Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 23 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.8 KiB |
| Average record size in memory | 167.7 B |
Variable types
| Numeric | 18 |
|---|
Dataset
| Description | 동력수상레저기구 중 추진기관의 최대 출력이 5마력 이상의 기구 운전에 필요한 조종면허증 취득 현황으로 제1급, 제2급, 요트 조종면허 취득 현황입니다. - 연도별, 지역별로 구분하여 작성됬습니다. |
|---|---|
| URL | https://www.data.go.kr/data/15053878/fileData.do |
연도 is highly overall correlated with 합계 and 16 other fields | High correlation |
합계 is highly overall correlated with 연도 and 16 other fields | High correlation |
서울 is highly overall correlated with 연도 and 16 other fields | High correlation |
인천 is highly overall correlated with 연도 and 16 other fields | High correlation |
부산 is highly overall correlated with 연도 and 16 other fields | High correlation |
대구 is highly overall correlated with 연도 and 16 other fields | High correlation |
광주 is highly overall correlated with 연도 and 16 other fields | High correlation |
대전 is highly overall correlated with 연도 and 16 other fields | High correlation |
울산 is highly overall correlated with 연도 and 16 other fields | High correlation |
강원 is highly overall correlated with 연도 and 16 other fields | High correlation |
경기 is highly overall correlated with 연도 and 16 other fields | High correlation |
경남 is highly overall correlated with 연도 and 16 other fields | High correlation |
경북 is highly overall correlated with 연도 and 16 other fields | High correlation |
전남 is highly overall correlated with 연도 and 16 other fields | High correlation |
전북 is highly overall correlated with 연도 and 16 other fields | High correlation |
충남 is highly overall correlated with 연도 and 16 other fields | High correlation |
충북 is highly overall correlated with 연도 and 16 other fields | High correlation |
제주 is highly overall correlated with 연도 and 16 other fields | High correlation |
연도 has unique values | Unique |
합계 has unique values | Unique |
서울 has unique values | Unique |
인천 has unique values | Unique |
부산 has unique values | Unique |
대구 has unique values | Unique |
광주 has unique values | Unique |
대전 has unique values | Unique |
경기 has unique values | Unique |
경남 has unique values | Unique |
전남 has unique values | Unique |
전북 has unique values | Unique |
충남 has unique values | Unique |
제주 has unique values | Unique |
Reproduction
| Analysis started | 2023-12-12 21:42:06.486251 |
|---|---|
| Analysis finished | 2023-12-12 21:42:36.703982 |
| Duration | 30.22 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2011 |
| Minimum | 2000 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2001.1 |
| Q1 | 2005.5 |
| median | 2011 |
| Q3 | 2016.5 |
| 95-th percentile | 2020.9 |
| Maximum | 2022 |
| Range | 22 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.78233 |
|---|---|
| Coefficient of variation (CV) | 0.0033726156 |
| Kurtosis | -1.2 |
| Mean | 2011 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0 |
| Sum | 46253 |
| Variance | 46 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 2000 | 1 | 4.3% |
| 2001 | 1 | 4.3% |
| 2022 | 1 | 4.3% |
| 2021 | 1 | 4.3% |
| 2020 | 1 | 4.3% |
| 2019 | 1 | 4.3% |
| 2018 | 1 | 4.3% |
| 2017 | 1 | 4.3% |
| 2016 | 1 | 4.3% |
| 2015 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 2000 | 1 | |
| 2001 | 1 | |
| 2002 | 1 | |
| 2003 | 1 | |
| 2004 | 1 | |
| 2005 | 1 | |
| 2006 | 1 | |
| 2007 | 1 | |
| 2008 | 1 | |
| 2009 | 1 |
| Value | Count | Frequency (%) |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 |
합계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13344.652 |
| Minimum | 6556 |
|---|---|
| Maximum | 21596 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 6556 |
|---|---|
| 5-th percentile | 6804.9 |
| Q1 | 9261 |
| median | 13413 |
| Q3 | 17166.5 |
| 95-th percentile | 21305.8 |
| Maximum | 21596 |
| Range | 15040 |
| Interquartile range (IQR) | 7905.5 |
Descriptive statistics
| Standard deviation | 5063.5733 |
|---|---|
| Coefficient of variation (CV) | 0.37944588 |
| Kurtosis | -1.1538526 |
| Mean | 13344.652 |
| Median Absolute Deviation (MAD) | 4191 |
| Skewness | 0.32732468 |
| Sum | 306927 |
| Variance | 25639774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 6966 | 1 | 4.3% |
| 9222 | 1 | 4.3% |
| 19420 | 1 | 4.3% |
| 21313 | 1 | 4.3% |
| 20406 | 1 | 4.3% |
| 17822 | 1 | 4.3% |
| 21241 | 1 | 4.3% |
| 21596 | 1 | 4.3% |
| 16511 | 1 | 4.3% |
| 15059 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 6556 | 1 | |
| 6787 | 1 | |
| 6966 | 1 | |
| 6985 | 1 | |
| 9205 | 1 | |
| 9222 | 1 | |
| 9300 | 1 | |
| 9413 | 1 | |
| 10529 | 1 | |
| 11500 | 1 |
| Value | Count | Frequency (%) |
| 21596 | 1 | |
| 21313 | 1 | |
| 21241 | 1 | |
| 20406 | 1 | |
| 19420 | 1 | |
| 17822 | 1 | |
| 16511 | 1 | |
| 15059 | 1 | |
| 14233 | 1 | |
| 13973 | 1 |
서울
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1379.913 |
| Minimum | 898 |
|---|---|
| Maximum | 2274 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 898 |
|---|---|
| 5-th percentile | 912.6 |
| Q1 | 1029.5 |
| median | 1318 |
| Q3 | 1625.5 |
| 95-th percentile | 2119.4 |
| Maximum | 2274 |
| Range | 1376 |
| Interquartile range (IQR) | 596 |
Descriptive statistics
| Standard deviation | 412.28542 |
|---|---|
| Coefficient of variation (CV) | 0.29877637 |
| Kurtosis | -0.39018253 |
| Mean | 1379.913 |
| Median Absolute Deviation (MAD) | 318 |
| Skewness | 0.76337475 |
| Sum | 31738 |
| Variance | 169979.26 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 972 | 1 | 4.3% |
| 1637 | 1 | 4.3% |
| 2130 | 1 | 4.3% |
| 2274 | 1 | 4.3% |
| 2024 | 1 | 4.3% |
| 1614 | 1 | 4.3% |
| 1775 | 1 | 4.3% |
| 1913 | 1 | 4.3% |
| 1390 | 1 | 4.3% |
| 1345 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 898 | 1 | |
| 912 | 1 | |
| 918 | 1 | |
| 972 | 1 | |
| 978 | 1 | |
| 1000 | 1 | |
| 1059 | 1 | |
| 1070 | 1 | |
| 1217 | 1 | |
| 1238 | 1 |
| Value | Count | Frequency (%) |
| 2274 | 1 | |
| 2130 | 1 | |
| 2024 | 1 | |
| 1913 | 1 | |
| 1775 | 1 | |
| 1637 | 1 | |
| 1614 | 1 | |
| 1404 | 1 | |
| 1390 | 1 | |
| 1387 | 1 |
인천
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 720.82609 |
| Minimum | 389 |
|---|---|
| Maximum | 1237 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 389 |
|---|---|
| 5-th percentile | 393 |
| Q1 | 522.5 |
| median | 667 |
| Q3 | 829.5 |
| 95-th percentile | 1193.3 |
| Maximum | 1237 |
| Range | 848 |
| Interquartile range (IQR) | 307 |
Descriptive statistics
| Standard deviation | 268.06693 |
|---|---|
| Coefficient of variation (CV) | 0.37188849 |
| Kurtosis | -0.52606123 |
| Mean | 720.82609 |
| Median Absolute Deviation (MAD) | 150 |
| Skewness | 0.76370777 |
| Sum | 16579 |
| Variance | 71859.877 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 390 | 1 | 4.3% |
| 740 | 1 | 4.3% |
| 919 | 1 | 4.3% |
| 1195 | 1 | 4.3% |
| 1150 | 1 | 4.3% |
| 1013 | 1 | 4.3% |
| 1237 | 1 | 4.3% |
| 1178 | 1 | 4.3% |
| 728 | 1 | 4.3% |
| 713 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 389 | 1 | |
| 390 | 1 | |
| 420 | 1 | |
| 433 | 1 | |
| 497 | 1 | |
| 517 | 1 | |
| 528 | 1 | |
| 587 | 1 | |
| 612 | 1 | |
| 619 | 1 |
| Value | Count | Frequency (%) |
| 1237 | 1 | |
| 1195 | 1 | |
| 1178 | 1 | |
| 1150 | 1 | |
| 1013 | 1 | |
| 919 | 1 | |
| 740 | 1 | |
| 728 | 1 | |
| 717 | 1 | |
| 713 | 1 |
부산
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1260.1739 |
| Minimum | 612 |
|---|---|
| Maximum | 2057 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 612 |
|---|---|
| 5-th percentile | 653.6 |
| Q1 | 991 |
| median | 1226 |
| Q3 | 1600 |
| 95-th percentile | 1990.5 |
| Maximum | 2057 |
| Range | 1445 |
| Interquartile range (IQR) | 609 |
Descriptive statistics
| Standard deviation | 444.46982 |
|---|---|
| Coefficient of variation (CV) | 0.35270514 |
| Kurtosis | -0.9970196 |
| Mean | 1260.1739 |
| Median Absolute Deviation (MAD) | 328 |
| Skewness | 0.28503776 |
| Sum | 28984 |
| Variance | 197553.42 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 726 | 1 | 4.3% |
| 1012 | 1 | 4.3% |
| 1821 | 1 | 4.3% |
| 2000 | 1 | 4.3% |
| 1905 | 1 | 4.3% |
| 1646 | 1 | 4.3% |
| 2057 | 1 | 4.3% |
| 1675 | 1 | 4.3% |
| 1554 | 1 | 4.3% |
| 1391 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 612 | 1 | |
| 653 | 1 | |
| 659 | 1 | |
| 726 | 1 | |
| 867 | 1 | |
| 978 | 1 | |
| 1004 | 1 | |
| 1012 | 1 | |
| 1021 | 1 | |
| 1030 | 1 |
| Value | Count | Frequency (%) |
| 2057 | 1 | |
| 2000 | 1 | |
| 1905 | 1 | |
| 1821 | 1 | |
| 1675 | 1 | |
| 1646 | 1 | |
| 1554 | 1 | |
| 1462 | 1 | |
| 1391 | 1 | |
| 1357 | 1 |
대구
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 399.04348 |
| Minimum | 180 |
|---|---|
| Maximum | 645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 180 |
|---|---|
| 5-th percentile | 199.1 |
| Q1 | 276 |
| median | 392 |
| Q3 | 559.5 |
| 95-th percentile | 610.7 |
| Maximum | 645 |
| Range | 465 |
| Interquartile range (IQR) | 283.5 |
Descriptive statistics
| Standard deviation | 153.75999 |
|---|---|
| Coefficient of variation (CV) | 0.38532139 |
| Kurtosis | -1.4045898 |
| Mean | 399.04348 |
| Median Absolute Deviation (MAD) | 150 |
| Skewness | 0.18084924 |
| Sum | 9178 |
| Variance | 23642.134 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 200 | 1 | 4.3% |
| 199 | 1 | 4.3% |
| 480 | 1 | 4.3% |
| 612 | 1 | 4.3% |
| 597 | 1 | 4.3% |
| 577 | 1 | 4.3% |
| 580 | 1 | 4.3% |
| 645 | 1 | 4.3% |
| 599 | 1 | 4.3% |
| 542 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 180 | 1 | |
| 199 | 1 | |
| 200 | 1 | |
| 220 | 1 | |
| 240 | 1 | |
| 270 | 1 | |
| 282 | 1 | |
| 294 | 1 | |
| 309 | 1 | |
| 341 | 1 |
| Value | Count | Frequency (%) |
| 645 | 1 | |
| 612 | 1 | |
| 599 | 1 | |
| 597 | 1 | |
| 580 | 1 | |
| 577 | 1 | |
| 542 | 1 | |
| 480 | 1 | |
| 438 | 1 | |
| 430 | 1 |
광주
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 298.86957 |
| Minimum | 81 |
|---|---|
| Maximum | 591 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 81 |
|---|---|
| 5-th percentile | 99.9 |
| Q1 | 144 |
| median | 243 |
| Q3 | 444 |
| 95-th percentile | 575.8 |
| Maximum | 591 |
| Range | 510 |
| Interquartile range (IQR) | 300 |
Descriptive statistics
| Standard deviation | 172.66871 |
|---|---|
| Coefficient of variation (CV) | 0.57773934 |
| Kurtosis | -1.2177192 |
| Mean | 298.86957 |
| Median Absolute Deviation (MAD) | 116 |
| Skewness | 0.50414086 |
| Sum | 6874 |
| Variance | 29814.482 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 127 | 1 | 4.3% |
| 126 | 1 | 4.3% |
| 484 | 1 | 4.3% |
| 576 | 1 | 4.3% |
| 537 | 1 | 4.3% |
| 504 | 1 | 4.3% |
| 574 | 1 | 4.3% |
| 591 | 1 | 4.3% |
| 404 | 1 | 4.3% |
| 385 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 81 | 1 | |
| 97 | 1 | |
| 126 | 1 | |
| 127 | 1 | |
| 132 | 1 | |
| 143 | 1 | |
| 145 | 1 | |
| 180 | 1 | |
| 182 | 1 | |
| 212 | 1 |
| Value | Count | Frequency (%) |
| 591 | 1 | |
| 576 | 1 | |
| 574 | 1 | |
| 537 | 1 | |
| 504 | 1 | |
| 484 | 1 | |
| 404 | 1 | |
| 385 | 1 | |
| 327 | 1 | |
| 302 | 1 |
대전
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 209.86957 |
| Minimum | 86 |
|---|---|
| Maximum | 351 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 86 |
|---|---|
| 5-th percentile | 104.5 |
| Q1 | 136.5 |
| median | 201 |
| Q3 | 299.5 |
| 95-th percentile | 344.1 |
| Maximum | 351 |
| Range | 265 |
| Interquartile range (IQR) | 163 |
Descriptive statistics
| Standard deviation | 87.713016 |
|---|---|
| Coefficient of variation (CV) | 0.41794062 |
| Kurtosis | -1.3120584 |
| Mean | 209.86957 |
| Median Absolute Deviation (MAD) | 80 |
| Skewness | 0.32492898 |
| Sum | 4827 |
| Variance | 7693.5731 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 158 | 1 | 4.3% |
| 166 | 1 | 4.3% |
| 325 | 1 | 4.3% |
| 351 | 1 | 4.3% |
| 316 | 1 | 4.3% |
| 300 | 1 | 4.3% |
| 336 | 1 | 4.3% |
| 299 | 1 | 4.3% |
| 215 | 1 | 4.3% |
| 345 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 86 | 1 | |
| 104 | 1 | |
| 109 | 1 | |
| 110 | 1 | |
| 121 | 1 | |
| 131 | 1 | |
| 142 | 1 | |
| 150 | 1 | |
| 158 | 1 | |
| 166 | 1 |
| Value | Count | Frequency (%) |
| 351 | 1 | |
| 345 | 1 | |
| 336 | 1 | |
| 325 | 1 | |
| 316 | 1 | |
| 300 | 1 | |
| 299 | 1 | |
| 232 | 1 | |
| 224 | 1 | |
| 215 | 1 |
울산
Real number (ℝ)
HIGH CORRELATION
| Distinct | 22 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 437.08696 |
| Minimum | 120 |
|---|---|
| Maximum | 689 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 120 |
|---|---|
| 5-th percentile | 192 |
| Q1 | 367 |
| median | 458 |
| Q3 | 548 |
| 95-th percentile | 612.3 |
| Maximum | 689 |
| Range | 569 |
| Interquartile range (IQR) | 181 |
Descriptive statistics
| Standard deviation | 145.72481 |
|---|---|
| Coefficient of variation (CV) | 0.33340004 |
| Kurtosis | -0.15445039 |
| Mean | 437.08696 |
| Median Absolute Deviation (MAD) | 92 |
| Skewness | -0.54674606 |
| Sum | 10053 |
| Variance | 21235.719 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 546 | 2 | 8.7% |
| 120 | 1 | 4.3% |
| 357 | 1 | 4.3% |
| 423 | 1 | 4.3% |
| 550 | 1 | 4.3% |
| 579 | 1 | 4.3% |
| 469 | 1 | 4.3% |
| 588 | 1 | 4.3% |
| 689 | 1 | 4.3% |
| 566 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 120 | 1 | |
| 191 | 1 | |
| 201 | 1 | |
| 249 | 1 | |
| 349 | 1 | |
| 357 | 1 | |
| 377 | 1 | |
| 388 | 1 | |
| 415 | 1 | |
| 423 | 1 |
| Value | Count | Frequency (%) |
| 689 | 1 | |
| 615 | 1 | |
| 588 | 1 | |
| 579 | 1 | |
| 566 | 1 | |
| 550 | 1 | |
| 546 | 2 | |
| 469 | 1 | |
| 463 | 1 | |
| 462 | 1 |
강원
Real number (ℝ)
HIGH CORRELATION
| Distinct | 22 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 588.95652 |
| Minimum | 314 |
|---|---|
| Maximum | 994 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 314 |
|---|---|
| 5-th percentile | 349.3 |
| Q1 | 490.5 |
| median | 579 |
| Q3 | 646 |
| 95-th percentile | 921.6 |
| Maximum | 994 |
| Range | 680 |
| Interquartile range (IQR) | 155.5 |
Descriptive statistics
| Standard deviation | 167.37315 |
|---|---|
| Coefficient of variation (CV) | 0.28418592 |
| Kurtosis | 0.76357542 |
| Mean | 588.95652 |
| Median Absolute Deviation (MAD) | 87 |
| Skewness | 0.78278061 |
| Sum | 13546 |
| Variance | 28013.771 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 493 | 2 | 8.7% |
| 451 | 1 | 4.3% |
| 603 | 1 | 4.3% |
| 783 | 1 | 4.3% |
| 598 | 1 | 4.3% |
| 666 | 1 | 4.3% |
| 752 | 1 | 4.3% |
| 937 | 1 | 4.3% |
| 994 | 1 | 4.3% |
| 626 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 314 | 1 | |
| 340 | 1 | |
| 433 | 1 | |
| 437 | 1 | |
| 451 | 1 | |
| 488 | 1 | |
| 493 | 2 | |
| 508 | 1 | |
| 558 | 1 | |
| 569 | 1 |
| Value | Count | Frequency (%) |
| 994 | 1 | |
| 937 | 1 | |
| 783 | 1 | |
| 752 | 1 | |
| 724 | 1 | |
| 666 | 1 | |
| 626 | 1 | |
| 609 | 1 | |
| 603 | 1 | |
| 598 | 1 |
경기
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2123.1739 |
| Minimum | 987 |
|---|---|
| Maximum | 4035 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 987 |
|---|---|
| 5-th percentile | 1114.2 |
| Q1 | 1274.5 |
| median | 1858 |
| Q3 | 2651.5 |
| 95-th percentile | 3934.6 |
| Maximum | 4035 |
| Range | 3048 |
| Interquartile range (IQR) | 1377 |
Descriptive statistics
| Standard deviation | 999.25029 |
|---|---|
| Coefficient of variation (CV) | 0.47063987 |
| Kurtosis | -0.69785032 |
| Mean | 2123.1739 |
| Median Absolute Deviation (MAD) | 596 |
| Skewness | 0.82977724 |
| Sum | 48833 |
| Variance | 998501.15 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1152 | 1 | 4.3% |
| 987 | 1 | 4.3% |
| 4035 | 1 | 4.3% |
| 3969 | 1 | 4.3% |
| 3592 | 1 | 4.3% |
| 2904 | 1 | 4.3% |
| 3625 | 1 | 4.3% |
| 3586 | 1 | 4.3% |
| 2399 | 1 | 4.3% |
| 2176 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 987 | 1 | |
| 1110 | 1 | |
| 1152 | 1 | |
| 1215 | 1 | |
| 1248 | 1 | |
| 1262 | 1 | |
| 1287 | 1 | |
| 1411 | 1 | |
| 1498 | 1 | |
| 1718 | 1 |
| Value | Count | Frequency (%) |
| 4035 | 1 | |
| 3969 | 1 | |
| 3625 | 1 | |
| 3592 | 1 | |
| 3586 | 1 | |
| 2904 | 1 | |
| 2399 | 1 | |
| 2216 | 1 | |
| 2176 | 1 | |
| 1938 | 1 |
경남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1669.5652 |
| Minimum | 643 |
|---|---|
| Maximum | 3250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 643 |
|---|---|
| 5-th percentile | 661.7 |
| Q1 | 1064.5 |
| median | 1661 |
| Q3 | 2225.5 |
| 95-th percentile | 2974.2 |
| Maximum | 3250 |
| Range | 2607 |
| Interquartile range (IQR) | 1161 |
Descriptive statistics
| Standard deviation | 778.47858 |
|---|---|
| Coefficient of variation (CV) | 0.46627623 |
| Kurtosis | -0.83604641 |
| Mean | 1669.5652 |
| Median Absolute Deviation (MAD) | 596 |
| Skewness | 0.34579086 |
| Sum | 38400 |
| Variance | 606028.89 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 760 | 1 | 4.3% |
| 769 | 1 | 4.3% |
| 2212 | 1 | 4.3% |
| 2589 | 1 | 4.3% |
| 2531 | 1 | 4.3% |
| 2239 | 1 | 4.3% |
| 3017 | 1 | 4.3% |
| 3250 | 1 | 4.3% |
| 2344 | 1 | 4.3% |
| 2141 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 643 | 1 | |
| 658 | 1 | |
| 695 | 1 | |
| 760 | 1 | |
| 769 | 1 | |
| 1064 | 1 | |
| 1065 | 1 | |
| 1078 | 1 | |
| 1162 | 1 | |
| 1498 | 1 |
| Value | Count | Frequency (%) |
| 3250 | 1 | |
| 3017 | 1 | |
| 2589 | 1 | |
| 2531 | 1 | |
| 2344 | 1 | |
| 2239 | 1 | |
| 2212 | 1 | |
| 2141 | 1 | |
| 1939 | 1 | |
| 1815 | 1 |
경북
Real number (ℝ)
HIGH CORRELATION
| Distinct | 22 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 916.13043 |
| Minimum | 453 |
|---|---|
| Maximum | 1344 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 453 |
|---|---|
| 5-th percentile | 548.5 |
| Q1 | 729.5 |
| median | 931 |
| Q3 | 1120.5 |
| 95-th percentile | 1284.5 |
| Maximum | 1344 |
| Range | 891 |
| Interquartile range (IQR) | 391 |
Descriptive statistics
| Standard deviation | 259.48398 |
|---|---|
| Coefficient of variation (CV) | 0.28323912 |
| Kurtosis | -1.0534074 |
| Mean | 916.13043 |
| Median Absolute Deviation (MAD) | 197 |
| Skewness | -0.15196332 |
| Sum | 21071 |
| Variance | 67331.937 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 1188 | 2 | 8.7% |
| 562 | 1 | 4.3% |
| 1013 | 1 | 4.3% |
| 1056 | 1 | 4.3% |
| 1344 | 1 | 4.3% |
| 1121 | 1 | 4.3% |
| 1226 | 1 | 4.3% |
| 1291 | 1 | 4.3% |
| 1120 | 1 | 4.3% |
| 990 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 453 | 1 | |
| 547 | 1 | |
| 562 | 1 | |
| 572 | 1 | |
| 621 | 1 | |
| 725 | 1 | |
| 734 | 1 | |
| 771 | 1 | |
| 860 | 1 | |
| 861 | 1 |
| Value | Count | Frequency (%) |
| 1344 | 1 | |
| 1291 | 1 | |
| 1226 | 1 | |
| 1188 | 2 | |
| 1121 | 1 | |
| 1120 | 1 | |
| 1056 | 1 | |
| 1035 | 1 | |
| 1013 | 1 | |
| 990 | 1 |
전남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1410.6957 |
| Minimum | 244 |
|---|---|
| Maximum | 2595 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 244 |
|---|---|
| 5-th percentile | 314.3 |
| Q1 | 775.5 |
| median | 1379 |
| Q3 | 2129 |
| 95-th percentile | 2342.3 |
| Maximum | 2595 |
| Range | 2351 |
| Interquartile range (IQR) | 1353.5 |
Descriptive statistics
| Standard deviation | 775.38509 |
|---|---|
| Coefficient of variation (CV) | 0.54964732 |
| Kurtosis | -1.4290057 |
| Mean | 1410.6957 |
| Median Absolute Deviation (MAD) | 660 |
| Skewness | -0.14487327 |
| Sum | 32446 |
| Variance | 601222.04 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 244 | 1 | 4.3% |
| 376 | 1 | 4.3% |
| 2035 | 1 | 4.3% |
| 2219 | 1 | 4.3% |
| 2246 | 1 | 4.3% |
| 2039 | 1 | 4.3% |
| 2318 | 1 | 4.3% |
| 2345 | 1 | 4.3% |
| 1926 | 1 | 4.3% |
| 1326 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 244 | 1 | |
| 308 | 1 | |
| 371 | 1 | |
| 376 | 1 | |
| 391 | 1 | |
| 754 | 1 | |
| 797 | 1 | |
| 976 | 1 | |
| 989 | 1 | |
| 1326 | 1 |
| Value | Count | Frequency (%) |
| 2595 | 1 | |
| 2345 | 1 | |
| 2318 | 1 | |
| 2246 | 1 | |
| 2225 | 1 | |
| 2219 | 1 | |
| 2039 | 1 | |
| 2035 | 1 | |
| 1926 | 1 | |
| 1732 | 1 |
전북
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 390.69565 |
| Minimum | 137 |
|---|---|
| Maximum | 684 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 137 |
|---|---|
| 5-th percentile | 141.7 |
| Q1 | 291.5 |
| median | 380 |
| Q3 | 507 |
| 95-th percentile | 667.3 |
| Maximum | 684 |
| Range | 547 |
| Interquartile range (IQR) | 215.5 |
Descriptive statistics
| Standard deviation | 168.37281 |
|---|---|
| Coefficient of variation (CV) | 0.43095645 |
| Kurtosis | -0.90234215 |
| Mean | 390.69565 |
| Median Absolute Deviation (MAD) | 117 |
| Skewness | 0.13380576 |
| Sum | 8986 |
| Variance | 28349.403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 157 | 1 | 4.3% |
| 212 | 1 | 4.3% |
| 460 | 1 | 4.3% |
| 616 | 1 | 4.3% |
| 613 | 1 | 4.3% |
| 497 | 1 | 4.3% |
| 684 | 1 | 4.3% |
| 673 | 1 | 4.3% |
| 537 | 1 | 4.3% |
| 517 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 137 | 1 | |
| 140 | 1 | |
| 157 | 1 | |
| 171 | 1 | |
| 212 | 1 | |
| 290 | 1 | |
| 293 | 1 | |
| 308 | 1 | |
| 319 | 1 | |
| 323 | 1 |
| Value | Count | Frequency (%) |
| 684 | 1 | |
| 673 | 1 | |
| 616 | 1 | |
| 613 | 1 | |
| 537 | 1 | |
| 517 | 1 | |
| 497 | 1 | |
| 460 | 1 | |
| 459 | 1 | |
| 423 | 1 |
충남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 791.52174 |
| Minimum | 292 |
|---|---|
| Maximum | 1262 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 292 |
|---|---|
| 5-th percentile | 325.1 |
| Q1 | 613 |
| median | 702 |
| Q3 | 1035.5 |
| 95-th percentile | 1226.4 |
| Maximum | 1262 |
| Range | 970 |
| Interquartile range (IQR) | 422.5 |
Descriptive statistics
| Standard deviation | 293.35038 |
|---|---|
| Coefficient of variation (CV) | 0.37061569 |
| Kurtosis | -1.0413194 |
| Mean | 791.52174 |
| Median Absolute Deviation (MAD) | 216 |
| Skewness | 0.0036508617 |
| Sum | 18205 |
| Variance | 86054.443 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 636 | 1 | 4.3% |
| 625 | 1 | 4.3% |
| 1055 | 1 | 4.3% |
| 1229 | 1 | 4.3% |
| 1203 | 1 | 4.3% |
| 1016 | 1 | 4.3% |
| 1103 | 1 | 4.3% |
| 1262 | 1 | 4.3% |
| 1111 | 1 | 4.3% |
| 1009 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 292 | 1 | |
| 319 | 1 | |
| 380 | 1 | |
| 500 | 1 | |
| 535 | 1 | |
| 601 | 1 | |
| 625 | 1 | |
| 636 | 1 | |
| 681 | 1 | |
| 685 | 1 |
| Value | Count | Frequency (%) |
| 1262 | 1 | |
| 1229 | 1 | |
| 1203 | 1 | |
| 1111 | 1 | |
| 1103 | 1 | |
| 1055 | 1 | |
| 1016 | 1 | |
| 1009 | 1 | |
| 918 | 1 | |
| 873 | 1 |
충북
Real number (ℝ)
HIGH CORRELATION
| Distinct | 22 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 278.47826 |
| Minimum | 102 |
|---|---|
| Maximum | 526 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 124.3 |
| Q1 | 145 |
| median | 274 |
| Q3 | 408.5 |
| 95-th percentile | 492.8 |
| Maximum | 526 |
| Range | 424 |
| Interquartile range (IQR) | 263.5 |
Descriptive statistics
| Standard deviation | 139.62315 |
|---|---|
| Coefficient of variation (CV) | 0.501379 |
| Kurtosis | -1.3883341 |
| Mean | 278.47826 |
| Median Absolute Deviation (MAD) | 131 |
| Skewness | 0.33224143 |
| Sum | 6405 |
| Variance | 19494.625 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 127 | 2 | 8.7% |
| 228 | 1 | 4.3% |
| 274 | 1 | 4.3% |
| 496 | 1 | 4.3% |
| 464 | 1 | 4.3% |
| 526 | 1 | 4.3% |
| 415 | 1 | 4.3% |
| 419 | 1 | 4.3% |
| 449 | 1 | 4.3% |
| 388 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 102 | 1 | |
| 124 | 1 | |
| 127 | 2 | |
| 137 | 1 | |
| 143 | 1 | |
| 147 | 1 | |
| 151 | 1 | |
| 176 | 1 | |
| 219 | 1 | |
| 228 | 1 |
| Value | Count | Frequency (%) |
| 526 | 1 | |
| 496 | 1 | |
| 464 | 1 | |
| 449 | 1 | |
| 419 | 1 | |
| 415 | 1 | |
| 402 | 1 | |
| 388 | 1 | |
| 316 | 1 | |
| 297 | 1 |
제주
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 469.65217 |
| Minimum | 83 |
|---|---|
| Maximum | 765 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 83 |
|---|---|
| 5-th percentile | 236.2 |
| Q1 | 355 |
| median | 442 |
| Q3 | 631 |
| 95-th percentile | 753.7 |
| Maximum | 765 |
| Range | 682 |
| Interquartile range (IQR) | 276 |
Descriptive statistics
| Standard deviation | 190.14578 |
|---|---|
| Coefficient of variation (CV) | 0.40486512 |
| Kurtosis | -0.68678025 |
| Mean | 469.65217 |
| Median Absolute Deviation (MAD) | 114 |
| Skewness | 0.11942258 |
| Sum | 10802 |
| Variance | 36155.419 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 83 | 1 | 4.3% |
| 466 | 1 | 4.3% |
| 706 | 1 | 4.3% |
| 727 | 1 | 4.3% |
| 733 | 1 | 4.3% |
| 716 | 1 | 4.3% |
| 765 | 1 | 4.3% |
| 756 | 1 | 4.3% |
| 556 | 1 | 4.3% |
| 490 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 83 | 1 | |
| 234 | 1 | |
| 256 | 1 | |
| 267 | 1 | |
| 316 | 1 | |
| 348 | 1 | |
| 362 | 1 | |
| 388 | 1 | |
| 393 | 1 | |
| 406 | 1 |
| Value | Count | Frequency (%) |
| 765 | 1 | |
| 756 | 1 | |
| 733 | 1 | |
| 727 | 1 | |
| 716 | 1 | |
| 706 | 1 | |
| 556 | 1 | |
| 530 | 1 | |
| 490 | 1 | |
| 466 | 1 |
| 연도 | 합계 | 서울 | 인천 | 부산 | 대구 | 광주 | 대전 | 울산 | 강원 | 경기 | 경남 | 경북 | 전남 | 전북 | 충남 | 충북 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.796 | 0.685 | 0.130 | 0.789 | 0.846 | 0.852 | 0.571 | 0.549 | 0.615 | 0.806 | 0.841 | 0.828 | 0.845 | 0.841 | 0.631 | 0.751 | 0.774 |
| 합계 | 0.796 | 1.000 | 0.518 | 0.781 | 0.827 | 0.877 | 0.962 | 0.637 | 0.000 | 0.357 | 0.896 | 0.785 | 0.894 | 0.743 | 0.909 | 0.761 | 0.737 | 0.617 |
| 서울 | 0.685 | 0.518 | 1.000 | 0.843 | 0.863 | 0.000 | 0.536 | 0.524 | 0.766 | 0.642 | 0.802 | 0.676 | 0.513 | 0.000 | 0.449 | 0.717 | 0.881 | 0.000 |
| 인천 | 0.130 | 0.781 | 0.843 | 1.000 | 0.794 | 0.435 | 0.746 | 0.732 | 0.567 | 0.696 | 0.870 | 0.530 | 0.523 | 0.547 | 0.702 | 0.000 | 0.643 | 0.386 |
| 부산 | 0.789 | 0.827 | 0.863 | 0.794 | 1.000 | 0.533 | 0.786 | 0.746 | 0.594 | 0.455 | 0.804 | 0.600 | 0.507 | 0.718 | 0.760 | 0.349 | 0.917 | 0.677 |
| 대구 | 0.846 | 0.877 | 0.000 | 0.435 | 0.533 | 1.000 | 0.935 | 0.541 | 0.520 | 0.000 | 0.689 | 0.735 | 0.791 | 0.695 | 0.660 | 0.557 | 0.622 | 0.537 |
| 광주 | 0.852 | 0.962 | 0.536 | 0.746 | 0.786 | 0.935 | 1.000 | 0.591 | 0.000 | 0.490 | 0.820 | 0.908 | 0.865 | 0.780 | 0.871 | 0.656 | 0.824 | 0.632 |
| 대전 | 0.571 | 0.637 | 0.524 | 0.732 | 0.746 | 0.541 | 0.591 | 1.000 | 0.572 | 0.000 | 0.761 | 0.362 | 0.723 | 0.593 | 0.707 | 0.825 | 0.546 | 0.637 |
| 울산 | 0.549 | 0.000 | 0.766 | 0.567 | 0.594 | 0.520 | 0.000 | 0.572 | 1.000 | 0.698 | 0.097 | 0.651 | 0.530 | 0.000 | 0.585 | 0.469 | 0.203 | 0.619 |
| 강원 | 0.615 | 0.357 | 0.642 | 0.696 | 0.455 | 0.000 | 0.490 | 0.000 | 0.698 | 1.000 | 0.589 | 0.765 | 0.280 | 0.350 | 0.663 | 0.440 | 0.000 | 0.000 |
| 경기 | 0.806 | 0.896 | 0.802 | 0.870 | 0.804 | 0.689 | 0.820 | 0.761 | 0.097 | 0.589 | 1.000 | 0.862 | 0.918 | 0.648 | 0.753 | 0.547 | 0.589 | 0.548 |
| 경남 | 0.841 | 0.785 | 0.676 | 0.530 | 0.600 | 0.735 | 0.908 | 0.362 | 0.651 | 0.765 | 0.862 | 1.000 | 0.905 | 0.851 | 0.825 | 0.748 | 0.550 | 0.412 |
| 경북 | 0.828 | 0.894 | 0.513 | 0.523 | 0.507 | 0.791 | 0.865 | 0.723 | 0.530 | 0.280 | 0.918 | 0.905 | 1.000 | 0.743 | 0.831 | 0.863 | 0.689 | 0.507 |
| 전남 | 0.845 | 0.743 | 0.000 | 0.547 | 0.718 | 0.695 | 0.780 | 0.593 | 0.000 | 0.350 | 0.648 | 0.851 | 0.743 | 1.000 | 0.675 | 0.787 | 0.487 | 0.778 |
| 전북 | 0.841 | 0.909 | 0.449 | 0.702 | 0.760 | 0.660 | 0.871 | 0.707 | 0.585 | 0.663 | 0.753 | 0.825 | 0.831 | 0.675 | 1.000 | 0.734 | 0.678 | 0.503 |
| 충남 | 0.631 | 0.761 | 0.717 | 0.000 | 0.349 | 0.557 | 0.656 | 0.825 | 0.469 | 0.440 | 0.547 | 0.748 | 0.863 | 0.787 | 0.734 | 1.000 | 0.922 | 0.758 |
| 충북 | 0.751 | 0.737 | 0.881 | 0.643 | 0.917 | 0.622 | 0.824 | 0.546 | 0.203 | 0.000 | 0.589 | 0.550 | 0.689 | 0.487 | 0.678 | 0.922 | 1.000 | 0.744 |
| 제주 | 0.774 | 0.617 | 0.000 | 0.386 | 0.677 | 0.537 | 0.632 | 0.637 | 0.619 | 0.000 | 0.548 | 0.412 | 0.507 | 0.778 | 0.503 | 0.758 | 0.744 | 1.000 |
| 연도 | 합계 | 서울 | 인천 | 부산 | 대구 | 광주 | 대전 | 울산 | 강원 | 경기 | 경남 | 경북 | 전남 | 전북 | 충남 | 충북 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.939 | 0.786 | 0.798 | 0.922 | 0.908 | 0.954 | 0.866 | 0.571 | 0.694 | 0.975 | 0.929 | 0.930 | 0.831 | 0.888 | 0.864 | 0.894 | 0.856 |
| 합계 | 0.939 | 1.000 | 0.843 | 0.888 | 0.966 | 0.934 | 0.977 | 0.913 | 0.710 | 0.799 | 0.951 | 0.975 | 0.968 | 0.882 | 0.936 | 0.923 | 0.887 | 0.884 |
| 서울 | 0.786 | 0.843 | 1.000 | 0.864 | 0.840 | 0.741 | 0.777 | 0.848 | 0.673 | 0.652 | 0.805 | 0.792 | 0.768 | 0.712 | 0.717 | 0.790 | 0.839 | 0.858 |
| 인천 | 0.798 | 0.888 | 0.864 | 1.000 | 0.882 | 0.776 | 0.834 | 0.858 | 0.850 | 0.712 | 0.783 | 0.865 | 0.834 | 0.777 | 0.802 | 0.821 | 0.825 | 0.887 |
| 부산 | 0.922 | 0.966 | 0.840 | 0.882 | 1.000 | 0.879 | 0.955 | 0.921 | 0.690 | 0.824 | 0.912 | 0.951 | 0.935 | 0.837 | 0.943 | 0.900 | 0.883 | 0.898 |
| 대구 | 0.908 | 0.934 | 0.741 | 0.776 | 0.879 | 1.000 | 0.928 | 0.831 | 0.701 | 0.759 | 0.916 | 0.927 | 0.956 | 0.768 | 0.925 | 0.937 | 0.799 | 0.787 |
| 광주 | 0.954 | 0.977 | 0.777 | 0.834 | 0.955 | 0.928 | 1.000 | 0.882 | 0.638 | 0.758 | 0.943 | 0.970 | 0.970 | 0.875 | 0.945 | 0.912 | 0.897 | 0.888 |
| 대전 | 0.866 | 0.913 | 0.848 | 0.858 | 0.921 | 0.831 | 0.882 | 1.000 | 0.686 | 0.677 | 0.864 | 0.883 | 0.872 | 0.732 | 0.844 | 0.860 | 0.917 | 0.839 |
| 울산 | 0.571 | 0.710 | 0.673 | 0.850 | 0.690 | 0.701 | 0.638 | 0.686 | 1.000 | 0.675 | 0.542 | 0.715 | 0.707 | 0.526 | 0.713 | 0.716 | 0.576 | 0.722 |
| 강원 | 0.694 | 0.799 | 0.652 | 0.712 | 0.824 | 0.759 | 0.758 | 0.677 | 0.675 | 1.000 | 0.710 | 0.766 | 0.779 | 0.592 | 0.851 | 0.805 | 0.590 | 0.686 |
| 경기 | 0.975 | 0.951 | 0.805 | 0.783 | 0.912 | 0.916 | 0.943 | 0.864 | 0.542 | 0.710 | 1.000 | 0.931 | 0.929 | 0.852 | 0.880 | 0.882 | 0.881 | 0.808 |
| 경남 | 0.929 | 0.975 | 0.792 | 0.865 | 0.951 | 0.927 | 0.970 | 0.883 | 0.715 | 0.766 | 0.931 | 1.000 | 0.958 | 0.860 | 0.927 | 0.904 | 0.890 | 0.877 |
| 경북 | 0.930 | 0.968 | 0.768 | 0.834 | 0.935 | 0.956 | 0.970 | 0.872 | 0.707 | 0.779 | 0.929 | 0.958 | 1.000 | 0.838 | 0.958 | 0.925 | 0.839 | 0.849 |
| 전남 | 0.831 | 0.882 | 0.712 | 0.777 | 0.837 | 0.768 | 0.875 | 0.732 | 0.526 | 0.592 | 0.852 | 0.860 | 0.838 | 1.000 | 0.769 | 0.740 | 0.765 | 0.759 |
| 전북 | 0.888 | 0.936 | 0.717 | 0.802 | 0.943 | 0.925 | 0.945 | 0.844 | 0.713 | 0.851 | 0.880 | 0.927 | 0.958 | 0.769 | 1.000 | 0.931 | 0.798 | 0.836 |
| 충남 | 0.864 | 0.923 | 0.790 | 0.821 | 0.900 | 0.937 | 0.912 | 0.860 | 0.716 | 0.805 | 0.882 | 0.904 | 0.925 | 0.740 | 0.931 | 1.000 | 0.851 | 0.776 |
| 충북 | 0.894 | 0.887 | 0.839 | 0.825 | 0.883 | 0.799 | 0.897 | 0.917 | 0.576 | 0.590 | 0.881 | 0.890 | 0.839 | 0.765 | 0.798 | 0.851 | 1.000 | 0.868 |
| 제주 | 0.856 | 0.884 | 0.858 | 0.887 | 0.898 | 0.787 | 0.888 | 0.839 | 0.722 | 0.686 | 0.808 | 0.877 | 0.849 | 0.759 | 0.836 | 0.776 | 0.868 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| 연도 | 합계 | 서울 | 인천 | 부산 | 대구 | 광주 | 대전 | 울산 | 강원 | 경기 | 경남 | 경북 | 전남 | 전북 | 충남 | 충북 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2000 | 6966 | 972 | 390 | 726 | 200 | 127 | 158 | 120 | 451 | 1152 | 760 | 562 | 244 | 157 | 636 | 228 | 83 |
| 1 | 2001 | 9222 | 1637 | 740 | 1012 | 199 | 126 | 166 | 615 | 569 | 987 | 769 | 572 | 376 | 212 | 625 | 151 | 466 |
| 2 | 2002 | 6985 | 1070 | 433 | 612 | 270 | 81 | 110 | 249 | 437 | 1262 | 643 | 547 | 371 | 140 | 380 | 124 | 256 |
| 3 | 2003 | 6556 | 1059 | 389 | 653 | 220 | 97 | 86 | 191 | 340 | 1215 | 695 | 453 | 308 | 137 | 319 | 127 | 267 |
| 4 | 2004 | 6787 | 912 | 517 | 659 | 180 | 132 | 104 | 201 | 314 | 1110 | 658 | 621 | 391 | 171 | 292 | 137 | 388 |
| 5 | 2005 | 9413 | 918 | 497 | 1037 | 240 | 182 | 121 | 349 | 609 | 1248 | 1078 | 725 | 976 | 378 | 535 | 127 | 393 |
| 6 | 2006 | 10529 | 1000 | 587 | 1021 | 409 | 180 | 142 | 463 | 724 | 1411 | 1064 | 931 | 989 | 399 | 873 | 102 | 234 |
| 7 | 2007 | 9300 | 898 | 612 | 978 | 282 | 143 | 131 | 462 | 493 | 1287 | 1162 | 771 | 797 | 293 | 500 | 143 | 348 |
| 8 | 2008 | 9205 | 978 | 420 | 867 | 294 | 145 | 109 | 377 | 493 | 1498 | 1065 | 734 | 754 | 323 | 685 | 147 | 316 |
| 9 | 2009 | 12055 | 1217 | 717 | 1030 | 392 | 212 | 197 | 546 | 508 | 1718 | 1688 | 860 | 1379 | 308 | 702 | 219 | 362 |
| 연도 | 합계 | 서울 | 인천 | 부산 | 대구 | 광주 | 대전 | 울산 | 강원 | 경기 | 경남 | 경북 | 전남 | 전북 | 충남 | 충북 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13 | 2013 | 13973 | 1404 | 619 | 1462 | 430 | 283 | 232 | 458 | 603 | 1938 | 1939 | 1035 | 1732 | 423 | 695 | 274 | 446 |
| 14 | 2014 | 13422 | 1265 | 652 | 1357 | 438 | 327 | 224 | 452 | 558 | 1914 | 1661 | 990 | 1361 | 459 | 918 | 316 | 530 |
| 15 | 2015 | 15059 | 1345 | 713 | 1391 | 542 | 385 | 345 | 566 | 591 | 2176 | 2141 | 1120 | 1326 | 517 | 1009 | 402 | 490 |
| 16 | 2016 | 16511 | 1390 | 728 | 1554 | 599 | 404 | 215 | 546 | 626 | 2399 | 2344 | 1188 | 1926 | 537 | 1111 | 388 | 556 |
| 17 | 2017 | 21596 | 1913 | 1178 | 1675 | 645 | 591 | 299 | 689 | 994 | 3586 | 3250 | 1291 | 2345 | 673 | 1262 | 449 | 756 |
| 18 | 2018 | 21241 | 1775 | 1237 | 2057 | 580 | 574 | 336 | 588 | 937 | 3625 | 3017 | 1226 | 2318 | 684 | 1103 | 419 | 765 |
| 19 | 2019 | 17822 | 1614 | 1013 | 1646 | 577 | 504 | 300 | 469 | 752 | 2904 | 2239 | 1121 | 2039 | 497 | 1016 | 415 | 716 |
| 20 | 2020 | 20406 | 2024 | 1150 | 1905 | 597 | 537 | 316 | 579 | 666 | 3592 | 2531 | 1188 | 2246 | 613 | 1203 | 526 | 733 |
| 21 | 2021 | 21313 | 2274 | 1195 | 2000 | 612 | 576 | 351 | 550 | 598 | 3969 | 2589 | 1344 | 2219 | 616 | 1229 | 464 | 727 |
| 22 | 2022 | 19420 | 2130 | 919 | 1821 | 480 | 484 | 325 | 423 | 783 | 4035 | 2212 | 1056 | 2035 | 460 | 1055 | 496 | 706 |