Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 26 |
| Missing cells | 16 |
| Missing cells (%) | 3.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.5 KiB |
| Average record size in memory | 176.1 B |
Variable types
| Numeric | 19 |
|---|
Dataset
| Description | 국내 석유제품의 지역별 소비량(서울,경기,강원,충북,충남,전북,전남,경북,경남,부산,제주,대구,인천,광주,대전,울산,세종) 단위 : 물량(천Bbl) |
|---|---|
| URL | https://www.data.go.kr/data/15054602/fileData.do |
년 is highly overall correlated with 서울 and 13 other fields | High correlation |
서울 is highly overall correlated with 년 and 12 other fields | High correlation |
경기 is highly overall correlated with 인천 and 1 other fields | High correlation |
강원 is highly overall correlated with 년 and 11 other fields | High correlation |
충북 is highly overall correlated with 강원 | High correlation |
충남 is highly overall correlated with 년 and 13 other fields | High correlation |
전북 is highly overall correlated with 년 and 11 other fields | High correlation |
전남 is highly overall correlated with 년 and 14 other fields | High correlation |
경북 is highly overall correlated with 년 and 12 other fields | High correlation |
경남 is highly overall correlated with 년 and 8 other fields | High correlation |
부산 is highly overall correlated with 년 and 13 other fields | High correlation |
제주 is highly overall correlated with 강원 and 1 other fields | High correlation |
대구 is highly overall correlated with 년 and 12 other fields | High correlation |
인천 is highly overall correlated with 년 and 9 other fields | High correlation |
광주 is highly overall correlated with 세종 | High correlation |
대전 is highly overall correlated with 년 and 11 other fields | High correlation |
울산 is highly overall correlated with 년 and 12 other fields | High correlation |
세종 is highly overall correlated with 년 and 9 other fields | High correlation |
합계 is highly overall correlated with 년 and 11 other fields | High correlation |
울산 has 1 (3.8%) missing values | Missing |
세종 has 15 (57.7%) missing values | Missing |
년 has unique values | Unique |
서울 has unique values | Unique |
경기 has unique values | Unique |
강원 has unique values | Unique |
충북 has unique values | Unique |
충남 has unique values | Unique |
전북 has unique values | Unique |
전남 has unique values | Unique |
경북 has unique values | Unique |
경남 has unique values | Unique |
부산 has unique values | Unique |
제주 has unique values | Unique |
대구 has unique values | Unique |
인천 has unique values | Unique |
광주 has unique values | Unique |
대전 has unique values | Unique |
합계 has unique values | Unique |
Reproduction
| Analysis started | 2023-12-12 23:13:32.285785 |
|---|---|
| Analysis finished | 2023-12-12 23:14:05.121538 |
| Duration | 32.84 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
년
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2009.5 |
| Minimum | 1997 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 1997 |
|---|---|
| 5-th percentile | 1998.25 |
| Q1 | 2003.25 |
| median | 2009.5 |
| Q3 | 2015.75 |
| 95-th percentile | 2020.75 |
| Maximum | 2022 |
| Range | 25 |
| Interquartile range (IQR) | 12.5 |
Descriptive statistics
| Standard deviation | 7.6485293 |
|---|---|
| Coefficient of variation (CV) | 0.0038061853 |
| Kurtosis | -1.2 |
| Mean | 2009.5 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | 0 |
| Sum | 52247 |
| Variance | 58.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1997 | 1 | 3.8% |
| 2011 | 1 | 3.8% |
| 2022 | 1 | 3.8% |
| 2021 | 1 | 3.8% |
| 2020 | 1 | 3.8% |
| 2019 | 1 | 3.8% |
| 2018 | 1 | 3.8% |
| 2017 | 1 | 3.8% |
| 2016 | 1 | 3.8% |
| 2015 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 1997 | 1 | |
| 1998 | 1 | |
| 1999 | 1 | |
| 2000 | 1 | |
| 2001 | 1 | |
| 2002 | 1 | |
| 2003 | 1 | |
| 2004 | 1 | |
| 2005 | 1 | |
| 2006 | 1 |
| Value | Count | Frequency (%) |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 |
서울
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51983.885 |
| Minimum | 32270 |
|---|---|
| Maximum | 98871 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 32270 |
|---|---|
| 5-th percentile | 35245.75 |
| Q1 | 45252.25 |
| median | 48735.5 |
| Q3 | 52494 |
| 95-th percentile | 82465.25 |
| Maximum | 98871 |
| Range | 66601 |
| Interquartile range (IQR) | 7241.75 |
Descriptive statistics
| Standard deviation | 14919.855 |
|---|---|
| Coefficient of variation (CV) | 0.28700923 |
| Kurtosis | 3.4778703 |
| Mean | 51983.885 |
| Median Absolute Deviation (MAD) | 3738 |
| Skewness | 1.7624462 |
| Sum | 1351581 |
| Variance | 2.2260207 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 98871 | 1 | 3.8% |
| 46218 | 1 | 3.8% |
| 32270 | 1 | 3.8% |
| 35214 | 1 | 3.8% |
| 35341 | 1 | 3.8% |
| 41388 | 1 | 3.8% |
| 42468 | 1 | 3.8% |
| 46817 | 1 | 3.8% |
| 49228 | 1 | 3.8% |
| 49392 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 32270 | 1 | |
| 35214 | 1 | |
| 35341 | 1 | |
| 41388 | 1 | |
| 42468 | 1 | |
| 44548 | 1 | |
| 45060 | 1 | |
| 45829 | 1 | |
| 46218 | 1 | |
| 46817 | 1 |
| Value | Count | Frequency (%) |
| 98871 | 1 | |
| 84342 | 1 | |
| 76835 | 1 | |
| 66664 | 1 | |
| 58400 | 1 | |
| 54824 | 1 | |
| 52536 | 1 | |
| 52368 | 1 | |
| 51383 | 1 | |
| 49392 | 1 |
경기
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87814.615 |
| Minimum | 68154 |
|---|---|
| Maximum | 97240 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 68154 |
|---|---|
| 5-th percentile | 78491.5 |
| Q1 | 85939.75 |
| median | 89249 |
| Q3 | 91221 |
| 95-th percentile | 95583.5 |
| Maximum | 97240 |
| Range | 29086 |
| Interquartile range (IQR) | 5281.25 |
Descriptive statistics
| Standard deviation | 6168.7519 |
|---|---|
| Coefficient of variation (CV) | 0.07024744 |
| Kurtosis | 3.0133059 |
| Mean | 87814.615 |
| Median Absolute Deviation (MAD) | 2491 |
| Skewness | -1.4008543 |
| Sum | 2283180 |
| Variance | 38053501 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 94265 | 1 | 3.8% |
| 87702 | 1 | 3.8% |
| 91305 | 1 | 3.8% |
| 89815 | 1 | 3.8% |
| 87607 | 1 | 3.8% |
| 90608 | 1 | 3.8% |
| 92343 | 1 | 3.8% |
| 91734 | 1 | 3.8% |
| 97240 | 1 | 3.8% |
| 88683 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 68154 | 1 | |
| 78458 | 1 | |
| 78592 | 1 | |
| 81408 | 1 | |
| 82711 | 1 | |
| 84596 | 1 | |
| 85669 | 1 | |
| 86752 | 1 | |
| 86962 | 1 | |
| 87607 | 1 |
| Value | Count | Frequency (%) |
| 97240 | 1 | |
| 96023 | 1 | |
| 94265 | 1 | |
| 92343 | 1 | |
| 92220 | 1 | |
| 91734 | 1 | |
| 91305 | 1 | |
| 90969 | 1 | |
| 90765 | 1 | |
| 90608 | 1 |
강원
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16895.5 |
| Minimum | 13722 |
|---|---|
| Maximum | 22799 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 13722 |
|---|---|
| 5-th percentile | 13977.5 |
| Q1 | 14835.5 |
| median | 16089.5 |
| Q3 | 18203.25 |
| 95-th percentile | 21391.5 |
| Maximum | 22799 |
| Range | 9077 |
| Interquartile range (IQR) | 3367.75 |
Descriptive statistics
| Standard deviation | 2619.0786 |
|---|---|
| Coefficient of variation (CV) | 0.15501634 |
| Kurtosis | -0.29142654 |
| Mean | 16895.5 |
| Median Absolute Deviation (MAD) | 1439 |
| Skewness | 0.91910563 |
| Sum | 439283 |
| Variance | 6859572.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 22799 | 1 | 3.8% |
| 13845 | 1 | 3.8% |
| 16391 | 1 | 3.8% |
| 16279 | 1 | 3.8% |
| 15781 | 1 | 3.8% |
| 16553 | 1 | 3.8% |
| 15747 | 1 | 3.8% |
| 15650 | 1 | 3.8% |
| 15955 | 1 | 3.8% |
| 14821 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 13722 | 1 | |
| 13845 | 1 | |
| 14375 | 1 | |
| 14432 | 1 | |
| 14575 | 1 | |
| 14726 | 1 | |
| 14821 | 1 | |
| 14879 | 1 | |
| 15650 | 1 | |
| 15747 | 1 |
| Value | Count | Frequency (%) |
| 22799 | 1 | |
| 21454 | 1 | |
| 21204 | 1 | |
| 21197 | 1 | |
| 20206 | 1 | |
| 19603 | 1 | |
| 18394 | 1 | |
| 17631 | 1 | |
| 17054 | 1 | |
| 16553 | 1 |
충북
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16917.538 |
| Minimum | 14429 |
|---|---|
| Maximum | 19496 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 14429 |
|---|---|
| 5-th percentile | 14673.75 |
| Q1 | 16270.5 |
| median | 17169.5 |
| Q3 | 17594.25 |
| 95-th percentile | 18123.25 |
| Maximum | 19496 |
| Range | 5067 |
| Interquartile range (IQR) | 1323.75 |
Descriptive statistics
| Standard deviation | 1132.7312 |
|---|---|
| Coefficient of variation (CV) | 0.066956028 |
| Kurtosis | 0.81780772 |
| Mean | 16917.538 |
| Median Absolute Deviation (MAD) | 497 |
| Skewness | -0.4711001 |
| Sum | 439856 |
| Variance | 1283079.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 19496 | 1 | 3.8% |
| 16231 | 1 | 3.8% |
| 17610 | 1 | 3.8% |
| 17625 | 1 | 3.8% |
| 17243 | 1 | 3.8% |
| 17962 | 1 | 3.8% |
| 17461 | 1 | 3.8% |
| 17189 | 1 | 3.8% |
| 16991 | 1 | 3.8% |
| 15279 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 14429 | 1 | |
| 14472 | 1 | |
| 15279 | 1 | |
| 15497 | 1 | |
| 16127 | 1 | |
| 16142 | 1 | |
| 16231 | 1 | |
| 16389 | 1 | |
| 16660 | 1 | |
| 16819 | 1 |
| Value | Count | Frequency (%) |
| 19496 | 1 | |
| 18177 | 1 | |
| 17962 | 1 | |
| 17896 | 1 | |
| 17654 | 1 | |
| 17625 | 1 | |
| 17610 | 1 | |
| 17547 | 1 | |
| 17461 | 1 | |
| 17407 | 1 |
충남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 132518 |
| Minimum | 56417 |
|---|---|
| Maximum | 216944 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 56417 |
|---|---|
| 5-th percentile | 77572 |
| Q1 | 93510 |
| median | 129637.5 |
| Q3 | 176034.75 |
| 95-th percentile | 196297.25 |
| Maximum | 216944 |
| Range | 160527 |
| Interquartile range (IQR) | 82524.75 |
Descriptive statistics
| Standard deviation | 45225.886 |
|---|---|
| Coefficient of variation (CV) | 0.34128108 |
| Kurtosis | -1.10514 |
| Mean | 132518 |
| Median Absolute Deviation (MAD) | 36680.5 |
| Skewness | 0.28963658 |
| Sum | 3445468 |
| Variance | 2.0453807 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 56417 | 1 | 3.8% |
| 129217 | 1 | 3.8% |
| 216944 | 1 | 3.8% |
| 193343 | 1 | 3.8% |
| 197282 | 1 | 3.8% |
| 192256 | 1 | 3.8% |
| 190542 | 1 | 3.8% |
| 182663 | 1 | 3.8% |
| 185541 | 1 | 3.8% |
| 156150 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 56417 | 1 | |
| 75713 | 1 | |
| 83149 | 1 | |
| 87754 | 1 | |
| 88877 | 1 | |
| 92660 | 1 | |
| 93254 | 1 | |
| 94278 | 1 | |
| 95426 | 1 | |
| 100741 | 1 |
| Value | Count | Frequency (%) |
| 216944 | 1 | |
| 197282 | 1 | |
| 193343 | 1 | |
| 192256 | 1 | |
| 190542 | 1 | |
| 185541 | 1 | |
| 182663 | 1 | |
| 156150 | 1 | |
| 152750 | 1 | |
| 141519 | 1 |
전북
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19653.654 |
| Minimum | 16297 |
|---|---|
| Maximum | 25042 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 16297 |
|---|---|
| 5-th percentile | 16491.5 |
| Q1 | 17518.25 |
| median | 18971 |
| Q3 | 21579.75 |
| 95-th percentile | 23699.25 |
| Maximum | 25042 |
| Range | 8745 |
| Interquartile range (IQR) | 4061.5 |
Descriptive statistics
| Standard deviation | 2547.9522 |
|---|---|
| Coefficient of variation (CV) | 0.12964267 |
| Kurtosis | -0.84616303 |
| Mean | 19653.654 |
| Median Absolute Deviation (MAD) | 1919 |
| Skewness | 0.55141892 |
| Sum | 510995 |
| Variance | 6492060.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 25042 | 1 | 3.8% |
| 17374 | 1 | 3.8% |
| 17014 | 1 | 3.8% |
| 17090 | 1 | 3.8% |
| 17424 | 1 | 3.8% |
| 18131 | 1 | 3.8% |
| 18821 | 1 | 3.8% |
| 19782 | 1 | 3.8% |
| 19912 | 1 | 3.8% |
| 19121 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 16297 | 1 | |
| 16351 | 1 | |
| 16913 | 1 | |
| 17014 | 1 | |
| 17090 | 1 | |
| 17374 | 1 | |
| 17424 | 1 | |
| 17801 | 1 | |
| 18131 | 1 | |
| 18144 | 1 |
| Value | Count | Frequency (%) |
| 25042 | 1 | |
| 23745 | 1 | |
| 23562 | 1 | |
| 23165 | 1 | |
| 22560 | 1 | |
| 21954 | 1 | |
| 21617 | 1 | |
| 21468 | 1 | |
| 21147 | 1 | |
| 19912 | 1 |
전남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 160119.08 |
| Minimum | 121763 |
|---|---|
| Maximum | 220527 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 121763 |
|---|---|
| 5-th percentile | 125948.75 |
| Q1 | 139243.5 |
| median | 163446 |
| Q3 | 175003 |
| 95-th percentile | 201195.25 |
| Maximum | 220527 |
| Range | 98764 |
| Interquartile range (IQR) | 35759.5 |
Descriptive statistics
| Standard deviation | 25747.331 |
|---|---|
| Coefficient of variation (CV) | 0.16080115 |
| Kurtosis | -0.34068367 |
| Mean | 160119.08 |
| Median Absolute Deviation (MAD) | 19737 |
| Skewness | 0.36820229 |
| Sum | 4163096 |
| Variance | 6.6292506 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 127607 | 1 | 3.8% |
| 170223 | 1 | 3.8% |
| 205344 | 1 | 3.8% |
| 220527 | 1 | 3.8% |
| 158549 | 1 | 3.8% |
| 183288 | 1 | 3.8% |
| 175616 | 1 | 3.8% |
| 188749 | 1 | 3.8% |
| 170690 | 1 | 3.8% |
| 181091 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 121763 | 1 | |
| 125396 | 1 | |
| 127607 | 1 | |
| 128152 | 1 | |
| 129791 | 1 | |
| 136912 | 1 | |
| 138545 | 1 | |
| 141339 | 1 | |
| 142117 | 1 | |
| 143814 | 1 |
| Value | Count | Frequency (%) |
| 220527 | 1 | |
| 205344 | 1 | |
| 188749 | 1 | |
| 183288 | 1 | |
| 181091 | 1 | |
| 179978 | 1 | |
| 175616 | 1 | |
| 173164 | 1 | |
| 172963 | 1 | |
| 171337 | 1 |
경북
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29682.538 |
| Minimum | 24879 |
|---|---|
| Maximum | 36842 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 24879 |
|---|---|
| 5-th percentile | 25805 |
| Q1 | 27596.25 |
| median | 28856 |
| Q3 | 30955.5 |
| 95-th percentile | 34764 |
| Maximum | 36842 |
| Range | 11963 |
| Interquartile range (IQR) | 3359.25 |
Descriptive statistics
| Standard deviation | 3116.5456 |
|---|---|
| Coefficient of variation (CV) | 0.10499593 |
| Kurtosis | -0.30944938 |
| Mean | 29682.538 |
| Median Absolute Deviation (MAD) | 1873 |
| Skewness | 0.67242471 |
| Sum | 771746 |
| Variance | 9712856.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 36842 | 1 | 3.8% |
| 28040 | 1 | 3.8% |
| 27234 | 1 | 3.8% |
| 28180 | 1 | 3.8% |
| 27202 | 1 | 3.8% |
| 28030 | 1 | 3.8% |
| 27473 | 1 | 3.8% |
| 28080 | 1 | 3.8% |
| 27966 | 1 | 3.8% |
| 26144 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 24879 | 1 | |
| 25692 | 1 | |
| 26144 | 1 | |
| 26404 | 1 | |
| 27202 | 1 | |
| 27234 | 1 | |
| 27473 | 1 | |
| 27966 | 1 | |
| 28030 | 1 | |
| 28040 | 1 |
| Value | Count | Frequency (%) |
| 36842 | 1 | |
| 34796 | 1 | |
| 34668 | 1 | |
| 33753 | 1 | |
| 33575 | 1 | |
| 32791 | 1 | |
| 31005 | 1 | |
| 30807 | 1 | |
| 30798 | 1 | |
| 30660 | 1 |
경남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36370.692 |
| Minimum | 28197 |
|---|---|
| Maximum | 174623 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 28197 |
|---|---|
| 5-th percentile | 29184.75 |
| Q1 | 30002.25 |
| median | 30578 |
| Q3 | 31769.5 |
| 95-th percentile | 35160.5 |
| Maximum | 174623 |
| Range | 146426 |
| Interquartile range (IQR) | 1767.25 |
Descriptive statistics
| Standard deviation | 28237.403 |
|---|---|
| Coefficient of variation (CV) | 0.77637794 |
| Kurtosis | 25.83713 |
| Mean | 36370.692 |
| Median Absolute Deviation (MAD) | 773.5 |
| Skewness | 5.0761899 |
| Sum | 945638 |
| Variance | 7.9735093 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 174623 | 1 | 3.8% |
| 31048 | 1 | 3.8% |
| 30012 | 1 | 3.8% |
| 29999 | 1 | 3.8% |
| 29740 | 1 | 3.8% |
| 30539 | 1 | 3.8% |
| 30333 | 1 | 3.8% |
| 32387 | 1 | 3.8% |
| 30617 | 1 | 3.8% |
| 29148 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 28197 | 1 | |
| 29148 | 1 | |
| 29295 | 1 | |
| 29323 | 1 | |
| 29740 | 1 | |
| 29932 | 1 | |
| 29999 | 1 | |
| 30012 | 1 | |
| 30211 | 1 | |
| 30333 | 1 |
| Value | Count | Frequency (%) |
| 174623 | 1 | |
| 36085 | 1 | |
| 32387 | 1 | |
| 32144 | 1 | |
| 32113 | 1 | |
| 32005 | 1 | |
| 31832 | 1 | |
| 31582 | 1 | |
| 31287 | 1 | |
| 31251 | 1 |
부산
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27212.769 |
| Minimum | 18326 |
|---|---|
| Maximum | 43280 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 18326 |
|---|---|
| 5-th percentile | 18960.25 |
| Q1 | 21576.25 |
| median | 25579 |
| Q3 | 32267.25 |
| 95-th percentile | 37681 |
| Maximum | 43280 |
| Range | 24954 |
| Interquartile range (IQR) | 10691 |
Descriptive statistics
| Standard deviation | 6930.797 |
|---|---|
| Coefficient of variation (CV) | 0.25468915 |
| Kurtosis | -0.62196702 |
| Mean | 27212.769 |
| Median Absolute Deviation (MAD) | 4977 |
| Skewness | 0.56913591 |
| Sum | 707532 |
| Variance | 48035947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 43280 | 1 | 3.8% |
| 23965 | 1 | 3.8% |
| 19150 | 1 | 3.8% |
| 18326 | 1 | 3.8% |
| 19390 | 1 | 3.8% |
| 22190 | 1 | 3.8% |
| 21799 | 1 | 3.8% |
| 21424 | 1 | 3.8% |
| 22543 | 1 | 3.8% |
| 20244 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 18326 | 1 | |
| 18897 | 1 | |
| 19150 | 1 | |
| 19390 | 1 | |
| 20244 | 1 | |
| 21424 | 1 | |
| 21502 | 1 | |
| 21799 | 1 | |
| 22190 | 1 | |
| 22543 | 1 |
| Value | Count | Frequency (%) |
| 43280 | 1 | |
| 37925 | 1 | |
| 36949 | 1 | |
| 35758 | 1 | |
| 34196 | 1 | |
| 34064 | 1 | |
| 32632 | 1 | |
| 31173 | 1 | |
| 30198 | 1 | |
| 29708 | 1 |
제주
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8367.6923 |
| Minimum | 5511 |
|---|---|
| Maximum | 10245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 5511 |
|---|---|
| 5-th percentile | 7028.25 |
| Q1 | 7832 |
| median | 8333 |
| Q3 | 9120.5 |
| 95-th percentile | 9971.5 |
| Maximum | 10245 |
| Range | 4734 |
| Interquartile range (IQR) | 1288.5 |
Descriptive statistics
| Standard deviation | 1052.771 |
|---|---|
| Coefficient of variation (CV) | 0.12581378 |
| Kurtosis | 0.95710612 |
| Mean | 8367.6923 |
| Median Absolute Deviation (MAD) | 511.5 |
| Skewness | -0.34469504 |
| Sum | 217560 |
| Variance | 1108326.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 7305 | 1 | 3.8% |
| 9402 | 1 | 3.8% |
| 8035 | 1 | 3.8% |
| 7812 | 1 | 3.8% |
| 7339 | 1 | 3.8% |
| 9714 | 1 | 3.8% |
| 9805 | 1 | 3.8% |
| 9305 | 1 | 3.8% |
| 8287 | 1 | 3.8% |
| 8414 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 5511 | 1 | |
| 6936 | 1 | |
| 7305 | 1 | |
| 7339 | 1 | |
| 7689 | 1 | |
| 7812 | 1 | |
| 7831 | 1 | |
| 7835 | 1 | |
| 7958 | 1 | |
| 8035 | 1 |
| Value | Count | Frequency (%) |
| 10245 | 1 | |
| 10027 | 1 | |
| 9805 | 1 | |
| 9714 | 1 | |
| 9549 | 1 | |
| 9402 | 1 | |
| 9305 | 1 | |
| 8567 | 1 | |
| 8526 | 1 | |
| 8414 | 1 |
대구
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15505.385 |
| Minimum | 11910 |
|---|---|
| Maximum | 21919 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 11910 |
|---|---|
| 5-th percentile | 12570.5 |
| Q1 | 13382.25 |
| median | 14219.5 |
| Q3 | 17473 |
| 95-th percentile | 21164 |
| Maximum | 21919 |
| Range | 10009 |
| Interquartile range (IQR) | 4090.75 |
Descriptive statistics
| Standard deviation | 3104.2545 |
|---|---|
| Coefficient of variation (CV) | 0.20020493 |
| Kurtosis | -0.58174593 |
| Mean | 15505.385 |
| Median Absolute Deviation (MAD) | 1453 |
| Skewness | 0.91698931 |
| Sum | 403140 |
| Variance | 9636396.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 21919 | 1 | 3.8% |
| 13681 | 1 | 3.8% |
| 14308 | 1 | 3.8% |
| 12567 | 1 | 3.8% |
| 11910 | 1 | 3.8% |
| 13709 | 1 | 3.8% |
| 13397 | 1 | 3.8% |
| 13382 | 1 | 3.8% |
| 13383 | 1 | 3.8% |
| 12933 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 11910 | 1 | |
| 12567 | 1 | |
| 12581 | 1 | |
| 12721 | 1 | |
| 12766 | 1 | |
| 12933 | 1 | |
| 13382 | 1 | |
| 13383 | 1 | |
| 13397 | 1 | |
| 13681 | 1 |
| Value | Count | Frequency (%) |
| 21919 | 1 | |
| 21275 | 1 | |
| 20831 | 1 | |
| 20031 | 1 | |
| 19920 | 1 | |
| 18939 | 1 | |
| 17612 | 1 | |
| 17056 | 1 | |
| 15672 | 1 | |
| 15256 | 1 |
인천
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51184.692 |
| Minimum | 27985 |
|---|---|
| Maximum | 73035 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 27985 |
|---|---|
| 5-th percentile | 30418.5 |
| Q1 | 46426.5 |
| median | 50314.5 |
| Q3 | 55023.5 |
| 95-th percentile | 71036 |
| Maximum | 73035 |
| Range | 45050 |
| Interquartile range (IQR) | 8597 |
Descriptive statistics
| Standard deviation | 11349.894 |
|---|---|
| Coefficient of variation (CV) | 0.22174392 |
| Kurtosis | 0.36550365 |
| Mean | 51184.692 |
| Median Absolute Deviation (MAD) | 4019.5 |
| Skewness | 0.058213832 |
| Sum | 1330802 |
| Variance | 1.288201 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 46377 | 1 | 3.8% |
| 47778 | 1 | 3.8% |
| 53642 | 1 | 3.8% |
| 53579 | 1 | 3.8% |
| 57340 | 1 | 3.8% |
| 71050 | 1 | 3.8% |
| 73035 | 1 | 3.8% |
| 70994 | 1 | 3.8% |
| 65829 | 1 | 3.8% |
| 63430 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 27985 | 1 | |
| 29433 | 1 | |
| 33375 | 1 | |
| 44556 | 1 | |
| 45473 | 1 | |
| 46213 | 1 | |
| 46377 | 1 | |
| 46575 | 1 | |
| 47027 | 1 | |
| 47778 | 1 |
| Value | Count | Frequency (%) |
| 73035 | 1 | |
| 71050 | 1 | |
| 70994 | 1 | |
| 65829 | 1 | |
| 63430 | 1 | |
| 57340 | 1 | |
| 55484 | 1 | |
| 53642 | 1 | |
| 53579 | 1 | |
| 52379 | 1 |
광주
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7964.0769 |
| Minimum | 6412 |
|---|---|
| Maximum | 9016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 6412 |
|---|---|
| 5-th percentile | 7082 |
| Q1 | 7504.75 |
| median | 8089 |
| Q3 | 8430.75 |
| 95-th percentile | 8792 |
| Maximum | 9016 |
| Range | 2604 |
| Interquartile range (IQR) | 926 |
Descriptive statistics
| Standard deviation | 630.42944 |
|---|---|
| Coefficient of variation (CV) | 0.079159134 |
| Kurtosis | -0.10921644 |
| Mean | 7964.0769 |
| Median Absolute Deviation (MAD) | 427.5 |
| Skewness | -0.4358689 |
| Sum | 207066 |
| Variance | 397441.27 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 8774 | 1 | 3.8% |
| 7654 | 1 | 3.8% |
| 7497 | 1 | 3.8% |
| 7471 | 1 | 3.8% |
| 7528 | 1 | 3.8% |
| 8177 | 1 | 3.8% |
| 8105 | 1 | 3.8% |
| 8257 | 1 | 3.8% |
| 8421 | 1 | 3.8% |
| 8434 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 6412 | 1 | |
| 7060 | 1 | |
| 7148 | 1 | |
| 7239 | 1 | |
| 7471 | 1 | |
| 7490 | 1 | |
| 7497 | 1 | |
| 7528 | 1 | |
| 7654 | 1 | |
| 7696 | 1 |
| Value | Count | Frequency (%) |
| 9016 | 1 | |
| 8798 | 1 | |
| 8774 | 1 | |
| 8762 | 1 | |
| 8509 | 1 | |
| 8438 | 1 | |
| 8434 | 1 | |
| 8421 | 1 | |
| 8335 | 1 | |
| 8257 | 1 |
대전
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8981.1154 |
| Minimum | 7075 |
|---|---|
| Maximum | 12389 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 7075 |
|---|---|
| 5-th percentile | 7307 |
| Q1 | 8103.25 |
| median | 8720 |
| Q3 | 9879.5 |
| 95-th percentile | 10820.75 |
| Maximum | 12389 |
| Range | 5314 |
| Interquartile range (IQR) | 1776.25 |
Descriptive statistics
| Standard deviation | 1283.8294 |
|---|---|
| Coefficient of variation (CV) | 0.14294766 |
| Kurtosis | 0.44748819 |
| Mean | 8981.1154 |
| Median Absolute Deviation (MAD) | 700.5 |
| Skewness | 0.75715629 |
| Sum | 233509 |
| Variance | 1648218 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 10283 | 1 | 3.8% |
| 7891 | 1 | 3.8% |
| 7075 | 1 | 3.8% |
| 7268 | 1 | 3.8% |
| 7450 | 1 | 3.8% |
| 8079 | 1 | 3.8% |
| 8372 | 1 | 3.8% |
| 8523 | 1 | 3.8% |
| 9068 | 1 | 3.8% |
| 9073 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 7075 | 1 | |
| 7268 | 1 | |
| 7424 | 1 | |
| 7450 | 1 | |
| 7891 | 1 | |
| 7960 | 1 | |
| 8079 | 1 | |
| 8176 | 1 | |
| 8372 | 1 | |
| 8523 | 1 |
| Value | Count | Frequency (%) |
| 12389 | 1 | |
| 10902 | 1 | |
| 10577 | 1 | |
| 10520 | 1 | |
| 10330 | 1 | |
| 10283 | 1 | |
| 10086 | 1 | |
| 9260 | 1 | |
| 9211 | 1 | |
| 9073 | 1 |
울산
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 150611.12 |
| Minimum | 105782 |
|---|---|
| Maximum | 188181 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 105782 |
|---|---|
| 5-th percentile | 119881.8 |
| Q1 | 128932 |
| median | 149037 |
| Q3 | 178353 |
| 95-th percentile | 183314.8 |
| Maximum | 188181 |
| Range | 82399 |
| Interquartile range (IQR) | 49421 |
Descriptive statistics
| Standard deviation | 24262.604 |
|---|---|
| Coefficient of variation (CV) | 0.16109438 |
| Kurtosis | -1.2291464 |
| Mean | 150611.12 |
| Median Absolute Deviation (MAD) | 21078 |
| Skewness | 0.070730178 |
| Sum | 3765278 |
| Variance | 5.8867397 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 105782 | 1 | 3.8% |
| 119034 | 1 | 3.8% |
| 181542 | 1 | 3.8% |
| 181233 | 1 | 3.8% |
| 178353 | 1 | 3.8% |
| 178830 | 1 | 3.8% |
| 188181 | 1 | 3.8% |
| 183758 | 1 | 3.8% |
| 181162 | 1 | 3.8% |
| 152579 | 1 | 3.8% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 105782 | 1 | |
| 119034 | 1 | |
| 123273 | 1 | |
| 125628 | 1 | |
| 127131 | 1 | |
| 127959 | 1 | |
| 128932 | 1 | |
| 132703 | 1 | |
| 135377 | 1 | |
| 138525 | 1 |
| Value | Count | Frequency (%) |
| 188181 | 1 | |
| 183758 | 1 | |
| 181542 | 1 | |
| 181233 | 1 | |
| 181162 | 1 | |
| 178830 | 1 | |
| 178353 | 1 | |
| 166354 | 1 | |
| 164529 | 1 | |
| 156900 | 1 |
세종
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 57.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1209.1209 |
| Minimum | 0.12 |
|---|---|
| Maximum | 1903 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 0.12 |
|---|---|
| 5-th percentile | 0.165 |
| Q1 | 1173 |
| median | 1365 |
| Q3 | 1571.5 |
| 95-th percentile | 1873 |
| Maximum | 1903 |
| Range | 1902.88 |
| Interquartile range (IQR) | 398.5 |
Descriptive statistics
| Standard deviation | 648.54043 |
|---|---|
| Coefficient of variation (CV) | 0.53637352 |
| Kurtosis | 0.73441196 |
| Mean | 1209.1209 |
| Median Absolute Deviation (MAD) | 323 |
| Skewness | -1.2578267 |
| Sum | 13300.33 |
| Variance | 420604.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.12 | 1 | 3.8% |
| 0.21 | 1 | 3.8% |
| 1042.0 | 1 | 3.8% |
| 1311.0 | 1 | 3.8% |
| 1365.0 | 1 | 3.8% |
| 1389.0 | 1 | 3.8% |
| 1304.0 | 1 | 3.8% |
| 1443.0 | 1 | 3.8% |
| 1700.0 | 1 | 3.8% |
| 1843.0 | 1 | 3.8% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.12 | 1 | |
| 0.21 | 1 | |
| 1042.0 | 1 | |
| 1304.0 | 1 | |
| 1311.0 | 1 | |
| 1365.0 | 1 | |
| 1389.0 | 1 | |
| 1443.0 | 1 | |
| 1700.0 | 1 | |
| 1843.0 | 1 |
| Value | Count | Frequency (%) |
| 1903.0 | 1 | |
| 1843.0 | 1 | |
| 1700.0 | 1 | |
| 1443.0 | 1 | |
| 1389.0 | 1 | |
| 1365.0 | 1 | |
| 1311.0 | 1 | |
| 1304.0 | 1 | |
| 1042.0 | 1 | |
| 0.21 | 1 |
합계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 816501.13 |
| Minimum | 670278 |
|---|---|
| Maximum | 947276 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 670278 |
|---|---|
| 5-th percentile | 725381.75 |
| Q1 | 761526.05 |
| median | 794613 |
| Q3 | 871946 |
| 95-th percentile | 939605 |
| Maximum | 947276 |
| Range | 276998 |
| Interquartile range (IQR) | 110419.95 |
Descriptive statistics
| Standard deviation | 78716.789 |
|---|---|
| Coefficient of variation (CV) | 0.096407447 |
| Kurtosis | -0.83387041 |
| Mean | 816501.13 |
| Median Absolute Deviation (MAD) | 38127.5 |
| Skewness | 0.41679704 |
| Sum | 21229029 |
| Variance | 6.1963329 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 793900.0 | 1 | 3.8% |
| 801644.0 | 1 | 3.8% |
| 947276.0 | 1 | 3.8% |
| 938171.0 | 1 | 3.8% |
| 877179.0 | 1 | 3.8% |
| 931946.0 | 1 | 3.8% |
| 934802.0 | 1 | 3.8% |
| 940083.0 | 1 | 3.8% |
| 924198.0 | 1 | 3.8% |
| 856247.0 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 670278.0 | 1 | |
| 719657.0 | 1 | |
| 742556.0 | 1 | |
| 743668.12 | 1 | |
| 752330.0 | 1 | |
| 760641.0 | 1 | |
| 761079.0 | 1 | |
| 762867.21 | 1 | |
| 762942.0 | 1 | |
| 765520.0 | 1 |
| Value | Count | Frequency (%) |
| 947276.0 | 1 | |
| 940083.0 | 1 | |
| 938171.0 | 1 | |
| 934802.0 | 1 | |
| 931946.0 | 1 | |
| 924198.0 | 1 | |
| 877179.0 | 1 | |
| 856247.0 | 1 | |
| 827679.0 | 1 | |
| 825203.0 | 1 |
| 년 | 서울 | 경기 | 강원 | 충북 | 충남 | 전북 | 전남 | 경북 | 경남 | 부산 | 제주 | 대구 | 인천 | 광주 | 대전 | 울산 | 세종 | 합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년 | 1.000 | 0.840 | 0.308 | 0.668 | 0.728 | 0.743 | 0.703 | 0.742 | 0.862 | NaN | 0.824 | 0.243 | 0.732 | 0.700 | 0.804 | 0.728 | 0.751 | 0.839 | 0.819 |
| 서울 | 0.840 | 1.000 | 0.223 | 0.806 | 0.698 | 0.553 | 0.740 | 0.583 | 0.684 | 1.000 | 0.756 | 0.512 | 0.848 | 0.697 | 0.525 | 0.820 | 0.703 | 0.797 | 0.690 |
| 경기 | 0.308 | 0.223 | 1.000 | 0.000 | 0.686 | 0.393 | 0.668 | 0.000 | 0.559 | 0.000 | 0.000 | 0.469 | 0.000 | 0.603 | 0.238 | 0.525 | 0.581 | 0.536 | 0.380 |
| 강원 | 0.668 | 0.806 | 0.000 | 1.000 | 0.818 | 0.323 | 0.780 | 0.331 | 0.942 | 1.000 | 0.793 | 0.000 | 0.817 | 0.000 | 0.000 | 0.582 | 0.899 | 0.328 | 0.473 |
| 충북 | 0.728 | 0.698 | 0.686 | 0.818 | 1.000 | 0.523 | 0.608 | 0.000 | 0.783 | 1.000 | 0.817 | 0.000 | 0.396 | 0.350 | 0.648 | 0.000 | 0.353 | 0.412 | 0.793 |
| 충남 | 0.743 | 0.553 | 0.393 | 0.323 | 0.523 | 1.000 | 0.246 | 0.870 | 0.602 | NaN | 0.659 | 0.000 | 0.396 | 0.618 | 0.000 | 0.313 | 0.881 | 0.585 | 0.766 |
| 전북 | 0.703 | 0.740 | 0.668 | 0.780 | 0.608 | 0.246 | 1.000 | 0.789 | 0.783 | 1.000 | 0.833 | 0.443 | 0.782 | 0.677 | 0.657 | 0.509 | 0.751 | 0.630 | 0.662 |
| 전남 | 0.742 | 0.583 | 0.000 | 0.331 | 0.000 | 0.870 | 0.789 | 1.000 | 0.386 | 0.000 | 0.710 | 0.555 | 0.762 | 0.000 | 0.333 | 0.039 | 0.000 | 0.740 | 0.475 |
| 경북 | 0.862 | 0.684 | 0.559 | 0.942 | 0.783 | 0.602 | 0.783 | 0.386 | 1.000 | 1.000 | 0.860 | 0.000 | 0.862 | 0.000 | 0.302 | 0.723 | 0.786 | 0.453 | 0.621 |
| 경남 | NaN | 1.000 | 0.000 | 1.000 | 1.000 | NaN | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.482 | 0.674 | 0.000 | 0.178 | 0.000 | NaN | NaN | 0.000 |
| 부산 | 0.824 | 0.756 | 0.000 | 0.793 | 0.817 | 0.659 | 0.833 | 0.710 | 0.860 | 1.000 | 1.000 | 0.475 | 0.804 | 0.672 | 0.593 | 0.393 | 0.733 | 0.575 | 0.653 |
| 제주 | 0.243 | 0.512 | 0.469 | 0.000 | 0.000 | 0.000 | 0.443 | 0.555 | 0.000 | 0.482 | 0.475 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.461 | 0.901 | 0.127 |
| 대구 | 0.732 | 0.848 | 0.000 | 0.817 | 0.396 | 0.396 | 0.782 | 0.762 | 0.862 | 0.674 | 0.804 | 0.000 | 1.000 | 0.000 | 0.530 | 0.503 | 0.613 | 0.803 | 0.594 |
| 인천 | 0.700 | 0.697 | 0.603 | 0.000 | 0.350 | 0.618 | 0.677 | 0.000 | 0.000 | 0.000 | 0.672 | 0.000 | 0.000 | 1.000 | 0.633 | 0.838 | 0.717 | 0.743 | 0.813 |
| 광주 | 0.804 | 0.525 | 0.238 | 0.000 | 0.648 | 0.000 | 0.657 | 0.333 | 0.302 | 0.178 | 0.593 | 0.000 | 0.530 | 0.633 | 1.000 | 0.000 | 0.000 | 0.599 | 0.222 |
| 대전 | 0.728 | 0.820 | 0.525 | 0.582 | 0.000 | 0.313 | 0.509 | 0.039 | 0.723 | 0.000 | 0.393 | 0.000 | 0.503 | 0.838 | 0.000 | 1.000 | 0.686 | 0.000 | 0.501 |
| 울산 | 0.751 | 0.703 | 0.581 | 0.899 | 0.353 | 0.881 | 0.751 | 0.000 | 0.786 | NaN | 0.733 | 0.461 | 0.613 | 0.717 | 0.000 | 0.686 | 1.000 | 0.865 | 0.863 |
| 세종 | 0.839 | 0.797 | 0.536 | 0.328 | 0.412 | 0.585 | 0.630 | 0.740 | 0.453 | NaN | 0.575 | 0.901 | 0.803 | 0.743 | 0.599 | 0.000 | 0.865 | 1.000 | 0.942 |
| 합계 | 0.819 | 0.690 | 0.380 | 0.473 | 0.793 | 0.766 | 0.662 | 0.475 | 0.621 | 0.000 | 0.653 | 0.127 | 0.594 | 0.813 | 0.222 | 0.501 | 0.863 | 0.942 | 1.000 |
| 년 | 서울 | 경기 | 강원 | 충북 | 충남 | 전북 | 전남 | 경북 | 경남 | 부산 | 제주 | 대구 | 인천 | 광주 | 대전 | 울산 | 세종 | 합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년 | 1.000 | -0.891 | 0.270 | -0.584 | -0.054 | 0.994 | -0.716 | 0.930 | -0.824 | -0.594 | -0.946 | 0.385 | -0.862 | 0.861 | -0.056 | -0.742 | 0.895 | 0.945 | 0.918 |
| 서울 | -0.891 | 1.000 | -0.266 | 0.577 | -0.000 | -0.888 | 0.762 | -0.839 | 0.683 | 0.472 | 0.820 | -0.437 | 0.741 | -0.718 | 0.236 | 0.802 | -0.705 | -0.900 | -0.776 |
| 경기 | 0.270 | -0.266 | 1.000 | 0.094 | 0.477 | 0.279 | 0.205 | 0.272 | 0.044 | 0.149 | -0.106 | 0.255 | -0.001 | 0.551 | 0.102 | 0.011 | 0.524 | 0.282 | 0.483 |
| 강원 | -0.584 | 0.577 | 0.094 | 1.000 | 0.608 | -0.574 | 0.787 | -0.640 | 0.797 | 0.533 | 0.688 | -0.526 | 0.794 | -0.449 | 0.052 | 0.589 | -0.396 | -0.036 | -0.472 |
| 충북 | -0.054 | -0.000 | 0.477 | 0.608 | 1.000 | -0.042 | 0.478 | -0.107 | 0.482 | 0.362 | 0.288 | -0.068 | 0.400 | 0.028 | 0.156 | 0.286 | 0.128 | 0.136 | 0.095 |
| 충남 | 0.994 | -0.888 | 0.279 | -0.574 | -0.042 | 1.000 | -0.707 | 0.912 | -0.825 | -0.582 | -0.935 | 0.387 | -0.854 | 0.863 | -0.051 | -0.725 | 0.871 | 0.927 | 0.912 |
| 전북 | -0.716 | 0.762 | 0.205 | 0.787 | 0.478 | -0.707 | 1.000 | -0.725 | 0.849 | 0.596 | 0.809 | -0.345 | 0.817 | -0.440 | 0.238 | 0.899 | -0.490 | -0.591 | -0.580 |
| 전남 | 0.930 | -0.839 | 0.272 | -0.640 | -0.107 | 0.912 | -0.725 | 1.000 | -0.796 | -0.556 | -0.910 | 0.538 | -0.819 | 0.809 | 0.042 | -0.705 | 0.831 | 0.736 | 0.897 |
| 경북 | -0.824 | 0.683 | 0.044 | 0.797 | 0.482 | -0.825 | 0.849 | -0.796 | 1.000 | 0.712 | 0.897 | -0.410 | 0.909 | -0.698 | -0.037 | 0.755 | -0.710 | -0.209 | -0.729 |
| 경남 | -0.594 | 0.472 | 0.149 | 0.533 | 0.362 | -0.582 | 0.596 | -0.556 | 0.712 | 1.000 | 0.664 | -0.143 | 0.696 | -0.473 | -0.080 | 0.426 | -0.523 | -0.245 | -0.422 |
| 부산 | -0.946 | 0.820 | -0.106 | 0.688 | 0.288 | -0.935 | 0.809 | -0.910 | 0.897 | 0.664 | 1.000 | -0.318 | 0.923 | -0.800 | 0.038 | 0.780 | -0.815 | -0.609 | -0.847 |
| 제주 | 0.385 | -0.437 | 0.255 | -0.526 | -0.068 | 0.387 | -0.345 | 0.538 | -0.410 | -0.143 | -0.318 | 1.000 | -0.367 | 0.439 | 0.380 | -0.212 | 0.325 | -0.436 | 0.430 |
| 대구 | -0.862 | 0.741 | -0.001 | 0.794 | 0.400 | -0.854 | 0.817 | -0.819 | 0.909 | 0.696 | 0.923 | -0.367 | 1.000 | -0.715 | 0.017 | 0.752 | -0.746 | -0.409 | -0.758 |
| 인천 | 0.861 | -0.718 | 0.551 | -0.449 | 0.028 | 0.863 | -0.440 | 0.809 | -0.698 | -0.473 | -0.800 | 0.439 | -0.715 | 1.000 | 0.144 | -0.497 | 0.868 | 0.200 | 0.883 |
| 광주 | -0.056 | 0.236 | 0.102 | 0.052 | 0.156 | -0.051 | 0.238 | 0.042 | -0.037 | -0.080 | 0.038 | 0.380 | 0.017 | 0.144 | 1.000 | 0.385 | 0.165 | -0.864 | 0.103 |
| 대전 | -0.742 | 0.802 | 0.011 | 0.589 | 0.286 | -0.725 | 0.899 | -0.705 | 0.755 | 0.426 | 0.780 | -0.212 | 0.752 | -0.497 | 0.385 | 1.000 | -0.591 | -0.891 | -0.662 |
| 울산 | 0.895 | -0.705 | 0.524 | -0.396 | 0.128 | 0.871 | -0.490 | 0.831 | -0.710 | -0.523 | -0.815 | 0.325 | -0.746 | 0.868 | 0.165 | -0.591 | 1.000 | 0.582 | 0.935 |
| 세종 | 0.945 | -0.900 | 0.282 | -0.036 | 0.136 | 0.927 | -0.591 | 0.736 | -0.209 | -0.245 | -0.609 | -0.436 | -0.409 | 0.200 | -0.864 | -0.891 | 0.582 | 1.000 | 0.800 |
| 합계 | 0.918 | -0.776 | 0.483 | -0.472 | 0.095 | 0.912 | -0.580 | 0.897 | -0.729 | -0.422 | -0.847 | 0.430 | -0.758 | 0.883 | 0.103 | -0.662 | 0.935 | 0.800 | 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.
| 년 | 서울 | 경기 | 강원 | 충북 | 충남 | 전북 | 전남 | 경북 | 경남 | 부산 | 제주 | 대구 | 인천 | 광주 | 대전 | 울산 | 세종 | 합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1997 | 98871 | 94265 | 22799 | 19496 | 56417 | 25042 | 127607 | 36842 | 174623 | 43280 | 7305 | 21919 | 46377 | 8774 | 10283 | <NA> | <NA> | 793900.0 |
| 1 | 1998 | 84342 | 68154 | 17631 | 14472 | 75713 | 18577 | 121763 | 29431 | 36085 | 32632 | 5511 | 17612 | 27985 | 6412 | 8176 | 105782 | <NA> | 670278.0 |
| 2 | 1999 | 76835 | 78592 | 21454 | 16142 | 83149 | 21954 | 125396 | 34796 | 32113 | 35758 | 6936 | 20831 | 29433 | 7148 | 10086 | 119034 | <NA> | 719657.0 |
| 3 | 2000 | 66664 | 82711 | 21204 | 17654 | 87754 | 23745 | 129791 | 33753 | 31287 | 37925 | 7689 | 21275 | 33375 | 8209 | 12389 | 127131 | <NA> | 742556.0 |
| 4 | 2001 | 58400 | 85669 | 21197 | 18177 | 88877 | 23562 | 128152 | 34668 | 31832 | 36949 | 8379 | 20031 | 45473 | 8509 | 10520 | 123273 | 0.12 | 743668.12 |
| 5 | 2002 | 54824 | 90116 | 20206 | 17547 | 93254 | 23165 | 136912 | 33575 | 32005 | 34196 | 8567 | 19920 | 46213 | 8762 | 10902 | 132703 | 0.21 | 762867.21 |
| 6 | 2003 | 52536 | 90329 | 19603 | 17896 | 94278 | 22560 | 138545 | 32791 | 31582 | 34064 | 8400 | 18939 | 47027 | 8438 | 10577 | 135377 | <NA> | 762942.0 |
| 7 | 2004 | 52368 | 86752 | 18394 | 16819 | 92660 | 21617 | 141339 | 31005 | 29932 | 31173 | 7958 | 17056 | 46575 | 8335 | 10330 | 140017 | <NA> | 752330.0 |
| 8 | 2005 | 47755 | 96023 | 17054 | 17128 | 95426 | 21468 | 143814 | 30807 | 30489 | 29679 | 8048 | 15672 | 52379 | 7803 | 9009 | 138525 | <NA> | 761079.0 |
| 9 | 2006 | 49364 | 90765 | 15786 | 17407 | 100741 | 21147 | 142117 | 30660 | 30934 | 30198 | 7835 | 15256 | 49906 | 7060 | 9260 | 147084 | <NA> | 765520.0 |
| 년 | 서울 | 경기 | 강원 | 충북 | 충남 | 전북 | 전남 | 경북 | 경남 | 부산 | 제주 | 대구 | 인천 | 광주 | 대전 | 울산 | 세종 | 합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 2013 | 46951 | 81408 | 14375 | 15497 | 141519 | 16297 | 179978 | 25692 | 29295 | 21502 | 10245 | 12581 | 48576 | 8798 | 7960 | 164529 | <NA> | 825203.0 |
| 17 | 2014 | 48243 | 78458 | 13722 | 14429 | 152750 | 16913 | 172963 | 24879 | 28197 | 18897 | 8252 | 12721 | 55484 | 9016 | 8591 | 156900 | 1042.0 | 821457.0 |
| 18 | 2015 | 49392 | 88683 | 14821 | 15279 | 156150 | 19121 | 181091 | 26144 | 29148 | 20244 | 8414 | 12933 | 63430 | 8434 | 9073 | 152579 | 1311.0 | 856247.0 |
| 19 | 2016 | 49228 | 97240 | 15955 | 16991 | 185541 | 19912 | 170690 | 27966 | 30617 | 22543 | 8287 | 13383 | 65829 | 8421 | 9068 | 181162 | 1365.0 | 924198.0 |
| 20 | 2017 | 46817 | 91734 | 15650 | 17189 | 182663 | 19782 | 188749 | 28080 | 32387 | 21424 | 9305 | 13382 | 70994 | 8257 | 8523 | 183758 | 1389.0 | 940083.0 |
| 21 | 2018 | 42468 | 92343 | 15747 | 17461 | 190542 | 18821 | 175616 | 27473 | 30333 | 21799 | 9805 | 13397 | 73035 | 8105 | 8372 | 188181 | 1304.0 | 934802.0 |
| 22 | 2019 | 41388 | 90608 | 16553 | 17962 | 192256 | 18131 | 183288 | 28030 | 30539 | 22190 | 9714 | 13709 | 71050 | 8177 | 8079 | 178830 | 1443.0 | 931946.0 |
| 23 | 2020 | 35341 | 87607 | 15781 | 17243 | 197282 | 17424 | 158549 | 27202 | 29740 | 19390 | 7339 | 11910 | 57340 | 7528 | 7450 | 178353 | 1700.0 | 877179.0 |
| 24 | 2021 | 35214 | 89815 | 16279 | 17625 | 193343 | 17090 | 220527 | 28180 | 29999 | 18326 | 7812 | 12567 | 53579 | 7471 | 7268 | 181233 | 1843.0 | 938171.0 |
| 25 | 2022 | 32270 | 91305 | 16391 | 17610 | 216944 | 17014 | 205344 | 27234 | 30012 | 19150 | 8035 | 14308 | 53642 | 7497 | 7075 | 181542 | 1903.0 | 947276.0 |