gimi9 Pandas Profiling

Dataset statistics

Number of variables	34
Number of observations	31
Missing cells	165
Missing cells (%)	15.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.4 KiB
Average record size in memory	310.3 B

Variable types

Numeric	31
Categorical	3

Dataset

Description	국내 석유제품의 제품별 수입량(휘발유, 경유, 등유, 벙커C, 납사, 항공유, LPG, 아스팔트, 윤활유) 단위 : 물량(천Bbl), 금액(천$)
URL	https://www.data.go.kr/data/15054609/fileData.do

Alerts

`경질중유_물량` is highly imbalanced (65.0%)	Imbalance
`경질중유_금액` is highly imbalanced (65.0%)	Imbalance
`경질중유_단가` is highly imbalanced (65.0%)	Imbalance
`휘발유_물량` has 13 (41.9%) missing values	Missing
`휘발유_금액` has 13 (41.9%) missing values	Missing
`휘발유_단가` has 13 (41.9%) missing values	Missing
`항공유_물량` has 3 (9.7%) missing values	Missing
`항공유_금액` has 3 (9.7%) missing values	Missing
`항공유_단가` has 3 (9.7%) missing values	Missing
`아스팔트_물량` has 20 (64.5%) missing values	Missing
`아스팔트_금액` has 20 (64.5%) missing values	Missing
`아스팔트_단가` has 20 (64.5%) missing values	Missing
`윤활유_물량` has 19 (61.3%) missing values	Missing
`윤활유_금액` has 19 (61.3%) missing values	Missing
`윤활유_단가` has 19 (61.3%) missing values	Missing
`년` has unique values	Unique
`등유_물량` has unique values	Unique
`등유_금액` has unique values	Unique
`등유_단가` has unique values	Unique
`경유_물량` has unique values	Unique
`경유_금액` has unique values	Unique
`벙커C유_물량` has unique values	Unique
`벙커C유_금액` has unique values	Unique
`벙커C유_단가` has unique values	Unique
`납사_물량` has unique values	Unique
`납사_금액` has unique values	Unique
`납사_단가` has unique values	Unique
`LPG_물량` has unique values	Unique
`LPG_금액` has unique values	Unique
`LPG_단가` has unique values	Unique
`합계_물량` has unique values	Unique
`합계_금액` has unique values	Unique
`합계_단가` has unique values	Unique

Reproduction

Analysis started	2023-12-12 12:13:24.762405
Analysis finished	2023-12-12 12:13:25.050063
Duration	0.29 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2007

Minimum	1992
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	1992
5-th percentile	1993.5
Q1	1999.5
median	2007
Q3	2014.5
95-th percentile	2020.5
Maximum	2022
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.0921211
Coefficient of variation (CV)	0.0045302048
Kurtosis	-1.2
Mean	2007
Median Absolute Deviation (MAD)	8
Skewness	0
Sum	62217
Variance	82.666667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1992	1	3.2%
1993	1	3.2%
2022	1	3.2%
2021	1	3.2%
2020	1	3.2%
2019	1	3.2%
2018	1	3.2%
2017	1	3.2%
2016	1	3.2%
2015	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1992	1	3.2%
1993	1	3.2%
1994	1	3.2%
1995	1	3.2%
1996	1	3.2%
1997	1	3.2%
1998	1	3.2%
1999	1	3.2%
2000	1	3.2%
2001	1	3.2%

Value	Count	Frequency (%)
2022	1	3.2%
2021	1	3.2%
2020	1	3.2%
2019	1	3.2%
2018	1	3.2%
2017	1	3.2%
2016	1	3.2%
2015	1	3.2%
2014	1	3.2%
2013	1	3.2%

휘발유_물량
Real number (ℝ)

MISSING

Distinct	18
Distinct (%)	100.0%
Missing	13
Missing (%)	41.9%
Infinite	0
Infinite (%)	0.0%
Mean	902.09833

Minimum	0.14
Maximum	4032
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	0.14
5-th percentile	66.4655
Q1	141
median	388.5
Q3	1347.75
95-th percentile	2396.6
Maximum	4032
Range	4031.86
Interquartile range (IQR)	1206.75

Descriptive statistics

Standard deviation	1056.9975
Coefficient of variation (CV)	1.1717098
Kurtosis	3.3409529
Mean	902.09833
Median Absolute Deviation (MAD)	330.915
Skewness	1.7160993
Sum	16237.77
Variance	1117243.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
387.0	1	3.2%
85.51	1	3.2%
299.0	1	3.2%
0.14	1	3.2%
130.0	1	3.2%
174.0	1	3.2%
1127.0	1	3.2%
1391.0	1	3.2%
215.0	1	3.2%
390.0	1	3.2%
Other values (8)	8	25.8%
(Missing)	13	41.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.14	1	3.2%
78.17	1	3.2%
83.95	1	3.2%
85.51	1	3.2%
130.0	1	3.2%
174.0	1	3.2%
215.0	1	3.2%
299.0	1	3.2%
387.0	1	3.2%
390.0	1	3.2%

Value	Count	Frequency (%)
4032.0	1	3.2%
2108.0	1	3.2%
2061.0	1	3.2%
1718.0	1	3.2%
1391.0	1	3.2%
1218.0	1	3.2%
1127.0	1	3.2%
740.0	1	3.2%
390.0	1	3.2%
387.0	1	3.2%

휘발유_금액
Real number (ℝ)

MISSING

Distinct	18
Distinct (%)	100.0%
Missing	13
Missing (%)	41.9%
Infinite	0
Infinite (%)	0.0%
Mean	46928.911

Minimum	72.4
Maximum	214110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	72.4
5-th percentile	3423.61
Q1	10763
median	25714
Q3	68357.75
95-th percentile	136350.3
Maximum	214110
Range	214037.6
Interquartile range (IQR)	57594.75

Descriptive statistics

Standard deviation	54305.395
Coefficient of variation (CV)	1.1571842
Kurtosis	4.4606959
Mean	46928.911
Median Absolute Deviation (MAD)	21611.5
Skewness	1.9537915
Sum	844720.4
Variance	2.9490759 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
33219.0	1	3.2%
12896.0	1	3.2%
25107.0	1	3.2%
72.4	1	3.2%
13031.0	1	3.2%
16098.0	1	3.2%
74832.0	1	3.2%
89259.0	1	3.2%
4190.0	1	3.2%
9193.0	1	3.2%
Other values (8)	8	25.8%
(Missing)	13	41.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
72.4	1	3.2%
4015.0	1	3.2%
4190.0	1	3.2%
9193.0	1	3.2%
10052.0	1	3.2%
12896.0	1	3.2%
13031.0	1	3.2%
16098.0	1	3.2%
25107.0	1	3.2%
26321.0	1	3.2%

Value	Count	Frequency (%)
214110.0	1	3.2%
122628.0	1	3.2%
89259.0	1	3.2%
74832.0	1	3.2%
70160.0	1	3.2%
62951.0	1	3.2%
56586.0	1	3.2%
33219.0	1	3.2%
26321.0	1	3.2%
25107.0	1	3.2%

휘발유_단가
Real number (ℝ)

MISSING

Distinct	18
Distinct (%)	100.0%
Missing	13
Missing (%)	41.9%
Infinite	0
Infinite (%)	0.0%
Mean	92.534444

Minimum	19.46
Maximum	506
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	19.46
5-th percentile	22.9705
Q1	34.4175
median	65.27
Q3	98.105
95-th percentile	204.25
Maximum	506
Range	486.54
Interquartile range (IQR)	63.6875

Descriptive statistics

Standard deviation	110.13604
Coefficient of variation (CV)	1.1902167
Kurtosis	13.108688
Mean	92.534444
Median Absolute Deviation (MAD)	32.98
Skewness	3.4248946
Sum	1665.62
Variance	12129.948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
85.91	1	3.2%
151.0	1	3.2%
84.02	1	3.2%
506.0	1	3.2%
100.0	1	3.2%
92.42	1	3.2%
66.39	1	3.2%
64.15	1	3.2%
19.46	1	3.2%
23.59	1	3.2%
Other values (8)	8	25.8%
(Missing)	13	41.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.46	1	3.2%
23.59	1	3.2%
29.87	1	3.2%
30.41	1	3.2%
34.04	1	3.2%
35.55	1	3.2%
46.45	1	3.2%
51.36	1	3.2%
64.15	1	3.2%
66.39	1	3.2%

Value	Count	Frequency (%)
506.0	1	3.2%
151.0	1	3.2%
125.0	1	3.2%
120.0	1	3.2%
100.0	1	3.2%
92.42	1	3.2%
85.91	1	3.2%
84.02	1	3.2%
66.39	1	3.2%
64.15	1	3.2%

등유_물량
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4752.3684

Minimum	0.71
Maximum	27679
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	0.71
5-th percentile	14.225
Q1	89.04
median	379
Q3	6747
95-th percentile	20224
Maximum	27679
Range	27678.29
Interquartile range (IQR)	6657.96

Descriptive statistics

Standard deviation	7514.2917
Coefficient of variation (CV)	1.5811678
Kurtosis	2.5322732
Mean	4752.3684
Median Absolute Deviation (MAD)	361.22
Skewness	1.8033728
Sum	147323.42
Variance	56464579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
8986.0	1	3.2%
16016.0	1	3.2%
37.72	1	3.2%
216.0	1	3.2%
80.25	1	3.2%
35.31	1	3.2%
0.71	1	3.2%
36.57	1	3.2%
17.78	1	3.2%
10.67	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.71	1	3.2%
10.67	1	3.2%
17.78	1	3.2%
35.31	1	3.2%
36.57	1	3.2%
37.72	1	3.2%
67.58	1	3.2%
80.25	1	3.2%
97.83	1	3.2%
133.0	1	3.2%

Value	Count	Frequency (%)
27679.0	1	3.2%
23361.0	1	3.2%
17087.0	1	3.2%
16016.0	1	3.2%
15769.0	1	3.2%
8986.0	1	3.2%
6917.0	1	3.2%
6870.0	1	3.2%
6624.0	1	3.2%
5310.0	1	3.2%

등유_금액
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	143894.59

Minimum	44.23
Maximum	880679
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	44.23
5-th percentile	1090.5
Q1	8604.5
median	40275
Q3	225081
95-th percentile	526568.5
Maximum	880679
Range	880634.77
Interquartile range (IQR)	216476.5

Descriptive statistics

Standard deviation	211426.14
Coefficient of variation (CV)	1.4693126
Kurtosis	4.0321736
Mean	143894.59
Median Absolute Deviation (MAD)	37848
Skewness	1.9879557
Sum	4460732.2
Variance	4.4701011 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
243722.0	1	3.2%
427542.0	1	3.2%
3427.0	1	3.2%
16929.0	1	3.2%
3030.0	1	3.2%
2927.0	1	3.2%
44.23	1	3.2%
2297.0	1	3.2%
848.0	1	3.2%
1333.0	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44.23	1	3.2%
848.0	1	3.2%
1333.0	1	3.2%
2297.0	1	3.2%
2927.0	1	3.2%
3030.0	1	3.2%
3427.0	1	3.2%
4817.0	1	3.2%
12392.0	1	3.2%
16699.0	1	3.2%

Value	Count	Frequency (%)
880679.0	1	3.2%
584251.0	1	3.2%
468886.0	1	3.2%
427542.0	1	3.2%
416775.0	1	3.2%
255490.0	1	3.2%
248264.0	1	3.2%
243722.0	1	3.2%
206440.0	1	3.2%
166736.0	1	3.2%

등유_단가
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.359032

Minimum	21.7
Maximum	130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	21.7
5-th percentile	24.7
Q1	30.625
median	62.5
Q3	86.865
95-th percentile	127.5
Maximum	130
Range	108.3
Interquartile range (IQR)	56.24

Descriptive statistics

Standard deviation	37.131462
Coefficient of variation (CV)	0.57694252
Kurtosis	-1.0588254
Mean	64.359032
Median Absolute Deviation (MAD)	31.1
Skewness	0.56996482
Sum	1995.13
Variance	1378.7455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
27.12	1	3.2%
26.7	1	3.2%
90.85	1	3.2%
78.48	1	3.2%
37.76	1	3.2%
82.88	1	3.2%
62.5	1	3.2%
62.79	1	3.2%
47.67	1	3.2%
125.0	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.7	1	3.2%
24.39	1	3.2%
25.01	1	3.2%
25.23	1	3.2%
26.7	1	3.2%
27.12	1	3.2%
29.73	1	3.2%
29.85	1	3.2%
31.4	1	3.2%
31.82	1	3.2%

Value	Count	Frequency (%)
130.0	1	3.2%
128.0	1	3.2%
127.0	1	3.2%
126.0	1	3.2%
125.0	1	3.2%
106.0	1	3.2%
103.0	1	3.2%
90.85	1	3.2%
82.88	1	3.2%
81.93	1	3.2%

경유_물량
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5093.1019

Minimum	0.11
Maximum	32190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	0.11
5-th percentile	78.525
Q1	334.5
median	2198
Q3	6231
95-th percentile	17987.5
Maximum	32190
Range	32189.89
Interquartile range (IQR)	5896.5

Descriptive statistics

Standard deviation	7200.1604
Coefficient of variation (CV)	1.4137083
Kurtosis	5.8968124
Mean	5093.1019
Median Absolute Deviation (MAD)	2000
Skewness	2.26014
Sum	157886.16
Variance	51842310
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
5781.0	1	3.2%
11226.0	1	3.2%
300.0	1	3.2%
0.11	1	3.2%
19.05	1	3.2%
138.0	1	3.2%
237.0	1	3.2%
236.0	1	3.2%
198.0	1	3.2%
267.0	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.11	1	3.2%
19.05	1	3.2%
138.0	1	3.2%
198.0	1	3.2%
236.0	1	3.2%
237.0	1	3.2%
267.0	1	3.2%
300.0	1	3.2%
369.0	1	3.2%
758.0	1	3.2%

Value	Count	Frequency (%)
32190.0	1	3.2%
18540.0	1	3.2%
17435.0	1	3.2%
12928.0	1	3.2%
11226.0	1	3.2%
11141.0	1	3.2%
8597.0	1	3.2%
6681.0	1	3.2%
5781.0	1	3.2%
5152.0	1	3.2%

경유_금액
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	212754.37

Minimum	11.57
Maximum	1093990
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	11.57
5-th percentile	5865.5
Q1	35303
median	102578
Q3	331846.5
95-th percentile	688708.5
Maximum	1093990
Range	1093978.4
Interquartile range (IQR)	296543.5

Descriptive statistics

Standard deviation	265947.63
Coefficient of variation (CV)	1.2500219
Kurtosis	2.9684984
Mean	212754.37
Median Absolute Deviation (MAD)	86371
Skewness	1.7656429
Sum	6595385.6
Variance	7.0728143 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
147166.0	1	3.2%
285211.0	1	3.2%
34025.0	1	3.2%
11.57	1	3.2%
744.0	1	3.2%
11007.0	1	3.2%
20523.0	1	3.2%
16207.0	1	3.2%
10987.0	1	3.2%
20126.0	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.57	1	3.2%
744.0	1	3.2%
10987.0	1	3.2%
11007.0	1	3.2%
16207.0	1	3.2%
20126.0	1	3.2%
20523.0	1	3.2%
34025.0	1	3.2%
36581.0	1	3.2%
46447.0	1	3.2%

Value	Count	Frequency (%)
1093990.0	1	3.2%
746144.0	1	3.2%
631273.0	1	3.2%
624334.0	1	3.2%
529453.0	1	3.2%
386100.0	1	3.2%
378676.0	1	3.2%
378482.0	1	3.2%
285211.0	1	3.2%
205038.0	1	3.2%

경유_단가
Real number (ℝ)

Distinct	30
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.637097

Minimum	16.65
Maximum	130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	16.65
5-th percentile	22.66
Q1	28.925
median	61.77
Q3	90.045
95-th percentile	127
Maximum	130
Range	113.35
Interquartile range (IQR)	61.12

Descriptive statistics

Standard deviation	38.307988
Coefficient of variation (CV)	0.59266258
Kurtosis	-1.2209586
Mean	64.637097
Median Absolute Deviation (MAD)	32.48
Skewness	0.4475122
Sum	2003.75
Variance	1467.502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
127.0	2	6.5%
25.46	1	3.2%
126.0	1	3.2%
113.0	1	3.2%
104.0	1	3.2%
39.03	1	3.2%
79.98	1	3.2%
86.61	1	3.2%
68.8	1	3.2%
55.39	1	3.2%
Other values (20)	20	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.65	1	3.2%
22.14	1	3.2%
23.18	1	3.2%
23.81	1	3.2%
25.41	1	3.2%
25.46	1	3.2%
26.06	1	3.2%
28.56	1	3.2%
29.29	1	3.2%
30.69	1	3.2%

Value	Count	Frequency (%)
130.0	1	3.2%
127.0	2	6.5%
126.0	1	3.2%
123.0	1	3.2%
113.0	1	3.2%
104.0	1	3.2%
93.48	1	3.2%
86.61	1	3.2%
84.2	1	3.2%
79.98	1	3.2%

경질중유_물량
Categorical

IMBALANCE

Distinct	5
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Memory size	380.0 B

<NA>	27
28.05	1
69.98	1
3.14	1
30.05	1

Length

Max length	5
Median length	4
Mean length	4.0967742
Min length	4

Unique

Unique	4 ?
Unique (%)	12.9%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	27	87.1%
28.05	1	3.2%
69.98	1	3.2%
3.14	1	3.2%
30.05	1	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	27	87.1%
28.05	1	3.2%
69.98	1	3.2%
3.14	1	3.2%
30.05	1	3.2%

경질중유_금액
Categorical

IMBALANCE

Distinct	5
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Memory size	380.0 B

<NA>	27
1038	1
2627	1
152	1
1622	1

Length

Max length	4
Median length	4
Mean length	3.9677419
Min length	3

Unique

Unique	4 ?
Unique (%)	12.9%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	27	87.1%
1038	1	3.2%
2627	1	3.2%
152	1	3.2%
1622	1	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	27	87.1%
1038	1	3.2%
2627	1	3.2%
152	1	3.2%
1622	1	3.2%

경질중유_단가
Categorical

IMBALANCE

Distinct	5
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Memory size	380.0 B

<NA>	27
37.03	1
37.54	1
48.19	1
53.97	1

Length

Max length	5
Median length	4
Mean length	4.1290323
Min length	4

Unique

Unique	4 ?
Unique (%)	12.9%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	27	87.1%
37.03	1	3.2%
37.54	1	3.2%
48.19	1	3.2%
53.97	1	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	27	87.1%
37.03	1	3.2%
37.54	1	3.2%
48.19	1	3.2%
53.97	1	3.2%

벙커C유_물량
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25935.355

Minimum	4021
Maximum	52006
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	4021
5-th percentile	6551
Q1	15944.5
median	25107
Q3	34878.5
95-th percentile	46982.5
Maximum	52006
Range	47985
Interquartile range (IQR)	18934

Descriptive statistics

Standard deviation	13286.039
Coefficient of variation (CV)	0.5122752
Kurtosis	-0.83949935
Mean	25935.355
Median Absolute Deviation (MAD)	9715
Skewness	0.16658482
Sum	803996
Variance	1.7651884 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
34271	1	3.2%
32624	1	3.2%
20800	1	3.2%
37239	1	3.2%
29626	1	3.2%
31585	1	3.2%
42915	1	3.2%
40091	1	3.2%
47228	1	3.2%
46737	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4021	1	3.2%
5910	1	3.2%
7192	1	3.2%
8282	1	3.2%
8737	1	3.2%
12926	1	3.2%
13759	1	3.2%
15392	1	3.2%
16497	1	3.2%
17478	1	3.2%

Value	Count	Frequency (%)
52006	1	3.2%
47228	1	3.2%
46737	1	3.2%
44281	1	3.2%
42915	1	3.2%
40091	1	3.2%
37239	1	3.2%
35486	1	3.2%
34271	1	3.2%
32624	1	3.2%

벙커C유_금액
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1333856.6

Minimum	178302
Maximum	4966995
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	178302
5-th percentile	225502
Q1	483644
median	644250
Q3	2011506
95-th percentile	3760500
Maximum	4966995
Range	4788693
Interquartile range (IQR)	1527862

Descriptive statistics

Standard deviation	1250514.2
Coefficient of variation (CV)	0.93751769
Kurtosis	1.7588391
Mean	1333856.6
Median Absolute Deviation (MAD)	406465
Skewness	1.4560249
Sum	41349555
Variance	1.5637857 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
532421	1	3.2%
496320	1	3.2%
1917214	1	3.2%
2591656	1	3.2%
1508187	1	3.2%
2105798	1	3.2%
3034134	1	3.2%
2189603	1	3.2%
1793155	1	3.2%
2242318	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
178302	1	3.2%
184925	1	3.2%
266079	1	3.2%
275308	1	3.2%
322948	1	3.2%
411053	1	3.2%
414759	1	3.2%
470968	1	3.2%
496320	1	3.2%
524995	1	3.2%

Value	Count	Frequency (%)
4966995	1	3.2%
4486866	1	3.2%
3034134	1	3.2%
2975775	1	3.2%
2591656	1	3.2%
2242318	1	3.2%
2189603	1	3.2%
2105798	1	3.2%
1917214	1	3.2%
1793155	1	3.2%

벙커C유_단가
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.66

Minimum	14.31
Maximum	109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	14.31
5-th percentile	15
Q1	21.91
median	47.98
Q3	70.15
95-th percentile	102
Maximum	109
Range	94.69
Interquartile range (IQR)	48.24

Descriptive statistics

Standard deviation	30.429205
Coefficient of variation (CV)	0.6127508
Kurtosis	-0.96366528
Mean	49.66
Median Absolute Deviation (MAD)	23.81
Skewness	0.52627007
Sum	1539.46
Variance	925.93649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
15.54	1	3.2%
15.21	1	3.2%
92.17	1	3.2%
69.6	1	3.2%
50.91	1	3.2%
66.67	1	3.2%
70.7	1	3.2%
54.62	1	3.2%
37.97	1	3.2%
47.98	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14.31	1	3.2%
14.79	1	3.2%
15.21	1	3.2%
15.54	1	3.2%
16.13	1	3.2%
16.56	1	3.2%
19.0	1	3.2%
19.65	1	3.2%
24.17	1	3.2%
24.82	1	3.2%

Value	Count	Frequency (%)
109.0	1	3.2%
103.0	1	3.2%
101.0	1	3.2%
95.51	1	3.2%
92.17	1	3.2%
89.57	1	3.2%
74.11	1	3.2%
70.7	1	3.2%
69.6	1	3.2%
66.67	1	3.2%

납사_물량
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152044.77

Minimum	47948
Maximum	253313
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	47948
5-th percentile	67125.5
Q1	108191.5
median	143766
Q3	203975
95-th percentile	231348
Maximum	253313
Range	205365
Interquartile range (IQR)	95783.5

Descriptive statistics

Standard deviation	58818.95
Coefficient of variation (CV)	0.38685282
Kurtosis	-1.2601511
Mean	152044.77
Median Absolute Deviation (MAD)	55866
Skewness	-0.085939372
Sum	4713388
Variance	3.4596688 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
47948	1	3.2%
62414	1	3.2%
236608	1	3.2%
253313	1	3.2%
215878	1	3.2%
226088	1	3.2%
218814	1	3.2%
199632	1	3.2%
202224	1	3.2%
197617	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47948	1	3.2%
62414	1	3.2%
71837	1	3.2%
72167	1	3.2%
79326	1	3.2%
80204	1	3.2%
101119	1	3.2%
105100	1	3.2%
111283	1	3.2%
119738	1	3.2%

Value	Count	Frequency (%)
253313	1	3.2%
236608	1	3.2%
226088	1	3.2%
218814	1	3.2%
215878	1	3.2%
208297	1	3.2%
207444	1	3.2%
205726	1	3.2%
202224	1	3.2%
199632	1	3.2%

납사_금액
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9363162

Minimum	1055184
Maximum	21930379
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	1055184
5-th percentile	1201521.5
Q1	2534174
median	8916953
Q3	15261136
95-th percentile	21215846
Maximum	21930379
Range	20875195
Interquartile range (IQR)	12726962

Descriptive statistics

Standard deviation	7163741.8
Coefficient of variation (CV)	0.76509857
Kurtosis	-1.1752765
Mean	9363162
Median Absolute Deviation (MAD)	6438374
Skewness	0.43898021
Sum	2.9025802 × 10⁸
Variance	5.1319197 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1055184	1	3.2%
1178950	1	3.2%
20986621	1	3.2%
18016852	1	3.2%
9782879	1	3.2%
13217098	1	3.2%
15445074	1	3.2%
10811939	1	3.2%
8916953	1	3.2%
11022933	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1055184	1	3.2%
1178950	1	3.2%
1224093	1	3.2%
1358205	1	3.2%
1749269	1	3.2%
1781860	1	3.2%
1885222	1	3.2%
1981365	1	3.2%
3086983	1	3.2%
3252152	1	3.2%

Value	Count	Frequency (%)
21930379	1	3.2%
21445070	1	3.2%
20986621	1	3.2%
20939788	1	3.2%
19648644	1	3.2%
18016852	1	3.2%
15445074	1	3.2%
15355327	1	3.2%
15166944	1	3.2%
13217098	1	3.2%

납사_단가
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.195161

Minimum	16.95
Maximum	106
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	16.95
5-th percentile	17.925
Q1	24.545
median	52.95
Q3	72.585
95-th percentile	103.5
Maximum	106
Range	89.05
Interquartile range (IQR)	48.04

Descriptive statistics

Standard deviation	30.176754
Coefficient of variation (CV)	0.56728382
Kurtosis	-1.0964466
Mean	53.195161
Median Absolute Deviation (MAD)	27.47
Skewness	0.44546949
Sum	1649.05
Variance	910.63649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
22.01	1	3.2%
18.89	1	3.2%
88.7	1	3.2%
71.12	1	3.2%
45.32	1	3.2%
58.46	1	3.2%
70.59	1	3.2%
54.16	1	3.2%
44.09	1	3.2%
55.78	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.95	1	3.2%
16.96	1	3.2%
18.89	1	3.2%
18.91	1	3.2%
19.59	1	3.2%
21.81	1	3.2%
22.01	1	3.2%
23.77	1	3.2%
25.32	1	3.2%
27.16	1	3.2%

Value	Count	Frequency (%)
106.0	1	3.2%
104.0	1	3.2%
103.0	1	3.2%
102.0	1	3.2%
100.11	1	3.2%
88.7	1	3.2%
80.42	1	3.2%
74.05	1	3.2%
71.12	1	3.2%
70.59	1	3.2%

항공유_물량
Real number (ℝ)

MISSING

Distinct	28
Distinct (%)	100.0%
Missing	3
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	785.29821

Minimum	1.07
Maximum	4408
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	1.07
5-th percentile	2.301
Q1	3.2575
median	11.205
Q3	556.75
95-th percentile	3741.9
Maximum	4408
Range	4406.93
Interquartile range (IQR)	553.4925

Descriptive statistics

Standard deviation	1413.2314
Coefficient of variation (CV)	1.7996111
Kurtosis	1.1997541
Mean	785.29821
Median Absolute Deviation (MAD)	8.73
Skewness	1.6492816
Sum	21988.35
Variance	1997222.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
5.59	1	3.2%
2.47	1	3.2%
5.39	1	3.2%
4.78	1	3.2%
3.32	1	3.2%
2.6	1	3.2%
3.07	1	3.2%
6.54	1	3.2%
4.14	1	3.2%
6.27	1	3.2%
Other values (18)	18	58.1%
(Missing)	3	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.07	1	3.2%
2.21	1	3.2%
2.47	1	3.2%
2.48	1	3.2%
2.6	1	3.2%
2.73	1	3.2%
3.07	1	3.2%
3.32	1	3.2%
4.14	1	3.2%
4.78	1	3.2%

Value	Count	Frequency (%)
4408.0	1	3.2%
3828.0	1	3.2%
3582.0	1	3.2%
3459.0	1	3.2%
2781.0	1	3.2%
1696.0	1	3.2%
1210.0	1	3.2%
339.0	1	3.2%
251.0	1	3.2%
215.0	1	3.2%

항공유_금액
Real number (ℝ)

MISSING

Distinct	28
Distinct (%)	100.0%
Missing	3
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	24114.25

Minimum	143
Maximum	132694
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	143
5-th percentile	281.2
Q1	546.5
median	1647
Q3	20785.25
95-th percentile	124357.7
Maximum	132694
Range	132551
Interquartile range (IQR)	20238.75

Descriptive statistics

Standard deviation	42097.976
Coefficient of variation (CV)	1.7457717
Kurtosis	1.8132204
Mean	24114.25
Median Absolute Deviation (MAD)	1358
Skewness	1.7596829
Sum	675199
Variance	1.7722396 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
820	1	3.2%
549	1	3.2%
980	1	3.2%
721	1	3.2%
539	1	3.2%
454	1	3.2%
476	1	3.2%
971	1	3.2%
623	1	3.2%
1106	1	3.2%
Other values (18)	18	58.1%
(Missing)	3	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
143	1	3.2%
263	1	3.2%
315	1	3.2%
454	1	3.2%
469	1	3.2%
476	1	3.2%
539	1	3.2%
549	1	3.2%
623	1	3.2%
721	1	3.2%

Value	Count	Frequency (%)
132694	1	3.2%
131644	1	3.2%
110826	1	3.2%
76478	1	3.2%
75809	1	3.2%
63539	1	3.2%
26558	1	3.2%
18861	1	3.2%
9600	1	3.2%
9238	1	3.2%

항공유_단가
Real number (ℝ)

MISSING

Distinct	28
Distinct (%)	100.0%
Missing	3
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	109.49357

Minimum	19.98
Maximum	223
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	19.98
5-th percentile	23.8085
Q1	35.8375
median	135.5
Q3	156.75
95-th percentile	183.95
Maximum	223
Range	203.02
Interquartile range (IQR)	120.9125

Descriptive statistics

Standard deviation	64.933116
Coefficient of variation (CV)	0.59303131
Kurtosis	-1.5291265
Mean	109.49357
Median Absolute Deviation (MAD)	43.5
Skewness	-0.2002257
Sum	3065.82
Variance	4216.3095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
147.0	1	3.2%
223.0	1	3.2%
182.0	1	3.2%
151.0	1	3.2%
162.0	1	3.2%
175.0	1	3.2%
155.0	1	3.2%
148.0	1	3.2%
150.0	1	3.2%
176.0	1	3.2%
Other values (18)	18	58.1%
(Missing)	3	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.98	1	3.2%
21.95	1	3.2%
27.26	1	3.2%
28.35	1	3.2%
30.1	1	3.2%
30.79	1	3.2%
30.94	1	3.2%
37.47	1	3.2%
38.05	1	3.2%
42.93	1	3.2%

Value	Count	Frequency (%)
223.0	1	3.2%
185.0	1	3.2%
182.0	1	3.2%
176.0	1	3.2%
175.0	1	3.2%
172.0	1	3.2%
162.0	1	3.2%
155.0	1	3.2%
151.0	1	3.2%
150.0	1	3.2%

LPG_물량
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64409.742

Minimum	39631
Maximum	107072
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	39631
5-th percentile	46681.5
Q1	51951
median	58172
Q3	71643.5
95-th percentile	99031.5
Maximum	107072
Range	67441
Interquartile range (IQR)	19692.5

Descriptive statistics

Standard deviation	17245.911
Coefficient of variation (CV)	0.26775314
Kurtosis	0.41369334
Mean	64409.742
Median Absolute Deviation (MAD)	9028
Skewness	1.0425019
Sum	1996702
Variance	2.9742143 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
39631	1	3.2%
45479	1	3.2%
107072	1	3.2%
96898	1	3.2%
101165	1	3.2%
94093	1	3.2%
79325	1	3.2%
73279	1	3.2%
83271	1	3.2%
62712	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39631	1	3.2%
45479	1	3.2%
47884	1	3.2%
48062	1	3.2%
48595	1	3.2%
49144	1	3.2%
49689	1	3.2%
50801	1	3.2%
53101	1	3.2%
54003	1	3.2%

Value	Count	Frequency (%)
107072	1	3.2%
101165	1	3.2%
96898	1	3.2%
94093	1	3.2%
83271	1	3.2%
79325	1	3.2%
73940	1	3.2%
73279	1	3.2%
70008	1	3.2%
69629	1	3.2%

LPG_금액
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2757173.7

Minimum	593997
Maximum	7083592
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	593997
5-th percentile	600457
Q1	1232447.5
median	2569062
Q3	4057230
95-th percentile	5618372.5
Maximum	7083592
Range	6489595
Interquartile range (IQR)	2824782.5

Descriptive statistics

Standard deviation	1827755.9
Coefficient of variation (CV)	0.66290921
Kurtosis	-0.65112149
Mean	2757173.7
Median Absolute Deviation (MAD)	1348450
Skewness	0.61204512
Sum	85472385
Variance	3.3406915 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
593997	1	3.2%
601209	1	3.2%
7083592	1	3.2%
5242106	1	3.2%
3295985	1	3.2%
3527235	1	3.2%
3807479	1	3.2%
3009929	1	3.2%
2569062	1	3.2%
2629607	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
593997	1	3.2%
599705	1	3.2%
601209	1	3.2%
715587	1	3.2%
895500	1	3.2%
1017177	1	3.2%
1035835	1	3.2%
1220612	1	3.2%
1244283	1	3.2%
1252026	1	3.2%

Value	Count	Frequency (%)
7083592	1	3.2%
5663249	1	3.2%
5573496	1	3.2%
5242106	1	3.2%
5097746	1	3.2%
4855640	1	3.2%
4725731	1	3.2%
4306981	1	3.2%
3807479	1	3.2%
3527235	1	3.2%

LPG_단가
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.182581

Minimum	12.34
Maximum	79.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	12.34
5-th percentile	13.89
Q1	22.005
median	37.49
Q3	53.54
95-th percentile	76.935
Maximum	79.61
Range	67.27
Interquartile range (IQR)	31.535

Descriptive statistics

Standard deviation	21.777663
Coefficient of variation (CV)	0.54196775
Kurtosis	-0.95555802
Mean	40.182581
Median Absolute Deviation (MAD)	15.61
Skewness	0.52890532
Sum	1245.66
Variance	474.2666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
14.99	1	3.2%
13.22	1	3.2%
66.16	1	3.2%
54.1	1	3.2%
32.58	1	3.2%
37.49	1	3.2%
48.0	1	3.2%
41.07	1	3.2%
30.85	1	3.2%
41.93	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.34	1	3.2%
13.22	1	3.2%
14.56	1	3.2%
14.99	1	3.2%
16.86	1	3.2%
17.96	1	3.2%
18.44	1	3.2%
21.88	1	3.2%
22.13	1	3.2%
25.4	1	3.2%

Value	Count	Frequency (%)
79.61	1	3.2%
77.28	1	3.2%
76.59	1	3.2%
76.43	1	3.2%
74.96	1	3.2%
66.16	1	3.2%
61.86	1	3.2%
54.1	1	3.2%
52.98	1	3.2%
48.0	1	3.2%

아스팔트_물량
Real number (ℝ)

MISSING

Distinct	11
Distinct (%)	100.0%
Missing	20
Missing (%)	64.5%
Infinite	0
Infinite (%)	0.0%
Mean	478.71

Minimum	18.44
Maximum	3353
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	18.44
5-th percentile	21.315
Q1	44.145
median	140
Q3	412.5
95-th percentile	1952
Maximum	3353
Range	3334.56
Interquartile range (IQR)	368.355

Descriptive statistics

Standard deviation	971.376
Coefficient of variation (CV)	2.0291534
Kurtosis	9.9305843
Mean	478.71
Median Absolute Deviation (MAD)	115.81
Skewness	3.101502
Sum	5265.81
Variance	943571.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
395.0	1	3.2%
18.44	1	3.2%
24.19	1	3.2%
201.0	1	3.2%
57.18	1	3.2%
140.0	1	3.2%
31.11	1	3.2%
64.89	1	3.2%
430.0	1	3.2%
3353.0	1	3.2%
(Missing)	20	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.44	1	3.2%
24.19	1	3.2%
31.11	1	3.2%
57.18	1	3.2%
64.89	1	3.2%
140.0	1	3.2%
201.0	1	3.2%
395.0	1	3.2%
430.0	1	3.2%
551.0	1	3.2%

Value	Count	Frequency (%)
3353.0	1	3.2%
551.0	1	3.2%
430.0	1	3.2%
395.0	1	3.2%
201.0	1	3.2%
140.0	1	3.2%
64.89	1	3.2%
57.18	1	3.2%
31.11	1	3.2%
24.19	1	3.2%

아스팔트_금액
Real number (ℝ)

MISSING

Distinct	11
Distinct (%)	100.0%
Missing	20
Missing (%)	64.5%
Infinite	0
Infinite (%)	0.0%
Mean	29538

Minimum	388
Maximum	234076
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	388
5-th percentile	498
Q1	1649
median	3957
Q3	13877
95-th percentile	140227
Maximum	234076
Range	233688
Interquartile range (IQR)	12228

Descriptive statistics

Standard deviation	69159.832
Coefficient of variation (CV)	2.3413851
Kurtosis	9.8921957
Mean	29538
Median Absolute Deviation (MAD)	3349
Skewness	3.1074957
Sum	324918
Variance	4.7830823 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
9300	1	3.2%
388	1	3.2%
608	1	3.2%
5040	1	3.2%
1576	1	3.2%
3957	1	3.2%
1722	1	3.2%
3419	1	3.2%
18454	1	3.2%
234076	1	3.2%
(Missing)	20	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
388	1	3.2%
608	1	3.2%
1576	1	3.2%
1722	1	3.2%
3419	1	3.2%
3957	1	3.2%
5040	1	3.2%
9300	1	3.2%
18454	1	3.2%
46378	1	3.2%

Value	Count	Frequency (%)
234076	1	3.2%
46378	1	3.2%
18454	1	3.2%
9300	1	3.2%
5040	1	3.2%
3957	1	3.2%
3419	1	3.2%
1722	1	3.2%
1576	1	3.2%
608	1	3.2%

아스팔트_단가
Real number (ℝ)

MISSING

Distinct	11
Distinct (%)	100.0%
Missing	20
Missing (%)	64.5%
Infinite	0
Infinite (%)	0.0%
Mean	41.416364

Minimum	21.05
Maximum	84.13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	21.05
5-th percentile	22.3
Q1	25.095
median	28.36
Q3	54.015
95-th percentile	76.975
Maximum	84.13
Range	63.08
Interquartile range (IQR)	28.92

Descriptive statistics

Standard deviation	21.40934
Coefficient of variation (CV)	0.5169295
Kurtosis	-0.22671576
Mean	41.416364
Median Absolute Deviation (MAD)	7.31
Skewness	0.96210086
Sum	455.58
Variance	458.35985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
23.55	1	3.2%
21.05	1	3.2%
25.15	1	3.2%
25.04	1	3.2%
27.56	1	3.2%
28.36	1	3.2%
55.34	1	3.2%
52.69	1	3.2%
42.89	1	3.2%
69.82	1	3.2%
(Missing)	20	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.05	1	3.2%
23.55	1	3.2%
25.04	1	3.2%
25.15	1	3.2%
27.56	1	3.2%
28.36	1	3.2%
42.89	1	3.2%
52.69	1	3.2%
55.34	1	3.2%
69.82	1	3.2%

Value	Count	Frequency (%)
84.13	1	3.2%
69.82	1	3.2%
55.34	1	3.2%
52.69	1	3.2%
42.89	1	3.2%
28.36	1	3.2%
27.56	1	3.2%
25.15	1	3.2%
25.04	1	3.2%
23.55	1	3.2%

윤활유_물량
Real number (ℝ)

MISSING

Distinct	12
Distinct (%)	100.0%
Missing	19
Missing (%)	61.3%
Infinite	0
Infinite (%)	0.0%
Mean	284.45167

Minimum	11.21
Maximum	1605
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	11.21
5-th percentile	12.7115
Q1	21.3075
median	38.655
Q3	219.25
95-th percentile	1268.4
Maximum	1605
Range	1593.79
Interquartile range (IQR)	197.9425

Descriptive statistics

Standard deviation	502.69904
Coefficient of variation (CV)	1.7672565
Kurtosis	4.1765341
Mean	284.45167
Median Absolute Deviation (MAD)	26.08
Skewness	2.1699299
Sum	3413.42
Variance	252706.33
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
14.22	1	3.2%
23.67	1	3.2%
13.94	1	3.2%
382.0	1	3.2%
42.74	1	3.2%
104.0	1	3.2%
24.07	1	3.2%
11.21	1	3.2%
34.57	1	3.2%
165.0	1	3.2%
Other values (2)	2	6.5%
(Missing)	19	61.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.21	1	3.2%
13.94	1	3.2%
14.22	1	3.2%
23.67	1	3.2%
24.07	1	3.2%
34.57	1	3.2%
42.74	1	3.2%
104.0	1	3.2%
165.0	1	3.2%
382.0	1	3.2%

Value	Count	Frequency (%)
1605.0	1	3.2%
993.0	1	3.2%
382.0	1	3.2%
165.0	1	3.2%
104.0	1	3.2%
42.74	1	3.2%
34.57	1	3.2%
24.07	1	3.2%
23.67	1	3.2%
14.22	1	3.2%

윤활유_금액
Real number (ℝ)

MISSING

Distinct	12
Distinct (%)	100.0%
Missing	19
Missing (%)	61.3%
Infinite	0
Infinite (%)	0.0%
Mean	39937.417

Minimum	563
Maximum	262462
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	563
5-th percentile	663.65
Q1	1224.25
median	5783
Q3	18311
95-th percentile	195368.6
Maximum	262462
Range	261899
Interquartile range (IQR)	17086.75

Descriptive statistics

Standard deviation	80279.346
Coefficient of variation (CV)	2.0101287
Kurtosis	5.7130317
Mean	39937.417
Median Absolute Deviation (MAD)	5128.5
Skewness	2.451944
Sum	479249
Variance	6.4447734 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
563	1	3.2%
1238	1	3.2%
746	1	3.2%
30782	1	3.2%
7865	1	3.2%
14154	1	3.2%
2716	1	3.2%
1183	1	3.2%
3701	1	3.2%
13365	1	3.2%
Other values (2)	2	6.5%
(Missing)	19	61.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
563	1	3.2%
746	1	3.2%
1183	1	3.2%
1238	1	3.2%
2716	1	3.2%
3701	1	3.2%
7865	1	3.2%
13365	1	3.2%
14154	1	3.2%
30782	1	3.2%

Value	Count	Frequency (%)
262462	1	3.2%
140474	1	3.2%
30782	1	3.2%
14154	1	3.2%
13365	1	3.2%
7865	1	3.2%
3701	1	3.2%
2716	1	3.2%
1238	1	3.2%
1183	1	3.2%

윤활유_단가
Real number (ℝ)

MISSING

Distinct	12
Distinct (%)	100.0%
Missing	19
Missing (%)	61.3%
Infinite	0
Infinite (%)	0.0%
Mean	104.93333

Minimum	39.58
Maximum	184
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	39.58
5-th percentile	46.565
Q1	73.8475
median	106.5
Q3	137.5
95-th percentile	173
Maximum	184
Range	144.42
Interquartile range (IQR)	63.6525

Descriptive statistics

Standard deviation	45.718737
Coefficient of variation (CV)	0.43569318
Kurtosis	-0.87135482
Mean	104.93333
Median Absolute Deviation (MAD)	32.5
Skewness	0.22025639
Sum	1259.2
Variance	2090.203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
39.58	1	3.2%
52.28	1	3.2%
53.5	1	3.2%
80.63	1	3.2%
184.0	1	3.2%
136.0	1	3.2%
113.0	1	3.2%
106.0	1	3.2%
107.0	1	3.2%
81.21	1	3.2%
Other values (2)	2	6.5%
(Missing)	19	61.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39.58	1	3.2%
52.28	1	3.2%
53.5	1	3.2%
80.63	1	3.2%
81.21	1	3.2%
106.0	1	3.2%
107.0	1	3.2%
113.0	1	3.2%
136.0	1	3.2%
142.0	1	3.2%

Value	Count	Frequency (%)
184.0	1	3.2%
164.0	1	3.2%
142.0	1	3.2%
136.0	1	3.2%
113.0	1	3.2%
107.0	1	3.2%
106.0	1	3.2%
81.21	1	3.2%
80.63	1	3.2%
53.5	1	3.2%

합계_물량
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	253752.64

Minimum	137012
Maximum	392316.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	137012
5-th percentile	171827.5
Q1	193328.93
median	224613
Q3	320501.83
95-th percentile	359584.45
Maximum	392316.5
Range	255304.5
Interquartile range (IQR)	127172.89

Descriptive statistics

Standard deviation	71506.685
Coefficient of variation (CV)	0.28179681
Kurtosis	-1.2708016
Mean	253752.64
Median Absolute Deviation (MAD)	48717
Skewness	0.33763446
Sum	7866331.9
Variance	5.113206 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
137012.0	1	3.2%
167759.0	1	3.2%
367061.7	1	3.2%
392316.5	1	3.2%
347368.0	1	3.2%
352107.2	1	3.2%
341544.41	1	3.2%
314404.64	1	3.2%
334360.39	1	3.2%
307869.92	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
137012.0	1	3.2%
167759.0	1	3.2%
175896.0	1	3.2%
179353.24	1	3.2%
184491.0	1	3.2%
185812.22	1	3.2%
190788.44	1	3.2%
191547.73	1	3.2%
195110.14	1	3.2%
204301.19	1	3.2%

Value	Count	Frequency (%)
392316.5	1	3.2%
367061.7	1	3.2%
352107.2	1	3.2%
347368.0	1	3.2%
341544.41	1	3.2%
334360.39	1	3.2%
328976.32	1	3.2%
326599.01	1	3.2%
314404.64	1	3.2%
309926.28	1	3.2%

합계_금액
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13885987

Minimum	2581790
Maximum	32353402
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	2581790
5-th percentile	2924843.5
Q1	5170163
median	13383951
Q3	20852881
95-th percentile	31281543
Maximum	32353402
Range	29771612
Interquartile range (IQR)	15682718

Descriptive statistics

Standard deviation	9888637.8
Coefficient of variation (CV)	0.7121307
Kurtosis	-0.98242858
Mean	13885987
Median Absolute Deviation (MAD)	7906727
Skewness	0.57101845
Sum	4.304656 × 10⁸
Variance	9.7785157 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
2581790.0	1	3.2%
2989232.0	1	3.2%
30347164.0	1	3.2%
26268191.57	1	3.2%
14623437.0	1	3.2%
18881336.0	1	3.2%
22328408.23	1	3.2%
16105283.0	1	3.2%
13383951.0	1	3.2%
15966035.0	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2581790.0	1	3.2%
2860455.0	1	3.2%
2989232.0	1	3.2%
3152056.0	1	3.2%
3491789.0	1	3.2%
3998701.0	1	3.2%
4324910.0	1	3.2%
4863102.0	1	3.2%
5477224.0	1	3.2%
5690371.0	1	3.2%

Value	Count	Frequency (%)
32353402.0	1	3.2%
31419366.0	1	3.2%
31143720.0	1	3.2%
30347164.0	1	3.2%
27072725.0	1	3.2%
26268191.57	1	3.2%
22328408.23	1	3.2%
20874871.0	1	3.2%
20830891.0	1	3.2%
18881336.0	1	3.2%

합계_단가
Real number (ℝ)

UNIQUE

Distinct	31
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.982581

Minimum	16.26
Maximum	100.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	411.0 B

Quantile statistics

Minimum	16.26
5-th percentile	17.17
Q1	24.09
median	49.04
Q3	67.315
95-th percentile	97.655
Maximum	100.49
Range	84.23
Interquartile range (IQR)	43.225

Descriptive statistics

Standard deviation	28.05288
Coefficient of variation (CV)	0.56125313
Kurtosis	-1.0221815
Mean	49.982581
Median Absolute Deviation (MAD)	24.14
Skewness	0.4916325
Sum	1549.46
Variance	786.96408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
18.84	1	3.2%
17.82	1	3.2%
82.68	1	3.2%
66.96	1	3.2%
42.1	1	3.2%
53.62	1	3.2%
65.37	1	3.2%
51.22	1	3.2%
40.03	1	3.2%
51.86	1	3.2%
Other values (21)	21	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.26	1	3.2%
16.52	1	3.2%
17.82	1	3.2%
18.84	1	3.2%
18.93	1	3.2%
19.47	1	3.2%
22.61	1	3.2%
23.28	1	3.2%
24.9	1	3.2%
26.75	1	3.2%

Value	Count	Frequency (%)
100.49	1	3.2%
98.35	1	3.2%
96.96	1	3.2%
96.2	1	3.2%
92.74	1	3.2%
82.68	1	3.2%
75.41	1	3.2%
67.67	1	3.2%
66.96	1	3.2%
65.37	1	3.2%

First rows
Last rows

	년	휘발유_물량	휘발유_금액	휘발유_단가	등유_물량	등유_금액	등유_단가	경유_물량	경유_금액	경유_단가	경질중유_물량	경질중유_금액	경질중유_단가	벙커C유_물량	벙커C유_금액	벙커C유_단가	납사_물량	납사_금액	납사_단가	항공유_물량	항공유_금액	항공유_단가	LPG_물량	LPG_금액	LPG_단가	아스팔트_물량	아스팔트_금액	아스팔트_단가	윤활유_물량	윤활유_금액	윤활유_단가	합계_물량	합계_금액	합계_단가
0	1992	<NA>	<NA>	<NA>	8986.0	243722.0	27.12	5781.0	147166.0	25.46	<NA>	<NA>	<NA>	34271	532421	15.54	47948	1055184	22.01	<NA>	<NA>	<NA>	39631	593997	14.99	395.0	9300	23.55	<NA>	<NA>	<NA>	137012.0	2581790.0	18.84
1	1993	<NA>	<NA>	<NA>	16016.0	427542.0	26.7	11226.0	285211.0	25.41	<NA>	<NA>	<NA>	32624	496320	15.21	62414	1178950	18.89	<NA>	<NA>	<NA>	45479	601209	13.22	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	167759.0	2989232.0	17.82
2	1994	<NA>	<NA>	<NA>	17087.0	416775.0	24.39	17435.0	386100.0	22.14	<NA>	<NA>	<NA>	35486	524995	14.79	72167	1224093	16.96	<NA>	<NA>	<NA>	48595	599705	12.34	18.44	388	21.05	<NA>	<NA>	<NA>	190788.44	3152056.0	16.52
3	1995	<NA>	<NA>	<NA>	23361.0	584251.0	25.01	32190.0	746144.0	23.18	<NA>	<NA>	<NA>	24824	411053	16.56	71837	1358205	18.91	115.0	3548	30.79	53101	895500	16.86	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	205428.0	3998701.0	19.47
4	1996	<NA>	<NA>	<NA>	27679.0	880679.0	31.82	18540.0	529453.0	28.56	<NA>	<NA>	<NA>	29143	553830	19.0	80204	1749269	21.81	4408.0	132694	30.1	55149	1017177	18.44	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	215123.0	4863102.0	22.61
5	1997	<NA>	<NA>	<NA>	15769.0	468886.0	29.73	3134.0	81658.0	26.06	<NA>	<NA>	<NA>	26757	525729	19.65	79326	1885222	23.77	3582.0	110826	30.94	57230	1252026	21.88	<NA>	<NA>	<NA>	14.22	563	39.58	185812.22	4324910.0	23.28
6	1998	215.0	4190.0	19.46	5103.0	110754.0	21.7	2198.0	36581.0	16.65	<NA>	<NA>	<NA>	12926	184925	14.31	105100	1781860	16.95	1210.0	26558	21.95	49144	715587	14.56	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	175896.0	2860455.0	16.26
7	1999	390.0	9193.0	23.59	2687.0	67809.0	25.23	2311.0	55030.0	23.81	<NA>	<NA>	<NA>	16497	266079	16.13	101119	1981365	19.59	3828.0	76478	19.98	57659	1035835	17.96	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	184491.0	3491789.0	18.93
8	2000	740.0	26321.0	35.55	6870.0	255490.0	37.19	2818.0	102578.0	36.4	<NA>	<NA>	<NA>	25107	683213	27.21	111283	3403348	30.58	1696.0	63539	37.47	55763	1466017	26.29	24.19	608	25.15	<NA>	<NA>	<NA>	204301.19	6001114.0	29.37
9	2001	2108.0	62951.0	29.87	5310.0	166736.0	31.4	6681.0	205038.0	30.69	<NA>	<NA>	<NA>	22318	553857	24.82	119738	3252152	27.16	339.0	9600	28.35	48062	1220612	25.4	201.0	5040	25.04	23.67	1238	52.28	204780.67	5477224.0	26.75

	년	휘발유_물량	휘발유_금액	휘발유_단가	등유_물량	등유_금액	등유_단가	경유_물량	경유_금액	경유_단가	경질중유_물량	경질중유_금액	경질중유_단가	벙커C유_물량	벙커C유_금액	벙커C유_단가	납사_물량	납사_금액	납사_단가	항공유_물량	항공유_금액	항공유_단가	LPG_물량	LPG_금액	LPG_단가	아스팔트_물량	아스팔트_금액	아스팔트_단가	윤활유_물량	윤활유_금액	윤활유_단가	합계_물량	합계_금액	합계_단가
21	2013	1718.0	214110.0	125.0	97.83	12392.0	127.0	8597.0	1093990.0	127.0	<NA>	<NA>	<NA>	44281	4486866	101.0	208297	21445070	103.0	17.49	3228	185.0	65968	5097746	77.28	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	328976.32	32353402.0	98.35
22	2014	<NA>	<NA>	<NA>	133.0	16699.0	126.0	5152.0	631273.0	123.0	<NA>	<NA>	<NA>	52006	4966995	95.51	205726	20939788	102.0	6.27	1106	176.0	63533	4855640	76.43	<NA>	<NA>	<NA>	42.74	7865	184.0	326599.01	31419366.0	96.2
23	2015	387.0	33219.0	85.91	10.67	1333.0	125.0	267.0	20126.0	75.43	<NA>	<NA>	<NA>	46737	2242318	47.98	197617	11022933	55.78	4.14	623	150.0	62712	2629607	41.93	31.11	1722	55.34	104.0	14154	136.0	307869.92	15966035.0	51.86
24	2016	1391.0	89259.0	64.15	17.78	848.0	47.67	198.0	10987.0	55.39	<NA>	<NA>	<NA>	47228	1793155	37.97	202224	8916953	44.09	6.54	971	148.0	83271	2569062	30.85	<NA>	<NA>	<NA>	24.07	2716	113.0	334360.39	13383951.0	40.03
25	2017	1127.0	74832.0	66.39	36.57	2297.0	62.79	236.0	16207.0	68.8	<NA>	<NA>	<NA>	40091	2189603	54.62	199632	10811939	54.16	3.07	476	155.0	73279	3009929	41.07	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	314404.64	16105283.0	51.22
26	2018	174.0	16098.0	92.42	0.71	44.23	62.5	237.0	20523.0	86.61	<NA>	<NA>	<NA>	42915	3034134	70.7	218814	15445074	70.59	2.6	454	175.0	79325	3807479	48.0	64.89	3419	52.69	11.21	1183	106.0	341544.41	22328408.23	65.37
27	2019	130.0	13031.0	100.0	35.31	2927.0	82.88	138.0	11007.0	79.98	<NA>	<NA>	<NA>	31585	2105798	66.67	226088	13217098	58.46	3.32	539	162.0	94093	3527235	37.49	<NA>	<NA>	<NA>	34.57	3701	107.0	352107.2	18881336.0	53.62
28	2020	0.14	72.4	506.0	80.25	3030.0	37.76	19.05	744.0	39.03	<NA>	<NA>	<NA>	29626	1508187	50.91	215878	9782879	45.32	4.78	721	151.0	101165	3295985	32.58	430.0	18454	42.89	165.0	13365	81.21	347368.0	14623437.0	42.1
29	2021	299.0	25107.0	84.02	216.0	16929.0	78.48	0.11	11.57	104.0	<NA>	<NA>	<NA>	37239	2591656	69.6	253313	18016852	71.12	5.39	980	182.0	96898	5242106	54.1	3353.0	234076	69.82	993.0	140474	142.0	392316.5	26268191.57	66.96
30	2022	85.51	12896.0	151.0	37.72	3427.0	90.85	300.0	34025.0	113.0	<NA>	<NA>	<NA>	20800	1917214	92.17	236608	20986621	88.7	2.47	549	223.0	107072	7083592	66.16	551.0	46378	84.13	1605.0	262462	164.0	367061.7	30347164.0	82.68

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Sample