Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.3 KiB |
| Average record size in memory | 126.3 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 1 |
Dataset
| Description | 한국광해광업공단은 석탄산업의 생산 기반 유지와 연탄의 안정적인 공급을 위해 석·연탄산업 지원 사업을 실시하고 있으며 이를 통해 자원안보와 서민생활보호 및 폐광지역 고용창출 등에 이바지하고 있습니다. 무연탄 소비현황을 부분별, 계절별, 월별, 지역별 등으로 구분하여 정보 제공합니다. |
|---|---|
| URL | https://www.data.go.kr/data/15068068/fileData.do |
연도 is highly overall correlated with 1월(천톤) and 11 other fields | High correlation |
1월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
2월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
3월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
4월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
5월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
6월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
7월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
8월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
9월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
10월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
11월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
12월(천톤) is highly overall correlated with 연도 and 11 other fields | High correlation |
1월(천톤) has 14 (14.0%) zeros | Zeros |
2월(천톤) has 15 (15.0%) zeros | Zeros |
3월(천톤) has 15 (15.0%) zeros | Zeros |
4월(천톤) has 15 (15.0%) zeros | Zeros |
5월(천톤) has 15 (15.0%) zeros | Zeros |
6월(천톤) has 15 (15.0%) zeros | Zeros |
7월(천톤) has 15 (15.0%) zeros | Zeros |
8월(천톤) has 14 (14.0%) zeros | Zeros |
9월(천톤) has 14 (14.0%) zeros | Zeros |
10월(천톤) has 14 (14.0%) zeros | Zeros |
11월(천톤) has 15 (15.0%) zeros | Zeros |
12월(천톤) has 16 (16.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 05:50:46.659588 |
|---|---|
| Analysis finished | 2023-12-12 05:51:06.418316 |
| Duration | 19.76 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION
| Distinct | 42 |
|---|---|
| Distinct (%) | 42.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2003.58 |
| Minimum | 1981 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1981 |
|---|---|
| 5-th percentile | 1983 |
| Q1 | 1993 |
| median | 2005.5 |
| Q3 | 2014 |
| 95-th percentile | 2021 |
| Maximum | 2022 |
| Range | 41 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 12.289587 |
|---|---|
| Coefficient of variation (CV) | 0.0061338138 |
| Kurtosis | -1.1797834 |
| Mean | 2003.58 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | -0.25427485 |
| Sum | 200358 |
| Variance | 151.03394 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 2014 | 3 | 3.0% |
| 2016 | 3 | 3.0% |
| 2008 | 3 | 3.0% |
| 2009 | 3 | 3.0% |
| 2010 | 3 | 3.0% |
| 2011 | 3 | 3.0% |
| 2012 | 3 | 3.0% |
| 2013 | 3 | 3.0% |
| 2015 | 3 | 3.0% |
| 2017 | 3 | 3.0% |
| Other values (32) | 70 |
| Value | Count | Frequency (%) |
| 1981 | 2 | |
| 1982 | 2 | |
| 1983 | 2 | |
| 1984 | 2 | |
| 1985 | 2 | |
| 1986 | 2 | |
| 1987 | 2 | |
| 1988 | 2 | |
| 1989 | 2 | |
| 1990 | 2 |
| Value | Count | Frequency (%) |
| 2022 | 3 | |
| 2021 | 3 | |
| 2020 | 3 | |
| 2019 | 3 | |
| 2018 | 3 | |
| 2017 | 3 | |
| 2016 | 3 | |
| 2015 | 3 | |
| 2014 | 3 | |
| 2013 | 3 |
구분
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.0 B |
| 가정상업 | |
|---|---|
| 발전 | |
| 산업 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.84 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 가정상업 |
|---|---|
| 2nd row | 발전 |
| 3rd row | 가정상업 |
| 4th row | 발전 |
| 5th row | 가정상업 |
Common Values
| Value | Count | Frequency (%) |
| 가정상업 | 42 | |
| 발전 | 42 | |
| 산업 | 16 | 16.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 가정상업 | 42 | |
| 발전 | 42 | |
| 산업 | 16 | 16.0% |
1월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 77 |
|---|---|
| Distinct (%) | 77.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 420.46 |
| Minimum | 0 |
|---|---|
| Maximum | 3152 |
| Zeros | 14 |
| Zeros (%) | 14.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 36 |
| median | 161.5 |
| Q3 | 227.5 |
| 95-th percentile | 2732 |
| Maximum | 3152 |
| Range | 3152 |
| Interquartile range (IQR) | 191.5 |
Descriptive statistics
| Standard deviation | 785.20304 |
|---|---|
| Coefficient of variation (CV) | 1.8674857 |
| Kurtosis | 4.5147208 |
| Mean | 420.46 |
| Median Absolute Deviation (MAD) | 100.5 |
| Skewness | 2.4348111 |
| Sum | 42046 |
| Variance | 616543.81 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14 | 14.0% |
| 170 | 3 | 3.0% |
| 214 | 2 | 2.0% |
| 1 | 2 | 2.0% |
| 21 | 2 | 2.0% |
| 15 | 2 | 2.0% |
| 2732 | 2 | 2.0% |
| 248 | 2 | 2.0% |
| 219 | 2 | 2.0% |
| 160 | 2 | 2.0% |
| Other values (67) | 67 |
| Value | Count | Frequency (%) |
| 0 | 14 | |
| 1 | 2 | 2.0% |
| 15 | 2 | 2.0% |
| 17 | 1 | 1.0% |
| 18 | 1 | 1.0% |
| 20 | 1 | 1.0% |
| 21 | 2 | 2.0% |
| 30 | 1 | 1.0% |
| 33 | 1 | 1.0% |
| 37 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3152 | 1 | |
| 2926 | 1 | |
| 2765 | 1 | |
| 2756 | 1 | |
| 2732 | 2 | |
| 2550 | 1 | |
| 2266 | 1 | |
| 2256 | 1 | |
| 2092 | 1 | |
| 1777 | 1 |
2월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 72 |
|---|---|
| Distinct (%) | 72.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 345.885 |
| Minimum | 0 |
|---|---|
| Maximum | 2659 |
| Zeros | 15 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 34.5 |
| median | 137.5 |
| Q3 | 191.75 |
| 95-th percentile | 2107.3 |
| Maximum | 2659 |
| Range | 2659 |
| Interquartile range (IQR) | 157.25 |
Descriptive statistics
| Standard deviation | 652.41788 |
|---|---|
| Coefficient of variation (CV) | 1.8862277 |
| Kurtosis | 5.0516598 |
| Mean | 345.885 |
| Median Absolute Deviation (MAD) | 81.5 |
| Skewness | 2.5143335 |
| Sum | 34588.5 |
| Variance | 425649.09 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 15 | 15.0% |
| 15.0 | 3 | 3.0% |
| 143.0 | 3 | 3.0% |
| 113.0 | 2 | 2.0% |
| 191.0 | 2 | 2.0% |
| 294.0 | 2 | 2.0% |
| 139.0 | 2 | 2.0% |
| 221.0 | 2 | 2.0% |
| 2659.0 | 2 | 2.0% |
| 194.0 | 2 | 2.0% |
| Other values (62) | 65 |
| Value | Count | Frequency (%) |
| 0.0 | 15 | |
| 1.5 | 1 | 1.0% |
| 6.0 | 1 | 1.0% |
| 11.0 | 1 | 1.0% |
| 15.0 | 3 | 3.0% |
| 18.0 | 1 | 1.0% |
| 25.0 | 2 | 2.0% |
| 33.0 | 1 | 1.0% |
| 35.0 | 2 | 2.0% |
| 38.0 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 2659.0 | 2 | |
| 2410.0 | 1 | |
| 2392.0 | 1 | |
| 2227.0 | 1 | |
| 2101.0 | 1 | |
| 2043.0 | 1 | |
| 1895.0 | 1 | |
| 1676.0 | 1 | |
| 1580.0 | 1 | |
| 1568.0 | 1 |
3월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 78 |
|---|---|
| Distinct (%) | 78.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 354.81 |
| Minimum | 0 |
|---|---|
| Maximum | 2606 |
| Zeros | 15 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 27.5 |
| median | 126.5 |
| Q3 | 205.25 |
| 95-th percentile | 2220.2 |
| Maximum | 2606 |
| Range | 2606 |
| Interquartile range (IQR) | 177.75 |
Descriptive statistics
| Standard deviation | 661.03532 |
|---|---|
| Coefficient of variation (CV) | 1.8630685 |
| Kurtosis | 4.6426445 |
| Mean | 354.81 |
| Median Absolute Deviation (MAD) | 90.5 |
| Skewness | 2.4445789 |
| Sum | 35481 |
| Variance | 436967.69 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15 | 15.0% |
| 96 | 2 | 2.0% |
| 194 | 2 | 2.0% |
| 178 | 2 | 2.0% |
| 2606 | 2 | 2.0% |
| 2300 | 2 | 2.0% |
| 1 | 2 | 2.0% |
| 187 | 2 | 2.0% |
| 15 | 2 | 2.0% |
| 209 | 1 | 1.0% |
| Other values (68) | 68 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 2 | 2.0% |
| 11 | 1 | 1.0% |
| 15 | 2 | 2.0% |
| 18 | 1 | 1.0% |
| 20 | 1 | 1.0% |
| 22 | 1 | 1.0% |
| 25 | 1 | 1.0% |
| 26 | 1 | 1.0% |
| 28 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 2606 | 2 | |
| 2430 | 1 | |
| 2300 | 2 | |
| 2216 | 1 | |
| 2183 | 1 | |
| 1862 | 1 | |
| 1767 | 1 | |
| 1714 | 1 | |
| 1605 | 1 | |
| 1090 | 1 |
4월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 73 |
|---|---|
| Distinct (%) | 73.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 277.02 |
| Minimum | 0 |
|---|---|
| Maximum | 2002 |
| Zeros | 15 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 26.5 |
| median | 89.5 |
| Q3 | 202 |
| 95-th percentile | 1517.8 |
| Maximum | 2002 |
| Range | 2002 |
| Interquartile range (IQR) | 175.5 |
Descriptive statistics
| Standard deviation | 497.92103 |
|---|---|
| Coefficient of variation (CV) | 1.7974191 |
| Kurtosis | 4.5512624 |
| Mean | 277.02 |
| Median Absolute Deviation (MAD) | 89 |
| Skewness | 2.4097806 |
| Sum | 27702 |
| Variance | 247925.35 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15 | 15.0% |
| 39 | 2 | 2.0% |
| 19 | 2 | 2.0% |
| 104 | 2 | 2.0% |
| 54 | 2 | 2.0% |
| 183 | 2 | 2.0% |
| 34 | 2 | 2.0% |
| 23 | 2 | 2.0% |
| 1835 | 2 | 2.0% |
| 202 | 2 | 2.0% |
| Other values (63) | 67 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 1 | 1.0% |
| 17 | 1 | 1.0% |
| 19 | 2 | 2.0% |
| 21 | 1 | 1.0% |
| 23 | 2 | 2.0% |
| 24 | 1 | 1.0% |
| 25 | 2 | 2.0% |
| 27 | 1 | 1.0% |
| 28 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| 2002 | 1 | |
| 1922 | 1 | |
| 1835 | 2 | |
| 1818 | 1 | |
| 1502 | 1 | |
| 1495 | 1 | |
| 1437 | 1 | |
| 1430 | 1 | |
| 1282 | 1 | |
| 1198 | 1 |
5월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 71 |
|---|---|
| Distinct (%) | 71.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.26 |
| Minimum | 0 |
|---|---|
| Maximum | 1204 |
| Zeros | 15 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 20.5 |
| median | 54.5 |
| Q3 | 205.25 |
| 95-th percentile | 1003.3 |
| Maximum | 1204 |
| Range | 1204 |
| Interquartile range (IQR) | 184.75 |
Descriptive statistics
| Standard deviation | 307.64136 |
|---|---|
| Coefficient of variation (CV) | 1.5362097 |
| Kurtosis | 3.257096 |
| Mean | 200.26 |
| Median Absolute Deviation (MAD) | 54.5 |
| Skewness | 2.1006518 |
| Sum | 20026 |
| Variance | 94643.204 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15 | 15.0% |
| 35 | 3 | 3.0% |
| 24 | 3 | 3.0% |
| 214 | 2 | 2.0% |
| 196 | 2 | 2.0% |
| 1047 | 2 | 2.0% |
| 64 | 2 | 2.0% |
| 18 | 2 | 2.0% |
| 19 | 2 | 2.0% |
| 45 | 2 | 2.0% |
| Other values (61) | 65 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 1 | 1.0% |
| 7 | 1 | 1.0% |
| 9 | 1 | 1.0% |
| 10 | 2 | 2.0% |
| 13 | 1 | 1.0% |
| 18 | 2 | 2.0% |
| 19 | 2 | 2.0% |
| 21 | 1 | 1.0% |
| 24 | 3 | 3.0% |
| Value | Count | Frequency (%) |
| 1204 | 1 | |
| 1143 | 1 | |
| 1086 | 1 | |
| 1047 | 2 | |
| 1001 | 1 | |
| 950 | 1 | |
| 949 | 1 | |
| 932 | 1 | |
| 882 | 1 | |
| 860 | 1 |
6월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 66 |
|---|---|
| Distinct (%) | 66.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 156.59 |
| Minimum | 0 |
|---|---|
| Maximum | 1524 |
| Zeros | 15 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 21.75 |
| median | 49.5 |
| Q3 | 207 |
| 95-th percentile | 578.1 |
| Maximum | 1524 |
| Range | 1524 |
| Interquartile range (IQR) | 185.25 |
Descriptive statistics
| Standard deviation | 226.92268 |
|---|---|
| Coefficient of variation (CV) | 1.4491518 |
| Kurtosis | 13.040362 |
| Mean | 156.59 |
| Median Absolute Deviation (MAD) | 49.5 |
| Skewness | 2.9968418 |
| Sum | 15659 |
| Variance | 51493.901 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15 | 15.0% |
| 23 | 5 | 5.0% |
| 14 | 3 | 3.0% |
| 205 | 3 | 3.0% |
| 49 | 3 | 3.0% |
| 212 | 2 | 2.0% |
| 33 | 2 | 2.0% |
| 216 | 2 | 2.0% |
| 577 | 2 | 2.0% |
| 29 | 2 | 2.0% |
| Other values (56) | 61 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 1 | 1.0% |
| 6 | 1 | 1.0% |
| 7 | 1 | 1.0% |
| 8 | 2 | 2.0% |
| 14 | 3 | 3.0% |
| 21 | 2 | 2.0% |
| 22 | 1 | 1.0% |
| 23 | 5 | 5.0% |
| 26 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| 1524 | 1 | |
| 776 | 1 | |
| 682 | 1 | |
| 629 | 1 | |
| 599 | 1 | |
| 577 | 2 | |
| 566 | 1 | |
| 563 | 1 | |
| 541 | 1 | |
| 476 | 1 |
7월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 69 |
|---|---|
| Distinct (%) | 69.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 118.81 |
| Minimum | 0 |
|---|---|
| Maximum | 787 |
| Zeros | 15 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15 |
| median | 47.5 |
| Q3 | 201 |
| 95-th percentile | 362.75 |
| Maximum | 787 |
| Range | 787 |
| Interquartile range (IQR) | 186 |
Descriptive statistics
| Standard deviation | 144.04823 |
|---|---|
| Coefficient of variation (CV) | 1.2124251 |
| Kurtosis | 4.3267467 |
| Mean | 118.81 |
| Median Absolute Deviation (MAD) | 47.5 |
| Skewness | 1.7931773 |
| Sum | 11881 |
| Variance | 20749.893 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15 | 15.0% |
| 19 | 3 | 3.0% |
| 15 | 3 | 3.0% |
| 27 | 3 | 3.0% |
| 18 | 3 | 3.0% |
| 60 | 2 | 2.0% |
| 296 | 2 | 2.0% |
| 17 | 2 | 2.0% |
| 23 | 2 | 2.0% |
| 30 | 2 | 2.0% |
| Other values (59) | 63 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 1 | 1.0% |
| 5 | 1 | 1.0% |
| 6 | 1 | 1.0% |
| 7 | 2 | 2.0% |
| 8 | 1 | 1.0% |
| 11 | 1 | 1.0% |
| 14 | 1 | 1.0% |
| 15 | 3 | 3.0% |
| 17 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| 787 | 1 | |
| 517 | 1 | |
| 510 | 1 | |
| 491 | 1 | |
| 434 | 1 | |
| 359 | 1 | |
| 355 | 1 | |
| 333 | 1 | |
| 297 | 1 | |
| 296 | 2 |
8월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 75 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 138.435 |
| Minimum | 0 |
|---|---|
| Maximum | 1119 |
| Zeros | 14 |
| Zeros (%) | 14.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 24.25 |
| median | 54.5 |
| Q3 | 205 |
| 95-th percentile | 530.05 |
| Maximum | 1119 |
| Range | 1119 |
| Interquartile range (IQR) | 180.75 |
Descriptive statistics
| Standard deviation | 183.27832 |
|---|---|
| Coefficient of variation (CV) | 1.3239305 |
| Kurtosis | 8.2829469 |
| Mean | 138.435 |
| Median Absolute Deviation (MAD) | 54.5 |
| Skewness | 2.473886 |
| Sum | 13843.5 |
| Variance | 33590.943 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 14 | 14.0% |
| 27.0 | 3 | 3.0% |
| 36.0 | 3 | 3.0% |
| 28.0 | 2 | 2.0% |
| 205.0 | 2 | 2.0% |
| 51.0 | 2 | 2.0% |
| 45.0 | 2 | 2.0% |
| 209.0 | 2 | 2.0% |
| 516.0 | 2 | 2.0% |
| 25.0 | 2 | 2.0% |
| Other values (65) | 66 |
| Value | Count | Frequency (%) |
| 0.0 | 14 | |
| 1.0 | 1 | 1.0% |
| 1.5 | 1 | 1.0% |
| 6.0 | 1 | 1.0% |
| 8.0 | 1 | 1.0% |
| 9.0 | 1 | 1.0% |
| 10.0 | 1 | 1.0% |
| 12.0 | 1 | 1.0% |
| 16.0 | 1 | 1.0% |
| 18.0 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 1119.0 | 1 | |
| 638.0 | 1 | |
| 609.0 | 1 | |
| 573.0 | 1 | |
| 531.0 | 1 | |
| 530.0 | 1 | |
| 516.0 | 2 | |
| 513.0 | 1 | |
| 381.0 | 1 | |
| 327.0 | 1 |
9월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 76 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 257.01 |
| Minimum | 0 |
|---|---|
| Maximum | 2151 |
| Zeros | 14 |
| Zeros (%) | 14.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 31.75 |
| median | 130 |
| Q3 | 197 |
| 95-th percentile | 1400.65 |
| Maximum | 2151 |
| Range | 2151 |
| Interquartile range (IQR) | 165.25 |
Descriptive statistics
| Standard deviation | 427.60431 |
|---|---|
| Coefficient of variation (CV) | 1.6637653 |
| Kurtosis | 6.3407941 |
| Mean | 257.01 |
| Median Absolute Deviation (MAD) | 83.5 |
| Skewness | 2.6233448 |
| Sum | 25701 |
| Variance | 182845.44 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14 | 14.0% |
| 21 | 4 | 4.0% |
| 192 | 3 | 3.0% |
| 1 | 2 | 2.0% |
| 1470 | 2 | 2.0% |
| 161 | 2 | 2.0% |
| 33 | 2 | 2.0% |
| 157 | 2 | 2.0% |
| 197 | 2 | 2.0% |
| 73 | 1 | 1.0% |
| Other values (66) | 66 |
| Value | Count | Frequency (%) |
| 0 | 14 | |
| 1 | 2 | 2.0% |
| 13 | 1 | 1.0% |
| 15 | 1 | 1.0% |
| 21 | 4 | 4.0% |
| 22 | 1 | 1.0% |
| 25 | 1 | 1.0% |
| 31 | 1 | 1.0% |
| 32 | 1 | 1.0% |
| 33 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| 2151 | 1 | |
| 1750 | 1 | |
| 1505 | 1 | |
| 1470 | 2 | |
| 1397 | 1 | |
| 1293 | 1 | |
| 1161 | 1 | |
| 1133 | 1 | |
| 1067 | 1 | |
| 780 | 1 |
10월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 79 |
|---|---|
| Distinct (%) | 79.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 450.48 |
| Minimum | 0 |
|---|---|
| Maximum | 3426 |
| Zeros | 14 |
| Zeros (%) | 14.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 32.25 |
| median | 179 |
| Q3 | 267.5 |
| 95-th percentile | 2888.6 |
| Maximum | 3426 |
| Range | 3426 |
| Interquartile range (IQR) | 235.25 |
Descriptive statistics
| Standard deviation | 832.47852 |
|---|---|
| Coefficient of variation (CV) | 1.8479811 |
| Kurtosis | 4.8424602 |
| Mean | 450.48 |
| Median Absolute Deviation (MAD) | 118 |
| Skewness | 2.4806112 |
| Sum | 45048 |
| Variance | 693020.49 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14 | 14.0% |
| 177 | 3 | 3.0% |
| 176 | 2 | 2.0% |
| 253 | 2 | 2.0% |
| 1 | 2 | 2.0% |
| 18 | 2 | 2.0% |
| 2938 | 2 | 2.0% |
| 184 | 2 | 2.0% |
| 102 | 1 | 1.0% |
| 40 | 1 | 1.0% |
| Other values (69) | 69 |
| Value | Count | Frequency (%) |
| 0 | 14 | |
| 1 | 2 | 2.0% |
| 9 | 1 | 1.0% |
| 13 | 1 | 1.0% |
| 15 | 1 | 1.0% |
| 18 | 2 | 2.0% |
| 21 | 1 | 1.0% |
| 22 | 1 | 1.0% |
| 26 | 1 | 1.0% |
| 30 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3426 | 1 | |
| 3184 | 1 | |
| 2953 | 1 | |
| 2938 | 2 | |
| 2886 | 1 | |
| 2821 | 1 | |
| 2507 | 1 | |
| 2241 | 1 | |
| 1874 | 1 | |
| 1723 | 1 |
11월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 78 |
|---|---|
| Distinct (%) | 78.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 450.22 |
| Minimum | 0 |
|---|---|
| Maximum | 3143 |
| Zeros | 15 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 38.75 |
| median | 178 |
| Q3 | 300 |
| 95-th percentile | 2824.1 |
| Maximum | 3143 |
| Range | 3143 |
| Interquartile range (IQR) | 261.25 |
Descriptive statistics
| Standard deviation | 813.96522 |
|---|---|
| Coefficient of variation (CV) | 1.8079277 |
| Kurtosis | 4.844821 |
| Mean | 450.22 |
| Median Absolute Deviation (MAD) | 128 |
| Skewness | 2.487987 |
| Sum | 45022 |
| Variance | 662539.39 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 15 | 15.0% |
| 303 | 2 | 2.0% |
| 3066 | 2 | 2.0% |
| 275 | 2 | 2.0% |
| 85 | 2 | 2.0% |
| 175 | 2 | 2.0% |
| 174 | 2 | 2.0% |
| 22 | 2 | 2.0% |
| 178 | 2 | 2.0% |
| 77 | 1 | 1.0% |
| Other values (68) | 68 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 1 | 1.0% |
| 13 | 1 | 1.0% |
| 14 | 1 | 1.0% |
| 17 | 1 | 1.0% |
| 20 | 1 | 1.0% |
| 22 | 2 | 2.0% |
| 31 | 1 | 1.0% |
| 33 | 1 | 1.0% |
| 35 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3143 | 1 | |
| 3088 | 1 | |
| 3066 | 2 | |
| 2864 | 1 | |
| 2822 | 1 | |
| 2752 | 1 | |
| 2432 | 1 | |
| 2216 | 1 | |
| 2065 | 1 | |
| 1728 | 1 |
12월(천톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 77 |
|---|---|
| Distinct (%) | 77.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 461.29 |
| Minimum | 0 |
|---|---|
| Maximum | 3544 |
| Zeros | 16 |
| Zeros (%) | 16.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 42 |
| median | 181.5 |
| Q3 | 271 |
| 95-th percentile | 3163.1 |
| Maximum | 3544 |
| Range | 3544 |
| Interquartile range (IQR) | 229 |
Descriptive statistics
| Standard deviation | 884.68081 |
|---|---|
| Coefficient of variation (CV) | 1.9178408 |
| Kurtosis | 5.3566179 |
| Mean | 461.29 |
| Median Absolute Deviation (MAD) | 108 |
| Skewness | 2.5851259 |
| Sum | 46129 |
| Variance | 782660.13 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 16 | 16.0% |
| 15 | 3 | 3.0% |
| 3184 | 2 | 2.0% |
| 195 | 2 | 2.0% |
| 207 | 2 | 2.0% |
| 194 | 2 | 2.0% |
| 281 | 2 | 2.0% |
| 18 | 2 | 2.0% |
| 2227 | 1 | 1.0% |
| 115 | 1 | 1.0% |
| Other values (67) | 67 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 1 | 1 | 1.0% |
| 6 | 1 | 1.0% |
| 15 | 3 | 3.0% |
| 18 | 2 | 2.0% |
| 29 | 1 | 1.0% |
| 33 | 1 | 1.0% |
| 45 | 1 | 1.0% |
| 49 | 1 | 1.0% |
| 60 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3544 | 1 | |
| 3487 | 1 | |
| 3330 | 1 | |
| 3184 | 2 | |
| 3162 | 1 | |
| 2842 | 1 | |
| 2599 | 1 | |
| 2289 | 1 | |
| 2227 | 1 | |
| 1582 | 1 |
| 연도 | 구분 | 1월(천톤) | 2월(천톤) | 3월(천톤) | 4월(천톤) | 5월(천톤) | 6월(천톤) | 7월(천톤) | 8월(천톤) | 9월(천톤) | 10월(천톤) | 11월(천톤) | 12월(천톤) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.097 | 0.531 | 0.538 | 0.545 | 0.574 | 0.608 | 0.606 | 0.585 | 0.615 | 0.546 | 0.462 | 0.547 | 0.460 |
| 구분 | 0.097 | 1.000 | 0.472 | 0.472 | 0.462 | 0.416 | 0.629 | 0.605 | 0.559 | 0.602 | 0.393 | 0.472 | 0.635 | 0.435 |
| 1월(천톤) | 0.531 | 0.472 | 1.000 | 0.990 | 0.992 | 0.940 | 0.900 | 0.810 | 0.763 | 0.867 | 0.970 | 0.995 | 0.983 | 0.987 |
| 2월(천톤) | 0.538 | 0.472 | 0.990 | 1.000 | 0.975 | 0.929 | 0.901 | 0.896 | 0.808 | 0.835 | 0.974 | 0.982 | 0.990 | 0.988 |
| 3월(천톤) | 0.545 | 0.462 | 0.992 | 0.975 | 1.000 | 0.937 | 0.887 | 0.730 | 0.757 | 0.776 | 0.958 | 0.988 | 0.982 | 0.974 |
| 4월(천톤) | 0.574 | 0.416 | 0.940 | 0.929 | 0.937 | 1.000 | 0.967 | 0.775 | 0.867 | 0.787 | 0.899 | 0.961 | 0.956 | 0.939 |
| 5월(천톤) | 0.608 | 0.629 | 0.900 | 0.901 | 0.887 | 0.967 | 1.000 | 0.834 | 0.909 | 0.827 | 0.879 | 0.885 | 0.875 | 0.917 |
| 6월(천톤) | 0.606 | 0.605 | 0.810 | 0.896 | 0.730 | 0.775 | 0.834 | 1.000 | 0.888 | 0.982 | 0.861 | 0.790 | 0.861 | 0.863 |
| 7월(천톤) | 0.585 | 0.559 | 0.763 | 0.808 | 0.757 | 0.867 | 0.909 | 0.888 | 1.000 | 0.900 | 0.820 | 0.785 | 0.848 | 0.775 |
| 8월(천톤) | 0.615 | 0.602 | 0.867 | 0.835 | 0.776 | 0.787 | 0.827 | 0.982 | 0.900 | 1.000 | 0.871 | 0.877 | 0.843 | 0.851 |
| 9월(천톤) | 0.546 | 0.393 | 0.970 | 0.974 | 0.958 | 0.899 | 0.879 | 0.861 | 0.820 | 0.871 | 1.000 | 0.979 | 0.974 | 0.972 |
| 10월(천톤) | 0.462 | 0.472 | 0.995 | 0.982 | 0.988 | 0.961 | 0.885 | 0.790 | 0.785 | 0.877 | 0.979 | 1.000 | 0.988 | 0.987 |
| 11월(천톤) | 0.547 | 0.635 | 0.983 | 0.990 | 0.982 | 0.956 | 0.875 | 0.861 | 0.848 | 0.843 | 0.974 | 0.988 | 1.000 | 0.991 |
| 12월(천톤) | 0.460 | 0.435 | 0.987 | 0.988 | 0.974 | 0.939 | 0.917 | 0.863 | 0.775 | 0.851 | 0.972 | 0.987 | 0.991 | 1.000 |
| 연도 | 1월(천톤) | 2월(천톤) | 3월(천톤) | 4월(천톤) | 5월(천톤) | 6월(천톤) | 7월(천톤) | 8월(천톤) | 9월(천톤) | 10월(천톤) | 11월(천톤) | 12월(천톤) | 구분 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | -0.688 | -0.732 | -0.785 | -0.825 | -0.821 | -0.787 | -0.741 | -0.784 | -0.812 | -0.643 | -0.603 | -0.679 | 0.075 |
| 1월(천톤) | -0.688 | 1.000 | 0.970 | 0.944 | 0.879 | 0.839 | 0.791 | 0.718 | 0.816 | 0.903 | 0.909 | 0.914 | 0.925 | 0.228 |
| 2월(천톤) | -0.732 | 0.970 | 1.000 | 0.971 | 0.913 | 0.871 | 0.830 | 0.762 | 0.841 | 0.919 | 0.884 | 0.880 | 0.893 | 0.228 |
| 3월(천톤) | -0.785 | 0.944 | 0.971 | 1.000 | 0.949 | 0.912 | 0.873 | 0.813 | 0.877 | 0.939 | 0.847 | 0.847 | 0.876 | 0.221 |
| 4월(천톤) | -0.825 | 0.879 | 0.913 | 0.949 | 1.000 | 0.974 | 0.939 | 0.885 | 0.928 | 0.956 | 0.804 | 0.789 | 0.824 | 0.283 |
| 5월(천톤) | -0.821 | 0.839 | 0.871 | 0.912 | 0.974 | 1.000 | 0.971 | 0.929 | 0.960 | 0.940 | 0.755 | 0.747 | 0.790 | 0.487 |
| 6월(천톤) | -0.787 | 0.791 | 0.830 | 0.873 | 0.939 | 0.971 | 1.000 | 0.964 | 0.977 | 0.905 | 0.700 | 0.697 | 0.748 | 0.489 |
| 7월(천톤) | -0.741 | 0.718 | 0.762 | 0.813 | 0.885 | 0.929 | 0.964 | 1.000 | 0.951 | 0.853 | 0.639 | 0.631 | 0.685 | 0.413 |
| 8월(천톤) | -0.784 | 0.816 | 0.841 | 0.877 | 0.928 | 0.960 | 0.977 | 0.951 | 1.000 | 0.914 | 0.710 | 0.717 | 0.772 | 0.484 |
| 9월(천톤) | -0.812 | 0.903 | 0.919 | 0.939 | 0.956 | 0.940 | 0.905 | 0.853 | 0.914 | 1.000 | 0.862 | 0.861 | 0.905 | 0.181 |
| 10월(천톤) | -0.643 | 0.909 | 0.884 | 0.847 | 0.804 | 0.755 | 0.700 | 0.639 | 0.710 | 0.862 | 1.000 | 0.966 | 0.959 | 0.228 |
| 11월(천톤) | -0.603 | 0.914 | 0.880 | 0.847 | 0.789 | 0.747 | 0.697 | 0.631 | 0.717 | 0.861 | 0.966 | 1.000 | 0.969 | 0.341 |
| 12월(천톤) | -0.679 | 0.925 | 0.893 | 0.876 | 0.824 | 0.790 | 0.748 | 0.685 | 0.772 | 0.905 | 0.959 | 0.969 | 1.000 | 0.205 |
| 구분 | 0.075 | 0.228 | 0.228 | 0.221 | 0.283 | 0.487 | 0.489 | 0.413 | 0.484 | 0.181 | 0.228 | 0.341 | 0.205 | 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.
| 연도 | 구분 | 1월(천톤) | 2월(천톤) | 3월(천톤) | 4월(천톤) | 5월(천톤) | 6월(천톤) | 7월(천톤) | 8월(천톤) | 9월(천톤) | 10월(천톤) | 11월(천톤) | 12월(천톤) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1981 | 가정상업 | 2550 | 1568.0 | 2216 | 1495 | 949 | 776 | 787 | 1119.0 | 1067 | 1723 | 2065 | 2227 |
| 1 | 1981 | 발전 | 136 | 136.0 | 93 | 104 | 134 | 160 | 200 | 170.0 | 192 | 202 | 166 | 195 |
| 2 | 1982 | 가정상업 | 1777 | 1676.0 | 1714 | 1430 | 1204 | 1524 | 359 | 381.0 | 1133 | 1874 | 2216 | 2599 |
| 3 | 1982 | 발전 | 156 | 175.0 | 181 | 214 | 206 | 205 | 235 | 169.0 | 220 | 186 | 172 | 207 |
| 4 | 1983 | 가정상업 | 2092 | 1895.0 | 1862 | 1282 | 882 | 566 | 510 | 609.0 | 1161 | 2507 | 2752 | 2842 |
| 5 | 1983 | 발전 | 220 | 179.0 | 187 | 178 | 156 | 157 | 143 | 145.0 | 161 | 177 | 177 | 194 |
| 6 | 1984 | 가정상업 | 2765 | 2101.0 | 2183 | 1437 | 1001 | 450 | 491 | 513.0 | 1505 | 2886 | 2822 | 3162 |
| 7 | 1984 | 발전 | 192 | 186.0 | 194 | 194 | 200 | 205 | 204 | 210.0 | 173 | 189 | 147 | 157 |
| 8 | 1985 | 가정상업 | 2926 | 2227.0 | 2300 | 1818 | 860 | 629 | 434 | 638.0 | 1397 | 3184 | 3143 | 3544 |
| 9 | 1985 | 발전 | 151 | 143.0 | 158 | 179 | 184 | 176 | 179 | 117.0 | 110 | 108 | 133 | 140 |
| 연도 | 구분 | 1월(천톤) | 2월(천톤) | 3월(천톤) | 4월(천톤) | 5월(천톤) | 6월(천톤) | 7월(천톤) | 8월(천톤) | 9월(천톤) | 10월(천톤) | 11월(천톤) | 12월(천톤) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 2019 | 산업 | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0 | 0 | 0 | 0 |
| 91 | 2020 | 가정상업 | 58 | 48.0 | 38 | 25 | 10 | 7 | 5 | 6.0 | 36 | 95 | 85 | 95 |
| 92 | 2020 | 발전 | 33 | 33.0 | 15 | 28 | 24 | 55 | 60 | 41.0 | 13 | 9 | 40 | 49 |
| 93 | 2020 | 산업 | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0 | 0 | 0 | 0 |
| 94 | 2021 | 가정상업 | 56 | 38.0 | 28 | 19 | 7 | 6 | 6 | 8.0 | 32 | 76 | 85 | 88 |
| 95 | 2021 | 발전 | 40 | 25.0 | 15 | 25 | 40 | 55 | 67 | 50.0 | 21 | 15 | 47 | 0 |
| 96 | 2021 | 산업 | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0 | 0 | 0 | 0 |
| 97 | 2022 | 가정상업 | 51 | 35.0 | 29 | 17 | 9 | 8 | 8 | 9.0 | 33 | 70 | 81 | 75 |
| 98 | 2022 | 발전 | 21 | 6.0 | 0 | 45 | 70 | 58 | 60 | 60.0 | 25 | 26 | 14 | 15 |
| 99 | 2022 | 산업 | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0 | 0 | 0 | 0 |