Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 40 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 KiB |
| Average record size in memory | 93.2 B |
Variable types
| Numeric | 10 |
|---|
Dataset
| Description | 공무원 퇴직사유별(명예퇴직,정년퇴직 등), 지역별 퇴직자 현황 데이터(서울,부산,대구,인천,광주 등)입니다. |
|---|---|
| Author | 공무원연금공단 |
| URL | https://www.data.go.kr/data/15053021/fileData.do |
구분 is highly correlated with 의원면직 | High correlation |
의원면직 is highly correlated with 구분 | High correlation |
구분 has unique values | Unique |
계 has unique values | Unique |
정년퇴직 has unique values | Unique |
당연퇴직 has unique values | Unique |
사망 has unique values | Unique |
기타 has unique values | Unique |
의원면직 has 8 (20.0%) zeros | Zeros |
명예퇴직 has 14 (35.0%) zeros | Zeros |
일반퇴직 has 32 (80.0%) zeros | Zeros |
직권면직 has 1 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-19 07:42:06.861579 |
|---|---|
| Analysis finished | 2022-11-19 07:42:19.680789 |
| Duration | 12.82 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 40 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2001.5 |
| Minimum | 1982 |
|---|---|
| Maximum | 2021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 1982 |
|---|---|
| 5-th percentile | 1983.95 |
| Q1 | 1991.75 |
| median | 2001.5 |
| Q3 | 2011.25 |
| 95-th percentile | 2019.05 |
| Maximum | 2021 |
| Range | 39 |
| Interquartile range (IQR) | 19.5 |
Descriptive statistics
| Standard deviation | 11.69045194 |
|---|---|
| Coefficient of variation (CV) | 0.005840845338 |
| Kurtosis | -1.2 |
| Mean | 2001.5 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0 |
| Sum | 80060 |
| Variance | 136.6666667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 1982 | 1 | 2.5% |
| 2001 | 1 | 2.5% |
| 1984 | 1 | 2.5% |
| 1985 | 1 | 2.5% |
| 1986 | 1 | 2.5% |
| 1987 | 1 | 2.5% |
| 1988 | 1 | 2.5% |
| 1989 | 1 | 2.5% |
| 1990 | 1 | 2.5% |
| 1992 | 1 | 2.5% |
| Other values (30) | 30 |
| Value | Count | Frequency (%) |
| 1982 | 1 | |
| 1983 | 1 | |
| 1984 | 1 | |
| 1985 | 1 | |
| 1986 | 1 | |
| 1987 | 1 | |
| 1988 | 1 | |
| 1989 | 1 | |
| 1990 | 1 | |
| 1991 | 1 |
| Value | Count | Frequency (%) |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 | |
| 2012 | 1 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36047.35 |
| Minimum | 23095 |
|---|---|
| Maximum | 94797 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 23095 |
|---|---|
| 5-th percentile | 24485.2 |
| Q1 | 28581.5 |
| median | 34375.5 |
| Q3 | 38509.5 |
| 95-th percentile | 55372.25 |
| Maximum | 94797 |
| Range | 71702 |
| Interquartile range (IQR) | 9928 |
Descriptive statistics
| Standard deviation | 12792.47818 |
|---|---|
| Coefficient of variation (CV) | 0.3548798506 |
| Kurtosis | 11.11135722 |
| Mean | 36047.35 |
| Median Absolute Deviation (MAD) | 5208.5 |
| Skewness | 2.852644925 |
| Sum | 1441894 |
| Variance | 163647498 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 38844 | 1 | 2.5% |
| 29509 | 1 | 2.5% |
| 34768 | 1 | 2.5% |
| 28820 | 1 | 2.5% |
| 24651 | 1 | 2.5% |
| 25589 | 1 | 2.5% |
| 27129 | 1 | 2.5% |
| 24496 | 1 | 2.5% |
| 27866 | 1 | 2.5% |
| 32924 | 1 | 2.5% |
| Other values (30) | 30 |
| Value | Count | Frequency (%) |
| 23095 | 1 | |
| 24280 | 1 | |
| 24496 | 1 | |
| 24651 | 1 | |
| 24899 | 1 | |
| 25589 | 1 | |
| 26163 | 1 | |
| 27129 | 1 | |
| 27384 | 1 | |
| 27866 | 1 |
| Value | Count | Frequency (%) |
| 94797 | 1 | |
| 64345 | 1 | |
| 54900 | 1 | |
| 47319 | 1 | |
| 44676 | 1 | |
| 44010 | 1 | |
| 42907 | 1 | |
| 40340 | 1 | |
| 39781 | 1 | |
| 38844 | 1 |
| Distinct | 33 |
|---|---|
| Distinct (%) | 82.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11393.075 |
| Minimum | 0 |
|---|---|
| Maximum | 33498 |
| Zeros | 8 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5016 |
| median | 10345.5 |
| Q3 | 17958.75 |
| 95-th percentile | 25343.55 |
| Maximum | 33498 |
| Range | 33498 |
| Interquartile range (IQR) | 12942.75 |
Descriptive statistics
| Standard deviation | 9083.735726 |
|---|---|
| Coefficient of variation (CV) | 0.7973032501 |
| Kurtosis | -0.582811758 |
| Mean | 11393.075 |
| Median Absolute Deviation (MAD) | 6347 |
| Skewness | 0.4510807635 |
| Sum | 455723 |
| Variance | 82514254.74 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 8 | 20.0% |
| 17889 | 1 | 2.5% |
| 15183 | 1 | 2.5% |
| 19342 | 1 | 2.5% |
| 20681 | 1 | 2.5% |
| 21902 | 1 | 2.5% |
| 21372 | 1 | 2.5% |
| 20704 | 1 | 2.5% |
| 15320 | 1 | 2.5% |
| 17016 | 1 | 2.5% |
| Other values (23) | 23 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 4677 | 1 | 2.5% |
| 4986 | 1 | 2.5% |
| 5026 | 1 | 2.5% |
| 5330 | 1 | 2.5% |
| 5482 | 1 | 2.5% |
| 5601 | 1 | 2.5% |
| 5710 | 1 | 2.5% |
| 5741 | 1 | 2.5% |
| 5824 | 1 | 2.5% |
| Value | Count | Frequency (%) |
| 33498 | 1 | |
| 30237 | 1 | |
| 25086 | 1 | |
| 21902 | 1 | |
| 21481 | 1 | |
| 21372 | 1 | |
| 20704 | 1 | |
| 20681 | 1 | |
| 19342 | 1 | |
| 18168 | 1 |
| Distinct | 27 |
|---|---|
| Distinct (%) | 67.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6385.225 |
| Minimum | 0 |
|---|---|
| Maximum | 35409 |
| Zeros | 14 |
| Zeros (%) | 35.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3782.5 |
| Q3 | 10347 |
| 95-th percentile | 17517.65 |
| Maximum | 35409 |
| Range | 35409 |
| Interquartile range (IQR) | 10347 |
Descriptive statistics
| Standard deviation | 7409.44547 |
|---|---|
| Coefficient of variation (CV) | 1.160404758 |
| Kurtosis | 4.724020853 |
| Mean | 6385.225 |
| Median Absolute Deviation (MAD) | 3782.5 |
| Skewness | 1.788156224 |
| Sum | 255409 |
| Variance | 54899882.18 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 14 | |
| 6406 | 1 | 2.5% |
| 12780 | 1 | 2.5% |
| 2875 | 1 | 2.5% |
| 14816 | 1 | 2.5% |
| 35409 | 1 | 2.5% |
| 20342 | 1 | 2.5% |
| 5387 | 1 | 2.5% |
| 3231 | 1 | 2.5% |
| 3621 | 1 | 2.5% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 0 | 14 | |
| 2737 | 1 | 2.5% |
| 2875 | 1 | 2.5% |
| 3122 | 1 | 2.5% |
| 3231 | 1 | 2.5% |
| 3482 | 1 | 2.5% |
| 3621 | 1 | 2.5% |
| 3944 | 1 | 2.5% |
| 5387 | 1 | 2.5% |
| 6226 | 1 | 2.5% |
| Value | Count | Frequency (%) |
| 35409 | 1 | |
| 20342 | 1 | |
| 17369 | 1 | |
| 15298 | 1 | |
| 14816 | 1 | |
| 12780 | 1 | |
| 12721 | 1 | |
| 12381 | 1 | |
| 10693 | 1 | |
| 10497 | 1 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9490.675 |
| Minimum | 2386 |
|---|---|
| Maximum | 23870 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 2386 |
|---|---|
| 5-th percentile | 3157.05 |
| Q1 | 4972.75 |
| median | 7865.5 |
| Q3 | 13832.25 |
| 95-th percentile | 17475.05 |
| Maximum | 23870 |
| Range | 21484 |
| Interquartile range (IQR) | 8859.5 |
Descriptive statistics
| Standard deviation | 5356.451746 |
|---|---|
| Coefficient of variation (CV) | 0.5643910202 |
| Kurtosis | -0.2820620921 |
| Mean | 9490.675 |
| Median Absolute Deviation (MAD) | 3619 |
| Skewness | 0.6670892274 |
| Sum | 379627 |
| Variance | 28691575.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 2386 | 1 | 2.5% |
| 7681 | 1 | 2.5% |
| 3440 | 1 | 2.5% |
| 3625 | 1 | 2.5% |
| 3310 | 1 | 2.5% |
| 3120 | 1 | 2.5% |
| 3576 | 1 | 2.5% |
| 4355 | 1 | 2.5% |
| 5040 | 1 | 2.5% |
| 4336 | 1 | 2.5% |
| Other values (30) | 30 |
| Value | Count | Frequency (%) |
| 2386 | 1 | |
| 3120 | 1 | |
| 3159 | 1 | |
| 3310 | 1 | |
| 3440 | 1 | |
| 3576 | 1 | |
| 3625 | 1 | |
| 4336 | 1 | |
| 4355 | 1 | |
| 4771 | 1 |
| Value | Count | Frequency (%) |
| 23870 | 1 | |
| 19338 | 1 | |
| 17377 | 1 | |
| 17261 | 1 | |
| 16362 | 1 | |
| 15871 | 1 | |
| 15823 | 1 | |
| 14839 | 1 | |
| 14452 | 1 | |
| 14349 | 1 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2203.95 |
| Minimum | 0 |
|---|---|
| Maximum | 15720 |
| Zeros | 32 |
| Zeros (%) | 80.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 10622.35 |
| Maximum | 15720 |
| Range | 15720 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4585.461439 |
|---|---|
| Coefficient of variation (CV) | 2.080565094 |
| Kurtosis | 1.718802801 |
| Mean | 2203.95 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.785230935 |
| Sum | 88158 |
| Variance | 21026456.61 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 9892 | 1 | 2.5% |
| 8609 | 1 | 2.5% |
| 10448 | 1 | 2.5% |
| 9167 | 1 | 2.5% |
| 10037 | 1 | 2.5% |
| 10350 | 1 | 2.5% |
| 13935 | 1 | 2.5% |
| 15720 | 1 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 8609 | 1 | 2.5% |
| 9167 | 1 | 2.5% |
| 9892 | 1 | 2.5% |
| 10037 | 1 | 2.5% |
| 10350 | 1 | 2.5% |
| 10448 | 1 | 2.5% |
| 13935 | 1 | 2.5% |
| 15720 | 1 | 2.5% |
| Value | Count | Frequency (%) |
| 15720 | 1 | 2.5% |
| 13935 | 1 | 2.5% |
| 10448 | 1 | 2.5% |
| 10350 | 1 | 2.5% |
| 10037 | 1 | 2.5% |
| 9892 | 1 | 2.5% |
| 9167 | 1 | 2.5% |
| 8609 | 1 | 2.5% |
| 0 | 32 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1858.125 |
| Minimum | 172 |
|---|---|
| Maximum | 5425 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 172 |
|---|---|
| 5-th percentile | 194.55 |
| Q1 | 557 |
| median | 1294 |
| Q3 | 3388 |
| 95-th percentile | 4444.5 |
| Maximum | 5425 |
| Range | 5253 |
| Interquartile range (IQR) | 2831 |
Descriptive statistics
| Standard deviation | 1600.537204 |
|---|---|
| Coefficient of variation (CV) | 0.8613721921 |
| Kurtosis | -0.8933186861 |
| Mean | 1858.125 |
| Median Absolute Deviation (MAD) | 1076.5 |
| Skewness | 0.6454549961 |
| Sum | 74325 |
| Variance | 2561719.343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 564 | 1 | 2.5% |
| 2942 | 1 | 2.5% |
| 245 | 1 | 2.5% |
| 581 | 1 | 2.5% |
| 587 | 1 | 2.5% |
| 641 | 1 | 2.5% |
| 1401 | 1 | 2.5% |
| 645 | 1 | 2.5% |
| 654 | 1 | 2.5% |
| 1746 | 1 | 2.5% |
| Other values (30) | 30 |
| Value | Count | Frequency (%) |
| 172 | 1 | |
| 186 | 1 | |
| 195 | 1 | |
| 208 | 1 | |
| 216 | 1 | |
| 245 | 1 | |
| 264 | 1 | |
| 408 | 1 | |
| 480 | 1 | |
| 536 | 1 |
| Value | Count | Frequency (%) |
| 5425 | 1 | |
| 5233 | 1 | |
| 4403 | 1 | |
| 4115 | 1 | |
| 4049 | 1 | |
| 3656 | 1 | |
| 3568 | 1 | |
| 3539 | 1 | |
| 3534 | 1 | |
| 3460 | 1 |
| Distinct | 38 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1895.8 |
| Minimum | 0 |
|---|---|
| Maximum | 16253 |
| Zeros | 1 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.9 |
| Q1 | 90.5 |
| median | 496 |
| Q3 | 1397 |
| 95-th percentile | 11736.35 |
| Maximum | 16253 |
| Range | 16253 |
| Interquartile range (IQR) | 1306.5 |
Descriptive statistics
| Standard deviation | 3659.289101 |
|---|---|
| Coefficient of variation (CV) | 1.930208409 |
| Kurtosis | 8.121159433 |
| Mean | 1895.8 |
| Median Absolute Deviation (MAD) | 491 |
| Skewness | 2.890048648 |
| Sum | 75832 |
| Variance | 13390396.73 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 112 | 2 | 5.0% |
| 5 | 2 | 5.0% |
| 4 | 1 | 2.5% |
| 3947 | 1 | 2.5% |
| 13187 | 1 | 2.5% |
| 4145 | 1 | 2.5% |
| 1445 | 1 | 2.5% |
| 750 | 1 | 2.5% |
| 3123 | 1 | 2.5% |
| 3883 | 1 | 2.5% |
| Other values (28) | 28 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 2 | |
| 9 | 1 | |
| 28 | 1 | |
| 61 | 1 | |
| 74 | 1 | |
| 96 | 1 |
| Value | Count | Frequency (%) |
| 16253 | 1 | |
| 13187 | 1 | |
| 11660 | 1 | |
| 4206 | 1 | |
| 4145 | 1 | |
| 3947 | 1 | |
| 3883 | 1 | |
| 3123 | 1 | |
| 1836 | 1 | |
| 1445 | 1 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1173.05 |
| Minimum | 653 |
|---|---|
| Maximum | 2145 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 653 |
|---|---|
| 5-th percentile | 679.6 |
| Q1 | 835.75 |
| median | 955.5 |
| Q3 | 1529.5 |
| 95-th percentile | 1784.5 |
| Maximum | 2145 |
| Range | 1492 |
| Interquartile range (IQR) | 693.75 |
Descriptive statistics
| Standard deviation | 423.9397605 |
|---|---|
| Coefficient of variation (CV) | 0.3613995656 |
| Kurtosis | -1.165057131 |
| Mean | 1173.05 |
| Median Absolute Deviation (MAD) | 260 |
| Skewness | 0.5031580914 |
| Sum | 46922 |
| Variance | 179724.9205 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 1384 | 1 | 2.5% |
| 926 | 1 | 2.5% |
| 1463 | 1 | 2.5% |
| 1398 | 1 | 2.5% |
| 1558 | 1 | 2.5% |
| 2145 | 1 | 2.5% |
| 1565 | 1 | 2.5% |
| 1520 | 1 | 2.5% |
| 1515 | 1 | 2.5% |
| 1783 | 1 | 2.5% |
| Other values (30) | 30 |
| Value | Count | Frequency (%) |
| 653 | 1 | |
| 672 | 1 | |
| 680 | 1 | |
| 711 | 1 | |
| 729 | 1 | |
| 735 | 1 | |
| 763 | 1 | |
| 826 | 1 | |
| 830 | 1 | |
| 835 | 1 |
| Value | Count | Frequency (%) |
| 2145 | 1 | |
| 1813 | 1 | |
| 1783 | 1 | |
| 1756 | 1 | |
| 1745 | 1 | |
| 1725 | 1 | |
| 1708 | 1 | |
| 1704 | 1 | |
| 1565 | 1 | |
| 1558 | 1 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1647.45 |
| Minimum | 191 |
|---|---|
| Maximum | 6511 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 488.0 B |
Quantile statistics
| Minimum | 191 |
|---|---|
| 5-th percentile | 289.4 |
| Q1 | 408.5 |
| median | 615 |
| Q3 | 2080.25 |
| 95-th percentile | 5722 |
| Maximum | 6511 |
| Range | 6320 |
| Interquartile range (IQR) | 1671.75 |
Descriptive statistics
| Standard deviation | 1878.744561 |
|---|---|
| Coefficient of variation (CV) | 1.140395497 |
| Kurtosis | 0.6073101943 |
| Mean | 1647.45 |
| Median Absolute Deviation (MAD) | 266 |
| Skewness | 1.415470508 |
| Sum | 65898 |
| Variance | 3529681.126 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 512 | 1 | 2.5% |
| 396 | 1 | 2.5% |
| 389 | 1 | 2.5% |
| 290 | 1 | 2.5% |
| 278 | 1 | 2.5% |
| 191 | 1 | 2.5% |
| 865 | 1 | 2.5% |
| 1670 | 1 | 2.5% |
| 1893 | 1 | 2.5% |
| 2642 | 1 | 2.5% |
| Other values (30) | 30 |
| Value | Count | Frequency (%) |
| 191 | 1 | |
| 278 | 1 | |
| 290 | 1 | |
| 325 | 1 | |
| 333 | 1 | |
| 382 | 1 | |
| 389 | 1 | |
| 392 | 1 | |
| 396 | 1 | |
| 407 | 1 |
| Value | Count | Frequency (%) |
| 6511 | 1 | |
| 5760 | 1 | |
| 5720 | 1 | |
| 5318 | 1 | |
| 4948 | 1 | |
| 4611 | 1 | |
| 4116 | 1 | |
| 3639 | 1 | |
| 2872 | 1 | |
| 2642 | 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 | 의원면직 | 명예퇴직 | 정년퇴직 | 일반퇴직 | 당연퇴직 | 직권면직 | 사망 | 기타 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1982 | 38844 | 33498 | 0 | 2386 | 0 | 564 | 500 | 1384 | 512 |
| 1 | 1983 | 36604 | 30237 | 0 | 3159 | 0 | 264 | 1010 | 1458 | 476 |
| 2 | 1984 | 34768 | 25086 | 0 | 3440 | 0 | 245 | 4145 | 1463 | 389 |
| 3 | 1985 | 28820 | 21481 | 0 | 3625 | 0 | 581 | 1445 | 1398 | 290 |
| 4 | 1986 | 24651 | 18168 | 0 | 3310 | 0 | 587 | 750 | 1558 | 278 |
| 5 | 1987 | 25589 | 16369 | 0 | 3120 | 0 | 641 | 3123 | 2145 | 191 |
| 6 | 1988 | 27129 | 15839 | 0 | 3576 | 0 | 1401 | 3883 | 1565 | 865 |
| 7 | 1989 | 24496 | 15320 | 0 | 4355 | 0 | 645 | 986 | 1520 | 1670 |
| 8 | 1990 | 27866 | 17889 | 0 | 5040 | 0 | 654 | 875 | 1515 | 1893 |
| 9 | 1991 | 30811 | 20704 | 0 | 4771 | 0 | 686 | 1298 | 1725 | 1627 |
Last rows
| 구분 | 계 | 의원면직 | 명예퇴직 | 정년퇴직 | 일반퇴직 | 당연퇴직 | 직권면직 | 사망 | 기타 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 30 | 2012 | 35408 | 4986 | 8125 | 12020 | 0 | 3534 | 146 | 837 | 5760 |
| 31 | 2013 | 29364 | 5330 | 9863 | 7527 | 0 | 799 | 61 | 836 | 4948 |
| 32 | 2014 | 44010 | 0 | 17369 | 14452 | 9892 | 408 | 28 | 763 | 1098 |
| 33 | 2015 | 40340 | 0 | 15298 | 14349 | 8609 | 480 | 9 | 838 | 757 |
| 34 | 2016 | 38398 | 0 | 10297 | 15823 | 10448 | 536 | 5 | 680 | 609 |
| 35 | 2017 | 37059 | 0 | 9261 | 17261 | 9167 | 195 | 0 | 729 | 446 |
| 36 | 2018 | 37710 | 0 | 10497 | 15871 | 10037 | 186 | 1 | 711 | 407 |
| 37 | 2019 | 39781 | 0 | 10693 | 17377 | 10350 | 172 | 5 | 653 | 531 |
| 38 | 2020 | 47319 | 0 | 12721 | 19338 | 13935 | 208 | 3 | 672 | 442 |
| 39 | 2021 | 44676 | 0 | 12780 | 14839 | 15720 | 216 | 4 | 735 | 382 |