Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 408 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 64.3 KiB |
| Average record size in memory | 161.3 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 17 |
Dataset
| Description | 한국가스공사의 월간 시도별(강원,서울,경기,인천,경남,경북,광주,대구,대전,부산,세종,울산,전남,전북,제주,충남,충북) 도시가스 판매현황 데이터입니다. 단위는 천㎥ 입니다. |
|---|---|
| Author | 한국가스공사 |
| URL | https://www.data.go.kr/data/15040819/fileData.do |
강원 is highly overall correlated with 서울 and 15 other fields | High correlation |
서울 is highly overall correlated with 강원 and 13 other fields | High correlation |
경기 is highly overall correlated with 강원 and 15 other fields | High correlation |
인천 is highly overall correlated with 강원 and 14 other fields | High correlation |
경남 is highly overall correlated with 강원 and 15 other fields | High correlation |
경북 is highly overall correlated with 강원 and 15 other fields | High correlation |
광주 is highly overall correlated with 강원 and 15 other fields | High correlation |
대구 is highly overall correlated with 강원 and 14 other fields | High correlation |
대전 is highly overall correlated with 강원 and 15 other fields | High correlation |
부산 is highly overall correlated with 강원 and 15 other fields | High correlation |
세종 is highly overall correlated with 강원 and 12 other fields | High correlation |
울산 is highly overall correlated with 강원 and 15 other fields | High correlation |
전남 is highly overall correlated with 강원 and 15 other fields | High correlation |
전북 is highly overall correlated with 강원 and 15 other fields | High correlation |
제주 is highly overall correlated with 강원 and 14 other fields | High correlation |
충남 is highly overall correlated with 강원 and 15 other fields | High correlation |
충북 is highly overall correlated with 강원 and 15 other fields | High correlation |
연월 has unique values | Unique |
서울 has unique values | Unique |
인천 has unique values | Unique |
경남 has unique values | Unique |
광주 has unique values | Unique |
경기 has 48 (11.8%) zeros | Zeros |
세종 has 288 (70.6%) zeros | Zeros |
제주 has 192 (47.1%) zeros | Zeros |
충남 has 58 (14.2%) zeros | Zeros |
충북 has 7 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-06 12:53:29.330159 |
|---|---|
| Analysis finished | 2024-01-06 12:55:00.879428 |
| Duration | 1 minute and 31.55 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연월
Date
UNIQUE
| Distinct | 408 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 KiB |
| Minimum | 1989-01-01 00:00:00 |
|---|---|
| Maximum | 2022-12-01 00:00:00 |
Histogram with fixed size bins (bins=50)
강원
Real number (ℝ)
HIGH CORRELATION
| Distinct | 405 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16556.363 |
| Minimum | 105 |
|---|---|
| Maximum | 74051 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 105 |
|---|---|
| 5-th percentile | 438.05 |
| Q1 | 4306.75 |
| median | 12585.5 |
| Q3 | 24230 |
| 95-th percentile | 48962.75 |
| Maximum | 74051 |
| Range | 73946 |
| Interquartile range (IQR) | 19923.25 |
Descriptive statistics
| Standard deviation | 15578.443 |
|---|---|
| Coefficient of variation (CV) | 0.94093389 |
| Kurtosis | 1.3689581 |
| Mean | 16556.363 |
| Median Absolute Deviation (MAD) | 9135.5 |
| Skewness | 1.3066687 |
| Sum | 6754996 |
| Variance | 2.4268788 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13001 | 2 | 0.5% |
| 16280 | 2 | 0.5% |
| 15614 | 2 | 0.5% |
| 326 | 1 | 0.2% |
| 12653 | 1 | 0.2% |
| 34754 | 1 | 0.2% |
| 42131 | 1 | 0.2% |
| 44479 | 1 | 0.2% |
| 35317 | 1 | 0.2% |
| 21521 | 1 | 0.2% |
| Other values (395) | 395 |
| Value | Count | Frequency (%) |
| 105 | 1 | |
| 108 | 1 | |
| 113 | 1 | |
| 134 | 1 | |
| 161 | 1 | |
| 163 | 1 | |
| 189 | 1 | |
| 191 | 1 | |
| 229 | 1 | |
| 240 | 1 |
| Value | Count | Frequency (%) |
| 74051 | 1 | |
| 72792 | 1 | |
| 69717 | 1 | |
| 66441 | 1 | |
| 64248 | 1 | |
| 64031 | 1 | |
| 61782 | 1 | |
| 61530 | 1 | |
| 60387 | 1 | |
| 59603 | 1 |
서울
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 408 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 309465.69 |
| Minimum | 15151 |
|---|---|
| Maximum | 928709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 15151 |
|---|---|
| 5-th percentile | 33963.6 |
| Q1 | 150187.5 |
| median | 207211 |
| Q3 | 466845.5 |
| 95-th percentile | 752034.1 |
| Maximum | 928709 |
| Range | 913558 |
| Interquartile range (IQR) | 316658 |
Descriptive statistics
| Standard deviation | 229159.12 |
|---|---|
| Coefficient of variation (CV) | 0.74049928 |
| Kurtosis | -0.5581231 |
| Mean | 309465.69 |
| Median Absolute Deviation (MAD) | 123337.5 |
| Skewness | 0.79326217 |
| Sum | 1.26262 × 108 |
| Variance | 5.2513904 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37560 | 1 | 0.2% |
| 198037 | 1 | 0.2% |
| 416297 | 1 | 0.2% |
| 598720 | 1 | 0.2% |
| 787565 | 1 | 0.2% |
| 802350 | 1 | 0.2% |
| 639756 | 1 | 0.2% |
| 347194 | 1 | 0.2% |
| 227152 | 1 | 0.2% |
| 157947 | 1 | 0.2% |
| Other values (398) | 398 |
| Value | Count | Frequency (%) |
| 15151 | 1 | |
| 15521 | 1 | |
| 15790 | 1 | |
| 16609 | 1 | |
| 17090 | 1 | |
| 18668 | 1 | |
| 20214 | 1 | |
| 20668 | 1 | |
| 21701 | 1 | |
| 21820 | 1 |
| Value | Count | Frequency (%) |
| 928709 | 1 | |
| 905732 | 1 | |
| 859992 | 1 | |
| 855091 | 1 | |
| 822116 | 1 | |
| 820626 | 1 | |
| 810317 | 1 | |
| 806820 | 1 | |
| 802350 | 1 | |
| 797092 | 1 |
경기
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 361 |
|---|---|
| Distinct (%) | 88.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 272097.74 |
| Minimum | 0 |
|---|---|
| Maximum | 868530 |
| Zeros | 48 |
| Zeros (%) | 11.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 94801 |
| median | 234795 |
| Q3 | 407826.25 |
| 95-th percentile | 711083.4 |
| Maximum | 868530 |
| Range | 868530 |
| Interquartile range (IQR) | 313025.25 |
Descriptive statistics
| Standard deviation | 218890.85 |
|---|---|
| Coefficient of variation (CV) | 0.80445671 |
| Kurtosis | -0.27277006 |
| Mean | 272097.74 |
| Median Absolute Deviation (MAD) | 153763 |
| Skewness | 0.73552527 |
| Sum | 1.1101588 × 108 |
| Variance | 4.7913206 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 48 | 11.8% |
| 240402 | 1 | 0.2% |
| 240791 | 1 | 0.2% |
| 320129 | 1 | 0.2% |
| 450269 | 1 | 0.2% |
| 556162 | 1 | 0.2% |
| 652787 | 1 | 0.2% |
| 821469 | 1 | 0.2% |
| 772003 | 1 | 0.2% |
| 503008 | 1 | 0.2% |
| Other values (351) | 351 |
| Value | Count | Frequency (%) |
| 0 | 48 | |
| 15180 | 1 | 0.2% |
| 16023 | 1 | 0.2% |
| 16119 | 1 | 0.2% |
| 20179 | 1 | 0.2% |
| 20378 | 1 | 0.2% |
| 20933 | 1 | 0.2% |
| 21693 | 1 | 0.2% |
| 22850 | 1 | 0.2% |
| 28254 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 868530 | 1 | |
| 865976 | 1 | |
| 859780 | 1 | |
| 821469 | 1 | |
| 816518 | 1 | |
| 800552 | 1 | |
| 800313 | 1 | |
| 791139 | 1 | |
| 776179 | 1 | |
| 772003 | 1 |
인천
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 408 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92246.868 |
| Minimum | 6191 |
|---|---|
| Maximum | 241088 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 6191 |
|---|---|
| 5-th percentile | 13981.4 |
| Q1 | 48528.25 |
| median | 78622.5 |
| Q3 | 129166.25 |
| 95-th percentile | 198339.95 |
| Maximum | 241088 |
| Range | 234897 |
| Interquartile range (IQR) | 80638 |
Descriptive statistics
| Standard deviation | 57365.815 |
|---|---|
| Coefficient of variation (CV) | 0.62187276 |
| Kurtosis | -0.58513782 |
| Mean | 92246.868 |
| Median Absolute Deviation (MAD) | 40073.5 |
| Skewness | 0.56823407 |
| Sum | 37636722 |
| Variance | 3.2908367 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10468 | 1 | 0.2% |
| 83313 | 1 | 0.2% |
| 138957 | 1 | 0.2% |
| 173944 | 1 | 0.2% |
| 198234 | 1 | 0.2% |
| 214146 | 1 | 0.2% |
| 171694 | 1 | 0.2% |
| 109145 | 1 | 0.2% |
| 90064 | 1 | 0.2% |
| 72299 | 1 | 0.2% |
| Other values (398) | 398 |
| Value | Count | Frequency (%) |
| 6191 | 1 | |
| 6484 | 1 | |
| 6802 | 1 | |
| 7091 | 1 | |
| 7317 | 1 | |
| 7736 | 1 | |
| 9211 | 1 | |
| 9608 | 1 | |
| 9790 | 1 | |
| 10279 | 1 |
| Value | Count | Frequency (%) |
| 241088 | 1 | |
| 233451 | 1 | |
| 230689 | 1 | |
| 224628 | 1 | |
| 224622 | 1 | |
| 224584 | 1 | |
| 218911 | 1 | |
| 217026 | 1 | |
| 214146 | 1 | |
| 213458 | 1 |
경남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 408 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52827.375 |
| Minimum | 1564 |
|---|---|
| Maximum | 193539 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 1564 |
|---|---|
| 5-th percentile | 3345.5 |
| Q1 | 15769.75 |
| median | 48558 |
| Q3 | 77334.5 |
| 95-th percentile | 131488.4 |
| Maximum | 193539 |
| Range | 191975 |
| Interquartile range (IQR) | 61564.75 |
Descriptive statistics
| Standard deviation | 41443.253 |
|---|---|
| Coefficient of variation (CV) | 0.78450336 |
| Kurtosis | -0.0069100012 |
| Mean | 52827.375 |
| Median Absolute Deviation (MAD) | 30875.5 |
| Skewness | 0.76596374 |
| Sum | 21553569 |
| Variance | 1.7175432 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2942 | 1 | 0.2% |
| 59792 | 1 | 0.2% |
| 93434 | 1 | 0.2% |
| 116782 | 1 | 0.2% |
| 126191 | 1 | 0.2% |
| 120835 | 1 | 0.2% |
| 95814 | 1 | 0.2% |
| 71783 | 1 | 0.2% |
| 57525 | 1 | 0.2% |
| 49507 | 1 | 0.2% |
| Other values (398) | 398 |
| Value | Count | Frequency (%) |
| 1564 | 1 | |
| 1669 | 1 | |
| 1722 | 1 | |
| 1727 | 1 | |
| 1740 | 1 | |
| 1951 | 1 | |
| 2282 | 1 | |
| 2548 | 1 | |
| 2625 | 1 | |
| 2636 | 1 |
| Value | Count | Frequency (%) |
| 193539 | 1 | |
| 182553 | 1 | |
| 179907 | 1 | |
| 171797 | 1 | |
| 159302 | 1 | |
| 157687 | 1 | |
| 151007 | 1 | |
| 149527 | 1 | |
| 147553 | 1 | |
| 146294 | 1 |
경북
Real number (ℝ)
HIGH CORRELATION
| Distinct | 406 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68060.922 |
| Minimum | 139 |
|---|---|
| Maximum | 208314 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 139 |
|---|---|
| 5-th percentile | 1116.05 |
| Q1 | 22651 |
| median | 64965 |
| Q3 | 101260.75 |
| 95-th percentile | 164648.95 |
| Maximum | 208314 |
| Range | 208175 |
| Interquartile range (IQR) | 78609.75 |
Descriptive statistics
| Standard deviation | 51563.174 |
|---|---|
| Coefficient of variation (CV) | 0.75760323 |
| Kurtosis | -0.67399357 |
| Mean | 68060.922 |
| Median Absolute Deviation (MAD) | 39075 |
| Skewness | 0.44871226 |
| Sum | 27768856 |
| Variance | 2.6587609 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3764 | 2 | 0.5% |
| 1017 | 2 | 0.5% |
| 82062 | 1 | 0.2% |
| 106270 | 1 | 0.2% |
| 123783 | 1 | 0.2% |
| 150698 | 1 | 0.2% |
| 157314 | 1 | 0.2% |
| 159092 | 1 | 0.2% |
| 144802 | 1 | 0.2% |
| 109101 | 1 | 0.2% |
| Other values (396) | 396 |
| Value | Count | Frequency (%) |
| 139 | 1 | |
| 150 | 1 | |
| 239 | 1 | |
| 271 | 1 | |
| 359 | 1 | |
| 593 | 1 | |
| 603 | 1 | |
| 661 | 1 | |
| 740 | 1 | |
| 818 | 1 |
| Value | Count | Frequency (%) |
| 208314 | 1 | |
| 203081 | 1 | |
| 192264 | 1 | |
| 188792 | 1 | |
| 186183 | 1 | |
| 183273 | 1 | |
| 183207 | 1 | |
| 181227 | 1 | |
| 179607 | 1 | |
| 177749 | 1 |
광주
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 408 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32372.301 |
| Minimum | 815 |
|---|---|
| Maximum | 102090 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 815 |
|---|---|
| 5-th percentile | 2115.3 |
| Q1 | 12812.25 |
| median | 27424 |
| Q3 | 44950.5 |
| 95-th percentile | 83539 |
| Maximum | 102090 |
| Range | 101275 |
| Interquartile range (IQR) | 32138.25 |
Descriptive statistics
| Standard deviation | 24636.876 |
|---|---|
| Coefficient of variation (CV) | 0.76104802 |
| Kurtosis | 0.01477589 |
| Mean | 32372.301 |
| Median Absolute Deviation (MAD) | 16343 |
| Skewness | 0.86129647 |
| Sum | 13207899 |
| Variance | 6.0697565 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2203 | 1 | 0.2% |
| 27185 | 1 | 0.2% |
| 44227 | 1 | 0.2% |
| 68239 | 1 | 0.2% |
| 80087 | 1 | 0.2% |
| 85824 | 1 | 0.2% |
| 78625 | 1 | 0.2% |
| 44215 | 1 | 0.2% |
| 36243 | 1 | 0.2% |
| 26714 | 1 | 0.2% |
| Other values (398) | 398 |
| Value | Count | Frequency (%) |
| 815 | 1 | |
| 821 | 1 | |
| 823 | 1 | |
| 847 | 1 | |
| 903 | 1 | |
| 1030 | 1 | |
| 1064 | 1 | |
| 1098 | 1 | |
| 1124 | 1 | |
| 1225 | 1 |
| Value | Count | Frequency (%) |
| 102090 | 1 | |
| 101969 | 1 | |
| 100875 | 1 | |
| 99162 | 1 | |
| 96670 | 1 | |
| 94589 | 1 | |
| 94441 | 1 | |
| 93959 | 1 | |
| 93418 | 1 | |
| 90364 | 1 |
대구
Real number (ℝ)
HIGH CORRELATION
| Distinct | 407 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54394.703 |
| Minimum | 1118 |
|---|---|
| Maximum | 159602 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 1118 |
|---|---|
| 5-th percentile | 2586.45 |
| Q1 | 28083.75 |
| median | 46064 |
| Q3 | 81613.5 |
| 95-th percentile | 129302.8 |
| Maximum | 159602 |
| Range | 158484 |
| Interquartile range (IQR) | 53529.75 |
Descriptive statistics
| Standard deviation | 38761.57 |
|---|---|
| Coefficient of variation (CV) | 0.71259823 |
| Kurtosis | -0.34698189 |
| Mean | 54394.703 |
| Median Absolute Deviation (MAD) | 26108.5 |
| Skewness | 0.61280796 |
| Sum | 22193039 |
| Variance | 1.5024593 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37955 | 2 | 0.5% |
| 1940 | 1 | 0.2% |
| 50864 | 1 | 0.2% |
| 98983 | 1 | 0.2% |
| 122833 | 1 | 0.2% |
| 135280 | 1 | 0.2% |
| 130060 | 1 | 0.2% |
| 91544 | 1 | 0.2% |
| 64437 | 1 | 0.2% |
| 49613 | 1 | 0.2% |
| Other values (397) | 397 |
| Value | Count | Frequency (%) |
| 1118 | 1 | |
| 1120 | 1 | |
| 1161 | 1 | |
| 1228 | 1 | |
| 1270 | 1 | |
| 1416 | 1 | |
| 1470 | 1 | |
| 1570 | 1 | |
| 1630 | 1 | |
| 1756 | 1 |
| Value | Count | Frequency (%) |
| 159602 | 1 | |
| 156060 | 1 | |
| 154893 | 1 | |
| 154535 | 1 | |
| 149169 | 1 | |
| 148346 | 1 | |
| 144808 | 1 | |
| 141192 | 1 | |
| 141067 | 1 | |
| 139938 | 1 |
대전
Real number (ℝ)
HIGH CORRELATION
| Distinct | 406 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37965.426 |
| Minimum | 158 |
|---|---|
| Maximum | 124430 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 158 |
|---|---|
| 5-th percentile | 971.5 |
| Q1 | 15096.5 |
| median | 30284 |
| Q3 | 56615.75 |
| 95-th percentile | 102864.75 |
| Maximum | 124430 |
| Range | 124272 |
| Interquartile range (IQR) | 41519.25 |
Descriptive statistics
| Standard deviation | 30686.446 |
|---|---|
| Coefficient of variation (CV) | 0.80827343 |
| Kurtosis | 0.10260827 |
| Mean | 37965.426 |
| Median Absolute Deviation (MAD) | 18641 |
| Skewness | 0.936564 |
| Sum | 15489894 |
| Variance | 9.4165794 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10624 | 2 | 0.5% |
| 110897 | 2 | 0.5% |
| 30867 | 1 | 0.2% |
| 86729 | 1 | 0.2% |
| 107664 | 1 | 0.2% |
| 116389 | 1 | 0.2% |
| 98455 | 1 | 0.2% |
| 56485 | 1 | 0.2% |
| 46031 | 1 | 0.2% |
| 31020 | 1 | 0.2% |
| Other values (396) | 396 |
| Value | Count | Frequency (%) |
| 158 | 1 | |
| 186 | 1 | |
| 188 | 1 | |
| 196 | 1 | |
| 206 | 1 | |
| 257 | 1 | |
| 268 | 1 | |
| 322 | 1 | |
| 338 | 1 | |
| 345 | 1 |
| Value | Count | Frequency (%) |
| 124430 | 1 | |
| 123727 | 1 | |
| 121801 | 1 | |
| 121150 | 1 | |
| 120524 | 1 | |
| 120022 | 1 | |
| 118824 | 1 | |
| 116389 | 1 | |
| 115709 | 1 | |
| 113070 | 1 |
부산
Real number (ℝ)
HIGH CORRELATION
| Distinct | 407 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73059.814 |
| Minimum | 2268 |
|---|---|
| Maximum | 225359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 2268 |
|---|---|
| 5-th percentile | 4243.7 |
| Q1 | 28395.25 |
| median | 68631 |
| Q3 | 103420.75 |
| 95-th percentile | 178011.2 |
| Maximum | 225359 |
| Range | 223091 |
| Interquartile range (IQR) | 75025.5 |
Descriptive statistics
| Standard deviation | 52566.896 |
|---|---|
| Coefficient of variation (CV) | 0.71950493 |
| Kurtosis | -0.17334847 |
| Mean | 73059.814 |
| Median Absolute Deviation (MAD) | 37417.5 |
| Skewness | 0.68057189 |
| Sum | 29808404 |
| Variance | 2.7632786 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2497 | 2 | 0.5% |
| 3112 | 1 | 0.2% |
| 70169 | 1 | 0.2% |
| 83927 | 1 | 0.2% |
| 103329 | 1 | 0.2% |
| 144653 | 1 | 0.2% |
| 173008 | 1 | 0.2% |
| 178441 | 1 | 0.2% |
| 164255 | 1 | 0.2% |
| 99190 | 1 | 0.2% |
| Other values (397) | 397 |
| Value | Count | Frequency (%) |
| 2268 | 1 | |
| 2301 | 1 | |
| 2497 | 2 | |
| 2582 | 1 | |
| 2619 | 1 | |
| 3013 | 1 | |
| 3052 | 1 | |
| 3069 | 1 | |
| 3112 | 1 | |
| 3184 | 1 |
| Value | Count | Frequency (%) |
| 225359 | 1 | |
| 216643 | 1 | |
| 215573 | 1 | |
| 210982 | 1 | |
| 204669 | 1 | |
| 200683 | 1 | |
| 200163 | 1 | |
| 199756 | 1 | |
| 192790 | 1 | |
| 191681 | 1 |
세종
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 120 |
|---|---|
| Distinct (%) | 29.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2204.3799 |
| Minimum | 0 |
|---|---|
| Maximum | 12855 |
| Zeros | 288 |
| Zeros (%) | 70.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4856 |
| 95-th percentile | 10210.45 |
| Maximum | 12855 |
| Range | 12855 |
| Interquartile range (IQR) | 4856 |
Descriptive statistics
| Standard deviation | 3662.8253 |
|---|---|
| Coefficient of variation (CV) | 1.6616126 |
| Kurtosis | 0.31718628 |
| Mean | 2204.3799 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3310416 |
| Sum | 899387 |
| Variance | 13416289 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 288 | |
| 5138 | 2 | 0.5% |
| 6886 | 1 | 0.2% |
| 6059 | 1 | 0.2% |
| 6909 | 1 | 0.2% |
| 7749 | 1 | 0.2% |
| 9913 | 1 | 0.2% |
| 10263 | 1 | 0.2% |
| 10640 | 1 | 0.2% |
| 10629 | 1 | 0.2% |
| Other values (110) | 110 | 27.0% |
| Value | Count | Frequency (%) |
| 0 | 288 | |
| 3962 | 1 | 0.2% |
| 3983 | 1 | 0.2% |
| 3997 | 1 | 0.2% |
| 4071 | 1 | 0.2% |
| 4107 | 1 | 0.2% |
| 4217 | 1 | 0.2% |
| 4291 | 1 | 0.2% |
| 4317 | 1 | 0.2% |
| 4376 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 12855 | 1 | |
| 12823 | 1 | |
| 12222 | 1 | |
| 12113 | 1 | |
| 12087 | 1 | |
| 11904 | 1 | |
| 11875 | 1 | |
| 11610 | 1 | |
| 11351 | 1 | |
| 11264 | 1 |
울산
Real number (ℝ)
HIGH CORRELATION
| Distinct | 407 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100868.63 |
| Minimum | 1222 |
|---|---|
| Maximum | 352116 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 1222 |
|---|---|
| 5-th percentile | 3039.85 |
| Q1 | 21635 |
| median | 83779 |
| Q3 | 164711.25 |
| 95-th percentile | 262807.1 |
| Maximum | 352116 |
| Range | 350894 |
| Interquartile range (IQR) | 143076.25 |
Descriptive statistics
| Standard deviation | 84651.975 |
|---|---|
| Coefficient of variation (CV) | 0.83922991 |
| Kurtosis | -0.51928675 |
| Mean | 100868.63 |
| Median Absolute Deviation (MAD) | 66915.5 |
| Skewness | 0.66000911 |
| Sum | 41154403 |
| Variance | 7.1659569 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7277 | 2 | 0.5% |
| 2006 | 1 | 0.2% |
| 214146 | 1 | 0.2% |
| 190155 | 1 | 0.2% |
| 196637 | 1 | 0.2% |
| 246244 | 1 | 0.2% |
| 267942 | 1 | 0.2% |
| 270006 | 1 | 0.2% |
| 265100 | 1 | 0.2% |
| 219141 | 1 | 0.2% |
| Other values (397) | 397 |
| Value | Count | Frequency (%) |
| 1222 | 1 | |
| 1228 | 1 | |
| 1338 | 1 | |
| 1402 | 1 | |
| 1445 | 1 | |
| 1541 | 1 | |
| 1626 | 1 | |
| 1797 | 1 | |
| 1863 | 1 | |
| 1872 | 1 |
| Value | Count | Frequency (%) |
| 352116 | 1 | |
| 351014 | 1 | |
| 328057 | 1 | |
| 307958 | 1 | |
| 305735 | 1 | |
| 299474 | 1 | |
| 298701 | 1 | |
| 292135 | 1 | |
| 289470 | 1 | |
| 289048 | 1 |
전남
Real number (ℝ)
HIGH CORRELATION
| Distinct | 406 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29035.373 |
| Minimum | 405 |
|---|---|
| Maximum | 107310 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 405 |
|---|---|
| 5-th percentile | 1099.25 |
| Q1 | 9007.25 |
| median | 23745.5 |
| Q3 | 43958.75 |
| 95-th percentile | 77347.35 |
| Maximum | 107310 |
| Range | 106905 |
| Interquartile range (IQR) | 34951.5 |
Descriptive statistics
| Standard deviation | 24678.204 |
|---|---|
| Coefficient of variation (CV) | 0.84993586 |
| Kurtosis | 0.12536322 |
| Mean | 29035.373 |
| Median Absolute Deviation (MAD) | 17298.5 |
| Skewness | 0.9008802 |
| Sum | 11846432 |
| Variance | 6.0901377 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19787 | 2 | 0.5% |
| 1339 | 2 | 0.5% |
| 29894 | 1 | 0.2% |
| 35251 | 1 | 0.2% |
| 43905 | 1 | 0.2% |
| 55178 | 1 | 0.2% |
| 58251 | 1 | 0.2% |
| 57098 | 1 | 0.2% |
| 54181 | 1 | 0.2% |
| 37562 | 1 | 0.2% |
| Other values (396) | 396 |
| Value | Count | Frequency (%) |
| 405 | 1 | |
| 416 | 1 | |
| 434 | 1 | |
| 474 | 1 | |
| 486 | 1 | |
| 507 | 1 | |
| 533 | 1 | |
| 574 | 1 | |
| 579 | 1 | |
| 581 | 1 |
| Value | Count | Frequency (%) |
| 107310 | 1 | |
| 105857 | 1 | |
| 101995 | 1 | |
| 101903 | 1 | |
| 97863 | 1 | |
| 96787 | 1 | |
| 94564 | 1 | |
| 91532 | 1 | |
| 89544 | 1 | |
| 87950 | 1 |
전북
Real number (ℝ)
HIGH CORRELATION
| Distinct | 407 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39508.314 |
| Minimum | 328 |
|---|---|
| Maximum | 129959 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 328 |
|---|---|
| 5-th percentile | 999.4 |
| Q1 | 10049.5 |
| median | 34756.5 |
| Q3 | 58968.75 |
| 95-th percentile | 103363.45 |
| Maximum | 129959 |
| Range | 129631 |
| Interquartile range (IQR) | 48919.25 |
Descriptive statistics
| Standard deviation | 32685.924 |
|---|---|
| Coefficient of variation (CV) | 0.82731763 |
| Kurtosis | -0.32610199 |
| Mean | 39508.314 |
| Median Absolute Deviation (MAD) | 24636 |
| Skewness | 0.71949375 |
| Sum | 16119392 |
| Variance | 1.0683697 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 607 | 2 | 0.5% |
| 586 | 1 | 0.2% |
| 43339 | 1 | 0.2% |
| 50390 | 1 | 0.2% |
| 66345 | 1 | 0.2% |
| 83988 | 1 | 0.2% |
| 96421 | 1 | 0.2% |
| 101691 | 1 | 0.2% |
| 88899 | 1 | 0.2% |
| 62670 | 1 | 0.2% |
| Other values (397) | 397 |
| Value | Count | Frequency (%) |
| 328 | 1 | |
| 349 | 1 | |
| 411 | 1 | |
| 432 | 1 | |
| 461 | 1 | |
| 522 | 1 | |
| 523 | 1 | |
| 565 | 1 | |
| 586 | 1 | |
| 600 | 1 |
| Value | Count | Frequency (%) |
| 129959 | 1 | |
| 129623 | 1 | |
| 128621 | 1 | |
| 125735 | 1 | |
| 124247 | 1 | |
| 121355 | 1 | |
| 116089 | 1 | |
| 115432 | 1 | |
| 113880 | 1 | |
| 113530 | 1 |
제주
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 205 |
|---|---|
| Distinct (%) | 50.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 659.34804 |
| Minimum | 0 |
|---|---|
| Maximum | 5602 |
| Zeros | 192 |
| Zeros (%) | 47.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 83.5 |
| Q3 | 1095.5 |
| 95-th percentile | 2727.85 |
| Maximum | 5602 |
| Range | 5602 |
| Interquartile range (IQR) | 1095.5 |
Descriptive statistics
| Standard deviation | 976.56295 |
|---|---|
| Coefficient of variation (CV) | 1.4811039 |
| Kurtosis | 4.7718448 |
| Mean | 659.34804 |
| Median Absolute Deviation (MAD) | 83.5 |
| Skewness | 2.0209335 |
| Sum | 269014 |
| Variance | 953675.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 192 | |
| 1065 | 3 | 0.7% |
| 81 | 2 | 0.5% |
| 922 | 2 | 0.5% |
| 2077 | 2 | 0.5% |
| 1154 | 2 | 0.5% |
| 1275 | 2 | 0.5% |
| 718 | 2 | 0.5% |
| 580 | 2 | 0.5% |
| 426 | 2 | 0.5% |
| Other values (195) | 197 |
| Value | Count | Frequency (%) |
| 0 | 192 | |
| 35 | 1 | 0.2% |
| 36 | 1 | 0.2% |
| 41 | 1 | 0.2% |
| 43 | 1 | 0.2% |
| 46 | 1 | 0.2% |
| 47 | 1 | 0.2% |
| 51 | 1 | 0.2% |
| 54 | 1 | 0.2% |
| 65 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 5602 | 1 | |
| 5353 | 1 | |
| 4874 | 1 | |
| 4519 | 1 | |
| 4497 | 1 | |
| 4220 | 1 | |
| 3604 | 1 | |
| 3586 | 1 | |
| 3448 | 1 | |
| 3379 | 1 |
충남
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 351 |
|---|---|
| Distinct (%) | 86.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60929.985 |
| Minimum | 0 |
|---|---|
| Maximum | 220643 |
| Zeros | 58 |
| Zeros (%) | 14.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5344 |
| median | 51263 |
| Q3 | 98117 |
| 95-th percentile | 169505.75 |
| Maximum | 220643 |
| Range | 220643 |
| Interquartile range (IQR) | 92773 |
Descriptive statistics
| Standard deviation | 56905.423 |
|---|---|
| Coefficient of variation (CV) | 0.93394776 |
| Kurtosis | -0.56740374 |
| Mean | 60929.985 |
| Median Absolute Deviation (MAD) | 46113 |
| Skewness | 0.65963934 |
| Sum | 24859434 |
| Variance | 3.2382272 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 58 | 14.2% |
| 12 | 1 | 0.2% |
| 114582 | 1 | 0.2% |
| 96042 | 1 | 0.2% |
| 99485 | 1 | 0.2% |
| 106313 | 1 | 0.2% |
| 109835 | 1 | 0.2% |
| 128468 | 1 | 0.2% |
| 146806 | 1 | 0.2% |
| 157717 | 1 | 0.2% |
| Other values (341) | 341 |
| Value | Count | Frequency (%) |
| 0 | 58 | |
| 12 | 1 | 0.2% |
| 43 | 1 | 0.2% |
| 49 | 1 | 0.2% |
| 78 | 1 | 0.2% |
| 98 | 1 | 0.2% |
| 142 | 1 | 0.2% |
| 166 | 1 | 0.2% |
| 256 | 1 | 0.2% |
| 270 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 220643 | 1 | |
| 217447 | 1 | |
| 198939 | 1 | |
| 198190 | 1 | |
| 197928 | 1 | |
| 196450 | 1 | |
| 192888 | 1 | |
| 192508 | 1 | |
| 192276 | 1 | |
| 187985 | 1 |
충북
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 402 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34134.169 |
| Minimum | 0 |
|---|---|
| Maximum | 134218 |
| Zeros | 7 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 414.9 |
| Q1 | 8124.75 |
| median | 26919.5 |
| Q3 | 51427.75 |
| 95-th percentile | 94576.15 |
| Maximum | 134218 |
| Range | 134218 |
| Interquartile range (IQR) | 43303 |
Descriptive statistics
| Standard deviation | 30732.265 |
|---|---|
| Coefficient of variation (CV) | 0.90033727 |
| Kurtosis | 0.15503859 |
| Mean | 34134.169 |
| Median Absolute Deviation (MAD) | 21587 |
| Skewness | 0.9134113 |
| Sum | 13926741 |
| Variance | 9.444721 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 7 | 1.7% |
| 35691 | 1 | 0.2% |
| 40623 | 1 | 0.2% |
| 44377 | 1 | 0.2% |
| 53799 | 1 | 0.2% |
| 71216 | 1 | 0.2% |
| 83915 | 1 | 0.2% |
| 87616 | 1 | 0.2% |
| 81516 | 1 | 0.2% |
| 53543 | 1 | 0.2% |
| Other values (392) | 392 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 9 | 1 | 0.2% |
| 21 | 1 | 0.2% |
| 71 | 1 | 0.2% |
| 125 | 1 | 0.2% |
| 145 | 1 | 0.2% |
| 153 | 1 | 0.2% |
| 174 | 1 | 0.2% |
| 191 | 1 | 0.2% |
| 237 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 134218 | 1 | |
| 133416 | 1 | |
| 128159 | 1 | |
| 119471 | 1 | |
| 117834 | 1 | |
| 117146 | 1 | |
| 114597 | 1 | |
| 113620 | 1 | |
| 109718 | 1 | |
| 106175 | 1 |
| 강원 | 서울 | 경기 | 인천 | 경남 | 경북 | 광주 | 대구 | 대전 | 부산 | 세종 | 울산 | 전남 | 전북 | 제주 | 충남 | 충북 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 강원 | 1.000 | 0.770 | 0.911 | 0.862 | 0.968 | 0.939 | 0.920 | 0.904 | 0.896 | 0.926 | 0.749 | 0.827 | 0.924 | 0.951 | 0.923 | 0.923 | 0.954 |
| 서울 | 0.770 | 1.000 | 0.865 | 0.930 | 0.760 | 0.814 | 0.864 | 0.878 | 0.876 | 0.848 | 0.458 | 0.696 | 0.707 | 0.802 | 0.556 | 0.743 | 0.727 |
| 경기 | 0.911 | 0.865 | 1.000 | 0.941 | 0.899 | 0.935 | 0.981 | 0.926 | 0.977 | 0.976 | 0.631 | 0.837 | 0.871 | 0.932 | 0.797 | 0.885 | 0.896 |
| 인천 | 0.862 | 0.930 | 0.941 | 1.000 | 0.856 | 0.894 | 0.929 | 0.922 | 0.935 | 0.920 | 0.531 | 0.797 | 0.800 | 0.878 | 0.684 | 0.835 | 0.832 |
| 경남 | 0.968 | 0.760 | 0.899 | 0.856 | 1.000 | 0.950 | 0.902 | 0.907 | 0.882 | 0.924 | 0.717 | 0.887 | 0.943 | 0.950 | 0.907 | 0.929 | 0.940 |
| 경북 | 0.939 | 0.814 | 0.935 | 0.894 | 0.950 | 1.000 | 0.931 | 0.907 | 0.916 | 0.966 | 0.745 | 0.904 | 0.935 | 0.971 | 0.876 | 0.950 | 0.960 |
| 광주 | 0.920 | 0.864 | 0.981 | 0.929 | 0.902 | 0.931 | 1.000 | 0.922 | 0.963 | 0.970 | 0.657 | 0.829 | 0.884 | 0.931 | 0.811 | 0.897 | 0.911 |
| 대구 | 0.904 | 0.878 | 0.926 | 0.922 | 0.907 | 0.907 | 0.922 | 1.000 | 0.898 | 0.925 | 0.604 | 0.823 | 0.851 | 0.895 | 0.757 | 0.849 | 0.860 |
| 대전 | 0.896 | 0.876 | 0.977 | 0.935 | 0.882 | 0.916 | 0.963 | 0.898 | 1.000 | 0.961 | 0.654 | 0.840 | 0.845 | 0.909 | 0.800 | 0.884 | 0.885 |
| 부산 | 0.926 | 0.848 | 0.976 | 0.920 | 0.924 | 0.966 | 0.970 | 0.925 | 0.961 | 1.000 | 0.670 | 0.860 | 0.900 | 0.942 | 0.821 | 0.914 | 0.927 |
| 세종 | 0.749 | 0.458 | 0.631 | 0.531 | 0.717 | 0.745 | 0.657 | 0.604 | 0.654 | 0.670 | 1.000 | 0.593 | 0.779 | 0.727 | 0.800 | 0.733 | 0.806 |
| 울산 | 0.827 | 0.696 | 0.837 | 0.797 | 0.887 | 0.904 | 0.829 | 0.823 | 0.840 | 0.860 | 0.593 | 1.000 | 0.898 | 0.882 | 0.762 | 0.902 | 0.864 |
| 전남 | 0.924 | 0.707 | 0.871 | 0.800 | 0.943 | 0.935 | 0.884 | 0.851 | 0.845 | 0.900 | 0.779 | 0.898 | 1.000 | 0.936 | 0.953 | 0.931 | 0.966 |
| 전북 | 0.951 | 0.802 | 0.932 | 0.878 | 0.950 | 0.971 | 0.931 | 0.895 | 0.909 | 0.942 | 0.727 | 0.882 | 0.936 | 1.000 | 0.892 | 0.948 | 0.962 |
| 제주 | 0.923 | 0.556 | 0.797 | 0.684 | 0.907 | 0.876 | 0.811 | 0.757 | 0.800 | 0.821 | 0.800 | 0.762 | 0.953 | 0.892 | 1.000 | 0.896 | 0.947 |
| 충남 | 0.923 | 0.743 | 0.885 | 0.835 | 0.929 | 0.950 | 0.897 | 0.849 | 0.884 | 0.914 | 0.733 | 0.902 | 0.931 | 0.948 | 0.896 | 1.000 | 0.948 |
| 충북 | 0.954 | 0.727 | 0.896 | 0.832 | 0.940 | 0.960 | 0.911 | 0.860 | 0.885 | 0.927 | 0.806 | 0.864 | 0.966 | 0.962 | 0.947 | 0.948 | 1.000 |
| 강원 | 서울 | 경기 | 인천 | 경남 | 경북 | 광주 | 대구 | 대전 | 부산 | 세종 | 울산 | 전남 | 전북 | 제주 | 충남 | 충북 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 강원 | 1.000 | 0.826 | 0.974 | 0.938 | 0.981 | 0.968 | 0.979 | 0.931 | 0.959 | 0.978 | 0.660 | 0.914 | 0.958 | 0.983 | 0.845 | 0.943 | 0.974 |
| 서울 | 0.826 | 1.000 | 0.874 | 0.934 | 0.762 | 0.727 | 0.879 | 0.886 | 0.912 | 0.841 | 0.260 | 0.653 | 0.668 | 0.758 | 0.449 | 0.669 | 0.712 |
| 경기 | 0.974 | 0.874 | 1.000 | 0.969 | 0.955 | 0.947 | 0.989 | 0.964 | 0.981 | 0.988 | 0.553 | 0.888 | 0.910 | 0.952 | 0.759 | 0.915 | 0.934 |
| 인천 | 0.938 | 0.934 | 0.969 | 1.000 | 0.908 | 0.883 | 0.972 | 0.969 | 0.975 | 0.953 | 0.442 | 0.827 | 0.836 | 0.899 | 0.655 | 0.841 | 0.867 |
| 경남 | 0.981 | 0.762 | 0.955 | 0.908 | 1.000 | 0.988 | 0.961 | 0.925 | 0.924 | 0.972 | 0.672 | 0.946 | 0.972 | 0.987 | 0.881 | 0.975 | 0.979 |
| 경북 | 0.968 | 0.727 | 0.947 | 0.883 | 0.988 | 1.000 | 0.945 | 0.903 | 0.916 | 0.967 | 0.679 | 0.967 | 0.976 | 0.989 | 0.890 | 0.988 | 0.986 |
| 광주 | 0.979 | 0.879 | 0.989 | 0.972 | 0.961 | 0.945 | 1.000 | 0.960 | 0.978 | 0.987 | 0.559 | 0.891 | 0.911 | 0.957 | 0.772 | 0.915 | 0.935 |
| 대구 | 0.931 | 0.886 | 0.964 | 0.969 | 0.925 | 0.903 | 0.960 | 1.000 | 0.948 | 0.954 | 0.480 | 0.849 | 0.853 | 0.901 | 0.677 | 0.865 | 0.877 |
| 대전 | 0.959 | 0.912 | 0.981 | 0.975 | 0.924 | 0.916 | 0.978 | 0.948 | 1.000 | 0.972 | 0.504 | 0.863 | 0.874 | 0.932 | 0.709 | 0.879 | 0.908 |
| 부산 | 0.978 | 0.841 | 0.988 | 0.953 | 0.972 | 0.967 | 0.987 | 0.954 | 0.972 | 1.000 | 0.580 | 0.916 | 0.930 | 0.971 | 0.798 | 0.939 | 0.953 |
| 세종 | 0.660 | 0.260 | 0.553 | 0.442 | 0.672 | 0.679 | 0.559 | 0.480 | 0.504 | 0.580 | 1.000 | 0.659 | 0.760 | 0.689 | 0.817 | 0.705 | 0.732 |
| 울산 | 0.914 | 0.653 | 0.888 | 0.827 | 0.946 | 0.967 | 0.891 | 0.849 | 0.863 | 0.916 | 0.659 | 1.000 | 0.957 | 0.958 | 0.878 | 0.973 | 0.958 |
| 전남 | 0.958 | 0.668 | 0.910 | 0.836 | 0.972 | 0.976 | 0.911 | 0.853 | 0.874 | 0.930 | 0.760 | 0.957 | 1.000 | 0.979 | 0.923 | 0.976 | 0.991 |
| 전북 | 0.983 | 0.758 | 0.952 | 0.899 | 0.987 | 0.989 | 0.957 | 0.901 | 0.932 | 0.971 | 0.689 | 0.958 | 0.979 | 1.000 | 0.896 | 0.981 | 0.992 |
| 제주 | 0.845 | 0.449 | 0.759 | 0.655 | 0.881 | 0.890 | 0.772 | 0.677 | 0.709 | 0.798 | 0.817 | 0.878 | 0.923 | 0.896 | 1.000 | 0.916 | 0.914 |
| 충남 | 0.943 | 0.669 | 0.915 | 0.841 | 0.975 | 0.988 | 0.915 | 0.865 | 0.879 | 0.939 | 0.705 | 0.973 | 0.976 | 0.981 | 0.916 | 1.000 | 0.981 |
| 충북 | 0.974 | 0.712 | 0.934 | 0.867 | 0.979 | 0.986 | 0.935 | 0.877 | 0.908 | 0.953 | 0.732 | 0.958 | 0.991 | 0.992 | 0.914 | 0.981 | 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.
| 연월 | 강원 | 서울 | 경기 | 인천 | 경남 | 경북 | 광주 | 대구 | 대전 | 부산 | 세종 | 울산 | 전남 | 전북 | 제주 | 충남 | 충북 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1989-01 | 326 | 37560 | 0 | 10468 | 2942 | 150 | 2203 | 1940 | 322 | 3112 | 0 | 2006 | 764 | 586 | 0 | 0 | 0 |
| 1 | 1989-02 | 272 | 33566 | 0 | 9211 | 2940 | 139 | 2034 | 1756 | 345 | 3052 | 0 | 1900 | 722 | 864 | 0 | 0 | 0 |
| 2 | 1989-03 | 253 | 30224 | 0 | 9608 | 2702 | 271 | 1940 | 1896 | 268 | 3714 | 0 | 2135 | 734 | 980 | 0 | 0 | 0 |
| 3 | 1989-04 | 163 | 18668 | 0 | 7736 | 1951 | 239 | 1225 | 1416 | 257 | 2497 | 0 | 1402 | 533 | 600 | 0 | 0 | 0 |
| 4 | 1989-05 | 134 | 15790 | 0 | 7091 | 1564 | 359 | 903 | 1270 | 196 | 2268 | 0 | 1445 | 474 | 461 | 0 | 0 | 0 |
| 5 | 1989-06 | 113 | 15151 | 0 | 6191 | 1722 | 593 | 821 | 1161 | 188 | 2301 | 0 | 1338 | 434 | 411 | 0 | 0 | 0 |
| 6 | 1989-07 | 108 | 16609 | 0 | 6484 | 1727 | 661 | 847 | 1120 | 158 | 2497 | 0 | 1228 | 416 | 349 | 0 | 0 | 0 |
| 7 | 1989-08 | 105 | 17090 | 0 | 6802 | 1669 | 603 | 815 | 1118 | 186 | 2619 | 0 | 1626 | 405 | 328 | 0 | 0 | 9 |
| 8 | 1989-09 | 189 | 15521 | 0 | 7317 | 1740 | 740 | 823 | 1228 | 206 | 2582 | 0 | 1541 | 486 | 432 | 0 | 0 | 21 |
| 9 | 1989-10 | 321 | 20668 | 0 | 10279 | 2282 | 905 | 1306 | 1841 | 338 | 3013 | 0 | 1863 | 581 | 607 | 0 | 0 | 71 |
| 연월 | 강원 | 서울 | 경기 | 인천 | 경남 | 경북 | 광주 | 대구 | 대전 | 부산 | 세종 | 울산 | 전남 | 전북 | 제주 | 충남 | 충북 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 398 | 2022-03 | 55878 | 508580 | 601686 | 167795 | 159302 | 165322 | 70266 | 134151 | 78798 | 158806 | 9963 | 220928 | 87950 | 101974 | 3379 | 155922 | 106175 |
| 399 | 2022-04 | 40254 | 324808 | 430826 | 135139 | 120351 | 131911 | 46582 | 102503 | 49087 | 111821 | 7968 | 201429 | 83599 | 76890 | 2244 | 120012 | 79743 |
| 400 | 2022-05 | 28724 | 205278 | 319422 | 103171 | 93334 | 106832 | 37348 | 63055 | 36001 | 88660 | 7458 | 158299 | 73088 | 66571 | 1713 | 94214 | 66093 |
| 401 | 2022-06 | 23985 | 166989 | 259493 | 83933 | 78912 | 95199 | 30816 | 49993 | 30240 | 76051 | 6290 | 159537 | 68170 | 61874 | 1551 | 104426 | 59516 |
| 402 | 2022-07 | 21910 | 165743 | 278576 | 81126 | 73070 | 91136 | 29065 | 45499 | 30261 | 69554 | 6252 | 171226 | 73683 | 59265 | 1738 | 98525 | 57782 |
| 403 | 2022-08 | 21332 | 152928 | 257556 | 74844 | 63826 | 86249 | 27724 | 38715 | 28525 | 66590 | 6732 | 122696 | 54293 | 54313 | 1780 | 90951 | 55662 |
| 404 | 2022-09 | 21213 | 153182 | 250248 | 79331 | 62797 | 80465 | 27270 | 39030 | 28461 | 69159 | 9710 | 116200 | 49667 | 52364 | 1563 | 78840 | 55276 |
| 405 | 2022-10 | 28426 | 191898 | 346556 | 90949 | 72978 | 101605 | 38538 | 43270 | 39192 | 84252 | 11131 | 132535 | 51885 | 65851 | 1921 | 99262 | 66501 |
| 406 | 2022-11 | 38509 | 333232 | 464673 | 117364 | 94636 | 126842 | 52472 | 60630 | 60186 | 107814 | 8519 | 139227 | 66861 | 83703 | 2558 | 127143 | 84864 |
| 407 | 2022-12 | 66441 | 664643 | 800552 | 181523 | 142385 | 186183 | 100875 | 91225 | 115709 | 199756 | 12222 | 204966 | 101903 | 129959 | 5602 | 192888 | 128159 |