Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 28 |
| Missing cells | 51 |
| Missing cells (%) | 14.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.3 KiB |
| Average record size in memory | 120.7 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 12 |
Dataset
| Description | 월별 제조업 중분류별(음식료품,담배,섬유제퓸,봉제의복,가죽 목재 등)항목값의 데이터에 대한 전력 사용량에 대한 정보를 제공합니다. |
|---|---|
| Author | 인천광역시 |
| URL | https://data.incheon.go.kr/findData/publicDataDetail?dataId=15064954&srcSe=7661IVAWM27C61E190 |
2021-01-01 is highly overall correlated with 2021-02-01 and 10 other fields | High correlation |
2021-02-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-03-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-04-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-05-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-06-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-07-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-08-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-09-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-10-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-11-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-12-01 is highly overall correlated with 2021-01-01 and 10 other fields | High correlation |
2021-01-01 has 5 (17.9%) missing values | Missing |
2021-02-01 has 5 (17.9%) missing values | Missing |
2021-03-01 has 5 (17.9%) missing values | Missing |
2021-04-01 has 4 (14.3%) missing values | Missing |
2021-05-01 has 4 (14.3%) missing values | Missing |
2021-06-01 has 4 (14.3%) missing values | Missing |
2021-07-01 has 4 (14.3%) missing values | Missing |
2021-08-01 has 4 (14.3%) missing values | Missing |
2021-09-01 has 4 (14.3%) missing values | Missing |
2021-10-01 has 4 (14.3%) missing values | Missing |
2021-11-01 has 4 (14.3%) missing values | Missing |
2021-12-01 has 4 (14.3%) missing values | Missing |
제조업 중분류별 전력사용량(MWh) has unique values | Unique |
2021-01-01 has 1 (3.6%) zeros | Zeros |
2021-02-01 has 1 (3.6%) zeros | Zeros |
2021-03-01 has 1 (3.6%) zeros | Zeros |
2021-11-01 has 1 (3.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-28 07:17:07.838891 |
|---|---|
| Analysis finished | 2024-01-28 07:17:19.382592 |
| Duration | 11.54 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
UNIQUE
| Distinct | 28 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 356.0 B |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 5.1785714 |
| Min length | 2 |
Characters and Unicode
| Total characters | 145 |
|---|---|
| Distinct characters | 70 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 28 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 식음료품 |
|---|---|
| 2nd row | 담배제조업 |
| 3rd row | 섬유제품 |
| 4th row | 의복, 모피 |
| 5th row | 가죽, 가방 |
| Value | Count | Frequency (%) |
| 제조 | 2 | 4.7% |
| 기타제품 | 2 | 4.7% |
| 가구 | 2 | 4.7% |
| 자동차 | 1 | 2.3% |
| 금속가공 | 1 | 2.3% |
| 영상 | 1 | 2.3% |
| 음향 | 1 | 2.3% |
| 통신 | 1 | 2.3% |
| 의료,광학 | 1 | 2.3% |
| 전기장비 | 1 | 2.3% |
| Other values (30) | 30 |
Most occurring characters
| Value | Count | Frequency (%) |
| 15 | 10.3% | |
| 기 | 12 | 8.3% |
| , | 10 | 6.9% |
| 제 | 7 | 4.8% |
| 품 | 5 | 3.4% |
| 가 | 5 | 3.4% |
| 의 | 4 | 2.8% |
| 료 | 4 | 2.8% |
| 타 | 4 | 2.8% |
| 재 | 3 | 2.1% |
| Other values (60) | 76 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 119 | |
| Space Separator | 15 | 10.3% |
| Other Punctuation | 10 | 6.9% |
| Decimal Number | 1 | 0.7% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 기 | 12 | 10.1% |
| 제 | 7 | 5.9% |
| 품 | 5 | 4.2% |
| 가 | 5 | 4.2% |
| 의 | 4 | 3.4% |
| 료 | 4 | 3.4% |
| 타 | 4 | 3.4% |
| 재 | 3 | 2.5% |
| 속 | 3 | 2.5% |
| 금 | 3 | 2.5% |
| Other values (57) | 69 |
Space Separator
| Value | Count | Frequency (%) |
| 15 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 10 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 119 | |
| Common | 26 | 17.9% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 기 | 12 | 10.1% |
| 제 | 7 | 5.9% |
| 품 | 5 | 4.2% |
| 가 | 5 | 4.2% |
| 의 | 4 | 3.4% |
| 료 | 4 | 3.4% |
| 타 | 4 | 3.4% |
| 재 | 3 | 2.5% |
| 속 | 3 | 2.5% |
| 금 | 3 | 2.5% |
| Other values (57) | 69 |
Common
| Value | Count | Frequency (%) |
| 15 | ||
| , | 10 | |
| 1 | 1 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 119 | |
| ASCII | 26 | 17.9% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 15 | ||
| , | 10 | |
| 1 | 1 | 3.8% |
Hangul
| Value | Count | Frequency (%) |
| 기 | 12 | 10.1% |
| 제 | 7 | 5.9% |
| 품 | 5 | 4.2% |
| 가 | 5 | 4.2% |
| 의 | 4 | 3.4% |
| 료 | 4 | 3.4% |
| 타 | 4 | 3.4% |
| 재 | 3 | 2.5% |
| 속 | 3 | 2.5% |
| 금 | 3 | 2.5% |
| Other values (57) | 69 |
2021-01-01
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 5 |
| Missing (%) | 17.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43157.13 |
| Minimum | 0 |
|---|---|
| Maximum | 169015 |
| Zeros | 1 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 379.9 |
| Q1 | 4738.5 |
| median | 26300 |
| Q3 | 57946 |
| 95-th percentile | 160692.8 |
| Maximum | 169015 |
| Range | 169015 |
| Interquartile range (IQR) | 53207.5 |
Descriptive statistics
| Standard deviation | 50061.742 |
|---|---|
| Coefficient of variation (CV) | 1.1599877 |
| Kurtosis | 1.5881761 |
| Mean | 43157.13 |
| Median Absolute Deviation (MAD) | 25028 |
| Skewness | 1.4462627 |
| Sum | 992614 |
| Variance | 2.506178 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0 | 1 | 3.6% |
| 1949 | 1 | 3.6% |
| 333 | 1 | 3.6% |
| 50311 | 1 | 3.6% |
| 16852 | 1 | 3.6% |
| 5291 | 1 | 3.6% |
| 51792 | 1 | 3.6% |
| 87795 | 1 | 3.6% |
| 169015 | 1 | 3.6% |
| 109184 | 1 | 3.6% |
| Other values (13) | 13 | |
| (Missing) | 5 | 17.9% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 333 | 1 | |
| 802 | 1 | |
| 1272 | 1 | |
| 1949 | 1 | |
| 4586 | 1 | |
| 4891 | 1 | |
| 5291 | 1 | |
| 8605 | 1 | |
| 16335 | 1 |
| Value | Count | Frequency (%) |
| 169015 | 1 | |
| 166416 | 1 | |
| 109184 | 1 | |
| 87795 | 1 | |
| 71786 | 1 | |
| 61369 | 1 | |
| 54523 | 1 | |
| 51792 | 1 | |
| 50311 | 1 | |
| 49404 | 1 |
2021-02-01
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 5 |
| Missing (%) | 17.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39396.174 |
| Minimum | 0 |
|---|---|
| Maximum | 159021 |
| Zeros | 1 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 379 |
| Q1 | 4348.5 |
| median | 24388 |
| Q3 | 52982.5 |
| 95-th percentile | 142383.5 |
| Maximum | 159021 |
| Range | 159021 |
| Interquartile range (IQR) | 48634 |
Descriptive statistics
| Standard deviation | 45707.807 |
|---|---|
| Coefficient of variation (CV) | 1.1602093 |
| Kurtosis | 1.6544181 |
| Mean | 39396.174 |
| Median Absolute Deviation (MAD) | 22496 |
| Skewness | 1.4598643 |
| Sum | 906112 |
| Variance | 2.0892036 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0 | 1 | 3.6% |
| 1892 | 1 | 3.6% |
| 337 | 1 | 3.6% |
| 46877 | 1 | 3.6% |
| 16118 | 1 | 3.6% |
| 4603 | 1 | 3.6% |
| 44514 | 1 | 3.6% |
| 81147 | 1 | 3.6% |
| 159021 | 1 | 3.6% |
| 99602 | 1 | 3.6% |
| Other values (13) | 13 | |
| (Missing) | 5 | 17.9% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 337 | 1 | |
| 757 | 1 | |
| 1249 | 1 | |
| 1892 | 1 | |
| 4094 | 1 | |
| 4603 | 1 | |
| 4741 | 1 | |
| 7778 | 1 | |
| 15047 | 1 |
| Value | Count | Frequency (%) |
| 159021 | 1 | |
| 147137 | 1 | |
| 99602 | 1 | |
| 81147 | 1 | |
| 65097 | 1 | |
| 56569 | 1 | |
| 49396 | 1 | |
| 46877 | 1 | |
| 44514 | 1 | |
| 44365 | 1 |
2021-03-01
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 5 |
| Missing (%) | 17.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42855.261 |
| Minimum | 0 |
|---|---|
| Maximum | 216789 |
| Zeros | 1 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 283.9 |
| Q1 | 3788 |
| median | 23831 |
| Q3 | 51929 |
| 95-th percentile | 162904.2 |
| Maximum | 216789 |
| Range | 216789 |
| Interquartile range (IQR) | 48141 |
Descriptive statistics
| Standard deviation | 55729.392 |
|---|---|
| Coefficient of variation (CV) | 1.3004096 |
| Kurtosis | 4.0558617 |
| Mean | 42855.261 |
| Median Absolute Deviation (MAD) | 22246 |
| Skewness | 1.9929014 |
| Sum | 985671 |
| Variance | 3.1057651 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0 | 1 | 3.6% |
| 2080 | 1 | 3.6% |
| 248 | 1 | 3.6% |
| 44924 | 1 | 3.6% |
| 19048 | 1 | 3.6% |
| 4301 | 1 | 3.6% |
| 44959 | 1 | 3.6% |
| 74976 | 1 | 3.6% |
| 216789 | 1 | 3.6% |
| 101526 | 1 | 3.6% |
| Other values (13) | 13 | |
| (Missing) | 5 | 17.9% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 248 | 1 | |
| 607 | 1 | |
| 997 | 1 | |
| 2080 | 1 | |
| 3387 | 1 | |
| 4189 | 1 | |
| 4301 | 1 | |
| 7620 | 1 | |
| 15657 | 1 |
| Value | Count | Frequency (%) |
| 216789 | 1 | |
| 169724 | 1 | |
| 101526 | 1 | |
| 74976 | 1 | |
| 71651 | 1 | |
| 53440 | 1 | |
| 50418 | 1 | |
| 46077 | 1 | |
| 44959 | 1 | |
| 44924 | 1 |
2021-04-01
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40174.583 |
| Minimum | 1 |
|---|---|
| Maximum | 185727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 330.9 |
| Q1 | 4144.75 |
| median | 24055 |
| Q3 | 52330.75 |
| 95-th percentile | 157959.1 |
| Maximum | 185727 |
| Range | 185726 |
| Interquartile range (IQR) | 48186 |
Descriptive statistics
| Standard deviation | 50178.052 |
|---|---|
| Coefficient of variation (CV) | 1.2489999 |
| Kurtosis | 3.2437537 |
| Mean | 40174.583 |
| Median Absolute Deviation (MAD) | 20457 |
| Skewness | 1.8694524 |
| Sum | 964190 |
| Variance | 2.5178369 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 167917 | 1 | 3.6% |
| 282 | 1 | 3.6% |
| 33720 | 1 | 3.6% |
| 9842 | 1 | 3.6% |
| 4162 | 1 | 3.6% |
| 41138 | 1 | 3.6% |
| 73513 | 1 | 3.6% |
| 15409 | 1 | 3.6% |
| 185727 | 1 | 3.6% |
| 101531 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 282 | 1 | |
| 608 | 1 | |
| 977 | 1 | |
| 3103 | 1 | |
| 4093 | 1 | |
| 4162 | 1 | |
| 7233 | 1 | |
| 9842 | 1 | |
| 15409 | 1 |
| Value | Count | Frequency (%) |
| 185727 | 1 | |
| 167917 | 1 | |
| 101531 | 1 | |
| 73513 | 1 | |
| 73383 | 1 | |
| 52567 | 1 | |
| 52252 | 1 | |
| 42174 | 1 | |
| 41138 | 1 | |
| 33720 | 1 |
2021-05-01
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40094.25 |
| Minimum | 1 |
|---|---|
| Maximum | 200548 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 306.95 |
| Q1 | 3991 |
| median | 24066.5 |
| Q3 | 49149.75 |
| 95-th percentile | 161243.05 |
| Maximum | 200548 |
| Range | 200547 |
| Interquartile range (IQR) | 45158.75 |
Descriptive statistics
| Standard deviation | 52538.94 |
|---|---|
| Coefficient of variation (CV) | 1.3103859 |
| Kurtosis | 3.9661333 |
| Mean | 40094.25 |
| Median Absolute Deviation (MAD) | 20885.5 |
| Skewness | 2.0306902 |
| Sum | 962262 |
| Variance | 2.7603402 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 171835 | 1 | 3.6% |
| 266 | 1 | 3.6% |
| 30697 | 1 | 3.6% |
| 8806 | 1 | 3.6% |
| 4067 | 1 | 3.6% |
| 37609 | 1 | 3.6% |
| 67281 | 1 | 3.6% |
| 15838 | 1 | 3.6% |
| 200548 | 1 | 3.6% |
| 101222 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 266 | 1 | |
| 539 | 1 | |
| 836 | 1 | |
| 2599 | 1 | |
| 3763 | 1 | |
| 4067 | 1 | |
| 6588 | 1 | |
| 8806 | 1 | |
| 15567 | 1 |
| Value | Count | Frequency (%) |
| 200548 | 1 | |
| 171835 | 1 | |
| 101222 | 1 | |
| 76234 | 1 | |
| 67281 | 1 | |
| 52365 | 1 | |
| 48078 | 1 | |
| 41544 | 1 | |
| 37609 | 1 | |
| 30697 | 1 |
2021-06-01
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41199.458 |
| Minimum | 1 |
|---|---|
| Maximum | 194438 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 306.85 |
| Q1 | 4050.25 |
| median | 25779.5 |
| Q3 | 51776.75 |
| 95-th percentile | 158876.75 |
| Maximum | 194438 |
| Range | 194437 |
| Interquartile range (IQR) | 47726.5 |
Descriptive statistics
| Standard deviation | 51596.269 |
|---|---|
| Coefficient of variation (CV) | 1.2523531 |
| Kurtosis | 3.344613 |
| Mean | 41199.458 |
| Median Absolute Deviation (MAD) | 22352.5 |
| Skewness | 1.8858249 |
| Sum | 988787 |
| Variance | 2.662175 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 167744 | 1 | 3.6% |
| 265 | 1 | 3.6% |
| 33260 | 1 | 3.6% |
| 9068 | 1 | 3.6% |
| 4065 | 1 | 3.6% |
| 43301 | 1 | 3.6% |
| 71246 | 1 | 3.6% |
| 19829 | 1 | 3.6% |
| 194438 | 1 | 3.6% |
| 108629 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 265 | 1 | |
| 544 | 1 | |
| 872 | 1 | |
| 2848 | 1 | |
| 4006 | 1 | |
| 4065 | 1 | |
| 6795 | 1 | |
| 9068 | 1 | |
| 16399 | 1 |
| Value | Count | Frequency (%) |
| 194438 | 1 | |
| 167744 | 1 | |
| 108629 | 1 | |
| 75058 | 1 | |
| 71246 | 1 | |
| 54785 | 1 | |
| 50774 | 1 | |
| 43301 | 1 | |
| 43133 | 1 | |
| 33260 | 1 |
2021-07-01
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42127.458 |
| Minimum | 1 |
|---|---|
| Maximum | 185415 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 345.05 |
| Q1 | 4325.75 |
| median | 27345.5 |
| Q3 | 54438.5 |
| 95-th percentile | 163230.95 |
| Maximum | 185415 |
| Range | 185414 |
| Interquartile range (IQR) | 50112.75 |
Descriptive statistics
| Standard deviation | 51724.304 |
|---|---|
| Coefficient of variation (CV) | 1.227805 |
| Kurtosis | 2.5437563 |
| Mean | 42127.458 |
| Median Absolute Deviation (MAD) | 23753.5 |
| Skewness | 1.7294387 |
| Sum | 1011059 |
| Variance | 2.6754036 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 171137 | 1 | 3.6% |
| 311 | 1 | 3.6% |
| 34836 | 1 | 3.6% |
| 9374 | 1 | 3.6% |
| 4378 | 1 | 3.6% |
| 44588 | 1 | 3.6% |
| 75417 | 1 | 3.6% |
| 13843 | 1 | 3.6% |
| 185415 | 1 | 3.6% |
| 118430 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 311 | 1 | |
| 538 | 1 | |
| 1054 | 1 | |
| 3015 | 1 | |
| 4169 | 1 | |
| 4378 | 1 | |
| 7589 | 1 | |
| 9374 | 1 | |
| 13843 | 1 |
| Value | Count | Frequency (%) |
| 185415 | 1 | |
| 171137 | 1 | |
| 118430 | 1 | |
| 79148 | 1 | |
| 75417 | 1 | |
| 59336 | 1 | |
| 52806 | 1 | |
| 44588 | 1 | |
| 40889 | 1 | |
| 34836 | 1 |
2021-08-01
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41660.417 |
| Minimum | 1 |
|---|---|
| Maximum | 202843 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 326.15 |
| Q1 | 4194 |
| median | 26099.5 |
| Q3 | 51404 |
| 95-th percentile | 156368.5 |
| Maximum | 202843 |
| Range | 202842 |
| Interquartile range (IQR) | 47210 |
Descriptive statistics
| Standard deviation | 53037.883 |
|---|---|
| Coefficient of variation (CV) | 1.2731002 |
| Kurtosis | 3.3510965 |
| Mean | 41660.417 |
| Median Absolute Deviation (MAD) | 22327 |
| Skewness | 1.8884129 |
| Sum | 999850 |
| Variance | 2.813017 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 163249 | 1 | 3.6% |
| 287 | 1 | 3.6% |
| 34351 | 1 | 3.6% |
| 8954 | 1 | 3.6% |
| 4197 | 1 | 3.6% |
| 39044 | 1 | 3.6% |
| 70614 | 1 | 3.6% |
| 13174 | 1 | 3.6% |
| 202843 | 1 | 3.6% |
| 117379 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 287 | 1 | |
| 548 | 1 | |
| 1195 | 1 | |
| 2981 | 1 | |
| 4185 | 1 | |
| 4197 | 1 | |
| 7157 | 1 | |
| 8954 | 1 | |
| 13174 | 1 |
| Value | Count | Frequency (%) |
| 202843 | 1 | |
| 163249 | 1 | |
| 117379 | 1 | |
| 80742 | 1 | |
| 70614 | 1 | |
| 59099 | 1 | |
| 48839 | 1 | |
| 40327 | 1 | |
| 39044 | 1 | |
| 34351 | 1 |
2021-09-01
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38282.417 |
| Minimum | 1 |
|---|---|
| Maximum | 148939 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 282.1 |
| Q1 | 4170 |
| median | 25865.5 |
| Q3 | 50469.5 |
| 95-th percentile | 142928.95 |
| Maximum | 148939 |
| Range | 148938 |
| Interquartile range (IQR) | 46299.5 |
Descriptive statistics
| Standard deviation | 44623.162 |
|---|---|
| Coefficient of variation (CV) | 1.1656307 |
| Kurtosis | 1.5066132 |
| Mean | 38282.417 |
| Median Absolute Deviation (MAD) | 22182.5 |
| Skewness | 1.49107 |
| Sum | 918778 |
| Variance | 1.9912266 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 147886 | 1 | 3.6% |
| 241 | 1 | 3.6% |
| 33659 | 1 | 3.6% |
| 8844 | 1 | 3.6% |
| 4029 | 1 | 3.6% |
| 37794 | 1 | 3.6% |
| 70855 | 1 | 3.6% |
| 14534 | 1 | 3.6% |
| 148939 | 1 | 3.6% |
| 114839 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 241 | 1 | |
| 515 | 1 | |
| 1098 | 1 | |
| 2817 | 1 | |
| 4029 | 1 | |
| 4217 | 1 | |
| 6873 | 1 | |
| 8844 | 1 | |
| 14534 | 1 |
| Value | Count | Frequency (%) |
| 148939 | 1 | |
| 147886 | 1 | |
| 114839 | 1 | |
| 77145 | 1 | |
| 70855 | 1 | |
| 56696 | 1 | |
| 48394 | 1 | |
| 41402 | 1 | |
| 37794 | 1 | |
| 33659 | 1 |
2021-10-01
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38015.625 |
| Minimum | 1 |
|---|---|
| Maximum | 169567 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 254.15 |
| Q1 | 3856 |
| median | 23517 |
| Q3 | 47150.25 |
| 95-th percentile | 148366.25 |
| Maximum | 169567 |
| Range | 169566 |
| Interquartile range (IQR) | 43294.25 |
Descriptive statistics
| Standard deviation | 47442.019 |
|---|---|
| Coefficient of variation (CV) | 1.247961 |
| Kurtosis | 2.5017789 |
| Mean | 38015.625 |
| Median Absolute Deviation (MAD) | 20115 |
| Skewness | 1.7346336 |
| Sum | 912375 |
| Variance | 2.2507452 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 169567 | 1 | 3.6% |
| 227 | 1 | 3.6% |
| 30814 | 1 | 3.6% |
| 8259 | 1 | 3.6% |
| 3941 | 1 | 3.6% |
| 34355 | 1 | 3.6% |
| 64738 | 1 | 3.6% |
| 12600 | 1 | 3.6% |
| 155627 | 1 | 3.6% |
| 107222 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 227 | 1 | |
| 408 | 1 | |
| 859 | 1 | |
| 2343 | 1 | |
| 3601 | 1 | |
| 3941 | 1 | |
| 6627 | 1 | |
| 8259 | 1 | |
| 12600 | 1 |
| Value | Count | Frequency (%) |
| 169567 | 1 | |
| 155627 | 1 | |
| 107222 | 1 | |
| 80505 | 1 | |
| 64738 | 1 | |
| 57108 | 1 | |
| 43831 | 1 | |
| 39327 | 1 | |
| 34355 | 1 | |
| 30814 | 1 |
2021-11-01
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37698.125 |
| Minimum | 0 |
|---|---|
| Maximum | 165882 |
| Zeros | 1 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 325.15 |
| Q1 | 4114.75 |
| median | 23898 |
| Q3 | 51792.5 |
| 95-th percentile | 120897.7 |
| Maximum | 165882 |
| Range | 165882 |
| Interquartile range (IQR) | 47677.75 |
Descriptive statistics
| Standard deviation | 43828.441 |
|---|---|
| Coefficient of variation (CV) | 1.1626159 |
| Kurtosis | 2.1762118 |
| Mean | 37698.125 |
| Median Absolute Deviation (MAD) | 20456.5 |
| Skewness | 1.5753213 |
| Sum | 904755 |
| Variance | 1.9209322 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 165882 | 1 | 3.6% |
| 298 | 1 | 3.6% |
| 33696 | 1 | 3.6% |
| 9507 | 1 | 3.6% |
| 4039 | 1 | 3.6% |
| 39833 | 1 | 3.6% |
| 73375 | 1 | 3.6% |
| 13654 | 1 | 3.6% |
| 122929 | 1 | 3.6% |
| 109387 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 298 | 1 | |
| 479 | 1 | |
| 960 | 1 | |
| 2844 | 1 | |
| 4039 | 1 | |
| 4140 | 1 | |
| 7409 | 1 | |
| 9507 | 1 | |
| 13654 | 1 |
| Value | Count | Frequency (%) |
| 165882 | 1 | |
| 122929 | 1 | |
| 109387 | 1 | |
| 75298 | 1 | |
| 73375 | 1 | |
| 54905 | 1 | |
| 50755 | 1 | |
| 40043 | 1 | |
| 39833 | 1 | |
| 33696 | 1 |
2021-12-01
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41229.333 |
| Minimum | 1 |
|---|---|
| Maximum | 176382 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 395.3 |
| Q1 | 4824.5 |
| median | 25191.5 |
| Q3 | 56619.5 |
| 95-th percentile | 145853.75 |
| Maximum | 176382 |
| Range | 176381 |
| Interquartile range (IQR) | 51795 |
Descriptive statistics
| Standard deviation | 48423.444 |
|---|---|
| Coefficient of variation (CV) | 1.1744901 |
| Kurtosis | 2.0600523 |
| Mean | 41229.333 |
| Median Absolute Deviation (MAD) | 21073.5 |
| Skewness | 1.5916323 |
| Sum | 989504 |
| Variance | 2.3448299 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 176382 | 1 | 3.6% |
| 365 | 1 | 3.6% |
| 37185 | 1 | 3.6% |
| 10852 | 1 | 3.6% |
| 4836 | 1 | 3.6% |
| 42774 | 1 | 3.6% |
| 81639 | 1 | 3.6% |
| 14346 | 1 | 3.6% |
| 150983 | 1 | 3.6% |
| 116788 | 1 | 3.6% |
| Other values (14) | 14 | |
| (Missing) | 4 | 14.3% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 365 | 1 | |
| 567 | 1 | |
| 1149 | 1 | |
| 3446 | 1 | |
| 4790 | 1 | |
| 4836 | 1 | |
| 8038 | 1 | |
| 10852 | 1 | |
| 14346 | 1 |
| Value | Count | Frequency (%) |
| 176382 | 1 | |
| 150983 | 1 | |
| 116788 | 1 | |
| 81639 | 1 | |
| 75450 | 1 | |
| 57686 | 1 | |
| 56264 | 1 | |
| 44583 | 1 | |
| 42774 | 1 | |
| 37185 | 1 |
| 제조업 중분류별 전력사용량(MWh) | 2021-01-01 | 2021-02-01 | 2021-03-01 | 2021-04-01 | 2021-05-01 | 2021-06-01 | 2021-07-01 | 2021-08-01 | 2021-09-01 | 2021-10-01 | 2021-11-01 | 2021-12-01 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 제조업 중분류별 전력사용량(MWh) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 2021-01-01 | 1.000 | 1.000 | 0.996 | 0.950 | 1.000 | 0.913 | 0.944 | 0.951 | 0.909 | 0.986 | 0.969 | 0.971 | 0.971 |
| 2021-02-01 | 1.000 | 0.996 | 1.000 | 0.927 | 1.000 | 0.922 | 0.944 | 0.963 | 0.944 | 0.995 | 0.975 | 0.989 | 0.989 |
| 2021-03-01 | 1.000 | 0.950 | 0.927 | 1.000 | 1.000 | 0.998 | 1.000 | 0.993 | 0.996 | 0.881 | 0.986 | 0.975 | 0.975 |
| 2021-04-01 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.968 | 0.976 | 1.000 | 0.952 | 0.957 | 0.970 | 0.967 | 0.967 |
| 2021-05-01 | 1.000 | 0.913 | 0.922 | 0.998 | 0.968 | 1.000 | 0.998 | 0.989 | 0.999 | 0.915 | 0.980 | 0.971 | 0.971 |
| 2021-06-01 | 1.000 | 0.944 | 0.944 | 1.000 | 0.976 | 0.998 | 1.000 | 0.991 | 0.996 | 0.890 | 0.983 | 0.961 | 0.961 |
| 2021-07-01 | 1.000 | 0.951 | 0.963 | 0.993 | 1.000 | 0.989 | 0.991 | 1.000 | 0.988 | 0.923 | 0.997 | 0.933 | 0.933 |
| 2021-08-01 | 1.000 | 0.909 | 0.944 | 0.996 | 0.952 | 0.999 | 0.996 | 0.988 | 1.000 | 0.941 | 0.975 | 0.987 | 0.987 |
| 2021-09-01 | 1.000 | 0.986 | 0.995 | 0.881 | 0.957 | 0.915 | 0.890 | 0.923 | 0.941 | 1.000 | 0.938 | 0.991 | 0.991 |
| 2021-10-01 | 1.000 | 0.969 | 0.975 | 0.986 | 0.970 | 0.980 | 0.983 | 0.997 | 0.975 | 0.938 | 1.000 | 0.899 | 0.899 |
| 2021-11-01 | 1.000 | 0.971 | 0.989 | 0.975 | 0.967 | 0.971 | 0.961 | 0.933 | 0.987 | 0.991 | 0.899 | 1.000 | 1.000 |
| 2021-12-01 | 1.000 | 0.971 | 0.989 | 0.975 | 0.967 | 0.971 | 0.961 | 0.933 | 0.987 | 0.991 | 0.899 | 1.000 | 1.000 |
| 2021-01-01 | 2021-02-01 | 2021-03-01 | 2021-04-01 | 2021-05-01 | 2021-06-01 | 2021-07-01 | 2021-08-01 | 2021-09-01 | 2021-10-01 | 2021-11-01 | 2021-12-01 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2021-01-01 | 1.000 | 0.998 | 0.997 | 0.996 | 0.995 | 0.996 | 0.996 | 0.995 | 0.993 | 0.993 | 0.991 | 0.995 |
| 2021-02-01 | 0.998 | 1.000 | 0.995 | 0.995 | 0.993 | 0.995 | 0.995 | 0.993 | 0.995 | 0.991 | 0.993 | 0.993 |
| 2021-03-01 | 0.997 | 0.995 | 1.000 | 0.998 | 0.996 | 0.995 | 0.995 | 0.996 | 0.995 | 0.995 | 0.993 | 0.996 |
| 2021-04-01 | 0.996 | 0.995 | 0.998 | 1.000 | 0.998 | 0.997 | 0.997 | 0.998 | 0.998 | 0.997 | 0.997 | 0.999 |
| 2021-05-01 | 0.995 | 0.993 | 0.996 | 0.998 | 1.000 | 0.999 | 0.997 | 0.998 | 0.998 | 0.997 | 0.997 | 0.997 |
| 2021-06-01 | 0.996 | 0.995 | 0.995 | 0.997 | 0.999 | 1.000 | 0.998 | 0.997 | 0.997 | 0.997 | 0.997 | 0.997 |
| 2021-07-01 | 0.996 | 0.995 | 0.995 | 0.997 | 0.997 | 0.998 | 1.000 | 0.999 | 0.997 | 0.998 | 0.997 | 0.997 |
| 2021-08-01 | 0.995 | 0.993 | 0.996 | 0.998 | 0.998 | 0.997 | 0.999 | 1.000 | 0.998 | 0.999 | 0.997 | 0.997 |
| 2021-09-01 | 0.993 | 0.995 | 0.995 | 0.998 | 0.998 | 0.997 | 0.997 | 0.998 | 1.000 | 0.997 | 0.999 | 0.997 |
| 2021-10-01 | 0.993 | 0.991 | 0.995 | 0.997 | 0.997 | 0.997 | 0.998 | 0.999 | 0.997 | 1.000 | 0.998 | 0.998 |
| 2021-11-01 | 0.991 | 0.993 | 0.993 | 0.997 | 0.997 | 0.997 | 0.997 | 0.997 | 0.999 | 0.998 | 1.000 | 0.998 |
| 2021-12-01 | 0.995 | 0.993 | 0.996 | 0.999 | 0.997 | 0.997 | 0.997 | 0.997 | 0.997 | 0.998 | 0.998 | 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.
| 제조업 중분류별 전력사용량(MWh) | 2021-01-01 | 2021-02-01 | 2021-03-01 | 2021-04-01 | 2021-05-01 | 2021-06-01 | 2021-07-01 | 2021-08-01 | 2021-09-01 | 2021-10-01 | 2021-11-01 | 2021-12-01 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 식음료품 | 54523 | 49396 | 50418 | 52567 | 52365 | 54785 | 59336 | 59099 | 56696 | 57108 | 54905 | 57686 |
| 1 | 담배제조업 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 |
| 2 | 섬유제품 | 4586 | 4094 | 3387 | 3103 | 2599 | 2848 | 3015 | 2981 | 2817 | 2343 | 2844 | 3446 |
| 3 | 의복, 모피 | 1272 | 1249 | 997 | 977 | 836 | 872 | 1054 | 1195 | 1098 | 859 | 960 | 1149 |
| 4 | 가죽, 가방 | 802 | 757 | 607 | 608 | 539 | 544 | 538 | 548 | 515 | 408 | 479 | 567 |
| 5 | 목재, 나무 | 49404 | 44365 | 46077 | 42174 | 41544 | 43133 | 40889 | 40327 | 41402 | 39327 | 40043 | 44583 |
| 6 | 펄프, 종이 | 4891 | 4741 | 4189 | 4093 | 3763 | 4006 | 4169 | 4185 | 4217 | 3601 | 4140 | 4790 |
| 7 | 인쇄, 매체 | 8605 | 7778 | 7620 | 7233 | 6588 | 6795 | 7589 | 7157 | 6873 | 6627 | 7409 | 8038 |
| 8 | 연탄, 석유 | 71786 | 65097 | 71651 | 73383 | 76234 | 75058 | 79148 | 80742 | 77145 | 80505 | 75298 | 75450 |
| 9 | 화학제품 | 33803 | 31383 | 29222 | 29846 | 27846 | 30168 | 31621 | 30738 | 30590 | 26777 | 29931 | 32998 |
| 제조업 중분류별 전력사용량(MWh) | 2021-01-01 | 2021-02-01 | 2021-03-01 | 2021-04-01 | 2021-05-01 | 2021-06-01 | 2021-07-01 | 2021-08-01 | 2021-09-01 | 2021-10-01 | 2021-11-01 | 2021-12-01 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 기타기계 | 87795 | 81147 | 74976 | 73513 | 67281 | 71246 | 75417 | 70614 | 70855 | 64738 | 73375 | 81639 |
| 19 | 자동차 제조 | 51792 | 44514 | 44959 | 41138 | 37609 | 43301 | 44588 | 39044 | 37794 | 34355 | 39833 | 42774 |
| 20 | 기타운송 | 5291 | 4603 | 4301 | 4162 | 4067 | 4065 | 4378 | 4197 | 4029 | 3941 | 4039 | 4836 |
| 21 | 가구 | <NA> | <NA> | <NA> | 9842 | 8806 | 9068 | 9374 | 8954 | 8844 | 8259 | 9507 | 10852 |
| 22 | 기타제품 | <NA> | <NA> | <NA> | 33720 | 30697 | 33260 | 34836 | 34351 | 33659 | 30814 | 33696 | 37185 |
| 23 | 산업기계 | <NA> | <NA> | <NA> | 282 | 266 | 265 | 311 | 287 | 241 | 227 | 298 | 365 |
| 24 | 전기기기 제조 | 16852 | 16118 | 19048 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 25 | 가구 및 기타제품 | 50311 | 46877 | 44924 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 26 | 사무기기 | 333 | 337 | 248 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 27 | 재생재료 처리 | 1949 | 1892 | 2080 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |