Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 32 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.2 KiB |
| Average record size in memory | 103.1 B |
Variable types
| Numeric | 11 |
|---|
Dataset
| Description | 천연가스 수요의 용도별 TDR(Top Down Ratio) 자료입니다. TDR은 [연중 최고 판매 월의 판매량 / 연중 최저 판매 월의 판매량] 으로 정의되며, 천연가스의 소비 특성을 나타냅니다. |
|---|---|
| Author | 한국가스공사 |
| URL | https://www.data.go.kr/data/15102989/fileData.do |
연도 is highly overall correlated with 산업용 and 5 other fields | High correlation |
산업용 is highly overall correlated with 연도 and 6 other fields | High correlation |
일반용 is highly overall correlated with 연도 and 5 other fields | High correlation |
열병합용 is highly overall correlated with 수송용 | High correlation |
수송용 is highly overall correlated with 산업용 and 2 other fields | High correlation |
직공급 is highly overall correlated with 연도 and 5 other fields | High correlation |
업무난방용 is highly overall correlated with 연도 and 4 other fields | High correlation |
냉방용 is highly overall correlated with 연도 and 5 other fields | High correlation |
도시가스 통합 is highly overall correlated with 연도 and 5 other fields | High correlation |
연도 has unique values | Unique |
열병합용 has 8 (25.0%) zeros | Zeros |
수송용 has 11 (34.4%) zeros | Zeros |
직공급 has 11 (34.4%) zeros | Zeros |
업무난방용 has 18 (56.2%) zeros | Zeros |
냉방용 has 22 (68.8%) zeros | Zeros |
발전용 has 5 (15.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-23 06:54:43.134114 |
|---|---|
| Analysis finished | 2023-12-23 06:55:27.288065 |
| Duration | 44.15 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 32 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2006.5 |
| Minimum | 1991 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 1991 |
|---|---|
| 5-th percentile | 1992.55 |
| Q1 | 1998.75 |
| median | 2006.5 |
| Q3 | 2014.25 |
| 95-th percentile | 2020.45 |
| Maximum | 2022 |
| Range | 31 |
| Interquartile range (IQR) | 15.5 |
Descriptive statistics
| Standard deviation | 9.3808315 |
|---|---|
| Coefficient of variation (CV) | 0.0046752213 |
| Kurtosis | -1.2 |
| Mean | 2006.5 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0 |
| Sum | 64208 |
| Variance | 88 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 1991 | 1 | 3.1% |
| 2008 | 1 | 3.1% |
| 2022 | 1 | 3.1% |
| 2021 | 1 | 3.1% |
| 2020 | 1 | 3.1% |
| 2019 | 1 | 3.1% |
| 2018 | 1 | 3.1% |
| 2017 | 1 | 3.1% |
| 2016 | 1 | 3.1% |
| 2015 | 1 | 3.1% |
| Other values (22) | 22 |
| Value | Count | Frequency (%) |
| 1991 | 1 | |
| 1992 | 1 | |
| 1993 | 1 | |
| 1994 | 1 | |
| 1995 | 1 | |
| 1996 | 1 | |
| 1997 | 1 | |
| 1998 | 1 | |
| 1999 | 1 | |
| 2000 | 1 |
| Value | Count | Frequency (%) |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 |
주택용
Real number (ℝ)
| Distinct | 23 |
|---|---|
| Distinct (%) | 71.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.16875 |
| Minimum | 7.7 |
|---|---|
| Maximum | 12.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 7.7 |
|---|---|
| 5-th percentile | 8.085 |
| Q1 | 9.4 |
| median | 10.1 |
| Q3 | 10.8 |
| 95-th percentile | 12.545 |
| Maximum | 12.9 |
| Range | 5.2 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.3004807 |
|---|---|
| Coefficient of variation (CV) | 0.12788993 |
| Kurtosis | -0.088296883 |
| Mean | 10.16875 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 0.16348532 |
| Sum | 325.4 |
| Variance | 1.69125 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 8.8 | 2 | 6.2% |
| 7.7 | 2 | 6.2% |
| 10.4 | 2 | 6.2% |
| 10.0 | 2 | 6.2% |
| 10.1 | 2 | 6.2% |
| 11.5 | 2 | 6.2% |
| 10.8 | 2 | 6.2% |
| 9.9 | 2 | 6.2% |
| 9.8 | 2 | 6.2% |
| 9.5 | 1 | 3.1% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 7.7 | 2 | |
| 8.4 | 1 | |
| 8.6 | 1 | |
| 8.8 | 2 | |
| 9.0 | 1 | |
| 9.1 | 1 | |
| 9.5 | 1 | |
| 9.8 | 2 | |
| 9.9 | 2 | |
| 10.0 | 2 |
| Value | Count | Frequency (%) |
| 12.9 | 1 | |
| 12.6 | 1 | |
| 12.5 | 1 | |
| 11.8 | 1 | |
| 11.5 | 2 | |
| 11.2 | 1 | |
| 10.8 | 2 | |
| 10.7 | 1 | |
| 10.6 | 1 | |
| 10.4 | 2 |
산업용
Real number (ℝ)
HIGH CORRELATION
| Distinct | 14 |
|---|---|
| Distinct (%) | 43.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.078125 |
| Minimum | 1.5 |
|---|---|
| Maximum | 3.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 1.555 |
| Q1 | 1.7 |
| median | 1.8 |
| Q3 | 2.025 |
| 95-th percentile | 3.69 |
| Maximum | 3.9 |
| Range | 2.4 |
| Interquartile range (IQR) | 0.325 |
Descriptive statistics
| Standard deviation | 0.6790574 |
|---|---|
| Coefficient of variation (CV) | 0.32676446 |
| Kurtosis | 2.0835898 |
| Mean | 2.078125 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | 1.7941768 |
| Sum | 66.5 |
| Variance | 0.46111895 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 1.8 | 6 | |
| 1.7 | 6 | |
| 1.9 | 4 | |
| 1.6 | 4 | |
| 2.0 | 2 | 6.2% |
| 1.5 | 2 | 6.2% |
| 2.9 | 1 | 3.1% |
| 3.4 | 1 | 3.1% |
| 3.8 | 1 | 3.1% |
| 3.9 | 1 | 3.1% |
| Other values (4) | 4 |
| Value | Count | Frequency (%) |
| 1.5 | 2 | 6.2% |
| 1.6 | 4 | |
| 1.7 | 6 | |
| 1.8 | 6 | |
| 1.9 | 4 | |
| 2.0 | 2 | 6.2% |
| 2.1 | 1 | 3.1% |
| 2.3 | 1 | 3.1% |
| 2.5 | 1 | 3.1% |
| 2.9 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 3.9 | 1 | 3.1% |
| 3.8 | 1 | 3.1% |
| 3.6 | 1 | 3.1% |
| 3.4 | 1 | 3.1% |
| 2.9 | 1 | 3.1% |
| 2.5 | 1 | 3.1% |
| 2.3 | 1 | 3.1% |
| 2.1 | 1 | 3.1% |
| 2.0 | 2 | |
| 1.9 | 4 |
일반용
Real number (ℝ)
HIGH CORRELATION
| Distinct | 19 |
|---|---|
| Distinct (%) | 59.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4 |
| Minimum | 2 |
|---|---|
| Maximum | 9.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2.1 |
| Q1 | 2.4 |
| median | 2.75 |
| Q3 | 3.75 |
| 95-th percentile | 8.94 |
| Maximum | 9.7 |
| Range | 7.7 |
| Interquartile range (IQR) | 1.35 |
Descriptive statistics
| Standard deviation | 2.5676649 |
|---|---|
| Coefficient of variation (CV) | 0.64191623 |
| Kurtosis | 0.08244571 |
| Mean | 4 |
| Median Absolute Deviation (MAD) | 0.45 |
| Skewness | 1.3433333 |
| Sum | 128 |
| Variance | 6.5929032 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2.3 | 3 | 9.4% |
| 2.4 | 3 | 9.4% |
| 3.3 | 3 | 9.4% |
| 2.6 | 3 | 9.4% |
| 2.8 | 3 | 9.4% |
| 2.7 | 2 | 6.2% |
| 2.1 | 2 | 6.2% |
| 8.3 | 2 | 6.2% |
| 5.1 | 1 | 3.1% |
| 2.2 | 1 | 3.1% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 2.0 | 1 | 3.1% |
| 2.1 | 2 | |
| 2.2 | 1 | 3.1% |
| 2.3 | 3 | |
| 2.4 | 3 | |
| 2.5 | 1 | 3.1% |
| 2.6 | 3 | |
| 2.7 | 2 | |
| 2.8 | 3 | |
| 2.9 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 9.7 | 1 | 3.1% |
| 9.6 | 1 | 3.1% |
| 8.4 | 1 | 3.1% |
| 8.3 | 2 | |
| 8.2 | 1 | 3.1% |
| 7.9 | 1 | 3.1% |
| 5.1 | 1 | 3.1% |
| 3.3 | 3 | |
| 3.1 | 1 | 3.1% |
| 2.9 | 1 | 3.1% |
열병합용
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 71.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.846875 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 8 |
| Zeros (%) | 25.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.075 |
| median | 10.1 |
| Q3 | 11.7 |
| 95-th percentile | 14.5 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 8.625 |
Descriptive statistics
| Standard deviation | 5.375331 |
|---|---|
| Coefficient of variation (CV) | 0.68502825 |
| Kurtosis | -1.3259183 |
| Mean | 7.846875 |
| Median Absolute Deviation (MAD) | 3.85 |
| Skewness | -0.43493385 |
| Sum | 251.1 |
| Variance | 28.894183 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0.0 | 8 | |
| 14.5 | 2 | 6.2% |
| 5.1 | 2 | 6.2% |
| 10.8 | 1 | 3.1% |
| 11.4 | 1 | 3.1% |
| 12.6 | 1 | 3.1% |
| 8.7 | 1 | 3.1% |
| 7.7 | 1 | 3.1% |
| 4.1 | 1 | 3.1% |
| 5.8 | 1 | 3.1% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 0.0 | 8 | |
| 4.1 | 1 | 3.1% |
| 5.1 | 2 | 6.2% |
| 5.8 | 1 | 3.1% |
| 6.8 | 1 | 3.1% |
| 7.7 | 1 | 3.1% |
| 8.7 | 1 | 3.1% |
| 9.6 | 1 | 3.1% |
| 10.6 | 1 | 3.1% |
| 10.8 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 15.0 | 1 | |
| 14.5 | 2 | |
| 14.2 | 1 | |
| 13.7 | 1 | |
| 12.8 | 1 | |
| 12.6 | 1 | |
| 12.0 | 1 | |
| 11.6 | 1 | |
| 11.5 | 1 | |
| 11.4 | 1 |
수송용
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.140625 |
| Minimum | 0 |
|---|---|
| Maximum | 4.1 |
| Zeros | 11 |
| Zeros (%) | 34.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.4 |
| Q3 | 1.7 |
| 95-th percentile | 2.19 |
| Maximum | 4.1 |
| Range | 4.1 |
| Interquartile range (IQR) | 1.7 |
Descriptive statistics
| Standard deviation | 0.96648995 |
|---|---|
| Coefficient of variation (CV) | 0.84733365 |
| Kurtosis | 1.1396271 |
| Mean | 1.140625 |
| Median Absolute Deviation (MAD) | 0.35 |
| Skewness | 0.53593577 |
| Sum | 36.5 |
| Variance | 0.93410282 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.0 | 11 | |
| 1.4 | 7 | |
| 1.7 | 4 | 12.5% |
| 1.5 | 4 | 12.5% |
| 4.1 | 1 | 3.1% |
| 2.3 | 1 | 3.1% |
| 2.0 | 1 | 3.1% |
| 2.1 | 1 | 3.1% |
| 1.6 | 1 | 3.1% |
| 1.8 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 0.0 | 11 | |
| 1.4 | 7 | |
| 1.5 | 4 | 12.5% |
| 1.6 | 1 | 3.1% |
| 1.7 | 4 | 12.5% |
| 1.8 | 1 | 3.1% |
| 2.0 | 1 | 3.1% |
| 2.1 | 1 | 3.1% |
| 2.3 | 1 | 3.1% |
| 4.1 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 4.1 | 1 | 3.1% |
| 2.3 | 1 | 3.1% |
| 2.1 | 1 | 3.1% |
| 2.0 | 1 | 3.1% |
| 1.8 | 1 | 3.1% |
| 1.7 | 4 | 12.5% |
| 1.6 | 1 | 3.1% |
| 1.5 | 4 | 12.5% |
| 1.4 | 7 | |
| 0.0 | 11 |
직공급
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.04375 |
| Minimum | 0 |
|---|---|
| Maximum | 3.5 |
| Zeros | 11 |
| Zeros (%) | 34.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.4 |
| Q3 | 1.5 |
| 95-th percentile | 1.88 |
| Maximum | 3.5 |
| Range | 3.5 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 0.85569723 |
|---|---|
| Coefficient of variation (CV) | 0.81982968 |
| Kurtosis | 0.44955031 |
| Mean | 1.04375 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | 0.28414647 |
| Sum | 33.4 |
| Variance | 0.73221774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0.0 | 11 | |
| 1.5 | 9 | |
| 1.3 | 4 | 12.5% |
| 1.4 | 3 | 9.4% |
| 1.6 | 2 | 6.2% |
| 3.5 | 1 | 3.1% |
| 1.7 | 1 | 3.1% |
| 2.1 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 0.0 | 11 | |
| 1.3 | 4 | 12.5% |
| 1.4 | 3 | 9.4% |
| 1.5 | 9 | |
| 1.6 | 2 | 6.2% |
| 1.7 | 1 | 3.1% |
| 2.1 | 1 | 3.1% |
| 3.5 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 3.1% |
| 2.1 | 1 | 3.1% |
| 1.7 | 1 | 3.1% |
| 1.6 | 2 | 6.2% |
| 1.5 | 9 | |
| 1.4 | 3 | 9.4% |
| 1.3 | 4 | 12.5% |
| 0.0 | 11 |
업무난방용
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 43.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.43125 |
| Minimum | 0 |
|---|---|
| Maximum | 21.4 |
| Zeros | 18 |
| Zeros (%) | 56.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 9.75 |
| 95-th percentile | 18.655 |
| Maximum | 21.4 |
| Range | 21.4 |
| Interquartile range (IQR) | 9.75 |
Descriptive statistics
| Standard deviation | 6.8540752 |
|---|---|
| Coefficient of variation (CV) | 1.2619701 |
| Kurtosis | -0.46053077 |
| Mean | 5.43125 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.85894385 |
| Sum | 173.8 |
| Variance | 46.978347 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0.0 | 18 | |
| 9.5 | 2 | 6.2% |
| 17.8 | 1 | 3.1% |
| 21.4 | 1 | 3.1% |
| 19.7 | 1 | 3.1% |
| 15.3 | 1 | 3.1% |
| 11.3 | 1 | 3.1% |
| 9.7 | 1 | 3.1% |
| 8.7 | 1 | 3.1% |
| 9.9 | 1 | 3.1% |
| Other values (4) | 4 | 12.5% |
| Value | Count | Frequency (%) |
| 0.0 | 18 | |
| 8.6 | 1 | 3.1% |
| 8.7 | 1 | 3.1% |
| 9.5 | 2 | 6.2% |
| 9.6 | 1 | 3.1% |
| 9.7 | 1 | 3.1% |
| 9.9 | 1 | 3.1% |
| 10.6 | 1 | 3.1% |
| 11.3 | 1 | 3.1% |
| 12.2 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 21.4 | 1 | |
| 19.7 | 1 | |
| 17.8 | 1 | |
| 15.3 | 1 | |
| 12.2 | 1 | |
| 11.3 | 1 | |
| 10.6 | 1 | |
| 9.9 | 1 | |
| 9.7 | 1 | |
| 9.6 | 1 |
냉방용
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.290625 |
| Minimum | 0 |
|---|---|
| Maximum | 9.8 |
| Zeros | 22 |
| Zeros (%) | 68.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5.925 |
| 95-th percentile | 8.67 |
| Maximum | 9.8 |
| Range | 9.8 |
| Interquartile range (IQR) | 5.925 |
Descriptive statistics
| Standard deviation | 3.5392144 |
|---|---|
| Coefficient of variation (CV) | 1.5450868 |
| Kurtosis | -0.78830411 |
| Mean | 2.290625 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0141102 |
| Sum | 73.3 |
| Variance | 12.526038 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.0 | 22 | |
| 7.1 | 2 | 6.2% |
| 6.3 | 1 | 3.1% |
| 9.8 | 1 | 3.1% |
| 5.8 | 1 | 3.1% |
| 9.0 | 1 | 3.1% |
| 8.4 | 1 | 3.1% |
| 5.1 | 1 | 3.1% |
| 7.8 | 1 | 3.1% |
| 6.9 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 0.0 | 22 | |
| 5.1 | 1 | 3.1% |
| 5.8 | 1 | 3.1% |
| 6.3 | 1 | 3.1% |
| 6.9 | 1 | 3.1% |
| 7.1 | 2 | 6.2% |
| 7.8 | 1 | 3.1% |
| 8.4 | 1 | 3.1% |
| 9.0 | 1 | 3.1% |
| 9.8 | 1 | 3.1% |
| Value | Count | Frequency (%) |
| 9.8 | 1 | 3.1% |
| 9.0 | 1 | 3.1% |
| 8.4 | 1 | 3.1% |
| 7.8 | 1 | 3.1% |
| 7.1 | 2 | 6.2% |
| 6.9 | 1 | 3.1% |
| 6.3 | 1 | 3.1% |
| 5.8 | 1 | 3.1% |
| 5.1 | 1 | 3.1% |
| 0.0 | 22 |
도시가스 통합
Real number (ℝ)
HIGH CORRELATION
| Distinct | 19 |
|---|---|
| Distinct (%) | 59.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.040625 |
| Minimum | 2.9 |
|---|---|
| Maximum | 6.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 2.9 |
|---|---|
| 5-th percentile | 3.055 |
| Q1 | 3.3 |
| median | 3.55 |
| Q3 | 4.525 |
| 95-th percentile | 6.28 |
| Maximum | 6.5 |
| Range | 3.6 |
| Interquartile range (IQR) | 1.225 |
Descriptive statistics
| Standard deviation | 1.0530629 |
|---|---|
| Coefficient of variation (CV) | 0.26061882 |
| Kurtosis | 0.30159377 |
| Mean | 4.040625 |
| Median Absolute Deviation (MAD) | 0.45 |
| Skewness | 1.1614195 |
| Sum | 129.3 |
| Variance | 1.1089415 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 3.3 | 6 | |
| 6.5 | 2 | 6.2% |
| 3.2 | 2 | 6.2% |
| 4.5 | 2 | 6.2% |
| 3.1 | 2 | 6.2% |
| 4.0 | 2 | 6.2% |
| 3.6 | 2 | 6.2% |
| 3.5 | 2 | 6.2% |
| 3.4 | 2 | 6.2% |
| 4.8 | 1 | 3.1% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 2.9 | 1 | 3.1% |
| 3.0 | 1 | 3.1% |
| 3.1 | 2 | 6.2% |
| 3.2 | 2 | 6.2% |
| 3.3 | 6 | |
| 3.4 | 2 | 6.2% |
| 3.5 | 2 | 6.2% |
| 3.6 | 2 | 6.2% |
| 3.9 | 1 | 3.1% |
| 4.0 | 2 | 6.2% |
| Value | Count | Frequency (%) |
| 6.5 | 2 | |
| 6.1 | 1 | |
| 5.7 | 1 | |
| 5.6 | 1 | |
| 4.9 | 1 | |
| 4.8 | 1 | |
| 4.6 | 1 | |
| 4.5 | 2 | |
| 4.4 | 1 | |
| 4.0 | 2 |
발전용
Real number (ℝ)
ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 46.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.75 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 5 |
| Zeros (%) | 15.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 420.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.6 |
| median | 1.9 |
| Q3 | 2.225 |
| 95-th percentile | 2.845 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 0.625 |
Descriptive statistics
| Standard deviation | 0.85609767 |
|---|---|
| Coefficient of variation (CV) | 0.48919867 |
| Kurtosis | 0.61002841 |
| Mean | 1.75 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -1.0999798 |
| Sum | 56 |
| Variance | 0.73290323 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0.0 | 5 | |
| 1.8 | 4 | |
| 1.9 | 4 | |
| 1.6 | 3 | |
| 2.3 | 2 | 6.2% |
| 2.6 | 2 | 6.2% |
| 2.1 | 2 | 6.2% |
| 1.7 | 2 | 6.2% |
| 2.2 | 2 | 6.2% |
| 2.9 | 1 | 3.1% |
| Other values (5) | 5 |
| Value | Count | Frequency (%) |
| 0.0 | 5 | |
| 1.5 | 1 | 3.1% |
| 1.6 | 3 | |
| 1.7 | 2 | 6.2% |
| 1.8 | 4 | |
| 1.9 | 4 | |
| 2.0 | 1 | 3.1% |
| 2.1 | 2 | 6.2% |
| 2.2 | 2 | 6.2% |
| 2.3 | 2 | 6.2% |
| Value | Count | Frequency (%) |
| 3.0 | 1 | 3.1% |
| 2.9 | 1 | 3.1% |
| 2.8 | 1 | 3.1% |
| 2.6 | 2 | |
| 2.4 | 1 | 3.1% |
| 2.3 | 2 | |
| 2.2 | 2 | |
| 2.1 | 2 | |
| 2.0 | 1 | 3.1% |
| 1.9 | 4 |
| 연도 | 주택용 | 산업용 | 일반용 | 열병합용 | 수송용 | 직공급 | 업무난방용 | 냉방용 | 도시가스 통합 | 발전용 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.000 | 0.443 | 0.938 | 0.628 | 0.927 | 0.815 | 0.760 | 0.601 | 0.704 | 0.517 |
| 주택용 | 0.000 | 1.000 | 0.113 | 0.000 | 0.783 | 0.000 | 0.713 | 0.563 | 0.000 | 0.000 | 0.241 |
| 산업용 | 0.443 | 0.113 | 1.000 | 0.839 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.945 | 0.729 |
| 일반용 | 0.938 | 0.000 | 0.839 | 1.000 | 0.225 | 0.552 | 0.404 | 0.000 | 0.000 | 0.908 | 0.659 |
| 열병합용 | 0.628 | 0.783 | 0.000 | 0.225 | 1.000 | 0.595 | 0.631 | 0.640 | 0.807 | 0.739 | 0.457 |
| 수송용 | 0.927 | 0.000 | 0.000 | 0.552 | 0.595 | 1.000 | 0.947 | 0.524 | 0.286 | 0.652 | 0.330 |
| 직공급 | 0.815 | 0.713 | 0.000 | 0.404 | 0.631 | 0.947 | 1.000 | 0.357 | 0.000 | 0.000 | 0.466 |
| 업무난방용 | 0.760 | 0.563 | 0.000 | 0.000 | 0.640 | 0.524 | 0.357 | 1.000 | 0.892 | 0.000 | 0.486 |
| 냉방용 | 0.601 | 0.000 | 0.000 | 0.000 | 0.807 | 0.286 | 0.000 | 0.892 | 1.000 | 0.000 | 0.000 |
| 도시가스 통합 | 0.704 | 0.000 | 0.945 | 0.908 | 0.739 | 0.652 | 0.000 | 0.000 | 0.000 | 1.000 | 0.522 |
| 발전용 | 0.517 | 0.241 | 0.729 | 0.659 | 0.457 | 0.330 | 0.466 | 0.486 | 0.000 | 0.522 | 1.000 |
| 연도 | 주택용 | 산업용 | 일반용 | 열병합용 | 수송용 | 직공급 | 업무난방용 | 냉방용 | 도시가스 통합 | 발전용 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.136 | -0.719 | -0.950 | 0.323 | 0.458 | 0.696 | 0.751 | 0.782 | -0.884 | 0.270 |
| 주택용 | 0.136 | 1.000 | -0.044 | -0.014 | 0.425 | 0.069 | 0.114 | 0.122 | -0.019 | 0.083 | 0.001 |
| 산업용 | -0.719 | -0.044 | 1.000 | 0.771 | -0.311 | -0.518 | -0.761 | -0.500 | -0.571 | 0.812 | 0.039 |
| 일반용 | -0.950 | -0.014 | 0.771 | 1.000 | -0.289 | -0.433 | -0.679 | -0.695 | -0.767 | 0.915 | -0.169 |
| 열병합용 | 0.323 | 0.425 | -0.311 | -0.289 | 1.000 | 0.581 | 0.379 | 0.160 | -0.102 | -0.288 | 0.345 |
| 수송용 | 0.458 | 0.069 | -0.518 | -0.433 | 0.581 | 1.000 | 0.726 | 0.287 | 0.022 | -0.465 | 0.260 |
| 직공급 | 0.696 | 0.114 | -0.761 | -0.679 | 0.379 | 0.726 | 1.000 | 0.392 | 0.537 | -0.666 | 0.084 |
| 업무난방용 | 0.751 | 0.122 | -0.500 | -0.695 | 0.160 | 0.287 | 0.392 | 1.000 | 0.569 | -0.672 | 0.146 |
| 냉방용 | 0.782 | -0.019 | -0.571 | -0.767 | -0.102 | 0.022 | 0.537 | 0.569 | 1.000 | -0.674 | -0.017 |
| 도시가스 통합 | -0.884 | 0.083 | 0.812 | 0.915 | -0.288 | -0.465 | -0.666 | -0.672 | -0.674 | 1.000 | -0.243 |
| 발전용 | 0.270 | 0.001 | 0.039 | -0.169 | 0.345 | 0.260 | 0.084 | 0.146 | -0.017 | -0.243 | 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 | 주택용 | 산업용 | 일반용 | 열병합용 | 수송용 | 직공급 | 업무난방용 | 냉방용 | 도시가스 통합 | 발전용 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1991 | 8.8 | 1.8 | 5.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.8 | 0.0 |
| 1 | 1992 | 8.4 | 2.9 | 8.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.7 | 0.0 |
| 2 | 1993 | 7.7 | 3.4 | 8.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.6 | 0.0 |
| 3 | 1994 | 12.5 | 3.8 | 8.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.5 | 0.0 |
| 4 | 1995 | 10.4 | 3.9 | 9.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.5 | 0.0 |
| 5 | 1996 | 10.0 | 3.6 | 7.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.1 | 2.3 |
| 6 | 1997 | 10.2 | 2.5 | 8.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.9 | 1.6 |
| 7 | 1998 | 8.8 | 2.0 | 9.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.5 | 2.9 |
| 8 | 1999 | 10.1 | 2.3 | 3.3 | 11.6 | 0.0 | 0.0 | 0.0 | 0.0 | 4.6 | 2.6 |
| 9 | 2000 | 11.5 | 1.9 | 3.1 | 14.2 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 2.1 |
| 연도 | 주택용 | 산업용 | 일반용 | 열병합용 | 수송용 | 직공급 | 업무난방용 | 냉방용 | 도시가스 통합 | 발전용 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 22 | 2013 | 10.6 | 1.7 | 2.4 | 11.1 | 1.4 | 1.5 | 11.3 | 6.3 | 3.2 | 1.7 |
| 23 | 2014 | 8.6 | 1.5 | 2.4 | 6.8 | 1.5 | 1.5 | 9.7 | 9.8 | 2.9 | 1.8 |
| 24 | 2015 | 9.1 | 1.5 | 2.1 | 5.8 | 1.4 | 1.6 | 8.7 | 5.8 | 3.0 | 1.5 |
| 25 | 2016 | 10.4 | 1.7 | 2.3 | 5.1 | 1.4 | 1.7 | 9.9 | 9.0 | 3.3 | 1.9 |
| 26 | 2017 | 9.8 | 1.9 | 2.3 | 5.1 | 1.4 | 1.5 | 9.5 | 7.1 | 3.3 | 2.4 |
| 27 | 2018 | 12.6 | 1.6 | 2.4 | 4.1 | 1.4 | 1.5 | 12.2 | 8.4 | 3.3 | 2.1 |
| 28 | 2019 | 9.9 | 1.6 | 2.1 | 7.7 | 1.4 | 1.4 | 9.5 | 5.1 | 3.1 | 1.9 |
| 29 | 2020 | 7.7 | 1.9 | 2.0 | 8.7 | 1.4 | 1.3 | 8.6 | 7.1 | 3.2 | 2.8 |
| 30 | 2021 | 11.2 | 1.6 | 2.3 | 12.6 | 1.5 | 2.1 | 10.6 | 7.8 | 3.4 | 1.6 |
| 31 | 2022 | 10.8 | 1.7 | 2.2 | 11.4 | 1.5 | 1.5 | 9.6 | 6.9 | 3.3 | 1.6 |