Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 31 |
| Missing cells | 19 |
| Missing cells (%) | 3.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.5 KiB |
| Average record size in memory | 148.3 B |
Variable types
| Numeric | 16 |
|---|
Dataset
| Description | 국내 석유제품의 생산량(휘발유,등유,경유,경질중유,중유,벙커C유,납사,항공유,아스팔트,기타 제품,용제,윤활유,LPG,부생연료유) 단위 : 천BBL |
|---|---|
| URL | https://www.data.go.kr/data/15054601/fileData.do |
년 is highly overall correlated with 휘발유 and 11 other fields | High correlation |
휘발유 is highly overall correlated with 년 and 12 other fields | High correlation |
등유 is highly overall correlated with 경질중유 and 5 other fields | High correlation |
경유 is highly overall correlated with 년 and 12 other fields | High correlation |
경질중유 is highly overall correlated with 년 and 12 other fields | High correlation |
중유 is highly overall correlated with 년 and 11 other fields | High correlation |
벙커C유 is highly overall correlated with 년 and 11 other fields | High correlation |
납사 is highly overall correlated with 년 and 11 other fields | High correlation |
용제 is highly overall correlated with 년 and 7 other fields | High correlation |
항공유 is highly overall correlated with 년 and 12 other fields | High correlation |
아스팔트 is highly overall correlated with 년 and 12 other fields | High correlation |
윤활유 is highly overall correlated with 년 and 11 other fields | High correlation |
기타제품 is highly overall correlated with 년 and 11 other fields | High correlation |
부생연료유 is highly overall correlated with 휘발유 and 2 other fields | High correlation |
합계 is highly overall correlated with 년 and 11 other fields | High correlation |
윤활유 has 5 (16.1%) missing values | Missing |
기타제품 has 5 (16.1%) missing values | Missing |
부생연료유 has 9 (29.0%) missing values | Missing |
년 has unique values | Unique |
휘발유 has unique values | Unique |
등유 has unique values | Unique |
경유 has unique values | Unique |
중유 has unique values | Unique |
벙커C유 has unique values | Unique |
납사 has unique values | Unique |
용제 has unique values | Unique |
항공유 has unique values | Unique |
LPG has unique values | Unique |
아스팔트 has unique values | Unique |
합계 has unique values | Unique |
Reproduction
| Analysis started | 2023-12-12 15:48:15.068835 |
|---|---|
| Analysis finished | 2023-12-12 15:48:44.128389 |
| Duration | 29.06 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
년
Real number (ℝ)
HIGH CORRELATION 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 |
| Value | Count | Frequency (%) |
| 1992 | 1 | |
| 1993 | 1 | |
| 1994 | 1 | |
| 1995 | 1 | |
| 1996 | 1 | |
| 1997 | 1 | |
| 1998 | 1 | |
| 1999 | 1 | |
| 2000 | 1 | |
| 2001 | 1 |
| Value | Count | Frequency (%) |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 |
휘발유
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104282.84 |
| Minimum | 32348 |
|---|---|
| Maximum | 169068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 32348 |
|---|---|
| 5-th percentile | 45989.5 |
| Q1 | 75326.5 |
| median | 79677 |
| Q3 | 144051.5 |
| 95-th percentile | 167711 |
| Maximum | 169068 |
| Range | 136720 |
| Interquartile range (IQR) | 68725 |
Descriptive statistics
| Standard deviation | 42308.865 |
|---|---|
| Coefficient of variation (CV) | 0.40571263 |
| Kurtosis | -1.3299112 |
| Mean | 104282.84 |
| Median Absolute Deviation (MAD) | 29003 |
| Skewness | 0.2370159 |
| Sum | 3232768 |
| Variance | 1.7900401 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 32348 | 1 | 3.2% |
| 41271 | 1 | 3.2% |
| 169068 | 1 | 3.2% |
| 166558 | 1 | 3.2% |
| 143047 | 1 | 3.2% |
| 168227 | 1 | 3.2% |
| 167195 | 1 | 3.2% |
| 157908 | 1 | 3.2% |
| 153557 | 1 | 3.2% |
| 157326 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 32348 | 1 | |
| 41271 | 1 | |
| 50708 | 1 | |
| 60459 | 1 | |
| 70935 | 1 | |
| 73048 | 1 | |
| 73823 | 1 | |
| 75159 | 1 | |
| 75494 | 1 | |
| 76026 | 1 |
| Value | Count | Frequency (%) |
| 169068 | 1 | |
| 168227 | 1 | |
| 167195 | 1 | |
| 166558 | 1 | |
| 157908 | 1 | |
| 157326 | 1 | |
| 153557 | 1 | |
| 145056 | 1 | |
| 143047 | 1 | |
| 137387 | 1 |
등유
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42103 |
| Minimum | 16746 |
|---|---|
| Maximum | 90501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 16746 |
|---|---|
| 5-th percentile | 19006.5 |
| Q1 | 27501 |
| median | 38681 |
| Q3 | 52063.5 |
| 95-th percentile | 81315 |
| Maximum | 90501 |
| Range | 73755 |
| Interquartile range (IQR) | 24562.5 |
Descriptive statistics
| Standard deviation | 20427.784 |
|---|---|
| Coefficient of variation (CV) | 0.48518595 |
| Kurtosis | 0.020398001 |
| Mean | 42103 |
| Median Absolute Deviation (MAD) | 12621 |
| Skewness | 0.85893107 |
| Sum | 1305193 |
| Variance | 4.1729436 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 29309 | 1 | 3.2% |
| 31915 | 1 | 3.2% |
| 46510 | 1 | 3.2% |
| 52825 | 1 | 3.2% |
| 43646 | 1 | 3.2% |
| 20705 | 1 | 3.2% |
| 21125 | 1 | 3.2% |
| 19896 | 1 | 3.2% |
| 19520 | 1 | 3.2% |
| 18493 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 16746 | 1 | |
| 18493 | 1 | |
| 19520 | 1 | |
| 19896 | 1 | |
| 20705 | 1 | |
| 21125 | 1 | |
| 21499 | 1 | |
| 26615 | 1 | |
| 28387 | 1 | |
| 29309 | 1 |
| Value | Count | Frequency (%) |
| 90501 | 1 | |
| 87797 | 1 | |
| 74833 | 1 | |
| 71899 | 1 | |
| 63338 | 1 | |
| 62501 | 1 | |
| 61646 | 1 | |
| 52825 | 1 | |
| 51302 | 1 | |
| 49446 | 1 |
경유
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 264289.61 |
| Minimum | 152577 |
|---|---|
| Maximum | 366713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 152577 |
|---|---|
| 5-th percentile | 168503.5 |
| Q1 | 217558 |
| median | 261714 |
| Q3 | 323961.5 |
| 95-th percentile | 359799 |
| Maximum | 366713 |
| Range | 214136 |
| Interquartile range (IQR) | 106403.5 |
Descriptive statistics
| Standard deviation | 63952.191 |
|---|---|
| Coefficient of variation (CV) | 0.24197769 |
| Kurtosis | -1.163075 |
| Mean | 264289.61 |
| Median Absolute Deviation (MAD) | 49166 |
| Skewness | 0.088024885 |
| Sum | 8192978 |
| Variance | 4.0898827 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 152577 | 1 | 3.2% |
| 167967 | 1 | 3.2% |
| 360818 | 1 | 3.2% |
| 336185 | 1 | 3.2% |
| 350147 | 1 | 3.2% |
| 366713 | 1 | 3.2% |
| 358780 | 1 | 3.2% |
| 344882 | 1 | 3.2% |
| 338517 | 1 | 3.2% |
| 333421 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 152577 | 1 | |
| 167967 | 1 | |
| 169040 | 1 | |
| 180908 | 1 | |
| 202677 | 1 | |
| 207736 | 1 | |
| 212548 | 1 | |
| 216446 | 1 | |
| 218670 | 1 | |
| 218888 | 1 |
| Value | Count | Frequency (%) |
| 366713 | 1 | |
| 360818 | 1 | |
| 358780 | 1 | |
| 350147 | 1 | |
| 344882 | 1 | |
| 338517 | 1 | |
| 336185 | 1 | |
| 333421 | 1 | |
| 314502 | 1 | |
| 309738 | 1 |
경질중유
Real number (ℝ)
HIGH CORRELATION
| Distinct | 30 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3254.6774 |
| Minimum | 1010 |
|---|---|
| Maximum | 5495 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 1010 |
|---|---|
| 5-th percentile | 1642 |
| Q1 | 2633 |
| median | 3345 |
| Q3 | 3895.5 |
| 95-th percentile | 4736 |
| Maximum | 5495 |
| Range | 4485 |
| Interquartile range (IQR) | 1262.5 |
Descriptive statistics
| Standard deviation | 1002.4309 |
|---|---|
| Coefficient of variation (CV) | 0.30799699 |
| Kurtosis | 0.040540197 |
| Mean | 3254.6774 |
| Median Absolute Deviation (MAD) | 703 |
| Skewness | -0.12591387 |
| Sum | 100895 |
| Variance | 1004867.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 4243 | 2 | 6.5% |
| 3360 | 1 | 3.2% |
| 2940 | 1 | 3.2% |
| 1010 | 1 | 3.2% |
| 1630 | 1 | 3.2% |
| 1654 | 1 | 3.2% |
| 1999 | 1 | 3.2% |
| 2027 | 1 | 3.2% |
| 2624 | 1 | 3.2% |
| 3345 | 1 | 3.2% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 1010 | 1 | |
| 1630 | 1 | |
| 1654 | 1 | |
| 1999 | 1 | |
| 2027 | 1 | |
| 2383 | 1 | |
| 2401 | 1 | |
| 2624 | 1 | |
| 2642 | 1 | |
| 2940 | 1 |
| Value | Count | Frequency (%) |
| 5495 | 1 | |
| 4755 | 1 | |
| 4717 | 1 | |
| 4243 | 2 | |
| 4149 | 1 | |
| 4097 | 1 | |
| 3922 | 1 | |
| 3869 | 1 | |
| 3826 | 1 | |
| 3620 | 1 |
중유
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 719.14065 |
| Minimum | 66.04 |
|---|---|
| Maximum | 1696 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 66.04 |
|---|---|
| 5-th percentile | 89.66 |
| Q1 | 270 |
| median | 640 |
| Q3 | 1108.5 |
| 95-th percentile | 1582.5 |
| Maximum | 1696 |
| Range | 1629.96 |
| Interquartile range (IQR) | 838.5 |
Descriptive statistics
| Standard deviation | 512.89427 |
|---|---|
| Coefficient of variation (CV) | 0.71320439 |
| Kurtosis | -0.95323098 |
| Mean | 719.14065 |
| Median Absolute Deviation (MAD) | 374 |
| Skewness | 0.57193753 |
| Sum | 22293.36 |
| Variance | 263060.53 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 1696.0 | 1 | 3.2% |
| 1600.0 | 1 | 3.2% |
| 95.32 | 1 | 3.2% |
| 66.04 | 1 | 3.2% |
| 84.0 | 1 | 3.2% |
| 125.0 | 1 | 3.2% |
| 249.0 | 1 | 3.2% |
| 199.0 | 1 | 3.2% |
| 262.0 | 1 | 3.2% |
| 266.0 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 66.04 | 1 | |
| 84.0 | 1 | |
| 95.32 | 1 | |
| 125.0 | 1 | |
| 199.0 | 1 | |
| 249.0 | 1 | |
| 262.0 | 1 | |
| 266.0 | 1 | |
| 274.0 | 1 | |
| 335.0 | 1 |
| Value | Count | Frequency (%) |
| 1696.0 | 1 | |
| 1600.0 | 1 | |
| 1565.0 | 1 | |
| 1468.0 | 1 | |
| 1451.0 | 1 | |
| 1444.0 | 1 | |
| 1320.0 | 1 | |
| 1258.0 | 1 | |
| 959.0 | 1 | |
| 841.0 | 1 |
벙커C유
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 146410.42 |
| Minimum | 52500 |
|---|---|
| Maximum | 235451 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 52500 |
|---|---|
| 5-th percentile | 55176 |
| Q1 | 75366.5 |
| median | 174319 |
| Q3 | 203498 |
| 95-th percentile | 228828 |
| Maximum | 235451 |
| Range | 182951 |
| Interquartile range (IQR) | 128131.5 |
Descriptive statistics
| Standard deviation | 64219.898 |
|---|---|
| Coefficient of variation (CV) | 0.43862929 |
| Kurtosis | -1.6351133 |
| Mean | 146410.42 |
| Median Absolute Deviation (MAD) | 51818 |
| Skewness | -0.20264229 |
| Sum | 4538723 |
| Variance | 4.1241953 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 174319 | 1 | 3.2% |
| 184006 | 1 | 3.2% |
| 90957 | 1 | 3.2% |
| 73991 | 1 | 3.2% |
| 73529 | 1 | 3.2% |
| 55663 | 1 | 3.2% |
| 66690 | 1 | 3.2% |
| 65139 | 1 | 3.2% |
| 67357 | 1 | 3.2% |
| 54689 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 52500 | 1 | |
| 54689 | 1 | |
| 55663 | 1 | |
| 65139 | 1 | |
| 66690 | 1 | |
| 67357 | 1 | |
| 73529 | 1 | |
| 73991 | 1 | |
| 76742 | 1 | |
| 90957 | 1 |
| Value | Count | Frequency (%) |
| 235451 | 1 | |
| 232394 | 1 | |
| 225262 | 1 | |
| 220976 | 1 | |
| 207845 | 1 | |
| 206331 | 1 | |
| 205654 | 1 | |
| 203886 | 1 | |
| 203110 | 1 | |
| 198615 | 1 |
납사
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189659.23 |
| Minimum | 65259 |
|---|---|
| Maximum | 313927 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 65259 |
|---|---|
| 5-th percentile | 66724.5 |
| Q1 | 156691.5 |
| median | 173746 |
| Q3 | 234015.5 |
| 95-th percentile | 311515.5 |
| Maximum | 313927 |
| Range | 248668 |
| Interquartile range (IQR) | 77324 |
Descriptive statistics
| Standard deviation | 72716.967 |
|---|---|
| Coefficient of variation (CV) | 0.38340854 |
| Kurtosis | -0.54281457 |
| Mean | 189659.23 |
| Median Absolute Deviation (MAD) | 33358 |
| Skewness | 0.15717683 |
| Sum | 5879436 |
| Variance | 5.2877573 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 65259 | 1 | 3.2% |
| 65480 | 1 | 3.2% |
| 300608 | 1 | 3.2% |
| 285600 | 1 | 3.2% |
| 286740 | 1 | 3.2% |
| 313163 | 1 | 3.2% |
| 313927 | 1 | 3.2% |
| 309868 | 1 | 3.2% |
| 259814 | 1 | 3.2% |
| 249936 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 65259 | 1 | |
| 65480 | 1 | |
| 67969 | 1 | |
| 88319 | 1 | |
| 103128 | 1 | |
| 148923 | 1 | |
| 153832 | 1 | |
| 154319 | 1 | |
| 159064 | 1 | |
| 162670 | 1 |
| Value | Count | Frequency (%) |
| 313927 | 1 | |
| 313163 | 1 | |
| 309868 | 1 | |
| 300608 | 1 | |
| 286740 | 1 | |
| 285600 | 1 | |
| 259814 | 1 | |
| 249936 | 1 | |
| 218095 | 1 | |
| 207645 | 1 |
용제
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2732.5806 |
| Minimum | 429 |
|---|---|
| Maximum | 5356 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 429 |
|---|---|
| 5-th percentile | 477.5 |
| Q1 | 715.5 |
| median | 3104 |
| Q3 | 3948.5 |
| 95-th percentile | 4969 |
| Maximum | 5356 |
| Range | 4927 |
| Interquartile range (IQR) | 3233 |
Descriptive statistics
| Standard deviation | 1680.2661 |
|---|---|
| Coefficient of variation (CV) | 0.61490084 |
| Kurtosis | -1.4961251 |
| Mean | 2732.5806 |
| Median Absolute Deviation (MAD) | 1630 |
| Skewness | -0.19979311 |
| Sum | 84710 |
| Variance | 2823294.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 452 | 1 | 3.2% |
| 429 | 1 | 3.2% |
| 2817 | 1 | 3.2% |
| 3550 | 1 | 3.2% |
| 5356 | 1 | 3.2% |
| 3778 | 1 | 3.2% |
| 3651 | 1 | 3.2% |
| 4046 | 1 | 3.2% |
| 3104 | 1 | 3.2% |
| 2839 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 429 | 1 | |
| 452 | 1 | |
| 503 | 1 | |
| 626 | 1 | |
| 629 | 1 | |
| 630 | 1 | |
| 671 | 1 | |
| 695 | 1 | |
| 736 | 1 | |
| 790 | 1 |
| Value | Count | Frequency (%) |
| 5356 | 1 | |
| 5061 | 1 | |
| 4877 | 1 | |
| 4766 | 1 | |
| 4734 | 1 | |
| 4266 | 1 | |
| 4046 | 1 | |
| 3972 | 1 | |
| 3925 | 1 | |
| 3912 | 1 |
항공유
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93641.387 |
| Minimum | 20230 |
|---|---|
| Maximum | 173856 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 20230 |
|---|---|
| 5-th percentile | 23548.5 |
| Q1 | 57316.5 |
| median | 97180 |
| Q3 | 126440 |
| 95-th percentile | 170820 |
| Maximum | 173856 |
| Range | 153626 |
| Interquartile range (IQR) | 69123.5 |
Descriptive statistics
| Standard deviation | 46330.551 |
|---|---|
| Coefficient of variation (CV) | 0.49476575 |
| Kurtosis | -0.97723038 |
| Mean | 93641.387 |
| Median Absolute Deviation (MAD) | 33540 |
| Skewness | 0.11963705 |
| Sum | 2902883 |
| Variance | 2.1465199 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 20901 | 1 | 3.2% |
| 20230 | 1 | 3.2% |
| 122855 | 1 | 3.2% |
| 97180 | 1 | 3.2% |
| 112595 | 1 | 3.2% |
| 170744 | 1 | 3.2% |
| 170896 | 1 | 3.2% |
| 173856 | 1 | 3.2% |
| 160712 | 1 | 3.2% |
| 151711 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 20230 | 1 | |
| 20901 | 1 | |
| 26196 | 1 | |
| 34981 | 1 | |
| 38819 | 1 | |
| 42438 | 1 | |
| 53056 | 1 | |
| 55065 | 1 | |
| 59568 | 1 | |
| 63801 | 1 |
| Value | Count | Frequency (%) |
| 173856 | 1 | |
| 170896 | 1 | |
| 170744 | 1 | |
| 160712 | 1 | |
| 151711 | 1 | |
| 135202 | 1 | |
| 130720 | 1 | |
| 130025 | 1 | |
| 122855 | 1 | |
| 118172 | 1 |
LPG
Real number (ℝ)
UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27960.71 |
| Minimum | 13982 |
|---|---|
| Maximum | 40507 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 13982 |
|---|---|
| 5-th percentile | 14688 |
| Q1 | 20448 |
| median | 29113 |
| Q3 | 34724.5 |
| 95-th percentile | 38971 |
| Maximum | 40507 |
| Range | 26525 |
| Interquartile range (IQR) | 14276.5 |
Descriptive statistics
| Standard deviation | 8432.1423 |
|---|---|
| Coefficient of variation (CV) | 0.30157111 |
| Kurtosis | -1.2239505 |
| Mean | 27960.71 |
| Median Absolute Deviation (MAD) | 6020 |
| Skewness | -0.32176737 |
| Sum | 866782 |
| Variance | 71101023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 14666 | 1 | 3.2% |
| 13982 | 1 | 3.2% |
| 25253 | 1 | 3.2% |
| 29113 | 1 | 3.2% |
| 28279 | 1 | 3.2% |
| 32893 | 1 | 3.2% |
| 33900 | 1 | 3.2% |
| 31612 | 1 | 3.2% |
| 26026 | 1 | 3.2% |
| 25366 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 13982 | 1 | |
| 14666 | 1 | |
| 14710 | 1 | |
| 15722 | 1 | |
| 15747 | 1 | |
| 17251 | 1 | |
| 18319 | 1 | |
| 20042 | 1 | |
| 20854 | 1 | |
| 24344 | 1 |
| Value | Count | Frequency (%) |
| 40507 | 1 | |
| 39362 | 1 | |
| 38580 | 1 | |
| 38126 | 1 | |
| 37276 | 1 | |
| 35953 | 1 | |
| 35133 | 1 | |
| 34915 | 1 | |
| 34534 | 1 | |
| 33951 | 1 |
아스팔트
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21932.613 |
| Minimum | 9591 |
|---|---|
| Maximum | 41476 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 9591 |
|---|---|
| 5-th percentile | 10060.5 |
| Q1 | 13997 |
| median | 19854 |
| Q3 | 28461.5 |
| 95-th percentile | 38841 |
| Maximum | 41476 |
| Range | 31885 |
| Interquartile range (IQR) | 14464.5 |
Descriptive statistics
| Standard deviation | 9375.9011 |
|---|---|
| Coefficient of variation (CV) | 0.42748674 |
| Kurtosis | -0.70687531 |
| Mean | 21932.613 |
| Median Absolute Deviation (MAD) | 6713 |
| Skewness | 0.53048813 |
| Sum | 679911 |
| Variance | 87907522 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 9674 | 1 | 3.2% |
| 9591 | 1 | 3.2% |
| 17275 | 1 | 3.2% |
| 15414 | 1 | 3.2% |
| 25574 | 1 | 3.2% |
| 31219 | 1 | 3.2% |
| 35908 | 1 | 3.2% |
| 41476 | 1 | 3.2% |
| 40508 | 1 | 3.2% |
| 37174 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 9591 | 1 | |
| 9674 | 1 | |
| 10447 | 1 | |
| 10803 | 1 | |
| 12174 | 1 | |
| 12807 | 1 | |
| 13141 | 1 | |
| 13582 | 1 | |
| 14412 | 1 | |
| 14945 | 1 |
| Value | Count | Frequency (%) |
| 41476 | 1 | |
| 40508 | 1 | |
| 37174 | 1 | |
| 35908 | 1 | |
| 32212 | 1 | |
| 31219 | 1 | |
| 29284 | 1 | |
| 28915 | 1 | |
| 28008 | 1 | |
| 26009 | 1 |
윤활유
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 5 |
| Missing (%) | 16.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17090.231 |
| Minimum | 4561 |
|---|---|
| Maximum | 33095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 4561 |
|---|---|
| 5-th percentile | 4861.5 |
| Q1 | 10637.5 |
| median | 19422 |
| Q3 | 21778 |
| 95-th percentile | 29487.5 |
| Maximum | 33095 |
| Range | 28534 |
| Interquartile range (IQR) | 11140.5 |
Descriptive statistics
| Standard deviation | 7850.4929 |
|---|---|
| Coefficient of variation (CV) | 0.45935558 |
| Kurtosis | -0.47332307 |
| Mean | 17090.231 |
| Median Absolute Deviation (MAD) | 3519 |
| Skewness | -0.083145427 |
| Sum | 444346 |
| Variance | 61630239 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 19449 | 1 | 3.2% |
| 33095 | 1 | 3.2% |
| 31502 | 1 | 3.2% |
| 22373 | 1 | 3.2% |
| 20536 | 1 | 3.2% |
| 23444 | 1 | 3.2% |
| 21974 | 1 | 3.2% |
| 20550 | 1 | 3.2% |
| 21190 | 1 | 3.2% |
| 22937 | 1 | 3.2% |
| Other values (16) | 16 | |
| (Missing) | 5 | 16.1% |
| Value | Count | Frequency (%) |
| 4561 | 1 | |
| 4806 | 1 | |
| 5028 | 1 | |
| 6701 | 1 | |
| 6739 | 1 | |
| 7437 | 1 | |
| 9785 | 1 | |
| 13195 | 1 | |
| 14163 | 1 | |
| 15899 | 1 |
| Value | Count | Frequency (%) |
| 33095 | 1 | |
| 31502 | 1 | |
| 23444 | 1 | |
| 22937 | 1 | |
| 22373 | 1 | |
| 22245 | 1 | |
| 21974 | 1 | |
| 21190 | 1 | |
| 21098 | 1 | |
| 21032 | 1 |
기타제품
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 5 |
| Missing (%) | 16.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40484.115 |
| Minimum | 19868 |
|---|---|
| Maximum | 71856 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 19868 |
|---|---|
| 5-th percentile | 20509.5 |
| Q1 | 23392.75 |
| median | 30975.5 |
| Q3 | 59084.75 |
| 95-th percentile | 67203 |
| Maximum | 71856 |
| Range | 51988 |
| Interquartile range (IQR) | 35692 |
Descriptive statistics
| Standard deviation | 18740.91 |
|---|---|
| Coefficient of variation (CV) | 0.46292007 |
| Kurtosis | -1.7175508 |
| Mean | 40484.115 |
| Median Absolute Deviation (MAD) | 10819.5 |
| Skewness | 0.29867998 |
| Sum | 1052587 |
| Variance | 3.512217 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 44963 | 1 | 3.2% |
| 71856 | 1 | 3.2% |
| 68226 | 1 | 3.2% |
| 64134 | 1 | 3.2% |
| 63131 | 1 | 3.2% |
| 59182 | 1 | 3.2% |
| 54004 | 1 | 3.2% |
| 61365 | 1 | 3.2% |
| 58793 | 1 | 3.2% |
| 60216 | 1 | 3.2% |
| Other values (16) | 16 | |
| (Missing) | 5 | 16.1% |
| Value | Count | Frequency (%) |
| 19868 | 1 | |
| 20444 | 1 | |
| 20706 | 1 | |
| 21256 | 1 | |
| 21373 | 1 | |
| 21991 | 1 | |
| 23361 | 1 | |
| 23488 | 1 | |
| 24677 | 1 | |
| 24844 | 1 |
| Value | Count | Frequency (%) |
| 71856 | 1 | |
| 68226 | 1 | |
| 64134 | 1 | |
| 63131 | 1 | |
| 61365 | 1 | |
| 60216 | 1 | |
| 59182 | 1 | |
| 58793 | 1 | |
| 56327 | 1 | |
| 54004 | 1 |
부생연료유
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 9 |
| Missing (%) | 29.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2407.0455 |
| Minimum | 916 |
|---|---|
| Maximum | 3030 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 916 |
|---|---|
| 5-th percentile | 1775.9 |
| Q1 | 2025 |
| median | 2576 |
| Q3 | 2749.75 |
| 95-th percentile | 2972.6 |
| Maximum | 3030 |
| Range | 2114 |
| Interquartile range (IQR) | 724.75 |
Descriptive statistics
| Standard deviation | 515.71942 |
|---|---|
| Coefficient of variation (CV) | 0.21425413 |
| Kurtosis | 1.7748981 |
| Mean | 2407.0455 |
| Median Absolute Deviation (MAD) | 221.5 |
| Skewness | -1.2756017 |
| Sum | 52955 |
| Variance | 265966.52 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 2603 | 1 | 3.2% |
| 1774 | 1 | 3.2% |
| 1977 | 1 | 3.2% |
| 1846 | 1 | 3.2% |
| 1812 | 1 | 3.2% |
| 1899 | 1 | 3.2% |
| 2169 | 1 | 3.2% |
| 2973 | 1 | 3.2% |
| 2762 | 1 | 3.2% |
| 2680 | 1 | 3.2% |
| Other values (12) | 12 | |
| (Missing) | 9 |
| Value | Count | Frequency (%) |
| 916 | 1 | |
| 1774 | 1 | |
| 1812 | 1 | |
| 1846 | 1 | |
| 1899 | 1 | |
| 1977 | 1 | |
| 2169 | 1 | |
| 2387 | 1 | |
| 2553 | 1 | |
| 2560 | 1 |
| Value | Count | Frequency (%) |
| 3030 | 1 | |
| 2973 | 1 | |
| 2965 | 1 | |
| 2811 | 1 | |
| 2784 | 1 | |
| 2762 | 1 | |
| 2713 | 1 | |
| 2680 | 1 | |
| 2603 | 1 | |
| 2589 | 1 |
합계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 946982.59 |
| Minimum | 504561 |
|---|---|
| Maximum | 1258873 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.0 B |
Quantile statistics
| Minimum | 504561 |
|---|---|
| 5-th percentile | 554218.5 |
| Q1 | 875629.5 |
| median | 938750 |
| Q3 | 1075845 |
| 95-th percentile | 1247349.7 |
| Maximum | 1258873 |
| Range | 754312 |
| Interquartile range (IQR) | 200215.5 |
Descriptive statistics
| Standard deviation | 202174.36 |
|---|---|
| Coefficient of variation (CV) | 0.21349321 |
| Kurtosis | 0.0099860353 |
| Mean | 946982.59 |
| Median Absolute Deviation (MAD) | 91343 |
| Skewness | -0.4637382 |
| Sum | 29356460 |
| Variance | 4.0874471 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 504561.0 | 1 | 3.2% |
| 539986.0 | 1 | 3.2% |
| 1243991.32 | 1 | 3.2% |
| 1163817.04 | 1 | 3.2% |
| 1159004.0 | 1 | 3.2% |
| 1250708.0 | 1 | 3.2% |
| 1258873.0 | 1 | 3.2% |
| 1229653.0 | 1 | 3.2% |
| 1157610.0 | 1 | 3.2% |
| 1116983.0 | 1 | 3.2% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 504561.0 | 1 | |
| 539986.0 | 1 | |
| 568451.0 | 1 | |
| 643101.0 | 1 | |
| 724127.0 | 1 | |
| 841038.0 | 1 | |
| 858362.0 | 1 | |
| 864844.0 | 1 | |
| 886415.0 | 1 | |
| 907346.0 | 1 |
| Value | Count | Frequency (%) |
| 1258873.0 | 1 | |
| 1250708.0 | 1 | |
| 1243991.32 | 1 | |
| 1229653.0 | 1 | |
| 1163817.04 | 1 | |
| 1159004.0 | 1 | |
| 1157610.0 | 1 | |
| 1116983.0 | 1 | |
| 1034707.0 | 1 | |
| 1030093.0 | 1 |
| 년 | 휘발유 | 등유 | 경유 | 경질중유 | 중유 | 벙커C유 | 납사 | 용제 | 항공유 | LPG | 아스팔트 | 윤활유 | 기타제품 | 부생연료유 | 합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년 | 1.000 | 0.894 | 0.762 | 0.953 | 0.824 | 0.772 | 0.842 | 0.881 | 0.768 | 0.968 | 0.930 | 0.878 | 0.806 | 0.862 | 0.604 | 0.822 |
| 휘발유 | 0.894 | 1.000 | 0.400 | 0.905 | 0.407 | 0.738 | 0.776 | 0.706 | 0.686 | 0.651 | 0.539 | 0.636 | 0.560 | 0.855 | 0.712 | 0.809 |
| 등유 | 0.762 | 0.400 | 1.000 | 0.624 | 0.646 | 0.647 | 0.827 | 0.729 | 0.703 | 0.664 | 0.450 | 0.618 | 0.834 | 0.772 | 0.000 | 0.679 |
| 경유 | 0.953 | 0.905 | 0.624 | 1.000 | 0.739 | 0.652 | 0.758 | 0.784 | 0.542 | 0.911 | 0.778 | 0.796 | 0.585 | 0.707 | 0.755 | 0.897 |
| 경질중유 | 0.824 | 0.407 | 0.646 | 0.739 | 1.000 | 0.775 | 0.858 | 0.905 | 0.646 | 0.679 | 0.560 | 0.619 | 0.747 | 0.349 | 0.635 | 0.920 |
| 중유 | 0.772 | 0.738 | 0.647 | 0.652 | 0.775 | 1.000 | 0.769 | 0.812 | 0.533 | 0.619 | 0.509 | 0.335 | 0.481 | 0.682 | 0.545 | 0.703 |
| 벙커C유 | 0.842 | 0.776 | 0.827 | 0.758 | 0.858 | 0.769 | 1.000 | 0.637 | 0.528 | 0.700 | 0.753 | 0.813 | 0.807 | 0.885 | 0.593 | 0.749 |
| 납사 | 0.881 | 0.706 | 0.729 | 0.784 | 0.905 | 0.812 | 0.637 | 1.000 | 0.168 | 0.803 | 0.847 | 0.827 | 0.763 | 0.535 | 0.486 | 0.971 |
| 용제 | 0.768 | 0.686 | 0.703 | 0.542 | 0.646 | 0.533 | 0.528 | 0.168 | 1.000 | 0.685 | 0.554 | 0.690 | 0.663 | 0.611 | 0.000 | 0.000 |
| 항공유 | 0.968 | 0.651 | 0.664 | 0.911 | 0.679 | 0.619 | 0.700 | 0.803 | 0.685 | 1.000 | 0.901 | 0.883 | 0.645 | 0.660 | 0.000 | 0.743 |
| LPG | 0.930 | 0.539 | 0.450 | 0.778 | 0.560 | 0.509 | 0.753 | 0.847 | 0.554 | 0.901 | 1.000 | 0.928 | 0.585 | 0.839 | 0.000 | 0.676 |
| 아스팔트 | 0.878 | 0.636 | 0.618 | 0.796 | 0.619 | 0.335 | 0.813 | 0.827 | 0.690 | 0.883 | 0.928 | 1.000 | 0.792 | 0.707 | 0.488 | 0.520 |
| 윤활유 | 0.806 | 0.560 | 0.834 | 0.585 | 0.747 | 0.481 | 0.807 | 0.763 | 0.663 | 0.645 | 0.585 | 0.792 | 1.000 | 0.665 | 0.000 | 0.628 |
| 기타제품 | 0.862 | 0.855 | 0.772 | 0.707 | 0.349 | 0.682 | 0.885 | 0.535 | 0.611 | 0.660 | 0.839 | 0.707 | 0.665 | 1.000 | 0.666 | 0.819 |
| 부생연료유 | 0.604 | 0.712 | 0.000 | 0.755 | 0.635 | 0.545 | 0.593 | 0.486 | 0.000 | 0.000 | 0.000 | 0.488 | 0.000 | 0.666 | 1.000 | 0.000 |
| 합계 | 0.822 | 0.809 | 0.679 | 0.897 | 0.920 | 0.703 | 0.749 | 0.971 | 0.000 | 0.743 | 0.676 | 0.520 | 0.628 | 0.819 | 0.000 | 1.000 |
| 년 | 휘발유 | 등유 | 경유 | 경질중유 | 중유 | 벙커C유 | 납사 | 용제 | 항공유 | LPG | 아스팔트 | 윤활유 | 기타제품 | 부생연료유 | 합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년 | 1.000 | 0.947 | -0.444 | 0.932 | -0.793 | -0.985 | -0.810 | 0.947 | 0.640 | 0.907 | 0.175 | 0.792 | 0.919 | 0.983 | -0.446 | 0.949 |
| 휘발유 | 0.947 | 1.000 | -0.452 | 0.968 | -0.787 | -0.921 | -0.787 | 0.921 | 0.503 | 0.907 | 0.099 | 0.781 | 0.846 | 0.899 | -0.506 | 0.956 |
| 등유 | -0.444 | -0.452 | 1.000 | -0.455 | 0.553 | 0.417 | 0.795 | -0.470 | -0.351 | -0.648 | 0.314 | -0.659 | -0.647 | -0.664 | -0.134 | -0.457 |
| 경유 | 0.932 | 0.968 | -0.455 | 1.000 | -0.800 | -0.892 | -0.748 | 0.926 | 0.520 | 0.899 | 0.027 | 0.770 | 0.811 | 0.894 | -0.509 | 0.968 |
| 경질중유 | -0.793 | -0.787 | 0.553 | -0.800 | 1.000 | 0.777 | 0.820 | -0.720 | -0.402 | -0.714 | 0.204 | -0.541 | -0.833 | -0.857 | 0.606 | -0.760 |
| 중유 | -0.985 | -0.921 | 0.417 | -0.892 | 0.777 | 1.000 | 0.811 | -0.912 | -0.627 | -0.878 | -0.206 | -0.784 | -0.903 | -0.962 | 0.400 | -0.906 |
| 벙커C유 | -0.810 | -0.787 | 0.795 | -0.748 | 0.820 | 0.811 | 1.000 | -0.740 | -0.443 | -0.820 | 0.152 | -0.755 | -0.846 | -0.892 | 0.249 | -0.735 |
| 납사 | 0.947 | 0.921 | -0.470 | 0.926 | -0.720 | -0.912 | -0.740 | 1.000 | 0.600 | 0.921 | 0.179 | 0.784 | 0.781 | 0.879 | -0.406 | 0.978 |
| 용제 | 0.640 | 0.503 | -0.351 | 0.520 | -0.402 | -0.627 | -0.443 | 0.600 | 1.000 | 0.633 | 0.408 | 0.696 | 0.439 | 0.381 | 0.119 | 0.580 |
| 항공유 | 0.907 | 0.907 | -0.648 | 0.899 | -0.714 | -0.878 | -0.820 | 0.921 | 0.633 | 1.000 | 0.161 | 0.924 | 0.774 | 0.822 | -0.235 | 0.913 |
| LPG | 0.175 | 0.099 | 0.314 | 0.027 | 0.204 | -0.206 | 0.152 | 0.179 | 0.408 | 0.161 | 1.000 | 0.278 | -0.355 | -0.448 | 0.149 | 0.115 |
| 아스팔트 | 0.792 | 0.781 | -0.659 | 0.770 | -0.541 | -0.784 | -0.755 | 0.784 | 0.696 | 0.924 | 0.278 | 1.000 | 0.625 | 0.631 | 0.109 | 0.773 |
| 윤활유 | 0.919 | 0.846 | -0.647 | 0.811 | -0.833 | -0.903 | -0.846 | 0.781 | 0.439 | 0.774 | -0.355 | 0.625 | 1.000 | 0.908 | -0.408 | 0.815 |
| 기타제품 | 0.983 | 0.899 | -0.664 | 0.894 | -0.857 | -0.962 | -0.892 | 0.879 | 0.381 | 0.822 | -0.448 | 0.631 | 0.908 | 1.000 | -0.382 | 0.893 |
| 부생연료유 | -0.446 | -0.506 | -0.134 | -0.509 | 0.606 | 0.400 | 0.249 | -0.406 | 0.119 | -0.235 | 0.149 | 0.109 | -0.408 | -0.382 | 1.000 | -0.476 |
| 합계 | 0.949 | 0.956 | -0.457 | 0.968 | -0.760 | -0.906 | -0.735 | 0.978 | 0.580 | 0.913 | 0.115 | 0.773 | 0.815 | 0.893 | -0.476 | 1.000 |
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.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| 년 | 휘발유 | 등유 | 경유 | 경질중유 | 중유 | 벙커C유 | 납사 | 용제 | 항공유 | LPG | 아스팔트 | 윤활유 | 기타제품 | 부생연료유 | 합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1992 | 32348 | 29309 | 152577 | 3360 | 1696.0 | 174319 | 65259 | 452 | 20901 | 14666 | 9674 | <NA> | <NA> | <NA> | 504561.0 |
| 1 | 1993 | 41271 | 31915 | 167967 | 3515 | 1600.0 | 184006 | 65480 | 429 | 20230 | 13982 | 9591 | <NA> | <NA> | <NA> | 539986.0 |
| 2 | 1994 | 50708 | 32305 | 169040 | 3479 | 1468.0 | 191434 | 67969 | 695 | 26196 | 14710 | 10447 | <NA> | <NA> | <NA> | 568451.0 |
| 3 | 1995 | 60459 | 41921 | 180908 | 3922 | 1444.0 | 203886 | 88319 | 736 | 34981 | 15722 | 10803 | <NA> | <NA> | <NA> | 643101.0 |
| 4 | 1996 | 70935 | 51302 | 216446 | 5495 | 1565.0 | 207845 | 103128 | 671 | 38819 | 15747 | 12174 | <NA> | <NA> | <NA> | 724127.0 |
| 5 | 1997 | 78648 | 71899 | 264173 | 4243 | 1451.0 | 232394 | 154319 | 626 | 42438 | 20854 | 14945 | 5028 | 20444 | <NA> | 911462.0 |
| 6 | 1998 | 76026 | 62501 | 232500 | 3127 | 1320.0 | 205654 | 153832 | 503 | 63801 | 27506 | 12807 | 4561 | 20706 | <NA> | 864844.0 |
| 7 | 1999 | 75159 | 90501 | 218670 | 3869 | 1258.0 | 235451 | 164447 | 630 | 53056 | 30229 | 13141 | 4806 | 19868 | <NA> | 911085.0 |
| 8 | 2000 | 76202 | 87797 | 227999 | 4243 | 959.0 | 225262 | 167012 | 629 | 59568 | 34915 | 13582 | 6739 | 21991 | <NA> | 926898.0 |
| 9 | 2001 | 76507 | 74833 | 218888 | 3826 | 841.0 | 220976 | 162670 | 790 | 65251 | 39362 | 14412 | 6701 | 21373 | 916 | 907346.0 |
| 년 | 휘발유 | 등유 | 경유 | 경질중유 | 중유 | 벙커C유 | 납사 | 용제 | 항공유 | LPG | 아스팔트 | 윤활유 | 기타제품 | 부생연료유 | 합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2013 | 135012 | 21499 | 297779 | 2383 | 335.0 | 76742 | 207645 | 3278 | 130025 | 20042 | 28915 | 19395 | 56327 | 2603 | 1001980.0 |
| 22 | 2014 | 145056 | 16746 | 314502 | 2401 | 274.0 | 52500 | 218095 | 2928 | 135202 | 24344 | 32212 | 22937 | 60216 | 2680 | 1030093.0 |
| 23 | 2015 | 157326 | 18493 | 333421 | 3017 | 266.0 | 54689 | 249936 | 2839 | 151711 | 25366 | 37174 | 21190 | 58793 | 2762 | 1116983.0 |
| 24 | 2016 | 153557 | 19520 | 338517 | 3345 | 262.0 | 67357 | 259814 | 3104 | 160712 | 26026 | 40508 | 20550 | 61365 | 2973 | 1157610.0 |
| 25 | 2017 | 157908 | 19896 | 344882 | 2624 | 199.0 | 65139 | 309868 | 4046 | 173856 | 31612 | 41476 | 21974 | 54004 | 2169 | 1229653.0 |
| 26 | 2018 | 167195 | 21125 | 358780 | 2027 | 249.0 | 66690 | 313927 | 3651 | 170896 | 33900 | 35908 | 23444 | 59182 | 1899 | 1258873.0 |
| 27 | 2019 | 168227 | 20705 | 366713 | 1999 | 125.0 | 55663 | 313163 | 3778 | 170744 | 32893 | 31219 | 20536 | 63131 | 1812 | 1250708.0 |
| 28 | 2020 | 143047 | 43646 | 350147 | 1654 | 84.0 | 73529 | 286740 | 5356 | 112595 | 28279 | 25574 | 22373 | 64134 | 1846 | 1159004.0 |
| 29 | 2021 | 166558 | 52825 | 336185 | 1630 | 66.04 | 73991 | 285600 | 3550 | 97180 | 29113 | 15414 | 31502 | 68226 | 1977 | 1163817.04 |
| 30 | 2022 | 169068 | 46510 | 360818 | 1010 | 95.32 | 90957 | 300608 | 2817 | 122855 | 25253 | 17275 | 33095 | 71856 | 1774 | 1243991.32 |