gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	10000
Missing cells	6
Missing cells (%)	< 0.1%
Duplicate rows	15
Duplicate rows (%)	0.1%
Total size in memory	1.4 MiB
Average record size in memory	150.0 B

Variable types

Categorical	3
Text	1
Numeric	12

Dataset

Description	현재 농작물재해보험에 계약된 과수작물로 품목명, 품종명, 재배방법, 표준수확량, 평년수확량, 가입수확량, 가입가격, 평년과실수, 가입과실수 현황
Author	농업정책보험금융원
URL	https://www.data.go.kr/data/15090466/fileData.do

Alerts

`기준년도` has constant value ""	Constant
Dataset has 15 (0.1%) duplicate rows	Duplicates
`주수` is highly overall correlated with `표준수확량` and 2 other fields	High correlation
`표준수확량` is highly overall correlated with `주수` and 4 other fields	High correlation
`평년수확량` is highly overall correlated with `주수` and 4 other fields	High correlation
`가입수확량` is highly overall correlated with `주수` and 4 other fields	High correlation
`가입가격` is highly overall correlated with `품목명`	High correlation
`평년과실수` is highly overall correlated with `표준수확량` and 4 other fields	High correlation
`가입과실수` is highly overall correlated with `표준수확량` and 4 other fields	High correlation
`재식주간거리` is highly overall correlated with `재식열간거리` and 2 other fields	High correlation
`재식열간거리` is highly overall correlated with `재식주간거리` and 2 other fields	High correlation
`재식면적` is highly overall correlated with `재식주간거리` and 2 other fields	High correlation
`과중` is highly overall correlated with `평년과실수` and 6 other fields	High correlation
`품목명` is highly overall correlated with `가입가격` and 2 other fields	High correlation
`재배방법구분코드` is highly overall correlated with `과중` and 1 other fields	High correlation
`표준수확량` has 284 (2.8%) zeros	Zeros
`평년수확량` has 286 (2.9%) zeros	Zeros
`가입수확량` has 286 (2.9%) zeros	Zeros
`가입가격` has 286 (2.9%) zeros	Zeros
`평년과실수` has 3147 (31.5%) zeros	Zeros
`가입과실수` has 3159 (31.6%) zeros	Zeros
`재식주간거리` has 8586 (85.9%) zeros	Zeros
`재식열간거리` has 8591 (85.9%) zeros	Zeros
`재식면적` has 8591 (85.9%) zeros	Zeros
`과중` has 3015 (30.1%) zeros	Zeros

Reproduction

Analysis started	2024-04-21 11:20:20.326908
Analysis finished	2024-04-21 11:20:55.904922
Duration	35.58 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

2022	10000

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2022
2nd row	2022
3rd row	2022
4th row	2022
5th row	2022

Common Values

Value	Count	Frequency (%)
2022	10000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2022	10000	100.0%

품목명
Categorical

HIGH CORRELATION

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

(적과전종합Ⅱ)사과	5253
복숭아	1198
(적과전종합Ⅱ)배	914
(적과전종합Ⅱ)떫은감	600
(종합)감귤	563
Other values (15)	1472

Length

Max length	11
Median length	10
Mean length	7.8626
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	복숭아
2nd row	(적과전종합Ⅱ)사과
3rd row	(적과전종합Ⅱ)사과
4th row	(적과전종합Ⅱ)사과
5th row	(적과전종합Ⅱ)사과

Common Values

Value	Count	Frequency (%)
(적과전종합Ⅱ)사과	5253	52.5%
복숭아	1198	12.0%
(적과전종합Ⅱ)배	914	9.1%
(적과전종합Ⅱ)떫은감	600	6.0%
(종합)감귤	563	5.6%
밤	410	4.1%
자두	259	2.6%
대추	233	2.3%
(적과전종합Ⅱ)단감	207	2.1%
포도	124	1.2%
Other values (10)	239	2.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
적과전종합ⅱ)사과	5253	52.5%
복숭아	1198	12.0%
적과전종합ⅱ)배	914	9.1%
적과전종합ⅱ)떫은감	600	6.0%
종합)감귤	563	5.6%
밤	410	4.1%
자두	259	2.6%
대추	233	2.3%
적과전종합ⅱ)단감	207	2.1%
포도	124	1.2%
Other values (10)	239	2.4%

품종명
Text

Distinct	180
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	20
Median length	14
Mean length	4.9072
Min length	2

Characters and Unicode

Total characters	49072
Distinct characters	204
Distinct categories	7 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	21 ?
Unique (%)	0.2%

Sample

1st row	천중도백도
2nd row	부사(후지)
3rd row	부사(후지)
4th row	감홍
5th row	아오리(쓰가루)

Value	Count	Frequency (%)
부사(후지	2614	26.1%
홍로	1208	12.1%
신고	643	6.4%
미얀마	391	3.9%
갑주백목(봉옥/대봉시/하찌야/도호감	355	3.5%
아오리(쓰가루	302	3.0%
궁천	298	3.0%
복조	196	2.0%
중생기타백도계	170	1.7%
양광	156	1.6%
Other values (170)	3667	36.7%

Most occurring characters

Value	Count	Frequency (%)
)	3831	7.8%
(	3831	7.8%
부	2805	5.7%
사	2730	5.6%
지	2714	5.5%
후	2623	5.3%
홍	1414	2.9%
도	1414	2.9%
로	1335	2.7%
/	1177	2.4%
Other values (194)	25198	51.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	39875	81.3%
Close Punctuation	3893	7.9%
Open Punctuation	3893	7.9%
Other Punctuation	1177	2.4%
Decimal Number	208	0.4%
Uppercase Letter	21	< 0.1%
Connector Punctuation	5	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
부	2805	7.0%
사	2730	6.8%
지	2714	6.8%
후	2623	6.6%
홍	1414	3.5%
도	1414	3.5%
로	1335	3.3%
시	1015	2.5%
생	945	2.4%
기	932	2.3%
Other values (180)	21948	55.0%

Decimal Number

Value	Count	Frequency (%)
1	105	50.5%
7	48	23.1%
5	48	23.1%
2	6	2.9%
3	1	0.5%

Uppercase Letter

Value	Count	Frequency (%)
B	7	33.3%
A	7	33.3%
M	7	33.3%

Close Punctuation

Value	Count	Frequency (%)
)	3831	98.4%
]	62	1.6%

Open Punctuation

Value	Count	Frequency (%)
(	3831	98.4%
[	62	1.6%

Other Punctuation

Value	Count	Frequency (%)
/	1177	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	39875	81.3%
Common	9176	18.7%
Latin	21	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
부	2805	7.0%
사	2730	6.8%
지	2714	6.8%
후	2623	6.6%
홍	1414	3.5%
도	1414	3.5%
로	1335	3.3%
시	1015	2.5%
생	945	2.4%
기	932	2.3%
Other values (180)	21948	55.0%

Common

Value	Count	Frequency (%)
)	3831	41.8%
(	3831	41.8%
/	1177	12.8%
1	105	1.1%
[	62	0.7%
]	62	0.7%
7	48	0.5%
5	48	0.5%
2	6	0.1%
_	5	0.1%

Latin

Value	Count	Frequency (%)
B	7	33.3%
A	7	33.3%
M	7	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	39875	81.3%
ASCII	9197	18.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
)	3831	41.7%
(	3831	41.7%
/	1177	12.8%
1	105	1.1%
[	62	0.7%
]	62	0.7%
7	48	0.5%
5	48	0.5%
B	7	0.1%
A	7	0.1%
Other values (4)	19	0.2%

Hangul

Value	Count	Frequency (%)
부	2805	7.0%
사	2730	6.8%
지	2714	6.8%
후	2623	6.6%
홍	1414	3.5%
도	1414	3.5%
로	1335	3.3%
시	1015	2.5%
생	945	2.4%
기	932	2.3%
Other values (180)	21948	55.0%

수령
Real number (ℝ)

Distinct	67
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.046

Minimum	0
Maximum	81
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	7
median	12
Q3	21
95-th percentile	35
Maximum	81
Range	81
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.243748
Coefficient of variation (CV)	0.68082867
Kurtosis	1.4779992
Mean	15.046
Median Absolute Deviation (MAD)	6
Skewness	1.2302754
Sum	150460
Variance	104.93438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	629	6.3%
8	628	6.3%
7	608	6.1%
10	557	5.6%
6	552	5.5%
5	524	5.2%
11	503	5.0%
4	464	4.6%
12	427	4.3%
13	352	3.5%
Other values (57)	4756	47.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	24	0.2%
2	85	0.9%
3	287	2.9%
4	464	4.6%
5	524	5.2%
6	552	5.5%
7	608	6.1%
8	628	6.3%
9	629	6.3%

Value	Count	Frequency (%)
81	1	< 0.1%
80	1	< 0.1%
74	1	< 0.1%
70	2	< 0.1%
66	1	< 0.1%
62	2	< 0.1%
61	2	< 0.1%
60	2	< 0.1%
59	1	< 0.1%
57	2	< 0.1%

주수
Real number (ℝ)

HIGH CORRELATION

Distinct	715
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152.2077

Minimum	0
Maximum	4295
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	30
median	80
Q3	200
95-th percentile	500
Maximum	4295
Range	4295
Interquartile range (IQR)	170

Descriptive statistics

Standard deviation	217.39247
Coefficient of variation (CV)	1.428262
Kurtosis	51.272312
Mean	152.2077
Median Absolute Deviation (MAD)	62
Skewness	5.1090263
Sum	1522077
Variance	47259.488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	262	2.6%
50	236	2.4%
100	220	2.2%
10	219	2.2%
30	208	2.1%
200	156	1.6%
40	153	1.5%
150	142	1.4%
15	140	1.4%
60	133	1.3%
Other values (705)	8131	81.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
1	53	0.5%
2	77	0.8%
3	89	0.9%
4	96	1.0%
5	132	1.3%
6	76	0.8%
7	76	0.8%
8	91	0.9%
9	64	0.6%

Value	Count	Frequency (%)
4295	1	< 0.1%
3750	1	< 0.1%
3500	1	< 0.1%
3000	3	< 0.1%
2950	1	< 0.1%
2500	2	< 0.1%
2200	1	< 0.1%
2140	1	< 0.1%
2023	1	< 0.1%
2000	1	< 0.1%

재배방법구분코드
Categorical

HIGH CORRELATION

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

1	2987
2	2916
0	2551
<NA>	1242
3	304

Length

Max length	4
Median length	1
Mean length	1.3726
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	2987	29.9%
2	2916	29.2%
0	2551	25.5%
<NA>	1242	12.4%
3	304	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2987	29.9%
2	2916	29.2%
0	2551	25.5%
na	1242	12.4%
3	304	3.0%

표준수확량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4333
Distinct (%)	43.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5436.9364

Minimum	-1
Maximum	125664
Zeros	284
Zeros (%)	2.8%
Negative	2
Negative (%)	< 0.1%
Memory size	166.0 KiB

Quantile statistics

Minimum	-1
5-th percentile	104
Q1	941
median	2810.5
Q3	6832.5
95-th percentile	19104.3
Maximum	125664
Range	125665
Interquartile range (IQR)	5891.5

Descriptive statistics

Standard deviation	8057.4378
Coefficient of variation (CV)	1.4819812
Kurtosis	39.148905
Mean	5436.9364
Median Absolute Deviation (MAD)	2282
Skewness	4.6781699
Sum	54369364
Variance	64922304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	284	2.8%
1200	22	0.2%
500	22	0.2%
420	22	0.2%
210	21	0.2%
2160	21	0.2%
1300	21	0.2%
1000	21	0.2%
1620	20	0.2%
450	20	0.2%
Other values (4323)	9526	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	2	< 0.1%
0	284	2.8%
10	2	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	2	< 0.1%
20	3	< 0.1%
21	2	< 0.1%
22	1	< 0.1%

Value	Count	Frequency (%)
125664	1	< 0.1%
124555	1	< 0.1%
121473	1	< 0.1%
117700	1	< 0.1%
116400	1	< 0.1%
111265	1	< 0.1%
96530	1	< 0.1%
90915	1	< 0.1%
80905	1	< 0.1%
72576	1	< 0.1%

평년수확량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6184
Distinct (%)	61.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5245.9766

Minimum	0
Maximum	156432
Zeros	286
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	93
Q1	887.75
median	2646
Q3	6437.25
95-th percentile	18327.85
Maximum	156432
Range	156432
Interquartile range (IQR)	5549.5

Descriptive statistics

Standard deviation	8116.5986
Coefficient of variation (CV)	1.5472045
Kurtosis	47.249782
Mean	5245.9766
Median Absolute Deviation (MAD)	2141
Skewness	5.107663
Sum	52459766
Variance	65879174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	286	2.9%
1530	9	0.1%
200	9	0.1%
209	9	0.1%
76	8	0.1%
213	8	0.1%
392	8	0.1%
328	8	0.1%
441	8	0.1%
505	8	0.1%
Other values (6174)	9639	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	286	2.9%
7	1	< 0.1%
9	1	< 0.1%
13	2	< 0.1%
14	2	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
18	2	< 0.1%
19	2	< 0.1%

Value	Count	Frequency (%)
156432	1	< 0.1%
146600	1	< 0.1%
111094	1	< 0.1%
99279	1	< 0.1%
99015	1	< 0.1%
97313	1	< 0.1%
90662	1	< 0.1%
89252	1	< 0.1%
88295	1	< 0.1%
85134	1	< 0.1%

가입수확량
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6151
Distinct (%)	61.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5215.9152

Minimum	0
Maximum	156432
Zeros	286
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	92
Q1	869.75
median	2607
Q3	6400.75
95-th percentile	18293.2
Maximum	156432
Range	156432
Interquartile range (IQR)	5531

Descriptive statistics

Standard deviation	8102.5826
Coefficient of variation (CV)	1.5534345
Kurtosis	47.546338
Mean	5215.9152
Median Absolute Deviation (MAD)	2114.5
Skewness	5.1265356
Sum	52159152
Variance	65651845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	286	2.9%
1530	9	0.1%
76	9	0.1%
209	9	0.1%
4200	8	0.1%
505	8	0.1%
247	8	0.1%
213	8	0.1%
200	8	0.1%
441	8	0.1%
Other values (6141)	9639	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	286	2.9%
7	1	< 0.1%
13	1	< 0.1%
14	2	< 0.1%
15	1	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18	2	< 0.1%
19	2	< 0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
156432	1	< 0.1%
146600	1	< 0.1%
111094	1	< 0.1%
99279	1	< 0.1%
99015	1	< 0.1%
97313	1	< 0.1%
90662	1	< 0.1%
89252	1	< 0.1%
88295	1	< 0.1%
85134	1	< 0.1%

가입가격
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2098.0734

Minimum	0
Maximum	12159
Zeros	286
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1045
Q1	1792
median	1868
Q3	2210
95-th percentile	4077
Maximum	12159
Range	12159
Interquartile range (IQR)	418

Descriptive statistics

Standard deviation	1351.861
Coefficient of variation (CV)	0.64433446
Kurtosis	28.78572
Mean	2098.0734
Median Absolute Deviation (MAD)	342
Skewness	4.6277143
Sum	20980734
Variance	1827528.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1868	3026	30.3%
2210	1189	11.9%
1336	642	6.4%
2450	457	4.6%
1045	431	4.3%
1217	353	3.5%
2222	330	3.3%
2114	298	3.0%
0	286	2.9%
2979	284	2.8%
Other values (55)	2704	27.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	286	2.9%
640	4	< 0.1%
805	37	0.4%
1045	431	4.3%
1066	182	1.8%
1106	157	1.6%
1153	113	1.1%
1217	353	3.5%
1250	1	< 0.1%
1261	60	0.6%

Value	Count	Frequency (%)
12159	16	0.2%
11870	38	0.4%
11135	46	0.5%
11090	6	0.1%
10942	21	0.2%
8586	5	0.1%
8263	30	0.3%
7928	6	0.1%
7656	1	< 0.1%
4954	14	0.1%

평년과실수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5795
Distinct (%)	58.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13095.001

Minimum	0
Maximum	521440
Zeros	3147
Zeros (%)	31.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3819
Q3	16570
95-th percentile	53791.45
Maximum	521440
Range	521440
Interquartile range (IQR)	16570

Descriptive statistics

Standard deviation	24209.485
Coefficient of variation (CV)	1.8487577
Kurtosis	52.8209
Mean	13095.001
Median Absolute Deviation (MAD)	3819
Skewness	5.2726924
Sum	1.3095001 × 10⁸
Variance	5.8609917 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3147	31.5%
517.0	6	0.1%
1373.0	6	0.1%
770.0	6	0.1%
380.0	5	0.1%
200.0	5	0.1%
1527.0	5	0.1%
567.0	5	0.1%
823.0	5	0.1%
997.0	5	0.1%
Other values (5785)	6805	68.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3147	31.5%
4.2	1	< 0.1%
4.5	1	< 0.1%
4.7	1	< 0.1%
5.0	3	< 0.1%
30.0	1	< 0.1%
42.0	1	< 0.1%
43.0	2	< 0.1%
44.0	1	< 0.1%
47.0	1	< 0.1%

Value	Count	Frequency (%)
521440.0	1	< 0.1%
365675.0	1	< 0.1%
330930.0	1	< 0.1%
330173.0	1	< 0.1%
296905.0	1	< 0.1%
294827.0	1	< 0.1%
294317.0	1	< 0.1%
283780.0	1	< 0.1%
270477.0	1	< 0.1%
268157.0	1	< 0.1%

가입과실수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5776
Distinct (%)	57.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13006.325

Minimum	0
Maximum	521440
Zeros	3159
Zeros (%)	31.6%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3700
Q3	16407.75
95-th percentile	53236.65
Maximum	521440
Range	521440
Interquartile range (IQR)	16407.75

Descriptive statistics

Standard deviation	24176.035
Coefficient of variation (CV)	1.8587907
Kurtosis	53.229501
Mean	13006.325
Median Absolute Deviation (MAD)	3700
Skewness	5.3026101
Sum	1.3006325 × 10⁸
Variance	5.8448067 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3159	31.6%
1300	8	0.1%
770	6	0.1%
560	6	0.1%
823	5	0.1%
1527	5	0.1%
533	5	0.1%
1203	5	0.1%
697	5	0.1%
517	5	0.1%
Other values (5766)	6791	67.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3159	31.6%
42	1	< 0.1%
43	1	< 0.1%
44	1	< 0.1%
47	1	< 0.1%
50	1	< 0.1%
52	1	< 0.1%
53	1	< 0.1%
64	2	< 0.1%
67	1	< 0.1%

Value	Count	Frequency (%)
521440	1	< 0.1%
365675	1	< 0.1%
330930	1	< 0.1%
330173	1	< 0.1%
296905	1	< 0.1%
294827	1	< 0.1%
294317	1	< 0.1%
283780	1	< 0.1%
270477	1	< 0.1%
268157	1	< 0.1%

재식주간거리
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	53
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.47496

Minimum	0
Maximum	10
Zeros	8586
Zeros (%)	85.9%
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	3.5
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2409724
Coefficient of variation (CV)	2.6127935
Kurtosis	5.5919108
Mean	0.47496
Median Absolute Deviation (MAD)	0
Skewness	2.5529979
Sum	4749.6
Variance	1.5400125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	8586	85.9%
3.0	443	4.4%
4.0	212	2.1%
5.0	146	1.5%
2.0	123	1.2%
2.5	66	0.7%
3.5	44	0.4%
6.0	36	0.4%
4.5	34	0.3%
2.7	22	0.2%
Other values (43)	288	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	8586	85.9%
0.25	2	< 0.1%
0.3	5	0.1%
0.4	4	< 0.1%
1.0	1	< 0.1%
1.1	1	< 0.1%
1.2	7	0.1%
1.3	4	< 0.1%
1.4	2	< 0.1%
1.5	17	0.2%

Value	Count	Frequency (%)
10.0	1	< 0.1%
7.0	4	< 0.1%
6.3	3	< 0.1%
6.0	36	0.4%
5.9	1	< 0.1%
5.6	1	< 0.1%
5.5	7	0.1%
5.4	4	< 0.1%
5.0	146	1.5%
4.9	5	0.1%

재식열간거리
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	49
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.512105

Minimum	0
Maximum	8
Zeros	8591
Zeros (%)	85.9%
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	4
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.3313737
Coefficient of variation (CV)	2.5998061
Kurtosis	5.1633368
Mean	0.512105
Median Absolute Deviation (MAD)	0
Skewness	2.5056033
Sum	5121.05
Variance	1.772556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0.0	8591	85.9%
4.0	265	2.6%
3.0	250	2.5%
5.0	164	1.6%
2.0	80	0.8%
6.0	74	0.7%
2.5	67	0.7%
3.5	61	0.6%
2.7	42	0.4%
4.5	42	0.4%
Other values (39)	364	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	8591	85.9%
1.0	1	< 0.1%
1.45	1	< 0.1%
1.5	7	0.1%
1.6	2	< 0.1%
1.7	1	< 0.1%
1.8	5	0.1%
1.9	3	< 0.1%
2.0	80	0.8%
2.1	7	0.1%

Value	Count	Frequency (%)
8.0	1	< 0.1%
7.0	9	0.1%
6.3	3	< 0.1%
6.0	74	0.7%
5.9	1	< 0.1%
5.7	2	< 0.1%
5.6	1	< 0.1%
5.5	12	0.1%
5.4	1	< 0.1%
5.2	3	< 0.1%

재식면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	214
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.833122

Minimum	0
Maximum	49
Zeros	8591
Zeros (%)	85.9%
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	12.96
Maximum	49
Range	49
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.3490472
Coefficient of variation (CV)	2.9179985
Kurtosis	14.249534
Mean	1.833122
Median Absolute Deviation (MAD)	0
Skewness	3.5564742
Sum	18331.22
Variance	28.612306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	8591	85.9%
9.0	147	1.5%
12.0	124	1.2%
25.0	78	0.8%
16.0	75	0.8%
20.0	71	0.7%
6.0	57	0.6%
30.0	34	0.3%
8.0	33	0.3%
7.5	29	0.3%
Other values (204)	761	7.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	8591	85.9%
0.36	1	< 0.1%
0.48	1	< 0.1%
0.6	1	< 0.1%
0.8	1	< 0.1%
0.88	2	< 0.1%
1.0	1	< 0.1%
1.8	1	< 0.1%
2.2	3	< 0.1%
2.25	2	< 0.1%

Value	Count	Frequency (%)
49.0	2	< 0.1%
48.0	1	< 0.1%
42.0	3	< 0.1%
39.69	2	< 0.1%
39.6	1	< 0.1%
36.0	19	0.2%
35.0	2	< 0.1%
34.81	1	< 0.1%
33.0	1	< 0.1%
30.8	1	< 0.1%

과중
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1636
Distinct (%)	16.4%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	228.38739

Minimum	0
Maximum	601.4325
Zeros	3015
Zeros (%)	30.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	300
Q3	300
95-th percentile	576.98962
Maximum	601.4325
Range	601.4325
Interquartile range (IQR)	300

Descriptive statistics

Standard deviation	171.57602
Coefficient of variation (CV)	0.75125
Kurtosis	-0.57020093
Mean	228.38739
Median Absolute Deviation (MAD)	12.5292
Skewness	0.056580805
Sum	2282503.5
Variance	29438.332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300.0	3748	37.5%
0.0	3015	30.1%
580.0	451	4.5%
270.0	326	3.3%
220.0	140	1.4%
154.0	53	0.5%
158.0	52	0.5%
180.0	35	0.4%
280.0	28	0.3%
370.0	25	0.2%
Other values (1626)	2121	21.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3015	30.1%
40.0	2	< 0.1%
59.0	2	< 0.1%
75.0	3	< 0.1%
80.0	9	0.1%
154.0	53	0.5%
158.0	52	0.5%
159.3422	1	< 0.1%
160.0	21	0.2%
160.1952	1	< 0.1%

Value	Count	Frequency (%)
601.4325	2	< 0.1%
598.4211	1	< 0.1%
586.3637	1	< 0.1%
583.9858	1	< 0.1%
581.65	3	< 0.1%
580.0	451	4.5%
579.9317	1	< 0.1%
579.4075	1	< 0.1%
579.2661	1	< 0.1%
579.2259	1	< 0.1%

Heatmap
Table

	품목명	수령	주수	재배방법구분코드	표준수확량	평년수확량	가입수확량	가입가격	평년과실수	가입과실수	재식주간거리	재식열간거리	재식면적	과중
품목명	1.000	0.606	0.276	0.799	0.252	0.198	0.196	0.897	0.161	0.160	0.794	0.853	0.829	0.899
수령	0.606	1.000	0.036	0.333	0.268	0.167	0.167	0.282	0.149	0.148	0.211	0.265	0.264	0.377
주수	0.276	0.036	1.000	0.083	0.581	0.768	0.769	0.082	0.847	0.847	0.142	0.134	0.058	0.053
재배방법구분코드	0.799	0.333	0.083	1.000	0.197	0.123	0.121	0.464	0.092	0.091	0.507	0.371	0.381	0.698
표준수확량	0.252	0.268	0.581	0.197	1.000	0.743	0.744	0.091	0.664	0.665	0.000	0.000	0.028	0.181
평년수확량	0.198	0.167	0.768	0.123	0.743	1.000	1.000	0.100	0.905	0.902	0.000	0.000	0.000	0.244
가입수확량	0.196	0.167	0.769	0.121	0.744	1.000	1.000	0.101	0.903	0.905	0.000	0.000	0.000	0.243
가입가격	0.897	0.282	0.082	0.464	0.091	0.100	0.101	1.000	0.112	0.113	0.624	0.478	0.434	0.669
평년과실수	0.161	0.149	0.847	0.092	0.664	0.905	0.903	0.112	1.000	1.000	0.056	0.034	0.027	0.371
가입과실수	0.160	0.148	0.847	0.091	0.665	0.902	0.905	0.113	1.000	1.000	0.054	0.032	0.025	0.371
재식주간거리	0.794	0.211	0.142	0.507	0.000	0.000	0.000	0.624	0.056	0.054	1.000	0.777	0.870	0.580
재식열간거리	0.853	0.265	0.134	0.371	0.000	0.000	0.000	0.478	0.034	0.032	0.777	1.000	0.948	0.442
재식면적	0.829	0.264	0.058	0.381	0.028	0.000	0.000	0.434	0.027	0.025	0.870	0.948	1.000	0.424
과중	0.899	0.377	0.053	0.698	0.181	0.244	0.243	0.669	0.371	0.371	0.580	0.442	0.424	1.000

Heatmap
Table

	재배방법구분코드	품목명
재배방법구분코드	1.000	0.581
품목명	0.581	1.000

Heatmap
Table

	수령	주수	표준수확량	평년수확량	가입수확량	가입가격	평년과실수	가입과실수	재식주간거리	재식열간거리	재식면적	과중	품목명	재배방법구분코드
수령	1.000	0.151	0.371	0.357	0.361	-0.362	0.156	0.159	0.170	0.171	0.172	-0.026	0.235	0.205
주수	0.151	1.000	0.817	0.805	0.812	-0.133	0.468	0.472	0.099	0.101	0.099	0.096	0.113	0.053
표준수확량	0.371	0.817	1.000	0.968	0.975	-0.191	0.612	0.617	-0.030	-0.029	-0.030	0.172	0.082	0.119
평년수확량	0.357	0.805	0.968	1.000	0.993	-0.178	0.636	0.632	-0.042	-0.041	-0.041	0.189	0.079	0.079
가입수확량	0.361	0.812	0.975	0.993	1.000	-0.178	0.628	0.634	-0.040	-0.039	-0.039	0.185	0.079	0.077
가입가격	-0.362	-0.133	-0.191	-0.178	-0.178	1.000	-0.325	-0.327	0.023	0.022	0.021	-0.326	0.640	0.314
평년과실수	0.156	0.468	0.612	0.636	0.628	-0.325	1.000	0.996	-0.484	-0.483	-0.483	0.647	0.064	0.059
가입과실수	0.159	0.472	0.617	0.632	0.634	-0.327	0.996	1.000	-0.485	-0.484	-0.484	0.648	0.064	0.058
재식주간거리	0.170	0.099	-0.030	-0.042	-0.040	0.023	-0.484	-0.485	1.000	0.996	0.998	-0.508	0.475	0.246
재식열간거리	0.171	0.101	-0.029	-0.041	-0.039	0.022	-0.483	-0.484	0.996	1.000	0.999	-0.507	0.455	0.246
재식면적	0.172	0.099	-0.030	-0.041	-0.039	0.021	-0.483	-0.484	0.998	0.999	1.000	-0.507	0.421	0.237
과중	-0.026	0.096	0.172	0.189	0.185	-0.326	0.647	0.648	-0.508	-0.507	-0.507	1.000	0.639	0.531
품목명	0.235	0.113	0.082	0.079	0.079	0.640	0.064	0.064	0.475	0.455	0.421	0.639	1.000	0.581
재배방법구분코드	0.205	0.053	0.119	0.079	0.077	0.314	0.059	0.058	0.246	0.246	0.237	0.531	0.581	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

	기준년도	품목명	품종명	수령	주수	재배방법구분코드	표준수확량	평년수확량	가입수확량	가입가격	평년과실수	가입과실수	재식주간거리	재식열간거리	재식면적	과중
63316	2022	복숭아	천중도백도	12	15	0	1275	1044	1044	2979	0.0	0	0.0	0.0	0.0	0.0
21613	2022	(적과전종합Ⅱ)사과	부사(후지)	29	462	3	45276	26126	26126	1868	87438.0	87438	0.0	0.0	0.0	298.7955
50992	2022	(적과전종합Ⅱ)사과	부사(후지)	12	100	2	5400	2331	2331	1868	7770.0	7770	0.0	0.0	0.0	300.0
17963	2022	(적과전종합Ⅱ)사과	감홍	5	288	1	4032	3336	3336	2801	10610.0	10610	0.0	0.0	0.0	314.431
82324	2022	(적과전종합Ⅱ)사과	아오리(쓰가루)	9	8	2	296	280	280	2114	938.0	938	0.0	0.0	0.0	298.3607
25138	2022	(종합)감귤	궁천	27	60	<NA>	0	0	0	0	0.0	0	3.0	4.0	12.0	0.0
61028	2022	밤	유마(아리마)	40	350	<NA>	2487	2487	2487	1547	0.0	0	0.0	0.0	0.0	0.0
31974	2022	복숭아	중생기타황도계	8	100	0	6500	5850	5850	2450	0.0	0	0.0	0.0	0.0	0.0
62247	2022	(종합)감귤	궁천	21	240	<NA>	12802	12260	12260	1045	0.0	0	3.6	3.6	12.96	0.0
34870	2022	복숭아	유명백도	25	21	0	1281	1515	1515	2979	0.0	0	0.0	0.0	0.0	0.0

	기준년도	품목명	품종명	수령	주수	재배방법구분코드	표준수확량	평년수확량	가입수확량	가입가격	평년과실수	가입과실수	재식주간거리	재식열간거리	재식면적	과중
14499	2022	(적과전종합Ⅱ)사과	홍로	23	63	2	3213	2584	2584	2210	8815.0	8815	0.0	0.0	0.0	293.125
32476	2022	매실	남고	16	55	0	2024	2221	2221	2028	0.0	0	4.0	3.0	12.0	0.0
3129	2022	(적과전종합Ⅱ)사과	홍로	6	170	1	3230	3893	3893	2210	12977.0	12977	0.0	0.0	0.0	300.0
55356	2022	(적과전종합Ⅱ)떫은감	고종시(산청)	21	42	<NA>	4536	2883	2860	1066	16233.0	16104	0.0	0.0	0.0	177.6
49406	2022	(적과전종합Ⅱ)사과	홍로	7	35	1	770	586	586	2210	1665.0	1665	0.0	0.0	0.0	351.9893
11371	2022	(적과전종합Ⅱ)배	신고	18	17	2	1785	2452	2452	1336	4228.0	4228	0.0	0.0	0.0	580.0
75224	2022	(적과전종합Ⅱ)사과	부사(후지)	17	16	2	912	770	770	1868	2567.0	2567	0.0	0.0	0.0	300.0
52169	2022	(적과전종합Ⅱ)사과	부사(후지)	8	150	1	3750	2932	2932	1868	9773.0	9773	0.0	0.0	0.0	300.0
61868	2022	밤	삼조생(모리와세)	17	100	0	1180	1231	1231	2222	0.0	0	0.0	0.0	0.0	0.0
97090	2022	(종합)감귤	궁천	45	400	<NA>	10735	8856	8856	1045	0.0	0	3.0	3.0	9.0	0.0

Most frequently occurring

	기준년도	품목명	품종명	수령	주수	재배방법구분코드	표준수확량	평년수확량	가입수확량	가입가격	평년과실수	가입과실수	과중	# duplicates
1	2022	(적과전종합Ⅱ)떫은감	갑주백목(봉옥/대봉시/하찌야/도호감)	15	50	<NA>	2450	2450	2450	1217	9074.0	9074	270.0	3
0	2022	(적과전종합Ⅱ)떫은감	갑주백목(봉옥/대봉시/하찌야/도호감)	10	45	<NA>	1755	1755	1755	1217	6500.0	6500	270.0	2
2	2022	(적과전종합Ⅱ)떫은감	갑주백목(봉옥/대봉시/하찌야/도호감)	20	30	<NA>	2370	2370	2370	1217	8778.0	8778	270.0	2
3	2022	(적과전종합Ⅱ)떫은감	갑주백목(봉옥/대봉시/하찌야/도호감)	20	38	<NA>	3002	3002	3002	1217	11119.0	11119	270.0	2
4	2022	(적과전종합Ⅱ)사과	부사(후지)	3	5	2	0	0	0	0	0.0	0	300.0	2
5	2022	(적과전종합Ⅱ)사과	부사(후지)	3	20	2	0	0	0	0	0.0	0	300.0	2
6	2022	(적과전종합Ⅱ)사과	부사(후지)	3	30	2	0	0	0	0	0.0	0	300.0	2
7	2022	(적과전종합Ⅱ)사과	부사(후지)	4	7	2	91	88	88	1868	293.0	293	300.0	2
8	2022	(적과전종합Ⅱ)사과	부사(후지)	4	400	1	4000	1765	4000	1868	5883.0	13333	300.0	2
9	2022	(적과전종합Ⅱ)사과	부사(후지)	8	297	2	11880	14543	14543	1868	48477.0	48477	300.0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Close Punctuation

Open Punctuation

Other Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring