.324	0.115	0.335	0.130	1.000	0.336	0.336	0.115	0.335	0.130	1.000	0.333	0.341	0.336	0.336
지급액(국비)	0.941	0.525	0.934	0.509	0.336	1.000	1.000	0.525	0.934	0.510	0.336	0.999	0.996	1.000	0.333
지급액(지방비)	0.942	0.525	0.934	0.509	0.336	1.000	1.000	0.525	0.934	0.510	0.336	0.999	0.996	1.000	0.333
지급대상면적(논).1	0.558	1.000	0.486	0.351	0.115	0.525	0.525	1.000	0.486	0.352	0.115	0.526	0.519	0.525	0.000
지급대상면적(밭).1	0.901	0.487	1.000	0.294	0.335	0.934	0.934	0.486	1.000	0.294	0.335	0.933	0.930	0.934	0.268
지급대상면적(과수).1	0.493	0.351	0.294	1.000	0.130	0.510	0.510	0.352	0.294	1.000	0.130	0.512	0.504	0.510	0.373
지급대상면적(초지).1	0.324	0.116	0.335	0.130	1.000	0.336	0.336	0.115	0.335	0.130	1.000	0.333	0.341	0.336	0.336
REAL_BOJO	0.942	0.526	0.933	0.512	0.333	0.999	0.999	0.526	0.933	0.512	0.333	1.000	0.992	0.999	0.319
GROUP_REAL_BOJO	0.935	0.519	0.930	0.504	0.341	0.996	0.996	0.519	0.930	0.504	0.341	0.992	1.000	0.996	0.350
Unnamed: 17	0.941	0.525	0.934	0.510	0.336	1.000	1.000	0.525	0.934	0.510	0.336	0.999	0.996	1.000	0.333
시도	0.315	0.000	0.268	0.373	0.336	0.333	0.333	0.000	0.268	0.373	0.336	0.319	0.350	0.333	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

	시도	시군	읍면동	지급대상자	지급대상면적(논)	지급대상면적(밭)	지급대상면적(과수)	지급액(국비)	지급액(지방비)	Unnamed: 10	지급대상면적(논).1	지급대상면적(밭).1	지급대상면적(과수).1	REAL_BOJO	GROUP_REAL_BOJO	Unnamed: 17
0	세종특별자치시	세종시	부강면	3	0.0	8.3	0.0	0.3	0.1	<NA>	0	8331	0	334000	84000	418000
1	세종특별자치시	세종시	금남면	26	0.0	80.7	7.1	3.5	0.9	<NA>	0	80689	7138	3514000	879000	4393000
2	대구광역시	달성군	가창면	92	0.0	154.6	72.2	9.1	2.3	<NA>	0	154558	72188	9074000	2274000	11348000
3	대구광역시	달성군	현풍면	29	0.0	40.2	29.6	2.8	0.7	<NA>	0	40209	29635	2795000	699000	3494000
4	인천광역시	강화군	강화읍	406	36.0	956.6	63.1	42.2	10.6	<NA>	35990	956614	63123	42238000	10565000	52803000
5	인천광역시	강화군	선원면	404	31.0	1006.6	25.6	42.5	10.6	<NA>	31002	1006616	25625	42534000	10637000	53171000
6	인천광역시	강화군	불은면	584	34.3	1957.9	44.0	81.5	20.4	<NA>	34345	1957882	44044	81455000	20368000	101823000
7	인천광역시	강화군	길상면	535	58.4	2022.6	147.3	89.1	22.3	<NA>	58410	2022635	147291	89143000	22294000	111437000
8	인천광역시	강화군	화도면	358	11.3	937.3	24.2	38.9	9.7	<NA>	11286	937261	24188	38919000	9736000	48655000
9	인천광역시	강화군	양도면	443	20.8	1014.7	121.3	46.3	11.6	<NA>	20848	1014651	121299	46278000	11573000	57851000

	시도	시군	읍면동	지급대상자	지급대상면적(논)	지급대상면적(밭)	지급대상면적(과수)	지급대상면적(초지)	지급액(국비)	지급액(지방비)	Unnamed: 10	지급대상면적(논).1	지급대상면적(밭).1	지급대상면적(과수).1	지급대상면적(초지).1	REAL_BOJO	GROUP_REAL_BOJO	Unnamed: 17
724	제주특별자치도	제주시	애월읍	3083	7.5	12744.4	9321.3	5892.4	1000.8	250.2	<NA>	7487	12744384	9321275	5892355	736746000	514241000	1250987000
725	제주특별자치도	제주시	구좌읍	2827	0.0	26000.6	465.7	2174.3	1102.1	275.5	<NA>	0	26000640	465713	2174335	898648000	479035000	1377683000
726	제주특별자치도	제주시	조천읍	1886	0.0	4979.1	11213.9	2698.5	701.7	175.4	<NA>	0	4979079	11213881	2698476	606277000	270845000	877122000
727	제주특별자치도	제주시	한경면	2586	12.7	16560.1	6861.4	16.1	937.7	234.4	<NA>	12651	16560102	6861371	16075	820477000	351640000	1172117000
728	제주특별자치도	제주시	우도면	194	0.0	1084.4	0.0	0.0	43.4	10.8	<NA>	0	1084404	0	0	43378000	10846000	54224000
729	제주특별자치도	서귀포시	대정읍	3387	3.8	21167.4	5380.0	8.5	1062.2	265.6	<NA>	3785	21167435	5379953	8487	929441000	398342000	1327783000
730	제주특별자치도	서귀포시	남원읍	3624	0.0	962.2	26679.7	1562.5	1136.9	284.2	<NA>	0	962236	26679682	1562509	911364000	509811000	1421175000
731	제주특별자치도	서귀포시	성산읍	2369	0.0	17434.3	7704.4	235.7	1010.3	252.6	<NA>	0	17434279	7704422	235721	883981000	378856000	1262837000
732	제주특별자치도	서귀포시	안덕면	1731	0.0	6457.2	6559.1	1382.4	548.3	137.1	<NA>	0	6457230	6559084	1382424	456604000	228783000	685387000
733	제주특별자치도	서귀포시	표선면	1810	0.0	8700.1	11144.0	3123.4	856.2	214.1	<NA>	0	8700084	11144038	3123448	730143000	340155000	1070298000

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

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Interactions

Correlations

Missing values

Sample