Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 23 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.9 KiB |
| Average record size in memory | 175.6 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 18 |
Dataset
| Description | 2001년부터 현재까지 공무원이 거주하는 지역(서울,부산,대구,인천, 광주, 세종, 울산, 제주 등)에 대한 퇴직자 수 데이터로 현재기준 지역별 데이터가 포함되어 있습니다. |
|---|---|
| Author | 공무원연금공단 |
| URL | https://www.data.go.kr/data/15053011/fileData.do |
계 is highly correlated with 서울 and 11 other fields | High correlation |
서울 is highly correlated with 계 | High correlation |
부산 is highly correlated with 계 and 6 other fields | High correlation |
대구 is highly correlated with 계 and 8 other fields | High correlation |
인천 is highly correlated with 울산 and 3 other fields | High correlation |
광주 is highly correlated with 계 and 7 other fields | High correlation |
울산 is highly correlated with 인천 and 4 other fields | High correlation |
경기 is highly correlated with 계 and 4 other fields | High correlation |
강원 is highly correlated with 계 and 9 other fields | High correlation |
충북 is highly correlated with 계 and 6 other fields | High correlation |
충남 is highly correlated with 계 and 8 other fields | High correlation |
경북 is highly correlated with 계 and 8 other fields | High correlation |
경남 is highly correlated with 계 and 8 other fields | High correlation |
전북 is highly correlated with 계 and 8 other fields | High correlation |
전남 is highly correlated with 광주 and 1 other fields | High correlation |
제주 is highly correlated with 계 and 5 other fields | High correlation |
구분 has unique values | Unique |
계 has unique values | Unique |
서울 has unique values | Unique |
부산 has unique values | Unique |
대구 has unique values | Unique |
인천 has unique values | Unique |
광주 has unique values | Unique |
대전 has unique values | Unique |
경기 has unique values | Unique |
충북 has unique values | Unique |
충남 has unique values | Unique |
경북 has unique values | Unique |
경남 has unique values | Unique |
전북 has unique values | Unique |
전남 has unique values | Unique |
제주 has unique values | Unique |
세종 has 11 (47.8%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-19 09:28:04.904124 |
|---|---|
| Analysis finished | 2022-11-19 09:28:40.732440 |
| Duration | 35.83 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 312.0 B |
| 2001 | 1 |
|---|---|
| 2002 | 1 |
| 2003 | 1 |
| 2004 | 1 |
| 2005 | 1 |
| Other values (18) |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.739130435 |
| Min length | 1 |
Unique
| Unique | 23 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 2001 |
|---|---|
| 2nd row | 2002 |
| 3rd row | 2003 |
| 4th row | 2004 |
| 5th row | 2005 |
Common Values
| Value | Count | Frequency (%) |
| 2001 | 1 | 4.3% |
| 2002 | 1 | 4.3% |
| 2003 | 1 | 4.3% |
| 2004 | 1 | 4.3% |
| 2005 | 1 | 4.3% |
| 2006 | 1 | 4.3% |
| 2007 | 1 | 4.3% |
| 2008 | 1 | 4.3% |
| 2009 | 1 | 4.3% |
| 2010 | 1 | 4.3% |
| Other values (13) | 13 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2001 | 1 | 4.3% |
| 2013 | 1 | 4.3% |
| 남 | 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 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32901.3913 |
| Minimum | 16202 |
|---|---|
| Maximum | 47319 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 16202 |
|---|---|
| 5-th percentile | 23213.5 |
| Q1 | 27929 |
| median | 30909 |
| Q3 | 38054 |
| 95-th percentile | 44609.4 |
| Maximum | 47319 |
| Range | 31117 |
| Interquartile range (IQR) | 10125 |
Descriptive statistics
| Standard deviation | 7753.459221 |
|---|---|
| Coefficient of variation (CV) | 0.2356574878 |
| Kurtosis | -0.3911132563 |
| Mean | 32901.3913 |
| Median Absolute Deviation (MAD) | 6025 |
| Skewness | -0.0297263312 |
| Sum | 756732 |
| Variance | 60116129.89 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 29509 | 1 | 4.3% |
| 29364 | 1 | 4.3% |
| 16202 | 1 | 4.3% |
| 24899 | 1 | 4.3% |
| 27384 | 1 | 4.3% |
| 34762 | 1 | 4.3% |
| 30021 | 1 | 4.3% |
| 30909 | 1 | 4.3% |
| 36934 | 1 | 4.3% |
| 24280 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 16202 | 1 | |
| 23095 | 1 | |
| 24280 | 1 | |
| 24899 | 1 | |
| 26163 | 1 | |
| 27384 | 1 | |
| 28474 | 1 | |
| 29364 | 1 | |
| 29509 | 1 | |
| 30021 | 1 |
| Value | Count | Frequency (%) |
| 47319 | 1 | |
| 44676 | 1 | |
| 44010 | 1 | |
| 40340 | 1 | |
| 39781 | 1 | |
| 38398 | 1 | |
| 37710 | 1 | |
| 37059 | 1 | |
| 36934 | 1 | |
| 35408 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8522.913043 |
| Minimum | 4068 |
|---|---|
| Maximum | 11679 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 4068 |
|---|---|
| 5-th percentile | 6388.4 |
| Q1 | 7051 |
| median | 8438 |
| Q3 | 9720.5 |
| 95-th percentile | 11455.4 |
| Maximum | 11679 |
| Range | 7611 |
| Interquartile range (IQR) | 2669.5 |
Descriptive statistics
| Standard deviation | 1842.412818 |
|---|---|
| Coefficient of variation (CV) | 0.2161717254 |
| Kurtosis | 0.09061372529 |
| Mean | 8522.913043 |
| Median Absolute Deviation (MAD) | 1298 |
| Skewness | -0.3343071538 |
| Sum | 196027 |
| Variance | 3394484.992 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 7780 | 1 | 4.3% |
| 7254 | 1 | 4.3% |
| 4068 | 1 | 4.3% |
| 6848 | 1 | 4.3% |
| 7820 | 1 | 4.3% |
| 9379 | 1 | 4.3% |
| 8320 | 1 | 4.3% |
| 8172 | 1 | 4.3% |
| 10216 | 1 | 4.3% |
| 6608 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 4068 | 1 | |
| 6364 | 1 | |
| 6608 | 1 | |
| 6626 | 1 | |
| 6822 | 1 | |
| 6848 | 1 | |
| 7254 | 1 | |
| 7780 | 1 | |
| 7820 | 1 | |
| 8172 | 1 |
| Value | Count | Frequency (%) |
| 11679 | 1 | |
| 11540 | 1 | |
| 10694 | 1 | |
| 10216 | 1 | |
| 9912 | 1 | |
| 9736 | 1 | |
| 9705 | 1 | |
| 9577 | 1 | |
| 9436 | 1 | |
| 9379 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2175.956522 |
| Minimum | 1267 |
|---|---|
| Maximum | 3456 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 1267 |
|---|---|
| 5-th percentile | 1428 |
| Q1 | 1646.5 |
| median | 1987 |
| Q3 | 2576.5 |
| 95-th percentile | 3086.9 |
| Maximum | 3456 |
| Range | 2189 |
| Interquartile range (IQR) | 930 |
Descriptive statistics
| Standard deviation | 602.0016972 |
|---|---|
| Coefficient of variation (CV) | 0.2766607197 |
| Kurtosis | -0.7380614817 |
| Mean | 2175.956522 |
| Median Absolute Deviation (MAD) | 451 |
| Skewness | 0.4232176943 |
| Sum | 50047 |
| Variance | 362406.0435 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1829 | 1 | 4.3% |
| 1987 | 1 | 4.3% |
| 1267 | 1 | 4.3% |
| 1579 | 1 | 4.3% |
| 1538 | 1 | 4.3% |
| 2513 | 1 | 4.3% |
| 1949 | 1 | 4.3% |
| 1935 | 1 | 4.3% |
| 2360 | 1 | 4.3% |
| 1536 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 1267 | 1 | |
| 1416 | 1 | |
| 1536 | 1 | |
| 1538 | 1 | |
| 1579 | 1 | |
| 1594 | 1 | |
| 1699 | 1 | |
| 1829 | 1 | |
| 1935 | 1 | |
| 1949 | 1 |
| Value | Count | Frequency (%) |
| 3456 | 1 | |
| 3092 | 1 | |
| 3041 | 1 | |
| 2861 | 1 | |
| 2686 | 1 | |
| 2592 | 1 | |
| 2561 | 1 | |
| 2513 | 1 | |
| 2478 | 1 | |
| 2360 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1453.347826 |
| Minimum | 618 |
|---|---|
| Maximum | 2151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 618 |
|---|---|
| 5-th percentile | 899.1 |
| Q1 | 1103 |
| median | 1447 |
| Q3 | 1733.5 |
| 95-th percentile | 2084.6 |
| Maximum | 2151 |
| Range | 1533 |
| Interquartile range (IQR) | 630.5 |
Descriptive statistics
| Standard deviation | 410.7503786 |
|---|---|
| Coefficient of variation (CV) | 0.2826235889 |
| Kurtosis | -0.6802319035 |
| Mean | 1453.347826 |
| Median Absolute Deviation (MAD) | 297 |
| Skewness | -0.08063313987 |
| Sum | 33427 |
| Variance | 168715.8735 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1157 | 1 | 4.3% |
| 1223 | 1 | 4.3% |
| 618 | 1 | 4.3% |
| 1036 | 1 | 4.3% |
| 1033 | 1 | 4.3% |
| 1723 | 1 | 4.3% |
| 1397 | 1 | 4.3% |
| 1447 | 1 | 4.3% |
| 1610 | 1 | 4.3% |
| 1049 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 618 | 1 | |
| 888 | 1 | |
| 999 | 1 | |
| 1033 | 1 | |
| 1036 | 1 | |
| 1049 | 1 | |
| 1157 | 1 | |
| 1223 | 1 | |
| 1346 | 1 | |
| 1397 | 1 |
| Value | Count | Frequency (%) |
| 2151 | 1 | |
| 2093 | 1 | |
| 2009 | 1 | |
| 1964 | 1 | |
| 1751 | 1 | |
| 1744 | 1 | |
| 1723 | 1 | |
| 1697 | 1 | |
| 1610 | 1 | |
| 1599 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1131.173913 |
| Minimum | 735 |
|---|---|
| Maximum | 1982 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 735 |
|---|---|
| 5-th percentile | 750.6 |
| Q1 | 857 |
| median | 1094 |
| Q3 | 1325.5 |
| 95-th percentile | 1870.9 |
| Maximum | 1982 |
| Range | 1247 |
| Interquartile range (IQR) | 468.5 |
Descriptive statistics
| Standard deviation | 356.1896395 |
|---|---|
| Coefficient of variation (CV) | 0.3148849486 |
| Kurtosis | 0.4524006409 |
| Mean | 1131.173913 |
| Median Absolute Deviation (MAD) | 244 |
| Skewness | 0.9857508589 |
| Sum | 26017 |
| Variance | 126871.0593 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 900 | 1 | 4.3% |
| 1301 | 1 | 4.3% |
| 828 | 1 | 4.3% |
| 790 | 1 | 4.3% |
| 771 | 1 | 4.3% |
| 735 | 1 | 4.3% |
| 887 | 1 | 4.3% |
| 1103 | 1 | 4.3% |
| 1094 | 1 | 4.3% |
| 749 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 735 | 1 | |
| 749 | 1 | |
| 765 | 1 | |
| 771 | 1 | |
| 790 | 1 | |
| 828 | 1 | |
| 886 | 1 | |
| 887 | 1 | |
| 896 | 1 | |
| 900 | 1 |
| Value | Count | Frequency (%) |
| 1982 | 1 | |
| 1900 | 1 | |
| 1609 | 1 | |
| 1404 | 1 | |
| 1357 | 1 | |
| 1338 | 1 | |
| 1313 | 1 | |
| 1301 | 1 | |
| 1203 | 1 | |
| 1154 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1000.173913 |
| Minimum | 351 |
|---|---|
| Maximum | 1400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 351 |
|---|---|
| 5-th percentile | 762 |
| Q1 | 847 |
| median | 1025 |
| Q3 | 1148 |
| 95-th percentile | 1299 |
| Maximum | 1400 |
| Range | 1049 |
| Interquartile range (IQR) | 301 |
Descriptive statistics
| Standard deviation | 231.5178478 |
|---|---|
| Coefficient of variation (CV) | 0.2314775908 |
| Kurtosis | 1.404534067 |
| Mean | 1000.173913 |
| Median Absolute Deviation (MAD) | 147 |
| Skewness | -0.774102094 |
| Sum | 23004 |
| Variance | 53600.51383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1023 | 1 | 4.3% |
| 878 | 1 | 4.3% |
| 351 | 1 | 4.3% |
| 775 | 1 | 4.3% |
| 899 | 1 | 4.3% |
| 1079 | 1 | 4.3% |
| 1044 | 1 | 4.3% |
| 923 | 1 | 4.3% |
| 1211 | 1 | 4.3% |
| 771 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 351 | 1 | |
| 761 | 1 | |
| 771 | 1 | |
| 775 | 1 | |
| 782 | 1 | |
| 816 | 1 | |
| 878 | 1 | |
| 899 | 1 | |
| 923 | 1 | |
| 981 | 1 |
| Value | Count | Frequency (%) |
| 1400 | 1 | |
| 1303 | 1 | |
| 1263 | 1 | |
| 1211 | 1 | |
| 1204 | 1 | |
| 1167 | 1 | |
| 1129 | 1 | |
| 1117 | 1 | |
| 1102 | 1 | |
| 1079 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1451.782609 |
| Minimum | 548 |
|---|---|
| Maximum | 2719 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 548 |
|---|---|
| 5-th percentile | 898.2 |
| Q1 | 1195 |
| median | 1330 |
| Q3 | 1771.5 |
| 95-th percentile | 2022.6 |
| Maximum | 2719 |
| Range | 2171 |
| Interquartile range (IQR) | 576.5 |
Descriptive statistics
| Standard deviation | 465.3762853 |
|---|---|
| Coefficient of variation (CV) | 0.3205550766 |
| Kurtosis | 1.270034534 |
| Mean | 1451.782609 |
| Median Absolute Deviation (MAD) | 307 |
| Skewness | 0.6580010343 |
| Sum | 33391 |
| Variance | 216575.087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1359 | 1 | 4.3% |
| 1229 | 1 | 4.3% |
| 548 | 1 | 4.3% |
| 1017 | 1 | 4.3% |
| 1246 | 1 | 4.3% |
| 2719 | 1 | 4.3% |
| 1190 | 1 | 4.3% |
| 1291 | 1 | 4.3% |
| 1515 | 1 | 4.3% |
| 1023 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 548 | 1 | |
| 885 | 1 | |
| 1017 | 1 | |
| 1023 | 1 | |
| 1026 | 1 | |
| 1190 | 1 | |
| 1200 | 1 | |
| 1229 | 1 | |
| 1246 | 1 | |
| 1291 | 1 |
| Value | Count | Frequency (%) |
| 2719 | 1 | |
| 2031 | 1 | |
| 1947 | 1 | |
| 1879 | 1 | |
| 1801 | 1 | |
| 1795 | 1 | |
| 1748 | 1 | |
| 1666 | 1 | |
| 1634 | 1 | |
| 1515 | 1 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 56.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 263.4782609 |
| Minimum | 0 |
|---|---|
| Maximum | 924 |
| Zeros | 11 |
| Zeros (%) | 47.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5 |
| Q3 | 536.5 |
| 95-th percentile | 785 |
| Maximum | 924 |
| Range | 924 |
| Interquartile range (IQR) | 536.5 |
Descriptive statistics
| Standard deviation | 316.2840883 |
|---|---|
| Coefficient of variation (CV) | 1.200418157 |
| Kurtosis | -1.081070285 |
| Mean | 263.4782609 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.6713215353 |
| Sum | 6060 |
| Variance | 100035.6245 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 5 | 1 | 4.3% |
| 164 | 1 | 4.3% |
| 465 | 1 | 4.3% |
| 526 | 1 | 4.3% |
| 519 | 1 | 4.3% |
| 571 | 1 | 4.3% |
| 547 | 1 | 4.3% |
| 617 | 1 | 4.3% |
| 798 | 1 | 4.3% |
| Other values (3) | 3 | 13.0% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 5 | 1 | 4.3% |
| 164 | 1 | 4.3% |
| 256 | 1 | 4.3% |
| 465 | 1 | 4.3% |
| 519 | 1 | 4.3% |
| 526 | 1 | 4.3% |
| 547 | 1 | 4.3% |
| 571 | 1 | 4.3% |
| 617 | 1 | 4.3% |
| Value | Count | Frequency (%) |
| 924 | 1 | |
| 798 | 1 | |
| 668 | 1 | |
| 617 | 1 | |
| 571 | 1 | |
| 547 | 1 | |
| 526 | 1 | |
| 519 | 1 | |
| 465 | 1 | |
| 256 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 399.9130435 |
| Minimum | 236 |
|---|---|
| Maximum | 685 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 236 |
|---|---|
| 5-th percentile | 249.6 |
| Q1 | 280.5 |
| median | 359 |
| Q3 | 503.5 |
| 95-th percentile | 619.2 |
| Maximum | 685 |
| Range | 449 |
| Interquartile range (IQR) | 223 |
Descriptive statistics
| Standard deviation | 135.1971332 |
|---|---|
| Coefficient of variation (CV) | 0.3380663256 |
| Kurtosis | -0.8869971795 |
| Mean | 399.9130435 |
| Median Absolute Deviation (MAD) | 98 |
| Skewness | 0.5677789451 |
| Sum | 9198 |
| Variance | 18278.26482 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 359 | 2 | 8.7% |
| 288 | 1 | 4.3% |
| 264 | 1 | 4.3% |
| 278 | 1 | 4.3% |
| 249 | 1 | 4.3% |
| 255 | 1 | 4.3% |
| 327 | 1 | 4.3% |
| 422 | 1 | 4.3% |
| 487 | 1 | 4.3% |
| 236 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 236 | 1 | |
| 249 | 1 | |
| 255 | 1 | |
| 264 | 1 | |
| 268 | 1 | |
| 278 | 1 | |
| 283 | 1 | |
| 288 | 1 | |
| 327 | 1 | |
| 333 | 1 |
| Value | Count | Frequency (%) |
| 685 | 1 | |
| 623 | 1 | |
| 585 | 1 | |
| 554 | 1 | |
| 529 | 1 | |
| 518 | 1 | |
| 489 | 1 | |
| 487 | 1 | |
| 457 | 1 | |
| 422 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4806.782609 |
| Minimum | 2993 |
|---|---|
| Maximum | 7427 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 2993 |
|---|---|
| 5-th percentile | 3448.8 |
| Q1 | 4133 |
| median | 4431 |
| Q3 | 5386 |
| 95-th percentile | 7193.7 |
| Maximum | 7427 |
| Range | 4434 |
| Interquartile range (IQR) | 1253 |
Descriptive statistics
| Standard deviation | 1148.789915 |
|---|---|
| Coefficient of variation (CV) | 0.238993524 |
| Kurtosis | 0.3916653157 |
| Mean | 4806.782609 |
| Median Absolute Deviation (MAD) | 725 |
| Skewness | 0.852712445 |
| Sum | 110556 |
| Variance | 1319718.269 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 4255 | 1 | 4.3% |
| 4496 | 1 | 4.3% |
| 2993 | 1 | 4.3% |
| 3672 | 1 | 4.3% |
| 3686 | 1 | 4.3% |
| 4058 | 1 | 4.3% |
| 3911 | 1 | 4.3% |
| 4431 | 1 | 4.3% |
| 4863 | 1 | 4.3% |
| 4208 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 2993 | 1 | |
| 3424 | 1 | |
| 3672 | 1 | |
| 3686 | 1 | |
| 3911 | 1 | |
| 4058 | 1 | |
| 4208 | 1 | |
| 4255 | 1 | |
| 4290 | 1 | |
| 4306 | 1 |
| Value | Count | Frequency (%) |
| 7427 | 1 | |
| 7299 | 1 | |
| 6246 | 1 | |
| 6023 | 1 | |
| 5671 | 1 | |
| 5545 | 1 | |
| 5227 | 1 | |
| 5156 | 1 | |
| 5042 | 1 | |
| 4863 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1514.695652 |
| Minimum | 642 |
|---|---|
| Maximum | 2248 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 642 |
|---|---|
| 5-th percentile | 1002.3 |
| Q1 | 1203 |
| median | 1436 |
| Q3 | 1813.5 |
| 95-th percentile | 2112.2 |
| Maximum | 2248 |
| Range | 1606 |
| Interquartile range (IQR) | 610.5 |
Descriptive statistics
| Standard deviation | 412.7925337 |
|---|---|
| Coefficient of variation (CV) | 0.2725250667 |
| Kurtosis | -0.5919426461 |
| Mean | 1514.695652 |
| Median Absolute Deviation (MAD) | 290 |
| Skewness | 0.01373165553 |
| Sum | 34838 |
| Variance | 170397.6759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 1203 | 2 | 8.7% |
| 1164 | 1 | 4.3% |
| 642 | 1 | 4.3% |
| 1166 | 1 | 4.3% |
| 1288 | 1 | 4.3% |
| 1550 | 1 | 4.3% |
| 1295 | 1 | 4.3% |
| 1726 | 1 | 4.3% |
| 991 | 1 | 4.3% |
| 1104 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 642 | 1 | |
| 991 | 1 | |
| 1104 | 1 | |
| 1164 | 1 | |
| 1166 | 1 | |
| 1203 | 2 | |
| 1276 | 1 | |
| 1288 | 1 | |
| 1295 | 1 | |
| 1426 | 1 |
| Value | Count | Frequency (%) |
| 2248 | 1 | |
| 2116 | 1 | |
| 2078 | 1 | |
| 2074 | 1 | |
| 1837 | 1 | |
| 1820 | 1 | |
| 1807 | 1 | |
| 1773 | 1 | |
| 1726 | 1 | |
| 1615 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1192.565217 |
| Minimum | 512 |
|---|---|
| Maximum | 1879 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 512 |
|---|---|
| 5-th percentile | 814.4 |
| Q1 | 1013.5 |
| median | 1183 |
| Q3 | 1367 |
| 95-th percentile | 1600.1 |
| Maximum | 1879 |
| Range | 1367 |
| Interquartile range (IQR) | 353.5 |
Descriptive statistics
| Standard deviation | 304.8772966 |
|---|---|
| Coefficient of variation (CV) | 0.255648322 |
| Kurtosis | 0.3993133734 |
| Mean | 1192.565217 |
| Median Absolute Deviation (MAD) | 175 |
| Skewness | 0.06477021333 |
| Sum | 27429 |
| Variance | 92950.16601 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1008 | 1 | 4.3% |
| 1149 | 1 | 4.3% |
| 512 | 1 | 4.3% |
| 919 | 1 | 4.3% |
| 1019 | 1 | 4.3% |
| 1532 | 1 | 4.3% |
| 1150 | 1 | 4.3% |
| 1198 | 1 | 4.3% |
| 1358 | 1 | 4.3% |
| 827 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 512 | 1 | |
| 813 | 1 | |
| 827 | 1 | |
| 919 | 1 | |
| 923 | 1 | |
| 1008 | 1 | |
| 1019 | 1 | |
| 1025 | 1 | |
| 1071 | 1 | |
| 1149 | 1 |
| Value | Count | Frequency (%) |
| 1879 | 1 | |
| 1602 | 1 | |
| 1583 | 1 | |
| 1532 | 1 | |
| 1386 | 1 | |
| 1376 | 1 | |
| 1358 | 1 | |
| 1346 | 1 | |
| 1292 | 1 | |
| 1278 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1324.434783 |
| Minimum | 675 |
|---|---|
| Maximum | 2041 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 675 |
|---|---|
| 5-th percentile | 778.4 |
| Q1 | 1148.5 |
| median | 1244 |
| Q3 | 1568.5 |
| 95-th percentile | 1951.6 |
| Maximum | 2041 |
| Range | 1366 |
| Interquartile range (IQR) | 420 |
Descriptive statistics
| Standard deviation | 369.8215572 |
|---|---|
| Coefficient of variation (CV) | 0.2792297228 |
| Kurtosis | -0.4622123032 |
| Mean | 1324.434783 |
| Median Absolute Deviation (MAD) | 232 |
| Skewness | 0.2257575049 |
| Sum | 30462 |
| Variance | 136767.9842 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1201 | 1 | 4.3% |
| 1244 | 1 | 4.3% |
| 675 | 1 | 4.3% |
| 845 | 1 | 4.3% |
| 1040 | 1 | 4.3% |
| 1144 | 1 | 4.3% |
| 1214 | 1 | 4.3% |
| 1185 | 1 | 4.3% |
| 1323 | 1 | 4.3% |
| 869 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 675 | 1 | |
| 771 | 1 | |
| 845 | 1 | |
| 869 | 1 | |
| 1040 | 1 | |
| 1144 | 1 | |
| 1153 | 1 | |
| 1185 | 1 | |
| 1194 | 1 | |
| 1201 | 1 |
| Value | Count | Frequency (%) |
| 2041 | 1 | |
| 1961 | 1 | |
| 1867 | 1 | |
| 1728 | 1 | |
| 1648 | 1 | |
| 1606 | 1 | |
| 1531 | 1 | |
| 1476 | 1 | |
| 1380 | 1 | |
| 1366 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1809.652174 |
| Minimum | 753 |
|---|---|
| Maximum | 2684 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 753 |
|---|---|
| 5-th percentile | 1084.7 |
| Q1 | 1518.5 |
| median | 1690 |
| Q3 | 2263.5 |
| 95-th percentile | 2416.4 |
| Maximum | 2684 |
| Range | 1931 |
| Interquartile range (IQR) | 745 |
Descriptive statistics
| Standard deviation | 515.647308 |
|---|---|
| Coefficient of variation (CV) | 0.2849427727 |
| Kurtosis | -0.8360791326 |
| Mean | 1809.652174 |
| Median Absolute Deviation (MAD) | 499 |
| Skewness | -0.2335266006 |
| Sum | 41622 |
| Variance | 265892.1462 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1576 | 1 | 4.3% |
| 1578 | 1 | 4.3% |
| 753 | 1 | 4.3% |
| 1161 | 1 | 4.3% |
| 1474 | 1 | 4.3% |
| 2324 | 1 | 4.3% |
| 1617 | 1 | 4.3% |
| 1690 | 1 | 4.3% |
| 2111 | 1 | 4.3% |
| 1109 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 753 | 1 | |
| 1082 | 1 | |
| 1109 | 1 | |
| 1161 | 1 | |
| 1429 | 1 | |
| 1474 | 1 | |
| 1563 | 1 | |
| 1576 | 1 | |
| 1578 | 1 | |
| 1617 | 1 |
| Value | Count | Frequency (%) |
| 2684 | 1 | |
| 2418 | 1 | |
| 2402 | 1 | |
| 2324 | 1 | |
| 2310 | 1 | |
| 2281 | 1 | |
| 2246 | 1 | |
| 2189 | 1 | |
| 2184 | 1 | |
| 2111 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1851.086957 |
| Minimum | 891 |
|---|---|
| Maximum | 2621 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 891 |
|---|---|
| 5-th percentile | 1313.5 |
| Q1 | 1578 |
| median | 1738 |
| Q3 | 2159.5 |
| 95-th percentile | 2544.5 |
| Maximum | 2621 |
| Range | 1730 |
| Interquartile range (IQR) | 581.5 |
Descriptive statistics
| Standard deviation | 447.3816667 |
|---|---|
| Coefficient of variation (CV) | 0.2416859268 |
| Kurtosis | -0.5377526376 |
| Mean | 1851.086957 |
| Median Absolute Deviation (MAD) | 337 |
| Skewness | 0.01592013307 |
| Sum | 42575 |
| Variance | 200150.3557 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1696 | 1 | 4.3% |
| 1646 | 1 | 4.3% |
| 891 | 1 | 4.3% |
| 1401 | 1 | 4.3% |
| 1607 | 1 | 4.3% |
| 1616 | 1 | 4.3% |
| 1824 | 1 | 4.3% |
| 1895 | 1 | 4.3% |
| 2404 | 1 | 4.3% |
| 1307 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 1307 | 1 | |
| 1372 | 1 | |
| 1401 | 1 | |
| 1532 | 1 | |
| 1563 | 1 | |
| 1593 | 1 | |
| 1607 | 1 | |
| 1616 | 1 | |
| 1646 | 1 |
| Value | Count | Frequency (%) |
| 2621 | 1 | |
| 2558 | 1 | |
| 2423 | 1 | |
| 2404 | 1 | |
| 2359 | 1 | |
| 2178 | 1 | |
| 2141 | 1 | |
| 2140 | 1 | |
| 2070 | 1 | |
| 1895 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1619.565217 |
| Minimum | 647 |
|---|---|
| Maximum | 2329 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 647 |
|---|---|
| 5-th percentile | 1182.5 |
| Q1 | 1382 |
| median | 1626 |
| Q3 | 1892.5 |
| 95-th percentile | 2206.9 |
| Maximum | 2329 |
| Range | 1682 |
| Interquartile range (IQR) | 510.5 |
Descriptive statistics
| Standard deviation | 382.3651071 |
|---|---|
| Coefficient of variation (CV) | 0.236091207 |
| Kurtosis | 0.637167649 |
| Mean | 1619.565217 |
| Median Absolute Deviation (MAD) | 254 |
| Skewness | -0.3154534886 |
| Sum | 37250 |
| Variance | 146203.0751 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1454 | 1 | 4.3% |
| 1376 | 1 | 4.3% |
| 647 | 1 | 4.3% |
| 1362 | 1 | 4.3% |
| 1422 | 1 | 4.3% |
| 1626 | 1 | 4.3% |
| 1600 | 1 | 4.3% |
| 1649 | 1 | 4.3% |
| 2071 | 1 | 4.3% |
| 1223 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 647 | 1 | |
| 1178 | 1 | |
| 1223 | 1 | |
| 1262 | 1 | |
| 1362 | 1 | |
| 1376 | 1 | |
| 1388 | 1 | |
| 1422 | 1 | |
| 1454 | 1 | |
| 1514 | 1 |
| Value | Count | Frequency (%) |
| 2329 | 1 | |
| 2222 | 1 | |
| 2071 | 1 | |
| 2035 | 1 | |
| 1927 | 1 | |
| 1905 | 1 | |
| 1880 | 1 | |
| 1814 | 1 | |
| 1688 | 1 | |
| 1678 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1901.434783 |
| Minimum | 680 |
|---|---|
| Maximum | 2500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 680 |
|---|---|
| 5-th percentile | 1455.2 |
| Q1 | 1706.5 |
| median | 1978 |
| Q3 | 2140 |
| 95-th percentile | 2484.3 |
| Maximum | 2500 |
| Range | 1820 |
| Interquartile range (IQR) | 433.5 |
Descriptive statistics
| Standard deviation | 400.1569949 |
|---|---|
| Coefficient of variation (CV) | 0.2104500236 |
| Kurtosis | 2.750766876 |
| Mean | 1901.434783 |
| Median Absolute Deviation (MAD) | 177 |
| Skewness | -1.139375651 |
| Sum | 43733 |
| Variance | 160125.6206 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1987 | 1 | 4.3% |
| 1737 | 1 | 4.3% |
| 680 | 1 | 4.3% |
| 1676 | 1 | 4.3% |
| 1899 | 1 | 4.3% |
| 2147 | 1 | 4.3% |
| 1978 | 1 | 4.3% |
| 1835 | 1 | 4.3% |
| 2127 | 1 | 4.3% |
| 1453 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 680 | 1 | |
| 1453 | 1 | |
| 1475 | 1 | |
| 1506 | 1 | |
| 1613 | 1 | |
| 1676 | 1 | |
| 1737 | 1 | |
| 1813 | 1 | |
| 1835 | 1 | |
| 1857 | 1 |
| Value | Count | Frequency (%) |
| 2500 | 1 | |
| 2495 | 1 | |
| 2388 | 1 | |
| 2198 | 1 | |
| 2155 | 1 | |
| 2147 | 1 | |
| 2133 | 1 | |
| 2127 | 1 | |
| 2044 | 1 | |
| 2037 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 482.4347826 |
| Minimum | 209 |
|---|---|
| Maximum | 743 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 335.0 B |
Quantile statistics
| Minimum | 209 |
|---|---|
| 5-th percentile | 324.3 |
| Q1 | 380 |
| median | 458 |
| Q3 | 595 |
| 95-th percentile | 696 |
| Maximum | 743 |
| Range | 534 |
| Interquartile range (IQR) | 215 |
Descriptive statistics
| Standard deviation | 138.3851102 |
|---|---|
| Coefficient of variation (CV) | 0.2868472905 |
| Kurtosis | -0.6213414043 |
| Mean | 482.4347826 |
| Median Absolute Deviation (MAD) | 96 |
| Skewness | 0.2642844101 |
| Sum | 11096 |
| Variance | 19150.43874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 386 | 1 | 4.3% |
| 476 | 1 | 4.3% |
| 209 | 1 | 4.3% |
| 374 | 1 | 4.3% |
| 393 | 1 | 4.3% |
| 362 | 1 | 4.3% |
| 410 | 1 | 4.3% |
| 438 | 1 | 4.3% |
| 458 | 1 | 4.3% |
| 321 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 209 | 1 | |
| 321 | 1 | |
| 354 | 1 | |
| 362 | 1 | |
| 368 | 1 | |
| 374 | 1 | |
| 386 | 1 | |
| 393 | 1 | |
| 410 | 1 | |
| 438 | 1 |
| Value | Count | Frequency (%) |
| 743 | 1 | |
| 697 | 1 | |
| 687 | 1 | |
| 658 | 1 | |
| 619 | 1 | |
| 607 | 1 | |
| 583 | 1 | |
| 562 | 1 | |
| 488 | 1 | |
| 476 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. 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.
First rows
| 구분 | 계 | 서울 | 부산 | 대구 | 인천 | 광주 | 대전 | 세종 | 울산 | 경기 | 강원 | 충북 | 충남 | 경북 | 경남 | 전북 | 전남 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2001 | 29509 | 7780 | 1829 | 1157 | 900 | 1023 | 1359 | 0 | 283 | 4255 | 1615 | 1008 | 1201 | 1576 | 1696 | 1454 | 1987 | 386 |
| 1 | 2002 | 23095 | 6364 | 1416 | 888 | 765 | 761 | 885 | 0 | 268 | 3424 | 1164 | 813 | 771 | 1082 | 1372 | 1262 | 1506 | 354 |
| 2 | 2003 | 24899 | 6848 | 1579 | 1036 | 790 | 775 | 1017 | 0 | 278 | 3672 | 1166 | 919 | 845 | 1161 | 1401 | 1362 | 1676 | 374 |
| 3 | 2004 | 27384 | 7820 | 1538 | 1033 | 771 | 899 | 1246 | 0 | 249 | 3686 | 1288 | 1019 | 1040 | 1474 | 1607 | 1422 | 1899 | 393 |
| 4 | 2005 | 34762 | 9379 | 2513 | 1723 | 735 | 1079 | 2719 | 0 | 255 | 4058 | 1550 | 1532 | 1144 | 2324 | 1616 | 1626 | 2147 | 362 |
| 5 | 2006 | 30021 | 8320 | 1949 | 1397 | 887 | 1044 | 1190 | 0 | 327 | 3911 | 1203 | 1150 | 1214 | 1617 | 1824 | 1600 | 1978 | 410 |
| 6 | 2007 | 30909 | 8172 | 1935 | 1447 | 1103 | 923 | 1291 | 0 | 422 | 4431 | 1295 | 1198 | 1185 | 1690 | 1895 | 1649 | 1835 | 438 |
| 7 | 2008 | 36934 | 10216 | 2360 | 1610 | 1094 | 1211 | 1515 | 0 | 487 | 4863 | 1726 | 1358 | 1323 | 2111 | 2404 | 2071 | 2127 | 458 |
| 8 | 2009 | 24280 | 6608 | 1536 | 1049 | 749 | 771 | 1023 | 0 | 236 | 4208 | 991 | 827 | 869 | 1109 | 1307 | 1223 | 1453 | 321 |
| 9 | 2010 | 30035 | 8438 | 1963 | 1419 | 886 | 1025 | 1330 | 0 | 333 | 4327 | 1203 | 1025 | 1194 | 1563 | 1563 | 1514 | 1813 | 439 |
Last rows
| 구분 | 계 | 서울 | 부산 | 대구 | 인천 | 광주 | 대전 | 세종 | 울산 | 경기 | 강원 | 충북 | 충남 | 경북 | 경남 | 전북 | 전남 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13 | 2014 | 44010 | 9912 | 3456 | 2093 | 1404 | 1400 | 2031 | 465 | 585 | 6246 | 2248 | 1879 | 1867 | 2418 | 2558 | 2329 | 2500 | 619 |
| 14 | 2015 | 40340 | 9577 | 3041 | 2009 | 1313 | 1204 | 1795 | 526 | 518 | 5545 | 2074 | 1376 | 1648 | 2246 | 2359 | 1927 | 2495 | 687 |
| 15 | 2016 | 38398 | 9736 | 2686 | 1744 | 1357 | 1263 | 1801 | 519 | 529 | 5227 | 1773 | 1292 | 1476 | 2281 | 2140 | 1814 | 2198 | 562 |
| 16 | 2017 | 37059 | 9033 | 2478 | 1697 | 1203 | 1102 | 1879 | 571 | 457 | 5156 | 1820 | 1278 | 1531 | 2189 | 2141 | 1880 | 2037 | 607 |
| 17 | 2018 | 37710 | 9436 | 2561 | 1599 | 1338 | 1117 | 1634 | 547 | 489 | 5671 | 1807 | 1346 | 1606 | 2184 | 2070 | 1678 | 2044 | 583 |
| 18 | 2019 | 39781 | 9705 | 2592 | 1751 | 1609 | 1129 | 1666 | 617 | 554 | 6023 | 1837 | 1386 | 1728 | 2310 | 2178 | 1905 | 2133 | 658 |
| 19 | 2020 | 47319 | 11679 | 3092 | 2151 | 1900 | 1303 | 1947 | 798 | 685 | 7427 | 2116 | 1602 | 1961 | 2684 | 2621 | 2222 | 2388 | 743 |
| 20 | 2021 | 44676 | 10694 | 2861 | 1964 | 1982 | 1167 | 1748 | 924 | 623 | 7299 | 2078 | 1583 | 2041 | 2402 | 2423 | 2035 | 2155 | 697 |
| 21 | 남 | 28474 | 6626 | 1594 | 1346 | 1154 | 816 | 1200 | 668 | 359 | 4306 | 1436 | 1071 | 1366 | 1649 | 1532 | 1388 | 1475 | 488 |
| 22 | 여 | 16202 | 4068 | 1267 | 618 | 828 | 351 | 548 | 256 | 264 | 2993 | 642 | 512 | 675 | 753 | 891 | 647 | 680 | 209 |