gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	81
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.4 KiB
Average record size in memory	144.6 B

Variable types

Text	1
Numeric	15

Dataset

Description	농작물재해보험에 가입된 품목별(사과, 배, 단감 등)로 대상면적, 가입농가수, 가입건수, 가입농지수, 가입금액, 가입면적 등에 대한 데이터를 제공합니다.
Author	농업정책보험금융원
URL	https://www.data.go.kr/data/15126188/fileData.do

Alerts

`대상면적` is highly overall correlated with `가입농가수` and 10 other fields	High correlation
`가입농가수` is highly overall correlated with `대상면적` and 11 other fields	High correlation
`가입건수` is highly overall correlated with `대상면적` and 11 other fields	High correlation
`가입농지수` is highly overall correlated with `대상면적` and 11 other fields	High correlation
`가입금액` is highly overall correlated with `대상면적` and 10 other fields	High correlation
`가입면적` is highly overall correlated with `대상면적` and 11 other fields	High correlation
`가입률` is highly overall correlated with `가입농가수` and 3 other fields	High correlation
`순보험료` is highly overall correlated with `대상면적` and 10 other fields	High correlation
`순환급금` is highly overall correlated with `대상면적` and 10 other fields	High correlation
`환급금 차감 후 순보험료` is highly overall correlated with `대상면적` and 10 other fields	High correlation
`위험보험료` is highly overall correlated with `대상면적` and 10 other fields	High correlation
`지급건수` is highly overall correlated with `대상면적` and 10 other fields	High correlation
`보험금` is highly overall correlated with `대상면적` and 10 other fields	High correlation
`품목` has unique values	Unique
`가입농지수` has unique values	Unique
`가입금액` has unique values	Unique
`가입면적` has unique values	Unique
`가입률` has unique values	Unique
`순보험료` has unique values	Unique
`환급금 차감 후 순보험료` has unique values	Unique
`위험보험료` has unique values	Unique
`가입농가수` has 1 (1.2%) zeros	Zeros
`가입건수` has 1 (1.2%) zeros	Zeros
`가입농지수` has 1 (1.2%) zeros	Zeros
`가입면적` has 1 (1.2%) zeros	Zeros
`가입률` has 1 (1.2%) zeros	Zeros
`순환급금` has 30 (37.0%) zeros	Zeros
`지급건수` has 3 (3.7%) zeros	Zeros
`보험금` has 3 (3.7%) zeros	Zeros
`손해율` has 3 (3.7%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 20:07:25.718684
Analysis finished	2024-03-14 20:08:21.803084
Duration	56.08 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

품목
Text

UNIQUE

Distinct	81
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	776.0 B

Length

Max length	6
Median length	5
Mean length	3.3209877
Min length	1

Characters and Unicode

Total characters	269
Distinct characters	108
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	81 ?
Unique (%)	100.0%

Sample

1st row	사과
2nd row	배
3rd row	단감
4th row	떫은감
5th row	감귤

Value	Count	Frequency (%)
벼	2	2.4%
사과	1	1.2%
호두	1	1.2%
시설딸기	1	1.2%
버섯재배사	1	1.2%
부대시설	1	1.2%
유리온실	1	1.2%
내재형하우스	1	1.2%
연동하우스	1	1.2%
단동하우스	1	1.2%
Other values (71)	71	86.6%

Most occurring characters

Value	Count	Frequency (%)
시	25	9.3%
설	23	8.6%
추	10	3.7%
자	7	2.6%
배	7	2.6%
고	7	2.6%
감	6	2.2%
리	6	2.2%
수	5	1.9%
파	5	1.9%
Other values (98)	168	62.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	268	99.6%
Space Separator	1	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
시	25	9.3%
설	23	8.6%
추	10	3.7%
자	7	2.6%
배	7	2.6%
고	7	2.6%
감	6	2.2%
리	6	2.2%
수	5	1.9%
파	5	1.9%
Other values (97)	167	62.3%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	268	99.6%
Common	1	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
시	25	9.3%
설	23	8.6%
추	10	3.7%
자	7	2.6%
배	7	2.6%
고	7	2.6%
감	6	2.2%
리	6	2.2%
수	5	1.9%
파	5	1.9%
Other values (97)	167	62.3%

Common

Value	Count	Frequency (%)
	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	268	99.6%
ASCII	1	0.4%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
시	25	9.3%
설	23	8.6%
추	10	3.7%
자	7	2.6%
배	7	2.6%
고	7	2.6%
감	6	2.2%
리	6	2.2%
수	5	1.9%
파	5	1.9%
Other values (97)	167	62.3%

ASCII

Value	Count	Frequency (%)
	1	100.0%

대상면적
Real number (ℝ)

HIGH CORRELATION

Distinct	77
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18164.024

Minimum	45
Maximum	731245
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	45
5-th percentile	107
Q1	932.39
median	2889
Q3	9708
95-th percentile	62604
Maximum	731245
Range	731200
Interquartile range (IQR)	8775.61

Descriptive statistics

Standard deviation	81756.641
Coefficient of variation (CV)	4.5010203
Kurtosis	74.865519
Mean	18164.024
Median Absolute Deviation (MAD)	2547
Skewness	8.5086984
Sum	1471285.9
Variance	6.6841484 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62604.0	5	6.2%
26153.0	1	1.2%
21503.0	1	1.2%
2993.0	1	1.2%
6045.0	1	1.2%
5287.0	1	1.2%
620.93	1	1.2%
1133.89	1	1.2%
709.74	1	1.2%
5178.0	1	1.2%
Other values (67)	67	82.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45.0	1	1.2%
56.0	1	1.2%
87.0	1	1.2%
100.0	1	1.2%
107.0	1	1.2%
130.76	1	1.2%
143.0	1	1.2%
227.03	1	1.2%
237.0	1	1.2%
247.0	1	1.2%

Value	Count	Frequency (%)
731245.0	1	1.2%
62604.0	5	6.2%
44267.0	1	1.2%
28869.0	1	1.2%
26153.0	1	1.2%
21503.0	1	1.2%
20206.0	1	1.2%
19681.0	1	1.2%
17955.0	1	1.2%
15509.0	1	1.2%

가입농가수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	79
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6333.2716

Minimum	0
Maximum	266522
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	30
Q1	187
median	648
Q3	2979
95-th percentile	17856
Maximum	266522
Range	266522
Interquartile range (IQR)	2792

Descriptive statistics

Standard deviation	30032.379
Coefficient of variation (CV)	4.7420008
Kurtosis	72.820045
Mean	6333.2716
Median Absolute Deviation (MAD)	568
Skewness	8.357643
Sum	512995
Variance	9.0194381 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96	2	2.5%
680	2	2.5%
27800	1	1.2%
36963	1	1.2%
2187	1	1.2%
5144	1	1.2%
1102	1	1.2%
0	1	1.2%
201	1	1.2%
17856	1	1.2%
Other values (69)	69	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
8	1	1.2%
25	1	1.2%
29	1	1.2%
30	1	1.2%
33	1	1.2%
44	1	1.2%
66	1	1.2%
70	1	1.2%
78	1	1.2%

Value	Count	Frequency (%)
266522	1	1.2%
36963	1	1.2%
33568	1	1.2%
27800	1	1.2%
17856	1	1.2%
16747	1	1.2%
8618	1	1.2%
7723	1	1.2%
7710	1	1.2%
6911	1	1.2%

가입건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	80
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7332.6296

Minimum	0
Maximum	273927
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	37
Q1	225
median	866
Q3	3421
95-th percentile	24096
Maximum	273927
Range	273927
Interquartile range (IQR)	3196

Descriptive statistics

Standard deviation	31351.932
Coefficient of variation (CV)	4.2756737
Kurtosis	67.46404
Mean	7332.6296
Median Absolute Deviation (MAD)	758
Skewness	7.9579162
Sum	593943
Variance	9.8294363 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	2	2.5%
35270	1	1.2%
108	1	1.2%
1396	1	1.2%
0	1	1.2%
225	1	1.2%
113	1	1.2%
24096	1	1.2%
61318	1	1.2%
32	1	1.2%
Other values (70)	70	86.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
8	1	1.2%
32	1	1.2%
34	1	1.2%
37	2	2.5%
51	1	1.2%
67	1	1.2%
86	1	1.2%
93	1	1.2%
94	1	1.2%

Value	Count	Frequency (%)
273927	1	1.2%
61318	1	1.2%
35270	1	1.2%
34463	1	1.2%
24096	1	1.2%
18787	1	1.2%
9839	1	1.2%
9807	1	1.2%
9385	1	1.2%
8929	1	1.2%

가입농지수
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	81
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32452.148

Minimum	0
Maximum	1715587
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	108
Q1	608
median	2590
Q3	10512
95-th percentile	49667
Maximum	1715587
Range	1715587
Interquartile range (IQR)	9904

Descriptive statistics

Standard deviation	192579.09
Coefficient of variation (CV)	5.9342479
Kurtosis	75.555518
Mean	32452.148
Median Absolute Deviation (MAD)	2393
Skewness	8.5887268
Sum	2628624
Variance	3.7086706 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53619	1	1.2%
49667	1	1.2%
28691	1	1.2%
6260	1	1.2%
0	1	1.2%
354	1	1.2%
298	1	1.2%
29556	1	1.2%
302471	1	1.2%
50	1	1.2%
Other values (71)	71	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.2%
9	1	1.2%
50	1	1.2%
69	1	1.2%
108	1	1.2%
114	1	1.2%
127	1	1.2%
130	1	1.2%
137	1	1.2%
141	1	1.2%

Value	Count	Frequency (%)
1715587	1	1.2%
302471	1	1.2%
56500	1	1.2%
53619	1	1.2%
49667	1	1.2%
46423	1	1.2%
43493	1	1.2%
29556	1	1.2%
28691	1	1.2%
20303	1	1.2%

가입금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	81
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	323207.32

Minimum	133.48
Maximum	5995118.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	133.48
5-th percentile	996.79
Q1	4677.92
median	17572.88
Q3	121318.42
95-th percentile	1339631.8
Maximum	5995118.9
Range	5994985.4
Interquartile range (IQR)	116640.5

Descriptive statistics

Standard deviation	1078014.2
Coefficient of variation (CV)	3.3353643
Kurtosis	17.74552
Mean	323207.32
Median Absolute Deviation (MAD)	16257.88
Skewness	4.2823025
Sum	26179793
Variance	1.1621145 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1339631.84	1	1.2%
181464.85	1	1.2%
358519.55	1	1.2%
305804.07	1	1.2%
3583743.83	1	1.2%
222165.55	1	1.2%
18566.64	1	1.2%
5001725.95	1	1.2%
5995118.91	1	1.2%
288.06	1	1.2%
Other values (71)	71	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
133.48	1	1.2%
197.74	1	1.2%
288.06	1	1.2%
963.93	1	1.2%
996.79	1	1.2%
1002.98	1	1.2%
1280.29	1	1.2%
1315.0	1	1.2%
1382.8	1	1.2%
1546.6	1	1.2%

Value	Count	Frequency (%)
5995118.91	1	1.2%
5001725.95	1	1.2%
4960224.02	1	1.2%
3583743.83	1	1.2%
1339631.84	1	1.2%
516293.28	1	1.2%
358519.55	1	1.2%
339990.38	1	1.2%
329003.71	1	1.2%
305804.07	1	1.2%

가입면적
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	81
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7528.3117

Minimum	0
Maximum	435224.94
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	10.65
Q1	128.74
median	588.1
Q3	1644.13
95-th percentile	13697.83
Maximum	435224.94
Range	435224.94
Interquartile range (IQR)	1515.39

Descriptive statistics

Standard deviation	48305.496
Coefficient of variation (CV)	6.4165111
Kurtosis	79.687414
Mean	7528.3117
Median Absolute Deviation (MAD)	553.59
Skewness	8.8939886
Sum	609793.25
Variance	2.3334209 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23371.61	1	1.2%
2462.54	1	1.2%
2090.79	1	1.2%
156.25	1	1.2%
0.0	1	1.2%
194.12	1	1.2%
26.3	1	1.2%
7905.93	1	1.2%
17098.57	1	1.2%
76.87	1	1.2%
Other values (71)	71	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.2%
5.36	1	1.2%
7.42	1	1.2%
9.08	1	1.2%
10.65	1	1.2%
12.01	1	1.2%
16.7	1	1.2%
21.86	1	1.2%
22.2	1	1.2%
26.3	1	1.2%

Value	Count	Frequency (%)
435224.94	1	1.2%
23371.61	1	1.2%
18939.58	1	1.2%
17098.57	1	1.2%
13697.83	1	1.2%
8369.29	1	1.2%
8122.71	1	1.2%
7920.52	1	1.2%
7905.93	1	1.2%
5537.93	1	1.2%

가입률
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	81
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.249259

Minimum	0
Maximum	90.27
Zeros	1
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	3.04
Q1	11.38
median	22.85
Q3	38.7
95-th percentile	69.28
Maximum	90.27
Range	90.27
Interquartile range (IQR)	27.32

Descriptive statistics

Standard deviation	21.893184
Coefficient of variation (CV)	0.80344144
Kurtosis	0.60725098
Mean	27.249259
Median Absolute Deviation (MAD)	12.41
Skewness	1.0662803
Sum	2207.19
Variance	479.3115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
89.36	1	1.2%
55.56	1	1.2%
34.59	1	1.2%
2.96	1	1.2%
0.0	1	1.2%
0.31	1	1.2%
0.04	1	1.2%
12.63	1	1.2%
27.31	1	1.2%
12.38	1	1.2%
Other values (71)	71	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.2%
0.04	1	1.2%
0.31	1	1.2%
2.96	1	1.2%
3.04	1	1.2%
3.48	1	1.2%
3.75	1	1.2%
3.98	1	1.2%
4.27	1	1.2%
4.61	1	1.2%

Value	Count	Frequency (%)
90.27	1	1.2%
89.36	1	1.2%
82.43	1	1.2%
76.82	1	1.2%
69.28	1	1.2%
63.7	1	1.2%
61.3	1	1.2%
59.52	1	1.2%
59.0	1	1.2%
57.12	1	1.2%

순보험료
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	81
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11735.749

Minimum	4.64
Maximum	223054.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	4.64
5-th percentile	28.96
Q1	319.09
median	858.46
Q3	7502.06
95-th percentile	55136.82
Maximum	223054.4
Range	223049.76
Interquartile range (IQR)	7182.97

Descriptive statistics

Standard deviation	33091.603
Coefficient of variation (CV)	2.8197265
Kurtosis	26.743951
Mean	11735.749
Median Absolute Deviation (MAD)	831.84
Skewness	4.9148869
Sum	950595.7
Variance	1.0950542 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
223054.4	1	1.2%
2394.75	1	1.2%
9615.05	1	1.2%
2898.12	1	1.2%
10102.84	1	1.2%
2152.7	1	1.2%
264.15	1	1.2%
67447.2	1	1.2%
72967.23	1	1.2%
33.49	1	1.2%
Other values (71)	71	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.64	1	1.2%
4.77	1	1.2%
22.87	1	1.2%
26.62	1	1.2%
28.96	1	1.2%
29.88	1	1.2%
33.49	1	1.2%
39.53	1	1.2%
50.01	1	1.2%
65.53	1	1.2%

Value	Count	Frequency (%)
223054.4	1	1.2%
170411.88	1	1.2%
72967.23	1	1.2%
67447.2	1	1.2%
55136.82	1	1.2%
42186.46	1	1.2%
35639.0	1	1.2%
31334.4	1	1.2%
24586.63	1	1.2%
23161.29	1	1.2%

순환급금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	56.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.596543

Minimum	0
Maximum	348.07
Zeros	30
Zeros (%)	37.0%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.16
Q3	2.4
95-th percentile	46.79
Maximum	348.07
Range	348.07
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	44.468313
Coefficient of variation (CV)	3.8346179
Kurtosis	42.935021
Mean	11.596543
Median Absolute Deviation (MAD)	0.16
Skewness	6.1588919
Sum	939.32
Variance	1977.4308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0.0	30	37.0%
0.01	4	4.9%
0.07	2	2.5%
0.99	2	2.5%
0.16	2	2.5%
348.07	1	1.2%
6.22	1	1.2%
23.94	1	1.2%
0.57	1	1.2%
6.79	1	1.2%
Other values (36)	36	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	30	37.0%
0.01	4	4.9%
0.02	1	1.2%
0.05	1	1.2%
0.06	1	1.2%
0.07	2	2.5%
0.16	2	2.5%
0.19	1	1.2%
0.27	1	1.2%
0.28	1	1.2%

Value	Count	Frequency (%)
348.07	1	1.2%
157.1	1	1.2%
106.01	1	1.2%
74.46	1	1.2%
46.79	1	1.2%
43.75	1	1.2%
27.95	1	1.2%
23.94	1	1.2%
17.46	1	1.2%
13.79	1	1.2%

환급금 차감 후 순보험료
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	81
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11724.153

Minimum	4.64
Maximum	222706.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	4.64
5-th percentile	28.96
Q1	319.09
median	858.46
Q3	7501.86
95-th percentile	54979.72
Maximum	222706.33
Range	222701.69
Interquartile range (IQR)	7182.77

Descriptive statistics

Standard deviation	33054.174
Coefficient of variation (CV)	2.8193231
Kurtosis	26.724037
Mean	11724.153
Median Absolute Deviation (MAD)	831.84
Skewness	4.9135244
Sum	949656.37
Variance	1.0925784 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
222706.33	1	1.2%
2393.21	1	1.2%
9611.76	1	1.2%
2897.79	1	1.2%
10096.05	1	1.2%
2152.13	1	1.2%
264.15	1	1.2%
67423.26	1	1.2%
72923.48	1	1.2%
33.49	1	1.2%
Other values (71)	71	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.64	1	1.2%
4.77	1	1.2%
22.87	1	1.2%
26.62	1	1.2%
28.96	1	1.2%
29.88	1	1.2%
33.49	1	1.2%
39.53	1	1.2%
50.0	1	1.2%
65.52	1	1.2%

Value	Count	Frequency (%)
222706.33	1	1.2%
170337.42	1	1.2%
72923.48	1	1.2%
67423.26	1	1.2%
54979.72	1	1.2%
42139.67	1	1.2%
35628.7	1	1.2%
31332.54	1	1.2%
24583.01	1	1.2%
23055.28	1	1.2%

위험보험료
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	81
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10559.46

Minimum	4.16
Maximum	202459.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	4.16
5-th percentile	25.92
Q1	285.67
median	768.57
Q3	6716.08
95-th percentile	49981.08
Maximum	202459.31
Range	202455.15
Interquartile range (IQR)	6430.41

Descriptive statistics

Standard deviation	29858.331
Coefficient of variation (CV)	2.8276381
Kurtosis	27.07502
Mean	10559.46
Median Absolute Deviation (MAD)	744.74
Skewness	4.9402646
Sum	855316.24
Variance	8.9151993 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202459.31	1	1.2%
2142.48	1	1.2%
8604.94	1	1.2%
2594.5	1	1.2%
9038.51	1	1.2%
1926.71	1	1.2%
236.49	1	1.2%
60361.18	1	1.2%
65284.75	1	1.2%
29.98	1	1.2%
Other values (71)	71	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.16	1	1.2%
4.27	1	1.2%
20.47	1	1.2%
23.83	1	1.2%
25.92	1	1.2%
26.75	1	1.2%
29.98	1	1.2%
35.39	1	1.2%
44.76	1	1.2%
58.66	1	1.2%

Value	Count	Frequency (%)
202459.31	1	1.2%
152493.73	1	1.2%
65284.75	1	1.2%
60361.18	1	1.2%
49981.08	1	1.2%
38301.86	1	1.2%
31896.75	1	1.2%
28050.59	1	1.2%
22008.07	1	1.2%
20638.67	1	1.2%

보험료율
Real number (ℝ)

Distinct	78
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2793827

Minimum	0.28
Maximum	29.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0.28
5-th percentile	0.99
Q1	3.41
median	4.99
Q3	12.48
95-th percentile	24.67
Maximum	29.77
Range	29.49
Interquartile range (IQR)	9.07

Descriptive statistics

Standard deviation	7.6874232
Coefficient of variation (CV)	0.92850198
Kurtosis	0.89397628
Mean	8.2793827
Median Absolute Deviation (MAD)	2.86
Skewness	1.3355041
Sum	670.63
Variance	59.096476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.18	2	2.5%
14.64	2	2.5%
4.99	2	2.5%
16.65	1	1.2%
11.63	1	1.2%
0.95	1	1.2%
0.28	1	1.2%
0.97	1	1.2%
1.42	1	1.2%
1.35	1	1.2%
Other values (68)	68	84.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.28	1	1.2%
0.37	1	1.2%
0.95	1	1.2%
0.97	1	1.2%
0.99	1	1.2%
1.03	1	1.2%
1.22	1	1.2%
1.32	1	1.2%
1.35	1	1.2%
1.4	1	1.2%

Value	Count	Frequency (%)
29.77	1	1.2%
29.19	1	1.2%
28.39	1	1.2%
27.95	1	1.2%
24.67	1	1.2%
24.59	1	1.2%
22.58	1	1.2%
20.98	1	1.2%
20.27	1	1.2%
18.92	1	1.2%

지급건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	73
Distinct (%)	90.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2002.8642

Minimum	0
Maximum	55920
Zeros	3
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	4
Q1	29
median	141
Q3	895
95-th percentile	9207
Maximum	55920
Range	55920
Interquartile range (IQR)	866

Descriptive statistics

Standard deviation	7089.0242
Coefficient of variation (CV)	3.5394432
Kurtosis	43.915952
Mean	2002.8642
Median Absolute Deviation (MAD)	137
Skewness	6.2451604
Sum	162232
Variance	50254263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	3.7%
12	2	2.5%
4	2	2.5%
16	2	2.5%
29	2	2.5%
5	2	2.5%
6	2	2.5%
74	1	1.2%
2566	1	1.2%
2426	1	1.2%
Other values (63)	63	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	3.7%
1	1	1.2%
4	2	2.5%
5	2	2.5%
6	2	2.5%
9	1	1.2%
12	2	2.5%
14	1	1.2%
16	2	2.5%
17	1	1.2%

Value	Count	Frequency (%)
55920	1	1.2%
25554	1	1.2%
16975	1	1.2%
9519	1	1.2%
9207	1	1.2%
4567	1	1.2%
3791	1	1.2%
3744	1	1.2%
3236	1	1.2%
2566	1	1.2%

보험금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	79
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6861.4451

Minimum	0
Maximum	128736.77
Zeros	3
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	3.29
Q1	81.2
median	567.09
Q3	4934.34
95-th percentile	25698.06
Maximum	128736.77
Range	128736.77
Interquartile range (IQR)	4853.14

Descriptive statistics

Standard deviation	20465.799
Coefficient of variation (CV)	2.9827243
Kurtosis	27.13721
Mean	6861.4451
Median Absolute Deviation (MAD)	554.87
Skewness	5.0510773
Sum	555777.05
Variance	4.1884892 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.7%
121025.25	1	1.2%
34.83	1	1.2%
733.51	1	1.2%
548.49	1	1.2%
9876.53	1	1.2%
237.09	1	1.2%
29.29	1	1.2%
13201.57	1	1.2%
19630.78	1	1.2%
Other values (69)	69	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.7%
2.52	1	1.2%
3.29	1	1.2%
10.48	1	1.2%
12.22	1	1.2%
14.54	1	1.2%
17.32	1	1.2%
21.23	1	1.2%
29.03	1	1.2%
29.29	1	1.2%

Value	Count	Frequency (%)
128736.77	1	1.2%
121025.25	1	1.2%
47790.85	1	1.2%
29711.7	1	1.2%
25698.06	1	1.2%
21187.67	1	1.2%
20216.79	1	1.2%
19630.78	1	1.2%
15315.23	1	1.2%
13201.57	1	1.2%

손해율
Real number (ℝ)

ZEROS

Distinct	79
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.00358

Minimum	0
Maximum	405.47
Zeros	3
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	857.0 B

Quantile statistics

Minimum	0
5-th percentile	5.93
Q1	25.29
median	57.16
Q3	94.57
95-th percentile	168.5
Maximum	405.47
Range	405.47
Interquartile range (IQR)	69.28

Descriptive statistics

Standard deviation	67.932137
Coefficient of variation (CV)	0.94345498
Kurtosis	7.2477505
Mean	72.00358
Median Absolute Deviation (MAD)	33.53
Skewness	2.2277892
Sum	5832.29
Variance	4614.7752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.7%
59.78	1	1.2%
116.16	1	1.2%
8.52	1	1.2%
21.14	1	1.2%
109.27	1	1.2%
12.31	1	1.2%
12.39	1	1.2%
21.87	1	1.2%
30.07	1	1.2%
Other values (69)	69	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.7%
3.25	1	1.2%
5.93	1	1.2%
8.52	1	1.2%
8.7	1	1.2%
9.42	1	1.2%
12.31	1	1.2%
12.39	1	1.2%
15.31	1	1.2%
16.08	1	1.2%

Value	Count	Frequency (%)
405.47	1	1.2%
270.04	1	1.2%
251.94	1	1.2%
239.08	1	1.2%
168.5	1	1.2%
161.65	1	1.2%
153.67	1	1.2%
151.0	1	1.2%
149.83	1	1.2%
136.94	1	1.2%

Phik (φk)
Auto

Heatmap
Table

	품목	대상면적	가입농가수	가입건수	가입농지수	가입금액	가입면적	가입률	순보험료	순환급금	환급금 차감 후 순보험료	위험보험료	보험료율	지급건수	보험금	손해율
품목	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	1.000	1.000
대상면적	1.000	1.000	1.000	1.000	1.000	0.565	0.689	0.294	1.000	1.000	1.000	1.000	0.000	1.000	0.565	0.000
가입농가수	1.000	1.000	1.000	1.000	0.976	0.745	1.000	0.392	0.989	0.985	0.989	0.996	0.403	0.904	0.717	0.000
가입건수	1.000	1.000	1.000	1.000	1.000	0.832	1.000	0.273	0.928	0.913	0.928	0.987	0.451	0.903	0.724	0.000
가입농지수	1.000	1.000	0.976	1.000	1.000	0.826	1.000	0.000	0.986	0.986	0.986	1.000	0.000	0.826	0.588	0.000
가입금액	1.000	0.565	0.745	0.832	0.826	1.000	0.565	0.330	0.830	0.794	0.830	0.884	0.000	0.950	0.826	0.000
가입면적	1.000	0.689	1.000	1.000	1.000	0.565	1.000	0.294	1.000	1.000	1.000	1.000	0.000	1.000	0.565	0.000
가입률	1.000	0.294	0.392	0.273	0.000	0.330	0.294	1.000	0.728	0.778	0.728	0.607	0.304	0.514	0.182	0.000
순보험료	1.000	1.000	0.989	0.928	0.986	0.830	1.000	0.728	1.000	0.987	1.000	0.997	0.436	0.862	0.800	0.000
순환급금	1.000	1.000	0.985	0.913	0.986	0.794	1.000	0.778	0.987	1.000	0.987	0.982	0.196	0.828	0.708	0.000
환급금 차감 후 순보험료	1.000	1.000	0.989	0.928	0.986	0.830	1.000	0.728	1.000	0.987	1.000	0.997	0.436	0.862	0.800	0.000
위험보험료	1.000	1.000	0.996	0.987	1.000	0.884	1.000	0.607	0.997	0.982	0.997	1.000	0.300	0.888	0.786	0.000
보험료율	1.000	0.000	0.403	0.451	0.000	0.000	0.000	0.304	0.436	0.196	0.436	0.300	1.000	0.440	0.712	0.000
지급건수	1.000	1.000	0.904	0.903	0.826	0.950	1.000	0.514	0.862	0.828	0.862	0.888	0.440	1.000	0.968	0.000
보험금	1.000	0.565	0.717	0.724	0.588	0.826	0.565	0.182	0.800	0.708	0.800	0.786	0.712	0.968	1.000	0.000
손해율	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	대상면적	가입농가수	가입건수	가입농지수	가입금액	가입면적	가입률	순보험료	순환급금	환급금 차감 후 순보험료	위험보험료	보험료율	지급건수	보험금	손해율
대상면적	1.000	0.706	0.690	0.634	0.766	0.765	0.118	0.746	0.522	0.746	0.746	0.045	0.730	0.716	0.128
가입농가수	0.706	1.000	0.992	0.925	0.819	0.910	0.552	0.865	0.671	0.865	0.865	0.177	0.809	0.781	0.028
가입건수	0.690	0.992	1.000	0.942	0.834	0.903	0.566	0.870	0.680	0.870	0.870	0.155	0.799	0.775	0.003
가입농지수	0.634	0.925	0.942	1.000	0.795	0.861	0.567	0.764	0.582	0.764	0.764	0.003	0.670	0.651	-0.077
가입금액	0.766	0.819	0.834	0.795	1.000	0.735	0.416	0.916	0.688	0.916	0.916	-0.100	0.742	0.799	-0.046
가입면적	0.765	0.910	0.903	0.861	0.735	1.000	0.626	0.806	0.508	0.806	0.806	0.220	0.788	0.760	0.152
가입률	0.118	0.552	0.566	0.567	0.416	0.626	1.000	0.477	0.212	0.477	0.477	0.149	0.388	0.407	0.046
순보험료	0.746	0.865	0.870	0.764	0.916	0.806	0.477	1.000	0.710	1.000	1.000	0.267	0.903	0.939	0.129
순환급금	0.522	0.671	0.680	0.582	0.688	0.508	0.212	0.710	1.000	0.710	0.710	0.097	0.609	0.631	-0.051
환급금 차감 후 순보험료	0.746	0.865	0.870	0.764	0.916	0.806	0.477	1.000	0.710	1.000	1.000	0.267	0.903	0.939	0.129
위험보험료	0.746	0.865	0.870	0.764	0.916	0.806	0.477	1.000	0.710	1.000	1.000	0.267	0.903	0.939	0.129
보험료율	0.045	0.177	0.155	0.003	-0.100	0.220	0.149	0.267	0.097	0.267	0.267	1.000	0.434	0.380	0.360
지급건수	0.730	0.809	0.799	0.670	0.742	0.788	0.388	0.903	0.609	0.903	0.903	0.434	1.000	0.963	0.396
보험금	0.716	0.781	0.775	0.651	0.799	0.760	0.407	0.939	0.631	0.939	0.939	0.380	0.963	1.000	0.416
손해율	0.128	0.028	0.003	-0.077	-0.046	0.152	0.046	0.129	-0.051	0.129	0.129	0.360	0.396	0.416	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

	품목	대상면적	가입농가수	가입건수	가입농지수	가입금액	가입면적	가입률	순보험료	순환급금	환급금 차감 후 순보험료	위험보험료	보험료율	지급건수	보험금	손해율
0	사과	26153.0	27800	35270	53619	1339631.84	23371.61	89.36	223054.4	348.07	222706.33	202459.31	16.65	16975	121025.25	59.78
1	배	10574.0	7710	9807	11984	329003.71	8122.71	76.82	55136.82	157.1	54979.72	49981.08	16.76	1956	8860.24	17.73
2	단감	10346.0	2979	3462	4125	97597.87	3151.02	30.46	9940.93	13.79	9927.14	9024.23	10.19	680	2579.03	28.58
3	떫은감	13687.0	6911	7643	9801	81642.31	4397.36	32.13	20078.11	27.95	20050.16	18226.53	24.59	3236	6098.6	33.46
4	감귤	15388.0	6565	7899	11226	148826.95	4715.7	30.65	6225.38	0.07	6225.31	5573.22	4.18	2331	1451.37	26.04
5	복숭아	15509.0	8618	9839	10729	288243.49	5537.93	35.71	42186.46	46.79	42139.67	38301.86	14.64	3791	25698.06	67.09
6	포도	9708.0	2553	2804	2590	117003.59	1106.88	11.4	11167.79	13.46	11154.33	10134.17	9.54	804	5139.65	50.72
7	자두	5799.0	3179	3421	3508	39841.75	1362.69	23.5	11630.36	8.37	11621.99	10563.76	29.19	1699	6734.29	63.75
8	매실	8633.0	1418	1580	1733	14707.19	791.28	9.17	2082.39	0.9	2081.48	1863.12	14.16	895	2235.1	119.97
9	참다래	1491.0	263	272	309	5492.19	129.38	8.68	598.4	0.67	597.73	535.09	10.9	93	444.72	83.11

	품목	대상면적	가입농가수	가입건수	가입농지수	가입금액	가입면적	가입률	순보험료	순환급금	환급금 차감 후 순보험료	위험보험료	보험료율	지급건수	보험금	손해율
71	시설부추	1115.0	648	1295	7097	21041.25	347.97	31.21	764.86	0.07	764.79	684.7	3.64	131	378.6	55.29
72	시설시금치	2257.0	536	866	5230	9300.38	256.82	11.38	464.03	0.16	463.86	415.28	4.99	59	98.12	23.63
73	시설가지	237.0	436	531	1240	20125.14	135.38	57.12	742.99	0.66	742.34	664.58	3.69	20	126.94	19.1
74	시설파	2461.0	596	839	4494	10148.61	219.51	8.92	368.28	0.27	368.01	329.46	3.63	29	72.89	22.13
75	시설배추	1938.0	502	812	5701	14035.97	264.8	13.66	590.08	0.02	590.06	528.29	4.2	52	233.54	44.21
76	시설무	790.0	558	892	6217	15037.19	309.17	39.13	428.83	0.01	428.82	383.91	2.85	67	113.15	29.47
77	시설백합	87.0	25	37	108	996.79	9.08	10.44	22.87	0.0	22.87	20.47	2.29	1	3.29	16.08
78	시설카네이션	45.0	33	37	137	2333.98	10.65	23.66	99.25	0.0	99.25	88.86	4.25	0	0.0	0.0
79	시설미나리	508.0	198	284	1086	4677.49	66.94	13.18	157.98	0.99	156.99	140.55	3.38	6	12.22	8.7
80	시설쑥갓	289.0	124	171	1281	3253.21	64.92	22.46	166.4	0.01	166.39	148.97	5.11	12	37.67	25.29

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