Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 21 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.7 KiB |
| Average record size in memory | 134.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 2 |
Dataset
| Description | 연도별 상용자가발전설비의 업종별 설비용량 |
|---|---|
| Author | 한국전력거래소 |
| URL | https://www.data.go.kr/data/15046163/fileData.do |
연도 is highly overall correlated with 음식료 and 8 other fields | High correlation |
음식료 is highly overall correlated with 연도 and 9 other fields | High correlation |
섬유 is highly overall correlated with 연도 and 11 other fields | High correlation |
제재/목재 is highly overall correlated with 연도 and 10 other fields | High correlation |
제지/펄프 is highly overall correlated with 연도 and 9 other fields | High correlation |
정유 is highly overall correlated with 연도 and 10 other fields | High correlation |
화학 is highly overall correlated with 연도 and 9 other fields | High correlation |
비금속 is highly overall correlated with 연도 and 9 other fields | High correlation |
1차금속(철강) is highly overall correlated with 비철금속 | High correlation |
기계류 is highly overall correlated with 연도 and 9 other fields | High correlation |
에너지 is highly overall correlated with 섬유 and 3 other fields | High correlation |
서비스/기타 is highly overall correlated with 연도 and 9 other fields | High correlation |
비철금속 is highly overall correlated with 음식료 and 6 other fields | High correlation |
전자 is highly overall correlated with 섬유 and 4 other fields | High correlation |
전자 is highly imbalanced (54.6%) | Imbalance |
정유 has unique values | Unique |
서비스/기타 has unique values | Unique |
섬유 has 4 (19.0%) zeros | Zeros |
기계류 has 7 (33.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 20:24:58.382268 |
|---|---|
| Analysis finished | 2023-12-12 20:25:14.174019 |
| Duration | 15.79 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 47.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.256429 |
| Minimum | 5 |
|---|---|
| Maximum | 78.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 15.8 |
| median | 38.3 |
| Q3 | 74.13 |
| 95-th percentile | 78.7 |
| Maximum | 78.7 |
| Range | 73.7 |
| Interquartile range (IQR) | 58.33 |
Descriptive statistics
| Standard deviation | 27.292368 |
|---|---|
| Coefficient of variation (CV) | 0.67796297 |
| Kurtosis | -1.2417543 |
| Mean | 40.256429 |
| Median Absolute Deviation (MAD) | 33.3 |
| Skewness | 0.14412033 |
| Sum | 845.385 |
| Variance | 744.87335 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5.0 | 5 | |
| 37.5 | 3 | |
| 38.3 | 3 | |
| 78.7 | 3 | |
| 74.2 | 2 | 9.5% |
| 29.9 | 1 | 4.8% |
| 15.8 | 1 | 4.8% |
| 40.855 | 1 | 4.8% |
| 47.8 | 1 | 4.8% |
| 74.13 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 5.0 | 5 | |
| 15.8 | 1 | 4.8% |
| 29.9 | 1 | 4.8% |
| 37.5 | 3 | |
| 38.3 | 3 | |
| 40.855 | 1 | 4.8% |
| 47.8 | 1 | 4.8% |
| 74.13 | 1 | 4.8% |
| 74.2 | 2 | 9.5% |
| 78.7 | 3 |
| Value | Count | Frequency (%) |
| 78.7 | 3 | |
| 74.2 | 2 | 9.5% |
| 74.13 | 1 | 4.8% |
| 47.8 | 1 | 4.8% |
| 40.855 | 1 | 4.8% |
| 38.3 | 3 | |
| 37.5 | 3 | |
| 29.9 | 1 | 4.8% |
| 15.8 | 1 | 4.8% |
| 5.0 | 5 |
음식료
Real number (ℝ)
HIGH CORRELATION
| Distinct | 14 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.793333 |
| Minimum | 18.45 |
|---|---|
| Maximum | 269.95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 18.45 |
|---|---|
| 5-th percentile | 18.45 |
| Q1 | 41.2 |
| median | 59.18 |
| Q3 | 193.55 |
| 95-th percentile | 193.65 |
| Maximum | 269.95 |
| Range | 251.5 |
| Interquartile range (IQR) | 152.35 |
Descriptive statistics
| Standard deviation | 77.473692 |
|---|---|
| Coefficient of variation (CV) | 0.77634136 |
| Kurtosis | -0.81594863 |
| Mean | 99.793333 |
| Median Absolute Deviation (MAD) | 40.73 |
| Skewness | 0.72178236 |
| Sum | 2095.66 |
| Variance | 6002.173 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 43.1 | 3 | |
| 193.65 | 3 | |
| 26.55 | 2 | |
| 18.45 | 2 | |
| 193.55 | 2 | |
| 40.95 | 1 | 4.8% |
| 49.05 | 1 | 4.8% |
| 41.2 | 1 | 4.8% |
| 59.18 | 1 | 4.8% |
| 75.73 | 1 | 4.8% |
| Other values (4) | 4 |
| Value | Count | Frequency (%) |
| 18.45 | 2 | |
| 26.55 | 2 | |
| 40.95 | 1 | 4.8% |
| 41.2 | 1 | 4.8% |
| 43.1 | 3 | |
| 49.05 | 1 | 4.8% |
| 59.18 | 1 | 4.8% |
| 75.73 | 1 | 4.8% |
| 122.76 | 1 | 4.8% |
| 123.08 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 269.95 | 1 | 4.8% |
| 193.65 | 3 | |
| 193.55 | 2 | |
| 126.41 | 1 | 4.8% |
| 123.08 | 1 | 4.8% |
| 122.76 | 1 | 4.8% |
| 75.73 | 1 | 4.8% |
| 59.18 | 1 | 4.8% |
| 49.05 | 1 | 4.8% |
| 43.1 | 3 |
섬유
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 38.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2280952 |
| Minimum | 0 |
|---|---|
| Maximum | 13.885 |
| Zeros | 4 |
| Zeros (%) | 19.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.665 |
| median | 3.665 |
| Q3 | 9.165 |
| 95-th percentile | 13.885 |
| Maximum | 13.885 |
| Range | 13.885 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 5.0524104 |
|---|---|
| Coefficient of variation (CV) | 0.81122883 |
| Kurtosis | -1.1666634 |
| Mean | 6.2280952 |
| Median Absolute Deviation (MAD) | 3.665 |
| Skewness | 0.46436089 |
| Sum | 130.79 |
| Variance | 25.526851 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3.665 | 8 | |
| 0.0 | 4 | |
| 13.885 | 4 | |
| 9.165 | 1 | 4.8% |
| 6.4 | 1 | 4.8% |
| 8.815 | 1 | 4.8% |
| 8.365 | 1 | 4.8% |
| 13.185 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 0.0 | 4 | |
| 3.665 | 8 | |
| 6.4 | 1 | 4.8% |
| 8.365 | 1 | 4.8% |
| 8.815 | 1 | 4.8% |
| 9.165 | 1 | 4.8% |
| 13.185 | 1 | 4.8% |
| 13.885 | 4 |
| Value | Count | Frequency (%) |
| 13.885 | 4 | |
| 13.185 | 1 | 4.8% |
| 9.165 | 1 | 4.8% |
| 8.815 | 1 | 4.8% |
| 8.365 | 1 | 4.8% |
| 6.4 | 1 | 4.8% |
| 3.665 | 8 | |
| 0.0 | 4 |
제재/목재
Real number (ℝ)
HIGH CORRELATION
| Distinct | 11 |
|---|---|
| Distinct (%) | 52.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.752381 |
| Minimum | 31.18 |
|---|---|
| Maximum | 127.53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 31.18 |
|---|---|
| 5-th percentile | 36.43 |
| Q1 | 37.316 |
| median | 63.432 |
| Q3 | 127.53 |
| 95-th percentile | 127.53 |
| Maximum | 127.53 |
| Range | 96.35 |
| Interquartile range (IQR) | 90.214 |
Descriptive statistics
| Standard deviation | 39.476126 |
|---|---|
| Coefficient of variation (CV) | 0.47703916 |
| Kurtosis | -1.8767535 |
| Mean | 82.752381 |
| Median Absolute Deviation (MAD) | 31.8 |
| Skewness | -0.00034386729 |
| Sum | 1737.8 |
| Variance | 1558.3646 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 127.53 | 6 | |
| 37.316 | 3 | |
| 36.43 | 2 | 9.5% |
| 63.387 | 2 | 9.5% |
| 63.432 | 2 | 9.5% |
| 55.622 | 1 | 4.8% |
| 31.18 | 1 | 4.8% |
| 95.232 | 1 | 4.8% |
| 119.23 | 1 | 4.8% |
| 117.38 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 31.18 | 1 | 4.8% |
| 36.43 | 2 | |
| 37.316 | 3 | |
| 55.622 | 1 | 4.8% |
| 63.387 | 2 | |
| 63.432 | 2 | |
| 95.232 | 1 | 4.8% |
| 115.53 | 1 | 4.8% |
| 117.38 | 1 | 4.8% |
| 119.23 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 127.53 | 6 | |
| 119.23 | 1 | 4.8% |
| 117.38 | 1 | 4.8% |
| 115.53 | 1 | 4.8% |
| 95.232 | 1 | 4.8% |
| 63.432 | 2 | 9.5% |
| 63.387 | 2 | 9.5% |
| 55.622 | 1 | 4.8% |
| 37.316 | 3 | |
| 36.43 | 2 | 9.5% |
제지/펄프
Real number (ℝ)
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 71.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 297.93957 |
| Minimum | 155.6 |
|---|---|
| Maximum | 397.192 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 155.6 |
|---|---|
| 5-th percentile | 178.319 |
| Q1 | 254.78 |
| median | 282.225 |
| Q3 | 373.225 |
| 95-th percentile | 376.975 |
| Maximum | 397.192 |
| Range | 241.592 |
| Interquartile range (IQR) | 118.445 |
Descriptive statistics
| Standard deviation | 68.731618 |
|---|---|
| Coefficient of variation (CV) | 0.23068979 |
| Kurtosis | -0.60152906 |
| Mean | 297.93957 |
| Median Absolute Deviation (MAD) | 39.755 |
| Skewness | -0.24488438 |
| Sum | 6256.731 |
| Variance | 4724.0353 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 282.225 | 3 | |
| 376.975 | 3 | |
| 254.78 | 2 | 9.5% |
| 248.71 | 2 | 9.5% |
| 321.98 | 1 | 4.8% |
| 239.37 | 1 | 4.8% |
| 292.78 | 1 | 4.8% |
| 293.18 | 1 | 4.8% |
| 155.6 | 1 | 4.8% |
| 178.319 | 1 | 4.8% |
| Other values (5) | 5 |
| Value | Count | Frequency (%) |
| 155.6 | 1 | 4.8% |
| 178.319 | 1 | 4.8% |
| 239.37 | 1 | 4.8% |
| 248.71 | 2 | |
| 254.78 | 2 | |
| 272.225 | 1 | 4.8% |
| 282.225 | 3 | |
| 292.78 | 1 | 4.8% |
| 293.18 | 1 | 4.8% |
| 321.98 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 397.192 | 1 | 4.8% |
| 376.975 | 3 | |
| 376.015 | 1 | 4.8% |
| 373.225 | 1 | 4.8% |
| 372.265 | 1 | 4.8% |
| 321.98 | 1 | 4.8% |
| 293.18 | 1 | 4.8% |
| 292.78 | 1 | 4.8% |
| 282.225 | 3 | |
| 272.225 | 1 | 4.8% |
정유
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 516.70519 |
| Minimum | 230.838 |
|---|---|
| Maximum | 848.454 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 230.838 |
|---|---|
| 5-th percentile | 269.064 |
| Q1 | 378.99 |
| median | 454.034 |
| Q3 | 730.494 |
| 95-th percentile | 807.319 |
| Maximum | 848.454 |
| Range | 617.616 |
| Interquartile range (IQR) | 351.504 |
Descriptive statistics
| Standard deviation | 200.94145 |
|---|---|
| Coefficient of variation (CV) | 0.38888994 |
| Kurtosis | -1.3228213 |
| Mean | 516.70519 |
| Median Absolute Deviation (MAD) | 180.07 |
| Skewness | 0.29360462 |
| Sum | 10850.809 |
| Variance | 40377.466 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 269.064 | 1 | 4.8% |
| 273.964 | 1 | 4.8% |
| 751.681 | 1 | 4.8% |
| 732.694 | 1 | 4.8% |
| 730.494 | 1 | 4.8% |
| 804.019 | 1 | 4.8% |
| 807.319 | 1 | 4.8% |
| 848.454 | 1 | 4.8% |
| 619.729 | 1 | 4.8% |
| 657.582 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 230.838 | 1 | |
| 269.064 | 1 | |
| 270.869 | 1 | |
| 273.964 | 1 | |
| 377.619 | 1 | |
| 378.99 | 1 | |
| 397.019 | 1 | |
| 398.519 | 1 | |
| 407.619 | 1 | |
| 451.784 | 1 |
| Value | Count | Frequency (%) |
| 848.454 | 1 | |
| 807.319 | 1 | |
| 804.019 | 1 | |
| 751.681 | 1 | |
| 732.694 | 1 | |
| 730.494 | 1 | |
| 657.582 | 1 | |
| 619.729 | 1 | |
| 528.884 | 1 | |
| 459.634 | 1 |
화학
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 47.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.72381 |
| Minimum | 9.1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 9.1 |
|---|---|
| 5-th percentile | 9.1 |
| Q1 | 32 |
| median | 32 |
| Q3 | 59 |
| 95-th percentile | 98.8 |
| Maximum | 100 |
| Range | 90.9 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 29.589181 |
|---|---|
| Coefficient of variation (CV) | 0.67672926 |
| Kurtosis | -0.3466545 |
| Mean | 43.72381 |
| Median Absolute Deviation (MAD) | 22.9 |
| Skewness | 0.66528187 |
| Sum | 918.2 |
| Variance | 875.51965 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 32.0 | 7 | |
| 9.1 | 5 | |
| 59.0 | 2 | 9.5% |
| 98.8 | 1 | 4.8% |
| 98.5 | 1 | 4.8% |
| 100.0 | 1 | 4.8% |
| 56.5 | 1 | 4.8% |
| 55.2 | 1 | 4.8% |
| 59.25 | 1 | 4.8% |
| 62.45 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 9.1 | 5 | |
| 32.0 | 7 | |
| 55.2 | 1 | 4.8% |
| 56.5 | 1 | 4.8% |
| 59.0 | 2 | 9.5% |
| 59.25 | 1 | 4.8% |
| 62.45 | 1 | 4.8% |
| 98.5 | 1 | 4.8% |
| 98.8 | 1 | 4.8% |
| 100.0 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 100.0 | 1 | 4.8% |
| 98.8 | 1 | 4.8% |
| 98.5 | 1 | 4.8% |
| 62.45 | 1 | 4.8% |
| 59.25 | 1 | 4.8% |
| 59.0 | 2 | 9.5% |
| 56.5 | 1 | 4.8% |
| 55.2 | 1 | 4.8% |
| 32.0 | 7 | |
| 9.1 | 5 |
비금속
Real number (ℝ)
HIGH CORRELATION
| Distinct | 18 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2768.5544 |
| Minimum | 2057.49 |
|---|---|
| Maximum | 3557.69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 2057.49 |
|---|---|
| 5-th percentile | 2405 |
| Q1 | 2456.85 |
| median | 2738.6 |
| Q3 | 2983.19 |
| 95-th percentile | 3557.19 |
| Maximum | 3557.69 |
| Range | 1500.2 |
| Interquartile range (IQR) | 526.34 |
Descriptive statistics
| Standard deviation | 369.23795 |
|---|---|
| Coefficient of variation (CV) | 0.1333685 |
| Kurtosis | 0.52905809 |
| Mean | 2768.5544 |
| Median Absolute Deviation (MAD) | 248.39 |
| Skewness | 0.52233264 |
| Sum | 58139.642 |
| Variance | 136336.66 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2986.99 | 2 | 9.5% |
| 2983.19 | 2 | 9.5% |
| 2456.85 | 2 | 9.5% |
| 3557.69 | 1 | 4.8% |
| 2756.276 | 1 | 4.8% |
| 2057.49 | 1 | 4.8% |
| 2405.0 | 1 | 4.8% |
| 2438.79 | 1 | 4.8% |
| 2541.6 | 1 | 4.8% |
| 2445.0 | 1 | 4.8% |
| Other values (8) | 8 |
| Value | Count | Frequency (%) |
| 2057.49 | 1 | |
| 2405.0 | 1 | |
| 2438.79 | 1 | |
| 2445.0 | 1 | |
| 2456.85 | 2 | |
| 2497.276 | 1 | |
| 2541.6 | 1 | |
| 2693.5 | 1 | |
| 2716.1 | 1 | |
| 2738.6 | 1 |
| Value | Count | Frequency (%) |
| 3557.69 | 1 | |
| 3557.19 | 1 | |
| 2991.19 | 1 | |
| 2986.99 | 2 | |
| 2983.19 | 2 | |
| 2981.19 | 1 | |
| 2908.69 | 1 | |
| 2756.276 | 1 | |
| 2738.6 | 1 | |
| 2716.1 | 1 |
1차금속(철강)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 71.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.551238 |
| Minimum | 34.1 |
|---|---|
| Maximum | 124.146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 34.1 |
|---|---|
| 5-th percentile | 34.104 |
| Q1 | 34.104 |
| median | 82.616 |
| Q3 | 108.537 |
| 95-th percentile | 124.146 |
| Maximum | 124.146 |
| Range | 90.046 |
| Interquartile range (IQR) | 74.433 |
Descriptive statistics
| Standard deviation | 35.455569 |
|---|---|
| Coefficient of variation (CV) | 0.46316128 |
| Kurtosis | -1.5908671 |
| Mean | 76.551238 |
| Median Absolute Deviation (MAD) | 37.963 |
| Skewness | 0.0010474229 |
| Sum | 1607.576 |
| Variance | 1257.0974 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 34.104 | 5 | |
| 124.146 | 2 | 9.5% |
| 71.502 | 2 | 9.5% |
| 34.1 | 1 | 4.8% |
| 38.154 | 1 | 4.8% |
| 118.497 | 1 | 4.8% |
| 120.579 | 1 | 4.8% |
| 101.296 | 1 | 4.8% |
| 108.537 | 1 | 4.8% |
| 122.499 | 1 | 4.8% |
| Other values (5) | 5 |
| Value | Count | Frequency (%) |
| 34.1 | 1 | 4.8% |
| 34.104 | 5 | |
| 38.154 | 1 | 4.8% |
| 56.502 | 1 | 4.8% |
| 71.502 | 2 | 9.5% |
| 82.616 | 1 | 4.8% |
| 83.866 | 1 | 4.8% |
| 89.332 | 1 | 4.8% |
| 89.782 | 1 | 4.8% |
| 101.296 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 124.146 | 2 | |
| 122.499 | 1 | |
| 120.579 | 1 | |
| 118.497 | 1 | |
| 108.537 | 1 | |
| 101.296 | 1 | |
| 89.782 | 1 | |
| 89.332 | 1 | |
| 83.866 | 1 | |
| 82.616 | 1 |
비철금속
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 23.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 336.0 B |
| 0.0 | |
|---|---|
| 262.84 | |
| 250.0 | |
| 261.84 | |
| 65.0 | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 4.0952381 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 4.8% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 12 | |
| 262.84 | 4 | 19.0% |
| 250.0 | 2 | 9.5% |
| 261.84 | 2 | 9.5% |
| 65.0 | 1 | 4.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 12 | |
| 262.84 | 4 | 19.0% |
| 250.0 | 2 | 9.5% |
| 261.84 | 2 | 9.5% |
| 65.0 | 1 | 4.8% |
전자
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 336.0 B |
| 0.0 | |
|---|---|
| 8.028 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.1904762 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 8.028 |
|---|---|
| 2nd row | 8.028 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 19 | |
| 8.028 | 2 | 9.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 19 | |
| 8.028 | 2 | 9.5% |
기계류
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 13 |
|---|---|
| Distinct (%) | 61.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 375.04648 |
| Minimum | 0 |
|---|---|
| Maximum | 1306.451 |
| Zeros | 7 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 829.7 |
| 95-th percentile | 1306.451 |
| Maximum | 1306.451 |
| Range | 1306.451 |
| Interquartile range (IQR) | 829.7 |
Descriptive statistics
| Standard deviation | 521.51857 |
|---|---|
| Coefficient of variation (CV) | 1.3905439 |
| Kurtosis | -0.69192052 |
| Mean | 375.04648 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.0337816 |
| Sum | 7875.976 |
| Variance | 271981.62 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0.0 | 7 | |
| 4.0 | 2 | 9.5% |
| 1306.451 | 2 | 9.5% |
| 2.8 | 1 | 4.8% |
| 2.0 | 1 | 4.8% |
| 452.74 | 1 | 4.8% |
| 169.008 | 1 | 4.8% |
| 195.388 | 1 | 4.8% |
| 185.968 | 1 | 4.8% |
| 894.064 | 1 | 4.8% |
| Other values (3) | 3 |
| Value | Count | Frequency (%) |
| 0.0 | 7 | |
| 2.0 | 1 | 4.8% |
| 2.8 | 1 | 4.8% |
| 4.0 | 2 | 9.5% |
| 169.008 | 1 | 4.8% |
| 185.968 | 1 | 4.8% |
| 195.388 | 1 | 4.8% |
| 452.74 | 1 | 4.8% |
| 829.7 | 1 | 4.8% |
| 894.064 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 1306.451 | 2 | |
| 1293.151 | 1 | |
| 1230.255 | 1 | |
| 894.064 | 1 | |
| 829.7 | 1 | |
| 452.74 | 1 | |
| 195.388 | 1 | |
| 185.968 | 1 | |
| 169.008 | 1 | |
| 4.0 | 2 |
에너지
Real number (ℝ)
HIGH CORRELATION
| Distinct | 19 |
|---|---|
| Distinct (%) | 90.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 140.68319 |
| Minimum | 72.938 |
|---|---|
| Maximum | 259.349 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 72.938 |
|---|---|
| 5-th percentile | 87.367 |
| Q1 | 109.589 |
| median | 132.773 |
| Q3 | 157.11 |
| 95-th percentile | 197.838 |
| Maximum | 259.349 |
| Range | 186.411 |
| Interquartile range (IQR) | 47.521 |
Descriptive statistics
| Standard deviation | 46.54 |
|---|---|
| Coefficient of variation (CV) | 0.33081422 |
| Kurtosis | 0.54438718 |
| Mean | 140.68319 |
| Median Absolute Deviation (MAD) | 24.337 |
| Skewness | 0.87837784 |
| Sum | 2954.347 |
| Variance | 2165.9716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 196.338 | 2 | 9.5% |
| 197.838 | 2 | 9.5% |
| 101.607 | 1 | 4.8% |
| 109.589 | 1 | 4.8% |
| 72.938 | 1 | 4.8% |
| 259.349 | 1 | 4.8% |
| 126.241 | 1 | 4.8% |
| 157.11 | 1 | 4.8% |
| 117.273 | 1 | 4.8% |
| 92.355 | 1 | 4.8% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 72.938 | 1 | |
| 87.367 | 1 | |
| 92.355 | 1 | |
| 97.396 | 1 | |
| 101.607 | 1 | |
| 109.589 | 1 | |
| 110.174 | 1 | |
| 117.273 | 1 | |
| 126.241 | 1 | |
| 129.087 | 1 |
| Value | Count | Frequency (%) |
| 259.349 | 1 | |
| 197.838 | 2 | |
| 196.338 | 2 | |
| 157.11 | 1 | |
| 151.83 | 1 | |
| 146.417 | 1 | |
| 141.677 | 1 | |
| 132.812 | 1 | |
| 132.773 | 1 | |
| 129.087 | 1 |
서비스/기타
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4552.1807 |
| Minimum | 3709.47 |
|---|---|
| Maximum | 5980.294 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 3709.47 |
|---|---|
| 5-th percentile | 3821.215 |
| Q1 | 3940.825 |
| median | 4222.771 |
| Q3 | 5230.846 |
| 95-th percentile | 5813.255 |
| Maximum | 5980.294 |
| Range | 2270.824 |
| Interquartile range (IQR) | 1290.021 |
Descriptive statistics
| Standard deviation | 768.16788 |
|---|---|
| Coefficient of variation (CV) | 0.16874723 |
| Kurtosis | -0.96323284 |
| Mean | 4552.1807 |
| Median Absolute Deviation (MAD) | 301.492 |
| Skewness | 0.80996462 |
| Sum | 95595.794 |
| Variance | 590081.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 4464.139 | 1 | 4.8% |
| 4410.161 | 1 | 4.8% |
| 5230.846 | 1 | 4.8% |
| 5761.365 | 1 | 4.8% |
| 5813.255 | 1 | 4.8% |
| 5980.294 | 1 | 4.8% |
| 5427.943 | 1 | 4.8% |
| 5704.439 | 1 | 4.8% |
| 4319.5 | 1 | 4.8% |
| 4855.762 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 3709.47 | 1 | |
| 3821.215 | 1 | |
| 3905.605 | 1 | |
| 3921.279 | 1 | |
| 3923.734 | 1 | |
| 3940.825 | 1 | |
| 3941.468 | 1 | |
| 4043.517 | 1 | |
| 4089.658 | 1 | |
| 4108.548 | 1 |
| Value | Count | Frequency (%) |
| 5980.294 | 1 | |
| 5813.255 | 1 | |
| 5761.365 | 1 | |
| 5704.439 | 1 | |
| 5427.943 | 1 | |
| 5230.846 | 1 | |
| 4855.762 | 1 | |
| 4464.139 | 1 | |
| 4410.161 | 1 | |
| 4319.5 | 1 |
| 연도 | 음식료 | 섬유 | 제재/목재 | 제지/펄프 | 정유 | 화학 | 비금속 | 1차금속(철강) | 비철금속 | 전자 | 기계류 | 에너지 | 서비스/기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.790 | 0.703 | 0.964 | 0.523 | 0.675 | 0.799 | 0.732 | 0.690 | 0.599 | 0.498 | 0.567 | 0.718 | 0.581 |
| 음식료 | 0.790 | 1.000 | 0.681 | 0.953 | 0.596 | 0.746 | 0.718 | 0.803 | 0.836 | 0.801 | 0.000 | 0.898 | 0.623 | 0.518 |
| 섬유 | 0.703 | 0.681 | 1.000 | 0.735 | 0.527 | 0.763 | 0.814 | 0.679 | 0.794 | 0.917 | 0.463 | 0.911 | 0.810 | 0.858 |
| 제재/목재 | 0.964 | 0.953 | 0.735 | 1.000 | 0.675 | 0.786 | 0.733 | 0.777 | 0.828 | 0.719 | 0.252 | 0.829 | 0.683 | 0.634 |
| 제지/펄프 | 0.523 | 0.596 | 0.527 | 0.675 | 1.000 | 0.745 | 0.590 | 0.359 | 0.567 | 0.514 | 0.637 | 0.769 | 0.000 | 0.742 |
| 정유 | 0.675 | 0.746 | 0.763 | 0.786 | 0.745 | 1.000 | 0.880 | 0.727 | 0.838 | 0.933 | 0.637 | 0.843 | 0.756 | 0.812 |
| 화학 | 0.799 | 0.718 | 0.814 | 0.733 | 0.590 | 0.880 | 1.000 | 0.886 | 0.912 | 0.570 | 0.927 | 0.658 | 0.600 | 0.851 |
| 비금속 | 0.732 | 0.803 | 0.679 | 0.777 | 0.359 | 0.727 | 0.886 | 1.000 | 0.647 | 0.367 | 1.000 | 0.566 | 0.718 | 0.826 |
| 1차금속(철강) | 0.690 | 0.836 | 0.794 | 0.828 | 0.567 | 0.838 | 0.912 | 0.647 | 1.000 | 0.900 | 0.000 | 0.862 | 0.792 | 0.778 |
| 비철금속 | 0.599 | 0.801 | 0.917 | 0.719 | 0.514 | 0.933 | 0.570 | 0.367 | 0.900 | 1.000 | 0.000 | 0.931 | 0.710 | 0.744 |
| 전자 | 0.498 | 0.000 | 0.463 | 0.252 | 0.637 | 0.637 | 0.927 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.250 | 1.000 |
| 기계류 | 0.567 | 0.898 | 0.911 | 0.829 | 0.769 | 0.843 | 0.658 | 0.566 | 0.862 | 0.931 | 0.000 | 1.000 | 0.744 | 0.883 |
| 에너지 | 0.718 | 0.623 | 0.810 | 0.683 | 0.000 | 0.756 | 0.600 | 0.718 | 0.792 | 0.710 | 0.250 | 0.744 | 1.000 | 0.813 |
| 서비스/기타 | 0.581 | 0.518 | 0.858 | 0.634 | 0.742 | 0.812 | 0.851 | 0.826 | 0.778 | 0.744 | 1.000 | 0.883 | 0.813 | 1.000 |
| 비철금속 | 전자 | |
|---|---|---|
| 비철금속 | 1.000 | 0.000 |
| 전자 | 0.000 | 1.000 |
| 연도 | 음식료 | 섬유 | 제재/목재 | 제지/펄프 | 정유 | 화학 | 비금속 | 1차금속(철강) | 기계류 | 에너지 | 서비스/기타 | 비철금속 | 전자 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.888 | 0.930 | 0.953 | 0.641 | 0.912 | -0.911 | -0.958 | 0.413 | 0.849 | 0.500 | 0.723 | 0.431 | 0.302 |
| 음식료 | 0.888 | 1.000 | 0.807 | 0.908 | 0.596 | 0.883 | -0.810 | -0.853 | 0.301 | 0.885 | 0.483 | 0.776 | 0.661 | 0.000 |
| 섬유 | 0.930 | 0.807 | 1.000 | 0.887 | 0.652 | 0.865 | -0.894 | -0.905 | 0.304 | 0.779 | 0.515 | 0.683 | 0.595 | 0.510 |
| 제재/목재 | 0.953 | 0.908 | 0.887 | 1.000 | 0.681 | 0.930 | -0.850 | -0.904 | 0.417 | 0.887 | 0.513 | 0.783 | 0.559 | 0.118 |
| 제지/펄프 | 0.641 | 0.596 | 0.652 | 0.681 | 1.000 | 0.640 | -0.613 | -0.529 | 0.005 | 0.665 | 0.329 | 0.674 | 0.344 | 0.591 |
| 정유 | 0.912 | 0.883 | 0.865 | 0.930 | 0.640 | 1.000 | -0.895 | -0.868 | 0.408 | 0.829 | 0.529 | 0.731 | 0.848 | 0.394 |
| 화학 | -0.911 | -0.810 | -0.894 | -0.850 | -0.613 | -0.895 | 1.000 | 0.910 | -0.338 | -0.817 | -0.412 | -0.597 | 0.473 | 0.712 |
| 비금속 | -0.958 | -0.853 | -0.905 | -0.904 | -0.529 | -0.868 | 0.910 | 1.000 | -0.384 | -0.782 | -0.363 | -0.583 | 0.188 | 0.858 |
| 1차금속(철강) | 0.413 | 0.301 | 0.304 | 0.417 | 0.005 | 0.408 | -0.338 | -0.384 | 1.000 | 0.179 | 0.441 | 0.026 | 0.741 | 0.000 |
| 기계류 | 0.849 | 0.885 | 0.779 | 0.887 | 0.665 | 0.829 | -0.817 | -0.782 | 0.179 | 1.000 | 0.391 | 0.880 | 0.628 | 0.000 |
| 에너지 | 0.500 | 0.483 | 0.515 | 0.513 | 0.329 | 0.529 | -0.412 | -0.363 | 0.441 | 0.391 | 1.000 | 0.432 | 0.513 | 0.197 |
| 서비스/기타 | 0.723 | 0.776 | 0.683 | 0.783 | 0.674 | 0.731 | -0.597 | -0.583 | 0.026 | 0.880 | 0.432 | 1.000 | 0.481 | 0.795 |
| 비철금속 | 0.431 | 0.661 | 0.595 | 0.559 | 0.344 | 0.848 | 0.473 | 0.188 | 0.741 | 0.628 | 0.513 | 0.481 | 1.000 | 0.000 |
| 전자 | 0.302 | 0.000 | 0.510 | 0.118 | 0.591 | 0.394 | 0.712 | 0.858 | 0.000 | 0.000 | 0.197 | 0.795 | 0.000 | 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 | 음식료 | 섬유 | 제재/목재 | 제지/펄프 | 정유 | 화학 | 비금속 | 1차금속(철강) | 비철금속 | 전자 | 기계류 | 에너지 | 서비스/기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020 | 5.0 | 26.55 | 0.0 | 37.316 | 321.98 | 269.064 | 98.8 | 3557.69 | 34.104 | 0.0 | 8.028 | 4.0 | 101.607 | 4464.139 |
| 2019 | 5.0 | 43.1 | 0.0 | 37.316 | 239.37 | 273.964 | 98.5 | 3557.19 | 34.104 | 0.0 | 8.028 | 4.0 | 109.589 | 4410.161 |
| 2018 | 5.0 | 43.1 | 0.0 | 37.316 | 254.78 | 230.838 | 100.0 | 2986.99 | 34.104 | 0.0 | 0.0 | 0.0 | 129.087 | 3821.215 |
| 2017 | 5.0 | 43.1 | 0.0 | 36.43 | 254.78 | 407.619 | 56.5 | 2986.99 | 34.104 | 0.0 | 0.0 | 0.0 | 110.174 | 3940.825 |
| 2016 | 5.0 | 26.55 | 3.665 | 36.43 | 292.78 | 377.619 | 59.0 | 2991.19 | 34.104 | 0.0 | 0.0 | 0.0 | 97.396 | 3923.734 |
| 2015 | 29.9 | 18.45 | 3.665 | 55.622 | 293.18 | 378.99 | 59.0 | 2981.19 | 34.1 | 0.0 | 0.0 | 0.0 | 87.367 | 3941.468 |
| 2014 | 15.8 | 18.45 | 3.665 | 31.18 | 155.6 | 270.869 | 55.2 | 2983.19 | 38.154 | 0.0 | 0.0 | 0.0 | 132.812 | 3709.47 |
| 2013 | 37.5 | 40.95 | 3.665 | 63.387 | 248.71 | 397.019 | 59.25 | 2983.19 | 118.497 | 0.0 | 0.0 | 0.0 | 151.83 | 4108.548 |
| 2012 | 37.5 | 49.05 | 3.665 | 63.387 | 248.71 | 398.519 | 62.45 | 2908.69 | 120.579 | 0.0 | 0.0 | 0.0 | 146.417 | 4043.517 |
| 2011 | 37.5 | 41.2 | 3.665 | 63.432 | 282.225 | 454.034 | 32.0 | 2738.6 | 124.146 | 0.0 | 0.0 | 2.8 | 141.677 | 3921.279 |
| 연도 | 음식료 | 섬유 | 제재/목재 | 제지/펄프 | 정유 | 화학 | 비금속 | 1차금속(철강) | 비철금속 | 전자 | 기계류 | 에너지 | 서비스/기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2009 | 38.3 | 75.73 | 3.665 | 95.232 | 178.319 | 459.634 | 32.0 | 2693.5 | 101.296 | 0.0 | 0.0 | 452.74 | 92.355 | 4222.771 |
| 2008 | 38.3 | 122.76 | 9.165 | 119.23 | 282.225 | 528.884 | 32.0 | 2497.276 | 108.537 | 65.0 | 0.0 | 169.008 | 117.273 | 4089.658 |
| 2007 | 40.855 | 123.08 | 6.4 | 117.38 | 397.192 | 657.582 | 32.0 | 2756.276 | 122.499 | 250.0 | 0.0 | 195.388 | 157.11 | 4855.762 |
| 2006 | 47.8 | 126.41 | 8.815 | 115.53 | 272.225 | 619.729 | 32.0 | 2445.0 | 89.782 | 250.0 | 0.0 | 185.968 | 126.241 | 4319.5 |
| 2005 | 74.13 | 193.55 | 8.365 | 127.53 | 373.225 | 848.454 | 32.0 | 2541.6 | 89.332 | 262.84 | 0.0 | 894.064 | 259.349 | 5704.439 |
| 2004 | 74.2 | 193.55 | 13.885 | 127.53 | 372.265 | 807.319 | 9.1 | 2456.85 | 83.866 | 261.84 | 0.0 | 829.7 | 197.838 | 5427.943 |
| 2003 | 74.2 | 269.95 | 13.885 | 127.53 | 376.015 | 804.019 | 9.1 | 2456.85 | 82.616 | 261.84 | 0.0 | 1306.451 | 197.838 | 5980.294 |
| 2002 | 78.7 | 193.65 | 13.885 | 127.53 | 376.975 | 730.494 | 9.1 | 2438.79 | 71.502 | 262.84 | 0.0 | 1306.451 | 196.338 | 5813.255 |
| 2001 | 78.7 | 193.65 | 13.885 | 127.53 | 376.975 | 732.694 | 9.1 | 2405.0 | 71.502 | 262.84 | 0.0 | 1293.151 | 196.338 | 5761.365 |
| 2000 | 78.7 | 193.65 | 13.185 | 127.53 | 376.975 | 751.681 | 9.1 | 2057.49 | 56.502 | 262.84 | 0.0 | 1230.255 | 72.938 | 5230.846 |