Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 80 |
| Missing cells | 1 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.3 KiB |
| Average record size in memory | 144.6 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 1 |
Dataset
| Description | 재해보상급여(공무상요양비,공무상요양일시금,유족보상금,유족연금,장해연금,장해유족연금 등) 부조급여 등 정부부담급여 종류별 지급액 데이터입니다. |
|---|---|
| Author | 공무원연금공단 |
| URL | https://www.data.go.kr/data/15052931/fileData.do |
연도 is highly correlated with 장해연금 and 1 other fields | High correlation |
재해보상급여(계) is highly correlated with 요양급여 and 1 other fields | High correlation |
요양급여 is highly correlated with 재해보상급여(계) | High correlation |
순직유족연금 is highly correlated with 위험직무순직유족연금 | High correlation |
장해연금 is highly correlated with 연도 and 1 other fields | High correlation |
장해유족연금 is highly correlated with 연도 and 2 other fields | High correlation |
위험직무순직유족연금 is highly correlated with 순직유족연금 | High correlation |
부조급여(계) is highly correlated with 사망조위금 | High correlation |
사망조위금 is highly correlated with 부조급여(계) | High correlation |
위험직무순직유족보상금 has 1 (1.2%) missing values | Missing |
재해보상급여(계) has unique values | Unique |
요양급여 has unique values | Unique |
장해연금 has unique values | Unique |
부조급여(계) has unique values | Unique |
공무상요양일시금 has 26 (32.5%) zeros | Zeros |
순직유족연금 has 60 (75.0%) zeros | Zeros |
장해유족연금 has 16 (20.0%) zeros | Zeros |
위험직무순직유족연금 has 48 (60.0%) zeros | Zeros |
위험직무순직유족보상금 has 47 (58.8%) zeros | Zeros |
사망조위금 has 6 (7.5%) zeros | Zeros |
퇴직수당 has 18 (22.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-29 14:59:12.817170 |
|---|---|
| Analysis finished | 2022-10-29 14:59:35.707302 |
| Duration | 22.89 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 40 |
|---|---|
| Distinct (%) | 50.0% |
| 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 | 848.0 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 | 11.6162261 |
|---|---|
| Coefficient of variation (CV) | 0.005803760231 |
| Kurtosis | -1.201199551 |
| Mean | 2001.5 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0 |
| Sum | 160120 |
| Variance | 134.9367089 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 1982 | 2 | 2.5% |
| 2001 | 2 | 2.5% |
| 1984 | 2 | 2.5% |
| 1985 | 2 | 2.5% |
| 1986 | 2 | 2.5% |
| 1987 | 2 | 2.5% |
| 1988 | 2 | 2.5% |
| 1989 | 2 | 2.5% |
| 1990 | 2 | 2.5% |
| 1992 | 2 | 2.5% |
| Other values (30) | 60 |
| Value | Count | Frequency (%) |
| 1982 | 2 | |
| 1983 | 2 | |
| 1984 | 2 | |
| 1985 | 2 | |
| 1986 | 2 | |
| 1987 | 2 | |
| 1988 | 2 | |
| 1989 | 2 | |
| 1990 | 2 | |
| 1991 | 2 |
| Value | Count | Frequency (%) |
| 2021 | 2 | |
| 2020 | 2 | |
| 2019 | 2 | |
| 2018 | 2 | |
| 2017 | 2 | |
| 2016 | 2 | |
| 2015 | 2 | |
| 2014 | 2 | |
| 2013 | 2 | |
| 2012 | 2 |
구분
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 768.0 B |
| 건수 | |
|---|---|
| 금액 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 건수 |
|---|---|
| 2nd row | 금액 |
| 3rd row | 건수 |
| 4th row | 금액 |
| 5th row | 건수 |
Common Values
| Value | Count | Frequency (%) |
| 건수 | 40 | |
| 금액 | 40 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 건수 | 40 | |
| 금액 | 40 |
| Distinct | 80 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57231.175 |
| Minimum | 1464 |
|---|---|
| Maximum | 228030 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 1464 |
|---|---|
| 5-th percentile | 3924.25 |
| Q1 | 6357.75 |
| median | 25728 |
| Q3 | 89046.25 |
| 95-th percentile | 184767 |
| Maximum | 228030 |
| Range | 226566 |
| Interquartile range (IQR) | 82688.5 |
Descriptive statistics
| Standard deviation | 61020.11462 |
|---|---|
| Coefficient of variation (CV) | 1.066204121 |
| Kurtosis | 0.426426732 |
| Mean | 57231.175 |
| Median Absolute Deviation (MAD) | 22812.5 |
| Skewness | 1.141983796 |
| Sum | 4578494 |
| Variance | 3723454388 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1464 | 1 | 1.2% |
| 20857 | 1 | 1.2% |
| 4823 | 1 | 1.2% |
| 2078 | 1 | 1.2% |
| 4760 | 1 | 1.2% |
| 3753 | 1 | 1.2% |
| 4786 | 1 | 1.2% |
| 4969 | 1 | 1.2% |
| 5546 | 1 | 1.2% |
| 5414 | 1 | 1.2% |
| Other values (70) | 70 |
| Value | Count | Frequency (%) |
| 1464 | 1 | |
| 2078 | 1 | |
| 3753 | 1 | |
| 3777 | 1 | |
| 3932 | 1 | |
| 4619 | 1 | |
| 4646 | 1 | |
| 4760 | 1 | |
| 4786 | 1 | |
| 4823 | 1 |
| Value | Count | Frequency (%) |
| 228030 | 1 | |
| 222232 | 1 | |
| 200270 | 1 | |
| 198333 | 1 | |
| 184053 | 1 | |
| 175755 | 1 | |
| 171462 | 1 | |
| 157538 | 1 | |
| 155317 | 1 | |
| 127498 | 1 |
| Distinct | 80 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29944.2625 |
| Minimum | 712 |
|---|---|
| Maximum | 176647 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 712 |
|---|---|
| 5-th percentile | 1457.85 |
| Q1 | 3674 |
| median | 8999.5 |
| Q3 | 32649.75 |
| 95-th percentile | 136037 |
| Maximum | 176647 |
| Range | 175935 |
| Interquartile range (IQR) | 28975.75 |
Descriptive statistics
| Standard deviation | 43891.97159 |
|---|---|
| Coefficient of variation (CV) | 1.465789033 |
| Kurtosis | 2.549103568 |
| Mean | 29944.2625 |
| Median Absolute Deviation (MAD) | 7129.5 |
| Skewness | 1.872619078 |
| Sum | 2395541 |
| Variance | 1926505170 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1151 | 1 | 1.2% |
| 3692 | 1 | 1.2% |
| 4309 | 1 | 1.2% |
| 1719 | 1 | 1.2% |
| 746 | 1 | 1.2% |
| 3415 | 1 | 1.2% |
| 1083 | 1 | 1.2% |
| 4568 | 1 | 1.2% |
| 1474 | 1 | 1.2% |
| 4997 | 1 | 1.2% |
| Other values (70) | 70 |
| Value | Count | Frequency (%) |
| 712 | 1 | |
| 746 | 1 | |
| 1083 | 1 | |
| 1151 | 1 | |
| 1474 | 1 | |
| 1714 | 1 | |
| 1719 | 1 | |
| 1740 | 1 | |
| 1839 | 1 | |
| 1841 | 1 |
| Value | Count | Frequency (%) |
| 176647 | 1 | |
| 166094 | 1 | |
| 144313 | 1 | |
| 141756 | 1 | |
| 135736 | 1 | |
| 125540 | 1 | |
| 113988 | 1 | |
| 113428 | 1 | |
| 113387 | 1 | |
| 82664 | 1 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.6875 |
| Minimum | 0 |
|---|---|
| Maximum | 1151 |
| Zeros | 26 |
| Zeros (%) | 32.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 16 |
| Q3 | 68.75 |
| 95-th percentile | 290.85 |
| Maximum | 1151 |
| Range | 1151 |
| Interquartile range (IQR) | 68.75 |
Descriptive statistics
| Standard deviation | 174.2832406 |
|---|---|
| Coefficient of variation (CV) | 2.302668744 |
| Kurtosis | 22.46598142 |
| Mean | 75.6875 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 4.43305143 |
| Sum | 6055 |
| Variance | 30374.64794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 16 | 4 | 5.0% |
| 12 | 3 | 3.8% |
| 17 | 2 | 2.5% |
| 51 | 2 | 2.5% |
| 13 | 2 | 2.5% |
| 49 | 2 | 2.5% |
| 117 | 2 | 2.5% |
| 73 | 1 | 1.2% |
| 36 | 1 | 1.2% |
| Other values (35) | 35 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 1 | 1 | 1.2% |
| 2 | 1 | 1.2% |
| 9 | 1 | 1.2% |
| 11 | 1 | 1.2% |
| 12 | 3 | 3.8% |
| 13 | 2 | 2.5% |
| 14 | 1 | 1.2% |
| 15 | 1 | 1.2% |
| 16 | 4 | 5.0% |
| Value | Count | Frequency (%) |
| 1151 | 1 | |
| 841 | 1 | |
| 478 | 1 | |
| 440 | 1 | |
| 283 | 1 | |
| 230 | 1 | |
| 218 | 1 | |
| 211 | 1 | |
| 160 | 1 | |
| 127 | 1 |
순직유족보상금
Real number (ℝ≥0)
| Distinct | 78 |
|---|---|
| Distinct (%) | 97.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3737.7125 |
| Minimum | 68 |
|---|---|
| Maximum | 17138 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 68 |
|---|---|
| 5-th percentile | 77.85 |
| Q1 | 147.75 |
| median | 1404 |
| Q3 | 7100 |
| 95-th percentile | 11376.7 |
| Maximum | 17138 |
| Range | 17070 |
| Interquartile range (IQR) | 6952.25 |
Descriptive statistics
| Standard deviation | 4240.147619 |
|---|---|
| Coefficient of variation (CV) | 1.134423158 |
| Kurtosis | 0.09841070858 |
| Mean | 3737.7125 |
| Median Absolute Deviation (MAD) | 1335.5 |
| Skewness | 0.9203790509 |
| Sum | 299017 |
| Variance | 17978851.83 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 220 | 2 | 2.5% |
| 99 | 2 | 2.5% |
| 8192 | 1 | 1.2% |
| 3689 | 1 | 1.2% |
| 3415 | 1 | 1.2% |
| 234 | 1 | 1.2% |
| 3099 | 1 | 1.2% |
| 252 | 1 | 1.2% |
| 3215 | 1 | 1.2% |
| 251 | 1 | 1.2% |
| Other values (68) | 68 |
| Value | Count | Frequency (%) |
| 68 | 1 | |
| 69 | 1 | |
| 72 | 1 | |
| 75 | 1 | |
| 78 | 1 | |
| 81 | 1 | |
| 82 | 1 | |
| 83 | 1 | |
| 84 | 1 | |
| 86 | 1 |
| Value | Count | Frequency (%) |
| 17138 | 1 | |
| 14019 | 1 | |
| 13739 | 1 | |
| 11485 | 1 | |
| 11371 | 1 | |
| 10703 | 1 | |
| 9293 | 1 | |
| 9053 | 1 | |
| 8920 | 1 | |
| 8814 | 1 |
| Distinct | 21 |
|---|---|
| Distinct (%) | 26.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1360.8 |
| Minimum | 0 |
|---|---|
| Maximum | 18398 |
| Zeros | 60 |
| Zeros (%) | 75.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 48.5 |
| 95-th percentile | 7001.85 |
| Maximum | 18398 |
| Range | 18398 |
| Interquartile range (IQR) | 48.5 |
Descriptive statistics
| Standard deviation | 3532.17561 |
|---|---|
| Coefficient of variation (CV) | 2.595661089 |
| Kurtosis | 11.48248433 |
| Mean | 1360.8 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.331891125 |
| Sum | 108864 |
| Variance | 12476264.54 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 60 | |
| 3475 | 1 | 1.2% |
| 18398 | 1 | 1.2% |
| 307 | 1 | 1.2% |
| 783 | 1 | 1.2% |
| 1255 | 1 | 1.2% |
| 1267 | 1 | 1.2% |
| 1897 | 1 | 1.2% |
| 1830 | 1 | 1.2% |
| 2858 | 1 | 1.2% |
| Other values (11) | 11 | 13.8% |
| Value | Count | Frequency (%) |
| 0 | 60 | |
| 194 | 1 | 1.2% |
| 307 | 1 | 1.2% |
| 783 | 1 | 1.2% |
| 1255 | 1 | 1.2% |
| 1267 | 1 | 1.2% |
| 1830 | 1 | 1.2% |
| 1897 | 1 | 1.2% |
| 2605 | 1 | 1.2% |
| 2858 | 1 | 1.2% |
| Value | Count | Frequency (%) |
| 18398 | 1 | |
| 16002 | 1 | |
| 14006 | 1 | |
| 10856 | 1 | |
| 6799 | 1 | |
| 6136 | 1 | |
| 5972 | 1 | |
| 5189 | 1 | |
| 4589 | 1 | |
| 4446 | 1 |
| Distinct | 80 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17144.45 |
| Minimum | 46 |
|---|---|
| Maximum | 51758 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 46 |
|---|---|
| 5-th percentile | 96.8 |
| Q1 | 416.25 |
| median | 10083 |
| Q3 | 33737 |
| 95-th percentile | 44447.95 |
| Maximum | 51758 |
| Range | 51712 |
| Interquartile range (IQR) | 33320.75 |
Descriptive statistics
| Standard deviation | 17402.85153 |
|---|---|
| Coefficient of variation (CV) | 1.015072022 |
| Kurtosis | -1.474418185 |
| Mean | 17144.45 |
| Median Absolute Deviation (MAD) | 9965.5 |
| Skewness | 0.4070399907 |
| Sum | 1371556 |
| Variance | 302859241.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46 | 1 | 1.2% |
| 6629 | 1 | 1.2% |
| 216 | 1 | 1.2% |
| 59 | 1 | 1.2% |
| 120 | 1 | 1.2% |
| 70 | 1 | 1.2% |
| 144 | 1 | 1.2% |
| 97 | 1 | 1.2% |
| 223 | 1 | 1.2% |
| 115 | 1 | 1.2% |
| Other values (70) | 70 |
| Value | Count | Frequency (%) |
| 46 | 1 | |
| 59 | 1 | |
| 70 | 1 | |
| 93 | 1 | |
| 97 | 1 | |
| 115 | 1 | |
| 120 | 1 | |
| 142 | 1 | |
| 144 | 1 | |
| 161 | 1 |
| Value | Count | Frequency (%) |
| 51758 | 1 | |
| 49520 | 1 | |
| 46960 | 1 | |
| 45587 | 1 | |
| 44388 | 1 | |
| 43209 | 1 | |
| 43014 | 1 | |
| 41593 | 1 | |
| 40226 | 1 | |
| 39742 | 1 |
| Distinct | 65 |
|---|---|
| Distinct (%) | 81.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3129.6375 |
| Minimum | 0 |
|---|---|
| Maximum | 10830 |
| Zeros | 16 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 87.5 |
| median | 1669 |
| Q3 | 5554.75 |
| 95-th percentile | 9907.6 |
| Maximum | 10830 |
| Range | 10830 |
| Interquartile range (IQR) | 5467.25 |
Descriptive statistics
| Standard deviation | 3471.384261 |
|---|---|
| Coefficient of variation (CV) | 1.109196915 |
| Kurtosis | -0.6896141105 |
| Mean | 3129.6375 |
| Median Absolute Deviation (MAD) | 1669 |
| Skewness | 0.8254262142 |
| Sum | 250371 |
| Variance | 12050508.69 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 16 | 20.0% |
| 847 | 1 | 1.2% |
| 322 | 1 | 1.2% |
| 83 | 1 | 1.2% |
| 386 | 1 | 1.2% |
| 80 | 1 | 1.2% |
| 457 | 1 | 1.2% |
| 82 | 1 | 1.2% |
| 507 | 1 | 1.2% |
| 89 | 1 | 1.2% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 78 | 1 | 1.2% |
| 80 | 1 | 1.2% |
| 82 | 1 | 1.2% |
| 83 | 1 | 1.2% |
| 89 | 1 | 1.2% |
| 95 | 1 | 1.2% |
| 96 | 1 | 1.2% |
| 109 | 1 | 1.2% |
| 113 | 1 | 1.2% |
| Value | Count | Frequency (%) |
| 10830 | 1 | |
| 10524 | 1 | |
| 10304 | 1 | |
| 10223 | 1 | |
| 9891 | 1 | |
| 9461 | 1 | |
| 9337 | 1 | |
| 8871 | 1 | |
| 8806 | 1 | |
| 8444 | 1 |
장해일시금
Real number (ℝ≥0)
| Distinct | 70 |
|---|---|
| Distinct (%) | 87.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 967.0125 |
| Minimum | 7 |
|---|---|
| Maximum | 5793 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 16.85 |
| Q1 | 47.75 |
| median | 272.5 |
| Q3 | 1381.5 |
| 95-th percentile | 3808.1 |
| Maximum | 5793 |
| Range | 5786 |
| Interquartile range (IQR) | 1333.75 |
Descriptive statistics
| Standard deviation | 1329.493627 |
|---|---|
| Coefficient of variation (CV) | 1.374846371 |
| Kurtosis | 3.358406847 |
| Mean | 967.0125 |
| Median Absolute Deviation (MAD) | 257 |
| Skewness | 1.840599855 |
| Sum | 77361 |
| Variance | 1767553.304 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47 | 2 | 2.5% |
| 2424 | 2 | 2.5% |
| 20 | 2 | 2.5% |
| 13 | 2 | 2.5% |
| 18 | 2 | 2.5% |
| 48 | 2 | 2.5% |
| 60 | 2 | 2.5% |
| 34 | 2 | 2.5% |
| 22 | 2 | 2.5% |
| 54 | 2 | 2.5% |
| Other values (60) | 60 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 13 | 2 | |
| 14 | 1 | |
| 17 | 1 | |
| 18 | 2 | |
| 20 | 2 | |
| 22 | 2 | |
| 26 | 1 | |
| 30 | 1 | |
| 34 | 2 |
| Value | Count | Frequency (%) |
| 5793 | 1 | |
| 5528 | 1 | |
| 4966 | 1 | |
| 3924 | 1 | |
| 3802 | 1 | |
| 3420 | 1 | |
| 2863 | 1 | |
| 2625 | 1 | |
| 2451 | 1 | |
| 2424 | 2 |
| Distinct | 33 |
|---|---|
| Distinct (%) | 41.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 520.2125 |
| Minimum | 0 |
|---|---|
| Maximum | 4397 |
| Zeros | 48 |
| Zeros (%) | 60.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 652 |
| 95-th percentile | 2381.1 |
| Maximum | 4397 |
| Range | 4397 |
| Interquartile range (IQR) | 652 |
Descriptive statistics
| Standard deviation | 991.0187533 |
|---|---|
| Coefficient of variation (CV) | 1.905026798 |
| Kurtosis | 5.615513935 |
| Mean | 520.2125 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.383190821 |
| Sum | 41617 |
| Variance | 982118.1695 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 48 | |
| 342 | 1 | 1.2% |
| 902 | 1 | 1.2% |
| 624 | 1 | 1.2% |
| 736 | 1 | 1.2% |
| 513 | 1 | 1.2% |
| 569 | 1 | 1.2% |
| 357 | 1 | 1.2% |
| 275 | 1 | 1.2% |
| 899 | 1 | 1.2% |
| Other values (23) | 23 |
| Value | Count | Frequency (%) |
| 0 | 48 | |
| 8 | 1 | 1.2% |
| 11 | 1 | 1.2% |
| 67 | 1 | 1.2% |
| 88 | 1 | 1.2% |
| 159 | 1 | 1.2% |
| 274 | 1 | 1.2% |
| 275 | 1 | 1.2% |
| 342 | 1 | 1.2% |
| 357 | 1 | 1.2% |
| Value | Count | Frequency (%) |
| 4397 | 1 | |
| 4186 | 1 | |
| 3754 | 1 | |
| 3390 | 1 | |
| 2328 | 1 | |
| 1979 | 1 | |
| 1908 | 1 | |
| 1873 | 1 | |
| 1825 | 1 | |
| 1633 | 1 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 32.9% |
| Missing | 1 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 355.8481013 |
| Minimum | 0 |
|---|---|
| Maximum | 3108 |
| Zeros | 47 |
| Zeros (%) | 58.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 14 |
| 95-th percentile | 2764 |
| Maximum | 3108 |
| Range | 3108 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 833.1453391 |
|---|---|
| Coefficient of variation (CV) | 2.341294884 |
| Kurtosis | 4.11958932 |
| Mean | 355.8481013 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.33371039 |
| Sum | 28112 |
| Variance | 694131.1561 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0 | 47 | |
| 14 | 5 | 6.2% |
| 4 | 3 | 3.8% |
| 3 | 2 | 2.5% |
| 18 | 1 | 1.2% |
| 1964 | 1 | 1.2% |
| 261 | 1 | 1.2% |
| 515 | 1 | 1.2% |
| 1807 | 1 | 1.2% |
| 442 | 1 | 1.2% |
| Other values (16) | 16 | 20.0% |
| Value | Count | Frequency (%) |
| 0 | 47 | |
| 3 | 2 | 2.5% |
| 4 | 3 | 3.8% |
| 8 | 1 | 1.2% |
| 9 | 1 | 1.2% |
| 10 | 1 | 1.2% |
| 14 | 5 | 6.2% |
| 16 | 1 | 1.2% |
| 17 | 1 | 1.2% |
| 18 | 1 | 1.2% |
| Value | Count | Frequency (%) |
| 3108 | 1 | |
| 2986 | 1 | |
| 2831 | 1 | |
| 2809 | 1 | |
| 2759 | 1 | |
| 2410 | 1 | |
| 1964 | 1 | |
| 1962 | 1 | |
| 1807 | 1 | |
| 1654 | 1 |
| Distinct | 80 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19466.2875 |
| Minimum | 17 |
|---|---|
| Maximum | 47807 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 122.4 |
| Q1 | 11409.75 |
| median | 15889 |
| Q3 | 26470.25 |
| 95-th percentile | 42909.6 |
| Maximum | 47807 |
| Range | 47790 |
| Interquartile range (IQR) | 15060.5 |
Descriptive statistics
| Standard deviation | 12032.01626 |
|---|---|
| Coefficient of variation (CV) | 0.6180950661 |
| Kurtosis | -0.1324675137 |
| Mean | 19466.2875 |
| Median Absolute Deviation (MAD) | 6262 |
| Skewness | 0.6457118766 |
| Sum | 1557303 |
| Variance | 144769415.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 1 | 1.2% |
| 17459 | 1 | 1.2% |
| 23692 | 1 | 1.2% |
| 111 | 1 | 1.2% |
| 123 | 1 | 1.2% |
| 85 | 1 | 1.2% |
| 128 | 1 | 1.2% |
| 13576 | 1 | 1.2% |
| 4995 | 1 | 1.2% |
| 17380 | 1 | 1.2% |
| Other values (70) | 70 |
| Value | Count | Frequency (%) |
| 17 | 1 | |
| 28 | 1 | |
| 85 | 1 | |
| 111 | 1 | |
| 123 | 1 | |
| 128 | 1 | |
| 4995 | 1 | |
| 7488 | 1 | |
| 9594 | 1 | |
| 9660 | 1 |
| Value | Count | Frequency (%) |
| 47807 | 1 | |
| 47639 | 1 | |
| 47014 | 1 | |
| 46569 | 1 | |
| 42717 | 1 | |
| 39609 | 1 | |
| 39393 | 1 | |
| 38726 | 1 | |
| 37011 | 1 | |
| 36123 | 1 |
재난부조금
Real number (ℝ≥0)
| Distinct | 65 |
|---|---|
| Distinct (%) | 81.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.9875 |
| Minimum | 6 |
|---|---|
| Maximum | 629 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 8.95 |
| Q1 | 20.5 |
| median | 82 |
| Q3 | 150 |
| 95-th percentile | 409.5 |
| Maximum | 629 |
| Range | 623 |
| Interquartile range (IQR) | 129.5 |
Descriptive statistics
| Standard deviation | 126.7506766 |
|---|---|
| Coefficient of variation (CV) | 1.056365676 |
| Kurtosis | 3.495624643 |
| Mean | 119.9875 |
| Median Absolute Deviation (MAD) | 64 |
| Skewness | 1.816681886 |
| Sum | 9599 |
| Variance | 16065.73402 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 5 | 6.2% |
| 26 | 2 | 2.5% |
| 79 | 2 | 2.5% |
| 14 | 2 | 2.5% |
| 123 | 2 | 2.5% |
| 17 | 2 | 2.5% |
| 126 | 2 | 2.5% |
| 6 | 2 | 2.5% |
| 78 | 2 | 2.5% |
| 18 | 2 | 2.5% |
| Other values (55) | 57 |
| Value | Count | Frequency (%) |
| 6 | 2 | 2.5% |
| 7 | 1 | 1.2% |
| 8 | 1 | 1.2% |
| 9 | 1 | 1.2% |
| 10 | 1 | 1.2% |
| 11 | 1 | 1.2% |
| 12 | 1 | 1.2% |
| 13 | 5 | |
| 14 | 2 | 2.5% |
| 17 | 2 | 2.5% |
| Value | Count | Frequency (%) |
| 629 | 1 | |
| 463 | 1 | |
| 449 | 1 | |
| 438 | 1 | |
| 408 | 1 | |
| 388 | 1 | |
| 365 | 1 | |
| 331 | 1 | |
| 266 | 1 | |
| 244 | 1 |
| Distinct | 75 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19346.3 |
| Minimum | 0 |
|---|---|
| Maximum | 47684 |
| Zeros | 6 |
| Zeros (%) | 7.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11399 |
| median | 15623 |
| Q3 | 26310.5 |
| 95-th percentile | 42819.2 |
| Maximum | 47684 |
| Range | 47684 |
| Interquartile range (IQR) | 14911.5 |
Descriptive statistics
| Standard deviation | 11990.47302 |
|---|---|
| Coefficient of variation (CV) | 0.6197811996 |
| Kurtosis | -0.1101895172 |
| Mean | 19346.3 |
| Median Absolute Deviation (MAD) | 6234 |
| Skewness | 0.6511143784 |
| Sum | 1547704 |
| Variance | 143771443.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6 | 7.5% |
| 10879 | 1 | 1.2% |
| 25697 | 1 | 1.2% |
| 4916 | 1 | 1.2% |
| 17315 | 1 | 1.2% |
| 7368 | 1 | 1.2% |
| 18736 | 1 | 1.2% |
| 9131 | 1 | 1.2% |
| 19578 | 1 | 1.2% |
| 22199 | 1 | 1.2% |
| Other values (65) | 65 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 4916 | 1 | 1.2% |
| 7368 | 1 | 1.2% |
| 9131 | 1 | 1.2% |
| 9647 | 1 | 1.2% |
| 10110 | 1 | 1.2% |
| 10180 | 1 | 1.2% |
| 10384 | 1 | 1.2% |
| 10520 | 1 | 1.2% |
| 10577 | 1 | 1.2% |
| Value | Count | Frequency (%) |
| 47684 | 1 | |
| 47491 | 1 | |
| 46888 | 1 | |
| 46471 | 1 | |
| 42627 | 1 | |
| 39459 | 1 | |
| 38955 | 1 | |
| 38658 | 1 | |
| 36646 | 1 | |
| 36044 | 1 |
| Distinct | 63 |
|---|---|
| Distinct (%) | 78.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 497335.6375 |
| Minimum | 0 |
|---|---|
| Maximum | 2566243 |
| Zeros | 18 |
| Zeros (%) | 22.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 848.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 20695.25 |
| median | 35708.5 |
| Q3 | 853831 |
| 95-th percentile | 2249104.55 |
| Maximum | 2566243 |
| Range | 2566243 |
| Interquartile range (IQR) | 833135.75 |
Descriptive statistics
| Standard deviation | 749146.3253 |
|---|---|
| Coefficient of variation (CV) | 1.506319413 |
| Kurtosis | 0.8030681566 |
| Mean | 497335.6375 |
| Median Absolute Deviation (MAD) | 35708.5 |
| Skewness | 1.437419523 |
| Sum | 39786851 |
| Variance | 5.612202168 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 18 | 22.5% |
| 41295 | 1 | 1.2% |
| 16148 | 1 | 1.2% |
| 28639 | 1 | 1.2% |
| 274917 | 1 | 1.2% |
| 32995 | 1 | 1.2% |
| 400340 | 1 | 1.2% |
| 34006 | 1 | 1.2% |
| 460812 | 1 | 1.2% |
| 37029 | 1 | 1.2% |
| Other values (53) | 53 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 3077 | 1 | 1.2% |
| 16148 | 1 | 1.2% |
| 22211 | 1 | 1.2% |
| 23722 | 1 | 1.2% |
| 24112 | 1 | 1.2% |
| 26458 | 1 | 1.2% |
| 26473 | 1 | 1.2% |
| 26940 | 1 | 1.2% |
| 28639 | 1 | 1.2% |
| Value | Count | Frequency (%) |
| 2566243 | 1 | |
| 2335012 | 1 | |
| 2280149 | 1 | |
| 2272105 | 1 | |
| 2247894 | 1 | |
| 2216637 | 1 | |
| 2071530 | 1 | |
| 2044082 | 1 | |
| 1930235 | 1 | |
| 1539396 | 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.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| 연도 | 구분 | 재해보상급여(계) | 요양급여 | 공무상요양일시금 | 순직유족보상금 | 순직유족연금 | 장해연금 | 장해유족연금 | 장해일시금 | 위험직무순직유족연금 | 위험직무순직유족보상금 | 부조급여(계) | 재난부조금 | 사망조위금 | 퇴직수당 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1982 | 건수 | 1464 | 1151 | 0 | 220 | 0 | 46 | 0 | 47 | 0 | 0 | 28 | 28 | 0 | 0 |
| 1 | 1982 | 금액 | 3777 | 712 | 0 | 2525 | 0 | 93 | 0 | 447 | 0 | 0 | 17 | 17 | 0 | 0 |
| 2 | 1983 | 건수 | 2078 | 1719 | 0 | 256 | 0 | 59 | 0 | 44 | 0 | 0 | 111 | 111 | 0 | 0 |
| 3 | 1983 | 금액 | 4760 | 746 | 0 | 3415 | 0 | 120 | 0 | 479 | 0 | 0 | 123 | 123 | 0 | 0 |
| 4 | 1984 | 건수 | 3753 | 3415 | 0 | 234 | 0 | 70 | 0 | 34 | 0 | 0 | 85 | 85 | 0 | 0 |
| 5 | 1984 | 금액 | 4786 | 1083 | 0 | 3099 | 0 | 144 | 0 | 460 | 0 | 0 | 128 | 128 | 0 | 0 |
| 6 | 1985 | 건수 | 4969 | 4568 | 0 | 252 | 0 | 97 | 0 | 52 | 0 | 0 | 13576 | 57 | 13519 | 0 |
| 7 | 1985 | 금액 | 5546 | 1474 | 0 | 3215 | 0 | 223 | 0 | 634 | 0 | 0 | 4995 | 79 | 4916 | 0 |
| 8 | 1986 | 건수 | 5414 | 4997 | 0 | 251 | 0 | 115 | 0 | 51 | 0 | 0 | 17380 | 65 | 17315 | 0 |
| 9 | 1986 | 금액 | 6398 | 1714 | 0 | 3689 | 0 | 308 | 0 | 687 | 0 | 0 | 7488 | 120 | 7368 | 0 |
Last rows
| 연도 | 구분 | 재해보상급여(계) | 요양급여 | 공무상요양일시금 | 순직유족보상금 | 순직유족연금 | 장해연금 | 장해유족연금 | 장해일시금 | 위험직무순직유족연금 | 위험직무순직유족보상금 | 부조급여(계) | 재난부조금 | 사망조위금 | 퇴직수당 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 70 | 2017 | 건수 | 228030 | 176647 | 0 | 100 | 3475 | 38254 | 8216 | 14 | 1308 | 16 | 12588 | 7 | 12581 | 35192 |
| 71 | 2017 | 금액 | 103791 | 29072 | 0 | 9053 | 6136 | 44388 | 8871 | 957 | 2328 | 2986 | 42717 | 90 | 42627 | 2044082 |
| 72 | 2018 | 건수 | 198333 | 144313 | 0 | 86 | 4446 | 39170 | 8806 | 7 | 1491 | 14 | 13407 | 13 | 13394 | 35287 |
| 73 | 2018 | 금액 | 106155 | 25513 | 0 | 8237 | 10856 | 45587 | 9337 | 404 | 3390 | 2831 | 47014 | 126 | 46888 | 2071530 |
| 74 | 2019 | 건수 | 222232 | 166094 | 0 | 84 | 5189 | 39742 | 9461 | 20 | 1633 | 9 | 12997 | 8 | 12989 | 38786 |
| 75 | 2019 | 금액 | 120736 | 33954 | 0 | 8920 | 14006 | 46960 | 9891 | 1597 | 3754 | 1654 | 46569 | 98 | 46471 | 2335012 |
| 76 | 2020 | 건수 | 200270 | 141756 | 0 | 68 | 5972 | 40226 | 10304 | 22 | 1908 | 14 | 13125 | 9 | 13116 | 44488 |
| 77 | 2020 | 금액 | 126104 | 34217 | 0 | 7418 | 16002 | 49520 | 10223 | 1729 | 4186 | 2809 | 47807 | 123 | 47684 | 2566243 |
| 78 | 2021 | 건수 | 175755 | 113428 | 0 | 81 | 6799 | 43014 | 10524 | 22 | 1873 | 14 | 13054 | 13 | 13041 | 40378 |
| 79 | 2021 | 금액 | 127498 | 30689 | 0 | 8192 | 18398 | 51758 | 10830 | 1270 | 4397 | 1964 | 47639 | 148 | 47491 | 2216637 |