gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	43
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.0 KiB
Average record size in memory	120.1 B

Variable types

Numeric	13

Dataset

Description	국내 수입원유의 유질별 수입량(경질유,중(中)질유,중(重)질유) 단위 : 물량(천Bbl), 금액(천$)
URL	https://www.data.go.kr/data/15054605/fileData.do

Alerts

`년` is highly overall correlated with `경질유_물량` and 11 other fields	High correlation
`경질유_물량` is highly overall correlated with `년` and 11 other fields	High correlation
`경질유_금액` is highly overall correlated with `년` and 11 other fields	High correlation
`경질유_단가` is highly overall correlated with `년` and 10 other fields	High correlation
`중(가운데중)질유_물량` is highly overall correlated with `년` and 6 other fields	High correlation
`중(가운데중)질유_금액` is highly overall correlated with `년` and 11 other fields	High correlation
`중(가운데중)질유_단가` is highly overall correlated with `년` and 10 other fields	High correlation
`중(무거울중)질유_물량` is highly overall correlated with `년` and 10 other fields	High correlation
`중(무거울중)질유_금액` is highly overall correlated with `년` and 11 other fields	High correlation
`중(무거울중)질유_단가` is highly overall correlated with `년` and 10 other fields	High correlation
`합계_물량` is highly overall correlated with `년` and 11 other fields	High correlation
`합계_금액` is highly overall correlated with `년` and 11 other fields	High correlation
`합계_단가` is highly overall correlated with `년` and 10 other fields	High correlation
`년` has unique values	Unique
`경질유_물량` has unique values	Unique
`경질유_금액` has unique values	Unique
`중(가운데중)질유_물량` has unique values	Unique
`중(가운데중)질유_금액` has unique values	Unique
`중(무거울중)질유_물량` has unique values	Unique
`중(무거울중)질유_금액` has unique values	Unique
`합계_물량` has unique values	Unique
`합계_금액` has unique values	Unique

Reproduction

Analysis started	2023-12-12 06:34:51.515515
Analysis finished	2023-12-12 06:35:08.753529
Duration	17.24 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2001

Minimum	1980
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1980
5-th percentile	1982.1
Q1	1990.5
median	2001
Q3	2011.5
95-th percentile	2019.9
Maximum	2022
Range	42
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	12.556539
Coefficient of variation (CV)	0.0062751318
Kurtosis	-1.2
Mean	2001
Median Absolute Deviation (MAD)	11
Skewness	0
Sum	86043
Variance	157.66667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1980	1	2.3%
1981	1	2.3%
2004	1	2.3%
2005	1	2.3%
2006	1	2.3%
2007	1	2.3%
2008	1	2.3%
2009	1	2.3%
2010	1	2.3%
2011	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1980	1	2.3%
1981	1	2.3%
1982	1	2.3%
1983	1	2.3%
1984	1	2.3%
1985	1	2.3%
1986	1	2.3%
1987	1	2.3%
1988	1	2.3%
1989	1	2.3%

Value	Count	Frequency (%)
2022	1	2.3%
2021	1	2.3%
2020	1	2.3%
2019	1	2.3%
2018	1	2.3%
2017	1	2.3%
2016	1	2.3%
2015	1	2.3%
2014	1	2.3%
2013	1	2.3%

경질유_물량
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	406405.79

Minimum	26584
Maximum	701176
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	26584
5-th percentile	49491.9
Q1	212852.5
median	487289
Q3	547533.5
95-th percentile	684078.9
Maximum	701176
Range	674592
Interquartile range (IQR)	334681

Descriptive statistics

Standard deviation	206920.98
Coefficient of variation (CV)	0.50914869
Kurtosis	-1.0743715
Mean	406405.79
Median Absolute Deviation (MAD)	139101
Skewness	-0.51861307
Sum	17475449
Variance	4.2816291 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
26584	1	2.3%
39580	1	2.3%
477436	1	2.3%
482160	1	2.3%
497137	1	2.3%
518638	1	2.3%
487289	1	2.3%
473583	1	2.3%
513853	1	2.3%
525468	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26584	1	2.3%
39580	1	2.3%
46954	1	2.3%
72333	1	2.3%
88243	1	2.3%
106235	1	2.3%
131400	1	2.3%
132143	1	2.3%
168696	1	2.3%
174874	1	2.3%

Value	Count	Frequency (%)
701176	1	2.3%
698507	1	2.3%
687948	1	2.3%
649257	1	2.3%
641291	1	2.3%
636924	1	2.3%
603632	1	2.3%
569032	1	2.3%
562975	1	2.3%
560900	1	2.3%

경질유_금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21967978

Minimum	799599
Maximum	65741306
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	799599
5-th percentile	1738364.3
Q1	4209443
median	13362865
Q3	37164210
95-th percentile	60696143
Maximum	65741306
Range	64941707
Interquartile range (IQR)	32954768

Descriptive statistics

Standard deviation	20745478
Coefficient of variation (CV)	0.94435085
Kurtosis	-0.76822746
Mean	21967978
Median Absolute Deviation (MAD)	11335193
Skewness	0.76229875
Sum	9.4462305 × 10⁸
Variance	4.3037488 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
799599	1	2.3%
1422625	1	2.3%
17958662	1	2.3%
25286006	1	2.3%
32170182	1	2.3%
36835174	1	2.3%
49392402	1	2.3%
28972888	1	2.3%
40750990	1	2.3%
57295093	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
799599	1	2.3%
1422625	1	2.3%
1706219	1	2.3%
2027672	1	2.3%
2240634	1	2.3%
2368988	1	2.3%
2525750	1	2.3%
2635436	1	2.3%
2955046	1	2.3%
3192522	1	2.3%

Value	Count	Frequency (%)
65741306	1	2.3%
64323956	1	2.3%
61022070	1	2.3%
57762800	1	2.3%
57295093	1	2.3%
50956872	1	2.3%
49392402	1	2.3%
46189186	1	2.3%
40750990	1	2.3%
38943240	1	2.3%

경질유_단가
Real number (ℝ)

HIGH CORRELATION

Distinct	30
Distinct (%)	69.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.632326

Minimum	14
Maximum	113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	14
5-th percentile	15.1
Q1	20
median	31
Q3	65.435
95-th percentile	108.4
Maximum	113
Range	99
Interquartile range (IQR)	45.435

Descriptive statistics

Standard deviation	30.893456
Coefficient of variation (CV)	0.67700814
Kurtosis	-0.32308295
Mean	45.632326
Median Absolute Deviation (MAD)	14
Skewness	0.95138469
Sum	1962.19
Variance	954.4056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
18.0	3	7.0%
20.0	3	7.0%
30.0	2	4.7%
29.0	2	4.7%
109.0	2	4.7%
15.0	2	4.7%
17.0	2	4.7%
36.0	2	4.7%
103.0	2	4.7%
25.0	2	4.7%
Other values (20)	21	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14.0	1	2.3%
15.0	2	4.7%
16.0	1	2.3%
17.0	2	4.7%
18.0	3	7.0%
20.0	3	7.0%
21.0	1	2.3%
22.0	1	2.3%
25.0	2	4.7%
28.0	1	2.3%

Value	Count	Frequency (%)
113.0	1	2.3%
109.0	2	4.7%
103.0	2	4.7%
101.0	1	2.3%
79.0	1	2.3%
73.0	1	2.3%
71.0	1	2.3%
70.67	1	2.3%
65.87	1	2.3%
65.0	1	2.3%

중(가운데중)질유_물량
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	136884

Minimum	25768
Maximum	338568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	25768
5-th percentile	35868.1
Q1	54712.5
median	154585
Q3	184048.5
95-th percentile	220798.8
Maximum	338568
Range	312800
Interquartile range (IQR)	129336

Descriptive statistics

Standard deviation	70583.907
Coefficient of variation (CV)	0.5156476
Kurtosis	0.020974319
Mean	136884
Median Absolute Deviation (MAD)	37460
Skewness	0.11083187
Sum	5886012
Variance	4.9820879 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
46049	1	2.3%
45121	1	2.3%
139805	1	2.3%
163094	1	2.3%
175973	1	2.3%
182475	1	2.3%
177020	1	2.3%
183878	1	2.3%
170681	1	2.3%
208611	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25768	1	2.3%
35168	1	2.3%
35412	1	2.3%
39973	1	2.3%
40799	1	2.3%
41211	1	2.3%
42530	1	2.3%
45121	1	2.3%
46049	1	2.3%
48244	1	2.3%

Value	Count	Frequency (%)
338568	1	2.3%
239108	1	2.3%
222153	1	2.3%
208611	1	2.3%
203204	1	2.3%
197898	1	2.3%
195621	1	2.3%
192045	1	2.3%
186261	1	2.3%
185504	1	2.3%

중(가운데중)질유_금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6953603.3

Minimum	441484
Maximum	22228514
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	441484
5-th percentile	563946.7
Q1	1641431.5
median	3824425
Q3	11410025
95-th percentile	20440729
Maximum	22228514
Range	21787030
Interquartile range (IQR)	9768593.5

Descriptive statistics

Standard deviation	6595948.3
Coefficient of variation (CV)	0.9485655
Kurtosis	-0.2252474
Mean	6953603.3
Median Absolute Deviation (MAD)	3090823
Skewness	0.95684145
Sum	2.9900494 × 10⁸
Variance	4.3506534 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1492173	1	2.3%
1739257	1	2.3%
4746493	1	2.3%
7797859	1	2.3%
10703838	1	2.3%
12371777	1	2.3%
16669306	1	2.3%
11237731	1	2.3%
13298663	1	2.3%
22228514	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
441484	1	2.3%
501829	1	2.3%
555784	1	2.3%
637411	1	2.3%
733602	1	2.3%
905439	1	2.3%
977595	1	2.3%
1375380	1	2.3%
1431288	1	2.3%
1492173	1	2.3%

Value	Count	Frequency (%)
22228514	1	2.3%
22206637	1	2.3%
20659423	1	2.3%
18472479	1	2.3%
17195967	1	2.3%
16669306	1	2.3%
13470895	1	2.3%
13298663	1	2.3%
12690426	1	2.3%
12371777	1	2.3%

중(가운데중)질유_단가
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	72.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.811395

Minimum	13
Maximum	112
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	13
5-th percentile	14.1
Q1	18.5
median	32
Q3	63.595
95-th percentile	106.4
Maximum	112
Range	99
Interquartile range (IQR)	45.095

Descriptive statistics

Standard deviation	30.410873
Coefficient of variation (CV)	0.69413157
Kurtosis	-0.25358226
Mean	43.811395
Median Absolute Deviation (MAD)	16
Skewness	0.97549489
Sum	1883.89
Variance	924.82117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
28.0	3	7.0%
32.0	2	4.7%
18.0	2	4.7%
39.0	2	4.7%
24.0	2	4.7%
20.0	2	4.7%
16.0	2	4.7%
61.0	2	4.7%
17.0	2	4.7%
14.0	2	4.7%
Other values (21)	22	51.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.0	1	2.3%
14.0	2	4.7%
15.0	2	4.7%
16.0	2	4.7%
17.0	2	4.7%
18.0	2	4.7%
19.0	1	2.3%
20.0	2	4.7%
24.0	2	4.7%
27.0	1	2.3%

Value	Count	Frequency (%)
112.0	1	2.3%
108.0	1	2.3%
107.0	1	2.3%
101.0	1	2.3%
99.0	1	2.3%
94.0	1	2.3%
78.0	1	2.3%
70.52	1	2.3%
69.0	1	2.3%
68.0	1	2.3%

중(무거울중)질유_물량
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	149546.37

Minimum	46247
Maximum	283143
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	46247
5-th percentile	51571.1
Q1	91336.5
median	162129
Q3	195457
95-th percentile	222141.9
Maximum	283143
Range	236896
Interquartile range (IQR)	104120.5

Descriptive statistics

Standard deviation	62683.806
Coefficient of variation (CV)	0.41915966
Kurtosis	-0.79246304
Mean	149546.37
Median Absolute Deviation (MAD)	38434
Skewness	-0.11370144
Sum	6430494
Variance	3.9292596 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
95832	1	2.3%
86841	1	2.3%
208549	1	2.3%
197949	1	2.3%
215685	1	2.3%
171427	1	2.3%
200563	1	2.3%
177624	1	2.3%
187882	1	2.3%
192965	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46247	1	2.3%
51437	1	2.3%
51511	1	2.3%
52112	1	2.3%
56454	1	2.3%
56910	1	2.3%
63935	1	2.3%
71013	1	2.3%
82357	1	2.3%
85251	1	2.3%

Value	Count	Frequency (%)
283143	1	2.3%
269184	1	2.3%
222153	1	2.3%
222042	1	2.3%
218022	1	2.3%
215685	1	2.3%
208549	1	2.3%
208067	1	2.3%
200563	1	2.3%
199553	1	2.3%

중(무거울중)질유_금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7566515.4

Minimum	746336
Maximum	26946926
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	746336
5-th percentile	982485
Q1	2104236
median	4033858
Q3	12141271
95-th percentile	20268301
Maximum	26946926
Range	26200590
Interquartile range (IQR)	10037035

Descriptive statistics

Standard deviation	7078860.3
Coefficient of variation (CV)	0.9355509
Kurtosis	-0.086024234
Mean	7566515.4
Median Absolute Deviation (MAD)	3002188
Skewness	1.0088934
Sum	3.2536016 × 10⁸
Variance	5.0110263 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
2869578	1	2.3%
2929203	1	2.3%
7168527	1	2.3%
9519794	1	2.3%
12972110	1	2.3%
11310432	1	2.3%
18933616	1	2.3%
10524526	1	2.3%
14633887	1	2.3%
20593384	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
746336	1	2.3%
823686	1	2.3%
977020	1	2.3%
1031670	1	2.3%
1474590	1	2.3%
1566953	1	2.3%
1740314	1	2.3%
1812058	1	2.3%
1938988	1	2.3%
1982818	1	2.3%

Value	Count	Frequency (%)
26946926	1	2.3%
20593384	1	2.3%
20312760	1	2.3%
19868168	1	2.3%
18933616	1	2.3%
17671708	1	2.3%
17390935	1	2.3%
15362634	1	2.3%
14633887	1	2.3%
13925288	1	2.3%

중(무거울중)질유_단가
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	72.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.605581

Minimum	13
Maximum	113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	13
5-th percentile	15
Q1	18.5
median	30
Q3	61.935
95-th percentile	106.311
Maximum	113
Range	100
Interquartile range (IQR)	43.435

Descriptive statistics

Standard deviation	30.239654
Coefficient of variation (CV)	0.69348127
Kurtosis	-0.18123987
Mean	43.605581
Median Absolute Deviation (MAD)	14
Skewness	1.0014241
Sum	1875.04
Variance	914.43668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
34.0	3	7.0%
28.0	3	7.0%
16.0	3	7.0%
17.0	3	7.0%
30.0	2	4.7%
20.0	2	4.7%
15.0	2	4.7%
107.0	2	4.7%
70.17	1	2.3%
43.89	1	2.3%
Other values (21)	21	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.0	1	2.3%
14.0	1	2.3%
15.0	2	4.7%
16.0	3	7.0%
17.0	3	7.0%
18.0	1	2.3%
19.0	1	2.3%
20.0	2	4.7%
23.0	1	2.3%
24.0	1	2.3%

Value	Count	Frequency (%)
113.0	1	2.3%
107.0	2	4.7%
100.11	1	2.3%
99.0	1	2.3%
94.0	1	2.3%
78.0	1	2.3%
70.17	1	2.3%
69.0	1	2.3%
66.0	1	2.3%
63.87	1	2.3%

합계_물량
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	692836.14

Minimum	168465
Maximum	1118168
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	168465
5-th percentile	173953.8
Q1	347762.5
median	835085
Q3	921059
95-th percentile	1077499.4
Maximum	1118168
Range	949703
Interquartile range (IQR)	573296.5

Descriptive statistics

Standard deviation	319598.7
Coefficient of variation (CV)	0.46129045
Kurtosis	-1.2028348
Mean	692836.14
Median Absolute Deviation (MAD)	191021
Skewness	-0.57521517
Sum	29791954
Variance	1.0214333 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
168465	1	2.3%
171542	1	2.3%
825790	1	2.3%
843203	1	2.3%
888795	1	2.3%
872540	1	2.3%
864872	1	2.3%
835085	1	2.3%
872416	1	2.3%
927044	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
168465	1	2.3%
171542	1	2.3%
171841	1	2.3%
192969	1	2.3%
198313	1	2.3%
199482	1	2.3%
213622	1	2.3%
219667	1	2.3%
260180	1	2.3%
292583	1	2.3%

Value	Count	Frequency (%)
1118168	1	2.3%
1116281	1	2.3%
1078119	1	2.3%
1071923	1	2.3%
1031283	1	2.3%
1026106	1	2.3%
980259	1	2.3%
960146	1	2.3%
947292	1	2.3%
927523	1	2.3%

합계_금액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36488097

Minimum	3353187
Maximum	1.0684335 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	3353187
5-th percentile	3931243.3
Q1	6989332
median	21368018
Q3	60088933
95-th percentile	1.0001253 × 10⁸
Maximum	1.0684335 × 10⁸
Range	1.0349017 × 10⁸
Interquartile range (IQR)	53099601

Descriptive statistics

Standard deviation	33768427
Coefficient of variation (CV)	0.92546421
Kurtosis	-0.74277845
Mean	36488097
Median Absolute Deviation (MAD)	16506415
Skewness	0.7846419
Sum	1.5689882 × 10⁹
Variance	1.1403067 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
5161350	1	2.3%
6091085	1	2.3%
29873682	1	2.3%
42603659	1	2.3%
55846130	1	2.3%
60517383	1	2.3%
84995324	1	2.3%
50735145	1	2.3%
68683540	1	2.3%
100116991	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3353187	1	2.3%
3787492	1	2.3%
3827870	1	2.3%
4861603	1	2.3%
5161350	1	2.3%
5499594	1	2.3%
5767996	1	2.3%
5792390	1	2.3%
5848281	1	2.3%
6091085	1	2.3%

Value	Count	Frequency (%)
106843353	1	2.3%
105378658	1	2.3%
100116991	1	2.3%
99072428	1	2.3%
93906987	1	2.3%
84995324	1	2.3%
79790401	1	2.3%
70222972	1	2.3%
68683540	1	2.3%
67690684	1	2.3%

합계_단가
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	74.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.825814

Minimum	14
Maximum	113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	14
5-th percentile	15.1
Q1	19.5
median	31
Q3	64.255
95-th percentile	107.418
Maximum	113
Range	99
Interquartile range (IQR)	44.755

Descriptive statistics

Standard deviation	30.587213
Coefficient of variation (CV)	0.68235712
Kurtosis	-0.27658903
Mean	44.825814
Median Absolute Deviation (MAD)	14
Skewness	0.9715876
Sum	1927.51
Variance	935.57762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
17.0	4	9.3%
19.0	2	4.7%
20.0	2	4.7%
108.0	2	4.7%
29.0	2	4.7%
28.0	2	4.7%
15.0	2	4.7%
36.0	2	4.7%
53.0	2	4.7%
113.0	1	2.3%
Other values (22)	22	51.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14.0	1	2.3%
15.0	2	4.7%
16.0	1	2.3%
17.0	4	9.3%
18.0	1	2.3%
19.0	2	4.7%
20.0	2	4.7%
21.0	1	2.3%
24.0	1	2.3%
25.0	1	2.3%

Value	Count	Frequency (%)
113.0	1	2.3%
108.0	2	4.7%
102.18	1	2.3%
101.0	1	2.3%
98.0	1	2.3%
79.0	1	2.3%
71.0	1	2.3%
70.5	1	2.3%
69.0	1	2.3%
65.51	1	2.3%

Phik (φk)
Auto

Heatmap
Table

	년	경질유_물량	경질유_금액	경질유_단가	중(가운데중)질유_물량	중(가운데중)질유_금액	중(가운데중)질유_단가	중(무거울중)질유_물량	중(무거울중)질유_금액	중(무거울중)질유_단가	합계_물량	합계_금액	합계_단가
년	1.000	0.936	0.794	0.754	0.692	0.708	0.780	0.814	0.635	0.777	0.940	0.811	0.777
경질유_물량	0.936	1.000	0.442	0.200	0.515	0.408	0.262	0.750	0.000	0.268	0.973	0.000	0.268
경질유_금액	0.794	0.442	1.000	0.781	0.393	0.880	0.817	0.487	0.801	0.790	0.000	0.981	0.790
경질유_단가	0.754	0.200	0.781	1.000	0.305	0.893	0.993	0.662	0.947	0.997	0.000	0.848	0.997
중(가운데중)질유_물량	0.692	0.515	0.393	0.305	1.000	0.529	0.000	0.674	0.000	0.000	0.702	0.473	0.000
중(가운데중)질유_금액	0.708	0.408	0.880	0.893	0.529	1.000	0.902	0.592	0.865	0.896	0.360	0.898	0.896
중(가운데중)질유_단가	0.780	0.262	0.817	0.993	0.000	0.902	1.000	0.608	0.933	0.999	0.000	0.801	0.999
중(무거울중)질유_물량	0.814	0.750	0.487	0.662	0.674	0.592	0.608	1.000	0.767	0.644	0.795	0.320	0.644
중(무거울중)질유_금액	0.635	0.000	0.801	0.947	0.000	0.865	0.933	0.767	1.000	0.943	0.241	0.839	0.943
중(무거울중)질유_단가	0.777	0.268	0.790	0.997	0.000	0.896	0.999	0.644	0.943	1.000	0.000	0.793	1.000
합계_물량	0.940	0.973	0.000	0.000	0.702	0.360	0.000	0.795	0.241	0.000	1.000	0.000	0.000
합계_금액	0.811	0.000	0.981	0.848	0.473	0.898	0.801	0.320	0.839	0.793	0.000	1.000	0.793
합계_단가	0.777	0.268	0.790	0.997	0.000	0.896	0.999	0.644	0.943	1.000	0.000	0.793	1.000

Heatmap
Table

	년	경질유_물량	경질유_금액	경질유_단가	중(가운데중)질유_물량	중(가운데중)질유_금액	중(가운데중)질유_단가	중(무거울중)질유_물량	중(무거울중)질유_금액	중(무거울중)질유_단가	합계_물량	합계_금액	합계_단가
년	1.000	0.932	0.941	0.696	0.696	0.868	0.694	0.822	0.817	0.690	0.954	0.916	0.696
경질유_물량	0.932	1.000	0.876	0.563	0.774	0.816	0.557	0.720	0.717	0.555	0.983	0.848	0.560
경질유_금액	0.941	0.876	1.000	0.792	0.732	0.945	0.787	0.791	0.886	0.782	0.901	0.983	0.789
경질유_단가	0.696	0.563	0.792	1.000	0.494	0.844	0.997	0.628	0.891	0.996	0.616	0.842	0.998
중(가운데중)질유_물량	0.696	0.774	0.732	0.494	1.000	0.834	0.487	0.498	0.610	0.479	0.796	0.748	0.486
중(가운데중)질유_금액	0.868	0.816	0.945	0.844	0.834	1.000	0.842	0.712	0.899	0.833	0.850	0.969	0.840
중(가운데중)질유_단가	0.694	0.557	0.787	0.997	0.487	0.842	1.000	0.631	0.897	0.997	0.610	0.839	0.998
중(무거울중)질유_물량	0.822	0.720	0.791	0.628	0.498	0.712	0.631	1.000	0.859	0.615	0.760	0.809	0.631
중(무거울중)질유_금액	0.817	0.717	0.886	0.891	0.610	0.899	0.897	0.859	1.000	0.885	0.758	0.936	0.893
중(무거울중)질유_단가	0.690	0.555	0.782	0.996	0.479	0.833	0.997	0.615	0.885	1.000	0.610	0.830	0.997
합계_물량	0.954	0.983	0.901	0.616	0.796	0.850	0.610	0.760	0.758	0.610	1.000	0.877	0.614
합계_금액	0.916	0.848	0.983	0.842	0.748	0.969	0.839	0.809	0.936	0.830	0.877	1.000	0.838
합계_단가	0.696	0.560	0.789	0.998	0.486	0.840	0.998	0.631	0.893	0.997	0.614	0.838	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

	년	경질유_물량	경질유_금액	경질유_단가	중(가운데중)질유_물량	중(가운데중)질유_금액	중(가운데중)질유_단가	중(무거울중)질유_물량	중(무거울중)질유_금액	중(무거울중)질유_단가	합계_물량	합계_금액	합계_단가
0	1980	26584	799599	30.0	46049	1492173	32.0	95832	2869578	30.0	168465	5161350	31.0
1	1981	39580	1422625	36.0	45121	1739257	39.0	86841	2929203	34.0	171542	6091085	36.0
2	1982	46954	1706219	36.0	42530	1375380	32.0	82357	2766682	34.0	171841	5848281	34.0
3	1983	72333	2240634	31.0	49623	1431288	29.0	71013	2096074	30.0	192969	5767996	30.0
4	1984	88243	2635436	30.0	59802	1682364	28.0	51437	1474590	29.0	199482	5792390	29.0
5	1985	106235	2955046	28.0	35168	977595	28.0	56910	1566953	28.0	198313	5499594	28.0
6	1986	132143	2027672	15.0	35412	501829	14.0	52112	823686	16.0	219667	3353187	15.0
7	1987	131400	2368988	18.0	25768	441484	17.0	56454	977020	17.0	213622	3787492	18.0
8	1988	168696	2525750	15.0	39973	555784	14.0	51511	746336	14.0	260180	3827870	15.0
9	1989	187437	3192522	17.0	41211	637411	15.0	63935	1031670	16.0	292583	4861603	17.0

	년	경질유_물량	경질유_금액	경질유_단가	중(가운데중)질유_물량	중(가운데중)질유_금액	중(가운데중)질유_단가	중(무거울중)질유_물량	중(무거울중)질유_금액	중(무거울중)질유_단가	합계_물량	합계_금액	합계_단가
33	2013	560900	61022070	109.0	192045	20659423	108.0	162129	17390935	107.0	915074	99072428	108.0
34	2014	562975	57762800	103.0	186261	18472479	99.0	178287	17671708	99.0	927523	93906987	101.0
35	2015	641291	35068497	55.0	338568	17195967	51.0	46247	2414858	52.0	1026106	54679322	53.0
36	2016	649257	27530752	42.0	239108	9407293	39.0	189754	7351803	39.0	1078119	44289848	41.0
37	2017	687948	37493247	55.0	222153	11582319	52.0	208067	10584917	51.0	1118168	59660483	53.0
38	2018	698507	50956872	73.0	195621	13470895	69.0	222153	15362634	69.0	1116281	79790401	71.0
39	2019	701176	46189186	65.87	152726	10108499	66.19	218022	13925288	63.87	1071923	70222972	65.51
40	2020	603632	28160822	46.65	154585	6521092	42.18	222042	9745518	43.89	980259	44427432	45.32
41	2021	551096	38943240	70.67	125907	8879276	70.52	283143	19868168	70.17	960146	67690684	70.5
42	2022	636924	65741306	103.0	125175	12690426	101.0	269184	26946926	100.11	1031283	105378658	102.18

Overview

Variables

Interactions

Correlations

Missing values

Sample