Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 49 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.7 KiB |
| Average record size in memory | 118.7 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 12 |
Dataset
| Description | 연령별 공무원연금(퇴직, 유족, 장해 등) 연금수급자 현황에 대한 데이터입니다. 38세 미만부터 시작되며 1세 단위로 구분됩니다. |
|---|---|
| URL | https://www.data.go.kr/data/15054097/fileData.do |
총계 is highly overall correlated with 총계(남) and 10 other fields | High correlation |
총계(남) is highly overall correlated with 총계 and 10 other fields | High correlation |
총계(여) is highly overall correlated with 총계 and 10 other fields | High correlation |
퇴직연금(계) is highly overall correlated with 총계 and 10 other fields | High correlation |
퇴직연금(남) is highly overall correlated with 총계 and 10 other fields | High correlation |
퇴직연금(여) is highly overall correlated with 총계 and 10 other fields | High correlation |
유족연금(계) is highly overall correlated with 총계 and 9 other fields | High correlation |
유족연금(남) is highly overall correlated with 총계 and 10 other fields | High correlation |
유족연금(여) is highly overall correlated with 총계 and 9 other fields | High correlation |
장해연금(계) is highly overall correlated with 총계 and 10 other fields | High correlation |
장해연금(남) is highly overall correlated with 총계 and 10 other fields | High correlation |
장해연금(여) is highly overall correlated with 총계 and 8 other fields | High correlation |
구분 has unique values | Unique |
총계 has unique values | Unique |
총계(남) has unique values | Unique |
총계(여) has unique values | Unique |
퇴직연금(계) has unique values | Unique |
퇴직연금(남) has unique values | Unique |
퇴직연금(여) has unique values | Unique |
유족연금(계) has unique values | Unique |
유족연금(여) has unique values | Unique |
장해연금(계) has 3 (6.1%) zeros | Zeros |
장해연금(남) has 3 (6.1%) zeros | Zeros |
장해연금(여) has 12 (24.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 09:48:55.890627 |
|---|---|
| Analysis finished | 2023-12-12 09:49:10.532921 |
| Duration | 14.64 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Text
UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 524.0 B |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.122449 |
| Min length | 3 |
Characters and Unicode
| Total characters | 153 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 49 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 38세미만 |
|---|---|
| 2nd row | 38세이상 |
| 3rd row | 39세 |
| 4th row | 40세 |
| 5th row | 41세 |
| Value | Count | Frequency (%) |
| 38세미만 | 1 | 2.0% |
| 62세 | 1 | 2.0% |
| 64세 | 1 | 2.0% |
| 65세 | 1 | 2.0% |
| 66세 | 1 | 2.0% |
| 67세 | 1 | 2.0% |
| 68세 | 1 | 2.0% |
| 69세 | 1 | 2.0% |
| 70세 | 1 | 2.0% |
| 71세 | 1 | 2.0% |
| Other values (39) | 39 |
Most occurring characters
| Value | Count | Frequency (%) |
| 세 | 49 | |
| 4 | 15 | 9.8% |
| 5 | 15 | 9.8% |
| 6 | 14 | 9.2% |
| 7 | 14 | 9.2% |
| 8 | 12 | 7.8% |
| 3 | 8 | 5.2% |
| 9 | 5 | 3.3% |
| 0 | 5 | 3.3% |
| 1 | 5 | 3.3% |
| Other values (5) | 11 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 98 | |
| Other Letter | 55 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 15 | |
| 5 | 15 | |
| 6 | 14 | |
| 7 | 14 | |
| 8 | 12 | |
| 3 | 8 | |
| 9 | 5 | 5.1% |
| 0 | 5 | 5.1% |
| 1 | 5 | 5.1% |
| 2 | 5 | 5.1% |
Other Letter
| Value | Count | Frequency (%) |
| 세 | 49 | |
| 이 | 2 | 3.6% |
| 상 | 2 | 3.6% |
| 미 | 1 | 1.8% |
| 만 | 1 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 98 | |
| Hangul | 55 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 15 | |
| 5 | 15 | |
| 6 | 14 | |
| 7 | 14 | |
| 8 | 12 | |
| 3 | 8 | |
| 9 | 5 | 5.1% |
| 0 | 5 | 5.1% |
| 1 | 5 | 5.1% |
| 2 | 5 | 5.1% |
Hangul
| Value | Count | Frequency (%) |
| 세 | 49 | |
| 이 | 2 | 3.6% |
| 상 | 2 | 3.6% |
| 미 | 1 | 1.8% |
| 만 | 1 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 98 | |
| Hangul | 55 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 세 | 49 | |
| 이 | 2 | 3.6% |
| 상 | 2 | 3.6% |
| 미 | 1 | 1.8% |
| 만 | 1 | 1.8% |
ASCII
| Value | Count | Frequency (%) |
| 4 | 15 | |
| 5 | 15 | |
| 6 | 14 | |
| 7 | 14 | |
| 8 | 12 | |
| 3 | 8 | |
| 9 | 5 | 5.1% |
| 0 | 5 | 5.1% |
| 1 | 5 | 5.1% |
| 2 | 5 | 5.1% |
총계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12821.429 |
| Minimum | 113 |
|---|---|
| Maximum | 36608 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 113 |
|---|---|
| 5-th percentile | 284.6 |
| Q1 | 1713 |
| median | 10706 |
| Q3 | 19412 |
| 95-th percentile | 32245.4 |
| Maximum | 36608 |
| Range | 36495 |
| Interquartile range (IQR) | 17699 |
Descriptive statistics
| Standard deviation | 11562.205 |
|---|---|
| Coefficient of variation (CV) | 0.9017876 |
| Kurtosis | -1.0101078 |
| Mean | 12821.429 |
| Median Absolute Deviation (MAD) | 8993 |
| Skewness | 0.55888946 |
| Sum | 628250 |
| Variance | 1.3368459 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 271 | 1 | 2.0% |
| 18902 | 1 | 2.0% |
| 30442 | 1 | 2.0% |
| 32009 | 1 | 2.0% |
| 30202 | 1 | 2.0% |
| 30809 | 1 | 2.0% |
| 25626 | 1 | 2.0% |
| 22710 | 1 | 2.0% |
| 25025 | 1 | 2.0% |
| 18392 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 113 | 1 | |
| 209 | 1 | |
| 271 | 1 | |
| 305 | 1 | |
| 400 | 1 | |
| 494 | 1 | |
| 550 | 1 | |
| 577 | 1 | |
| 680 | 1 | |
| 811 | 1 |
| Value | Count | Frequency (%) |
| 36608 | 1 | |
| 33736 | 1 | |
| 32403 | 1 | |
| 32009 | 1 | |
| 31563 | 1 | |
| 30809 | 1 | |
| 30442 | 1 | |
| 30202 | 1 | |
| 26786 | 1 | |
| 25626 | 1 |
총계(남)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8773.2041 |
| Minimum | 34 |
|---|---|
| Maximum | 23872 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 34 |
|---|---|
| 5-th percentile | 100.6 |
| Q1 | 1122 |
| median | 6408 |
| Q3 | 13844 |
| 95-th percentile | 22819.4 |
| Maximum | 23872 |
| Range | 23838 |
| Interquartile range (IQR) | 12722 |
Descriptive statistics
| Standard deviation | 8261.3491 |
|---|---|
| Coefficient of variation (CV) | 0.94165701 |
| Kurtosis | -1.1348392 |
| Mean | 8773.2041 |
| Median Absolute Deviation (MAD) | 6207 |
| Skewness | 0.56712731 |
| Sum | 429887 |
| Variance | 68249890 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 134 | 1 | 2.0% |
| 13707 | 1 | 2.0% |
| 22098 | 1 | 2.0% |
| 23872 | 1 | 2.0% |
| 22825 | 1 | 2.0% |
| 22811 | 1 | 2.0% |
| 19039 | 1 | 2.0% |
| 16335 | 1 | 2.0% |
| 18008 | 1 | 2.0% |
| 13050 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 34 | 1 | |
| 54 | 1 | |
| 85 | 1 | |
| 124 | 1 | |
| 134 | 1 | |
| 172 | 1 | |
| 198 | 1 | |
| 201 | 1 | |
| 292 | 1 | |
| 422 | 1 |
| Value | Count | Frequency (%) |
| 23872 | 1 | |
| 23005 | 1 | |
| 22825 | 1 | |
| 22811 | 1 | |
| 22406 | 1 | |
| 22098 | 1 | |
| 21984 | 1 | |
| 21462 | 1 | |
| 19039 | 1 | |
| 18264 | 1 |
총계(여)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4048.2245 |
| Minimum | 79 |
|---|---|
| Maximum | 15146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 79 |
|---|---|
| 5-th percentile | 181 |
| Q1 | 591 |
| median | 3874 |
| Q3 | 5831 |
| 95-th percentile | 9829.8 |
| Maximum | 15146 |
| Range | 15067 |
| Interquartile range (IQR) | 5240 |
Descriptive statistics
| Standard deviation | 3477.9368 |
|---|---|
| Coefficient of variation (CV) | 0.85912646 |
| Kurtosis | 0.65019294 |
| Mean | 4048.2245 |
| Median Absolute Deviation (MAD) | 2935 |
| Skewness | 0.85040547 |
| Sum | 198363 |
| Variance | 12096044 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 137 | 1 | 2.0% |
| 5195 | 1 | 2.0% |
| 8344 | 1 | 2.0% |
| 8137 | 1 | 2.0% |
| 7377 | 1 | 2.0% |
| 7998 | 1 | 2.0% |
| 6587 | 1 | 2.0% |
| 6375 | 1 | 2.0% |
| 7017 | 1 | 2.0% |
| 5342 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 79 | 1 | |
| 137 | 1 | |
| 155 | 1 | |
| 220 | 1 | |
| 276 | 1 | |
| 322 | 1 | |
| 349 | 1 | |
| 379 | 1 | |
| 388 | 1 | |
| 389 | 1 |
| Value | Count | Frequency (%) |
| 15146 | 1 | |
| 10731 | 1 | |
| 9997 | 1 | |
| 9579 | 1 | |
| 8522 | 1 | |
| 8344 | 1 | |
| 8137 | 1 | |
| 7998 | 1 | |
| 7377 | 1 | |
| 7017 | 1 |
퇴직연금(계)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11143.061 |
| Minimum | 104 |
|---|---|
| Maximum | 32004 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 104 |
|---|---|
| 5-th percentile | 216.8 |
| Q1 | 1522 |
| median | 8525 |
| Q3 | 16919 |
| 95-th percentile | 30099.2 |
| Maximum | 32004 |
| Range | 31900 |
| Interquartile range (IQR) | 15397 |
Descriptive statistics
| Standard deviation | 10453.178 |
|---|---|
| Coefficient of variation (CV) | 0.93808854 |
| Kurtosis | -0.88973805 |
| Mean | 11143.061 |
| Median Absolute Deviation (MAD) | 7656 |
| Skewness | 0.67710341 |
| Sum | 546010 |
| Variance | 1.0926893 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 139 | 1 | 2.0% |
| 15925 | 1 | 2.0% |
| 28669 | 1 | 2.0% |
| 30056 | 1 | 2.0% |
| 28256 | 1 | 2.0% |
| 28376 | 1 | 2.0% |
| 23383 | 1 | 2.0% |
| 20472 | 1 | 2.0% |
| 22338 | 1 | 2.0% |
| 16156 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 104 | 1 | |
| 139 | 1 | |
| 180 | 1 | |
| 272 | 1 | |
| 359 | 1 | |
| 436 | 1 | |
| 482 | 1 | |
| 509 | 1 | |
| 589 | 1 | |
| 710 | 1 |
| Value | Count | Frequency (%) |
| 32004 | 1 | |
| 30632 | 1 | |
| 30128 | 1 | |
| 30056 | 1 | |
| 28669 | 1 | |
| 28376 | 1 | |
| 28256 | 1 | |
| 25621 | 1 | |
| 23383 | 1 | |
| 22858 | 1 |
퇴직연금(남)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8632.3469 |
| Minimum | 32 |
|---|---|
| Maximum | 23528 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 67.2 |
| Q1 | 1073 |
| median | 6257 |
| Q3 | 13640 |
| 95-th percentile | 22530.8 |
| Maximum | 23528 |
| Range | 23496 |
| Interquartile range (IQR) | 12567 |
Descriptive statistics
| Standard deviation | 8160.1831 |
|---|---|
| Coefficient of variation (CV) | 0.94530296 |
| Kurtosis | -1.1355711 |
| Mean | 8632.3469 |
| Median Absolute Deviation (MAD) | 6073 |
| Skewness | 0.56725597 |
| Sum | 422985 |
| Variance | 66588588 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 64 | 1 | 2.0% |
| 13481 | 1 | 2.0% |
| 21801 | 1 | 2.0% |
| 23528 | 1 | 2.0% |
| 22536 | 1 | 2.0% |
| 22523 | 1 | 2.0% |
| 18777 | 1 | 2.0% |
| 16123 | 1 | 2.0% |
| 17727 | 1 | 2.0% |
| 12866 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 32 | 1 | |
| 42 | 1 | |
| 64 | 1 | |
| 72 | 1 | |
| 109 | 1 | |
| 147 | 1 | |
| 175 | 1 | |
| 184 | 1 | |
| 270 | 1 | |
| 397 | 1 |
| Value | Count | Frequency (%) |
| 23528 | 1 | |
| 22702 | 1 | |
| 22536 | 1 | |
| 22523 | 1 | |
| 22091 | 1 | |
| 21801 | 1 | |
| 21696 | 1 | |
| 21089 | 1 | |
| 18777 | 1 | |
| 18035 | 1 |
퇴직연금(여)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2510.7143 |
| Minimum | 72 |
|---|---|
| Maximum | 9302 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 72 |
|---|---|
| 5-th percentile | 162.8 |
| Q1 | 449 |
| median | 1207 |
| Q3 | 4349 |
| 95-th percentile | 8093.6 |
| Maximum | 9302 |
| Range | 9230 |
| Interquartile range (IQR) | 3900 |
Descriptive statistics
| Standard deviation | 2620.4898 |
|---|---|
| Coefficient of variation (CV) | 1.0437228 |
| Kurtosis | 0.18889698 |
| Mean | 2510.7143 |
| Median Absolute Deviation (MAD) | 918 |
| Skewness | 1.135747 |
| Sum | 123025 |
| Variance | 6866966.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 75 | 1 | 2.0% |
| 2444 | 1 | 2.0% |
| 6868 | 1 | 2.0% |
| 6528 | 1 | 2.0% |
| 5720 | 1 | 2.0% |
| 5853 | 1 | 2.0% |
| 4606 | 1 | 2.0% |
| 4349 | 1 | 2.0% |
| 4611 | 1 | 2.0% |
| 3290 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 72 | 1 | |
| 75 | 1 | |
| 138 | 1 | |
| 200 | 1 | |
| 250 | 1 | |
| 289 | 1 | |
| 298 | 1 | |
| 313 | 1 | |
| 319 | 1 | |
| 329 | 1 |
| Value | Count | Frequency (%) |
| 9302 | 1 | |
| 8541 | 1 | |
| 8432 | 1 | |
| 7586 | 1 | |
| 6868 | 1 | |
| 6528 | 1 | |
| 5853 | 1 | |
| 5720 | 1 | |
| 5183 | 1 | |
| 4846 | 1 |
유족연금(계)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1602 |
| Minimum | 9 |
|---|---|
| Maximum | 13690 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 34.2 |
| Q1 | 180 |
| median | 1245 |
| Q3 | 2505 |
| 95-th percentile | 3263.6 |
| Maximum | 13690 |
| Range | 13681 |
| Interquartile range (IQR) | 2325 |
Descriptive statistics
| Standard deviation | 2123.1297 |
|---|---|
| Coefficient of variation (CV) | 1.3252995 |
| Kurtosis | 21.787033 |
| Mean | 1602 |
| Median Absolute Deviation (MAD) | 1117 |
| Skewness | 3.9537893 |
| Sum | 78498 |
| Variance | 4507679.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 128 | 1 | 2.0% |
| 2822 | 1 | 2.0% |
| 1585 | 1 | 2.0% |
| 1741 | 1 | 2.0% |
| 1735 | 1 | 2.0% |
| 2227 | 1 | 2.0% |
| 2075 | 1 | 2.0% |
| 2104 | 1 | 2.0% |
| 2505 | 1 | 2.0% |
| 2112 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 9 | 1 | |
| 29 | 1 | |
| 31 | 1 | |
| 39 | 1 | |
| 57 | 1 | |
| 66 | 1 | |
| 68 | 1 | |
| 88 | 1 | |
| 96 | 1 | |
| 109 | 1 |
| Value | Count | Frequency (%) |
| 13690 | 1 | |
| 3818 | 1 | |
| 3310 | 1 | |
| 3194 | 1 | |
| 3109 | 1 | |
| 3103 | 1 | |
| 2905 | 1 | |
| 2822 | 1 | |
| 2777 | 1 | |
| 2715 | 1 |
유족연금(남)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 42 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.285714 |
| Minimum | 2 |
|---|---|
| Maximum | 317 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 12.4 |
| Q1 | 39 |
| median | 64 |
| Q3 | 85 |
| 95-th percentile | 126.6 |
| Maximum | 317 |
| Range | 315 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 49.128234 |
|---|---|
| Coefficient of variation (CV) | 0.71945112 |
| Kurtosis | 12.902837 |
| Mean | 68.285714 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 2.7293979 |
| Sum | 3346 |
| Variance | 2413.5833 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 64 | 3 | 6.1% |
| 68 | 2 | 4.1% |
| 20 | 2 | 4.1% |
| 76 | 2 | 4.1% |
| 62 | 2 | 4.1% |
| 123 | 2 | 4.1% |
| 65 | 1 | 2.0% |
| 59 | 1 | 2.0% |
| 139 | 1 | 2.0% |
| 87 | 1 | 2.0% |
| Other values (32) | 32 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 17 | 1 | |
| 20 | 2 | |
| 21 | 1 | |
| 24 | 1 | |
| 29 | 1 | |
| 33 | 1 |
| Value | Count | Frequency (%) |
| 317 | 1 | |
| 139 | 1 | |
| 129 | 1 | |
| 123 | 2 | |
| 108 | 1 | |
| 105 | 1 | |
| 100 | 1 | |
| 97 | 1 | |
| 89 | 1 | |
| 88 | 1 |
유족연금(여)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1533.7143 |
| Minimum | 7 |
|---|---|
| Maximum | 13373 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 22.4 |
| Q1 | 141 |
| median | 1137 |
| Q3 | 2400 |
| 95-th percentile | 3205.2 |
| Maximum | 13373 |
| Range | 13366 |
| Interquartile range (IQR) | 2259 |
Descriptive statistics
| Standard deviation | 2084.0535 |
|---|---|
| Coefficient of variation (CV) | 1.3588277 |
| Kurtosis | 21.571504 |
| Mean | 1533.7143 |
| Median Absolute Deviation (MAD) | 1061 |
| Skewness | 3.9346787 |
| Sum | 75152 |
| Variance | 4343278.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 60 | 1 | 2.0% |
| 2746 | 1 | 2.0% |
| 1462 | 1 | 2.0% |
| 1602 | 1 | 2.0% |
| 1648 | 1 | 2.0% |
| 2139 | 1 | 2.0% |
| 1975 | 1 | 2.0% |
| 2020 | 1 | 2.0% |
| 2400 | 1 | 2.0% |
| 2048 | 1 | 2.0% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 26 | 1 | |
| 33 | 1 | |
| 45 | 1 | |
| 51 | 1 | |
| 60 | 1 | |
| 68 | 1 | |
| 76 | 1 |
| Value | Count | Frequency (%) |
| 13373 | 1 | |
| 3756 | 1 | |
| 3252 | 1 | |
| 3135 | 1 | |
| 3035 | 1 | |
| 3020 | 1 | |
| 2840 | 1 | |
| 2746 | 1 | |
| 2729 | 1 | |
| 2664 | 1 |
장해연금(계)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 39 |
|---|---|
| Distinct (%) | 79.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.367347 |
| Minimum | 0 |
|---|---|
| Maximum | 212 |
| Zeros | 3 |
| Zeros (%) | 6.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 19 |
| median | 46 |
| Q3 | 134 |
| 95-th percentile | 205.6 |
| Maximum | 212 |
| Range | 212 |
| Interquartile range (IQR) | 115 |
Descriptive statistics
| Standard deviation | 71.590762 |
|---|---|
| Coefficient of variation (CV) | 0.93745253 |
| Kurtosis | -1.021177 |
| Mean | 76.367347 |
| Median Absolute Deviation (MAD) | 43 |
| Skewness | 0.6575362 |
| Sum | 3742 |
| Variance | 5125.2372 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 2 | 3 | 6.1% |
| 0 | 3 | 6.1% |
| 60 | 2 | 4.1% |
| 134 | 2 | 4.1% |
| 3 | 2 | 4.1% |
| 19 | 2 | 4.1% |
| 130 | 2 | 4.1% |
| 45 | 2 | 4.1% |
| 4 | 1 | 2.0% |
| 182 | 1 | 2.0% |
| Other values (29) | 29 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 1 | 2.0% |
| 2 | 3 | |
| 3 | 2 | |
| 4 | 1 | 2.0% |
| 5 | 1 | 2.0% |
| 11 | 1 | 2.0% |
| 19 | 2 | |
| 20 | 1 | 2.0% |
| 25 | 1 | 2.0% |
| Value | Count | Frequency (%) |
| 212 | 1 | |
| 211 | 1 | |
| 206 | 1 | |
| 205 | 1 | |
| 190 | 1 | |
| 189 | 1 | |
| 188 | 1 | |
| 182 | 1 | |
| 168 | 1 | |
| 155 | 1 |
장해연금(남)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 40 |
|---|---|
| Distinct (%) | 81.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.571429 |
| Minimum | 0 |
|---|---|
| Maximum | 205 |
| Zeros | 3 |
| Zeros (%) | 6.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 16 |
| median | 43 |
| Q3 | 128 |
| 95-th percentile | 196.8 |
| Maximum | 205 |
| Range | 205 |
| Interquartile range (IQR) | 112 |
Descriptive statistics
| Standard deviation | 68.38494 |
|---|---|
| Coefficient of variation (CV) | 0.94231216 |
| Kurtosis | -1.0237914 |
| Mean | 72.571429 |
| Median Absolute Deviation (MAD) | 41 |
| Skewness | 0.65483676 |
| Sum | 3556 |
| Variance | 4676.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 2 | 5 | 10.2% |
| 0 | 3 | 6.1% |
| 174 | 2 | 4.1% |
| 128 | 2 | 4.1% |
| 56 | 2 | 4.1% |
| 202 | 1 | 2.0% |
| 162 | 1 | 2.0% |
| 176 | 1 | 2.0% |
| 120 | 1 | 2.0% |
| 125 | 1 | 2.0% |
| Other values (30) | 30 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 1 | 2.0% |
| 2 | 5 | |
| 3 | 1 | 2.0% |
| 5 | 1 | 2.0% |
| 10 | 1 | 2.0% |
| 16 | 1 | 2.0% |
| 17 | 1 | 2.0% |
| 19 | 1 | 2.0% |
| 23 | 1 | 2.0% |
| Value | Count | Frequency (%) |
| 205 | 1 | |
| 202 | 1 | |
| 200 | 1 | |
| 192 | 1 | |
| 180 | 1 | |
| 176 | 1 | |
| 174 | 2 | |
| 162 | 1 | |
| 150 | 1 | |
| 132 | 1 |
장해연금(여)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 28.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7959184 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 12 |
| Zeros (%) | 24.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 573.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 12.6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.9103473 |
|---|---|
| Coefficient of variation (CV) | 1.0301453 |
| Kurtosis | 1.2165031 |
| Mean | 3.7959184 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.2625924 |
| Sum | 186 |
| Variance | 15.290816 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 6 | 7 | |
| 1 | 6 | |
| 4 | 6 | |
| 2 | 5 | |
| 3 | 3 | 6.1% |
| 5 | 3 | 6.1% |
| 12 | 1 | 2.0% |
| 10 | 1 | 2.0% |
| 15 | 1 | 2.0% |
| Other values (4) | 4 | 8.2% |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 1 | 6 | |
| 2 | 5 | |
| 3 | 3 | 6.1% |
| 4 | 6 | |
| 5 | 3 | 6.1% |
| 6 | 7 | |
| 7 | 1 | 2.0% |
| 9 | 1 | 2.0% |
| 10 | 1 | 2.0% |
| Value | Count | Frequency (%) |
| 15 | 1 | 2.0% |
| 14 | 1 | 2.0% |
| 13 | 1 | 2.0% |
| 12 | 1 | 2.0% |
| 10 | 1 | 2.0% |
| 9 | 1 | 2.0% |
| 7 | 1 | 2.0% |
| 6 | 7 | |
| 5 | 3 | |
| 4 | 6 |
| 구분 | 총계 | 총계(남) | 총계(여) | 퇴직연금(계) | 퇴직연금(남) | 퇴직연금(여) | 유족연금(계) | 유족연금(남) | 유족연금(여) | 장해연금(계) | 장해연금(남) | 장해연금(여) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 총계 | 1.000 | 1.000 | 0.992 | 0.926 | 0.970 | 0.989 | 0.954 | 0.820 | 0.758 | 0.820 | 0.825 | 0.837 | 0.722 |
| 총계(남) | 1.000 | 0.992 | 1.000 | 0.902 | 0.967 | 1.000 | 0.927 | 0.911 | 0.842 | 0.911 | 0.816 | 0.816 | 0.608 |
| 총계(여) | 1.000 | 0.926 | 0.902 | 1.000 | 0.893 | 0.885 | 0.847 | 0.873 | 0.899 | 0.873 | 0.838 | 0.860 | 0.716 |
| 퇴직연금(계) | 1.000 | 0.970 | 0.967 | 0.893 | 1.000 | 0.960 | 0.963 | 0.836 | 0.754 | 0.836 | 0.829 | 0.844 | 0.625 |
| 퇴직연금(남) | 1.000 | 0.989 | 1.000 | 0.885 | 0.960 | 1.000 | 0.924 | 0.911 | 0.840 | 0.911 | 0.802 | 0.806 | 0.584 |
| 퇴직연금(여) | 1.000 | 0.954 | 0.927 | 0.847 | 0.963 | 0.924 | 1.000 | 0.578 | 0.688 | 0.578 | 0.814 | 0.796 | 0.787 |
| 유족연금(계) | 1.000 | 0.820 | 0.911 | 0.873 | 0.836 | 0.911 | 0.578 | 1.000 | 0.805 | 1.000 | 0.691 | 0.688 | 0.471 |
| 유족연금(남) | 1.000 | 0.758 | 0.842 | 0.899 | 0.754 | 0.840 | 0.688 | 0.805 | 1.000 | 0.805 | 0.690 | 0.735 | 0.629 |
| 유족연금(여) | 1.000 | 0.820 | 0.911 | 0.873 | 0.836 | 0.911 | 0.578 | 1.000 | 0.805 | 1.000 | 0.691 | 0.688 | 0.471 |
| 장해연금(계) | 1.000 | 0.825 | 0.816 | 0.838 | 0.829 | 0.802 | 0.814 | 0.691 | 0.690 | 0.691 | 1.000 | 0.999 | 0.631 |
| 장해연금(남) | 1.000 | 0.837 | 0.816 | 0.860 | 0.844 | 0.806 | 0.796 | 0.688 | 0.735 | 0.688 | 0.999 | 1.000 | 0.626 |
| 장해연금(여) | 1.000 | 0.722 | 0.608 | 0.716 | 0.625 | 0.584 | 0.787 | 0.471 | 0.629 | 0.471 | 0.631 | 0.626 | 1.000 |
| 총계 | 총계(남) | 총계(여) | 퇴직연금(계) | 퇴직연금(남) | 퇴직연금(여) | 유족연금(계) | 유족연금(남) | 유족연금(여) | 장해연금(계) | 장해연금(남) | 장해연금(여) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 총계 | 1.000 | 0.993 | 0.981 | 0.993 | 0.993 | 0.904 | 0.737 | 0.902 | 0.737 | 0.951 | 0.951 | 0.792 |
| 총계(남) | 0.993 | 1.000 | 0.967 | 0.990 | 1.000 | 0.899 | 0.739 | 0.897 | 0.740 | 0.962 | 0.961 | 0.795 |
| 총계(여) | 0.981 | 0.967 | 1.000 | 0.984 | 0.967 | 0.939 | 0.688 | 0.915 | 0.690 | 0.931 | 0.933 | 0.797 |
| 퇴직연금(계) | 0.993 | 0.990 | 0.984 | 1.000 | 0.991 | 0.938 | 0.694 | 0.904 | 0.695 | 0.968 | 0.969 | 0.818 |
| 퇴직연금(남) | 0.993 | 1.000 | 0.967 | 0.991 | 1.000 | 0.899 | 0.738 | 0.891 | 0.739 | 0.961 | 0.961 | 0.792 |
| 퇴직연금(여) | 0.904 | 0.899 | 0.939 | 0.938 | 0.899 | 1.000 | 0.517 | 0.886 | 0.518 | 0.938 | 0.940 | 0.878 |
| 유족연금(계) | 0.737 | 0.739 | 0.688 | 0.694 | 0.738 | 0.517 | 1.000 | 0.612 | 0.999 | 0.645 | 0.647 | 0.347 |
| 유족연금(남) | 0.902 | 0.897 | 0.915 | 0.904 | 0.891 | 0.886 | 0.612 | 1.000 | 0.603 | 0.897 | 0.891 | 0.834 |
| 유족연금(여) | 0.737 | 0.740 | 0.690 | 0.695 | 0.739 | 0.518 | 0.999 | 0.603 | 1.000 | 0.643 | 0.645 | 0.341 |
| 장해연금(계) | 0.951 | 0.962 | 0.931 | 0.968 | 0.961 | 0.938 | 0.645 | 0.897 | 0.643 | 1.000 | 0.999 | 0.868 |
| 장해연금(남) | 0.951 | 0.961 | 0.933 | 0.969 | 0.961 | 0.940 | 0.647 | 0.891 | 0.645 | 0.999 | 1.000 | 0.857 |
| 장해연금(여) | 0.792 | 0.795 | 0.797 | 0.818 | 0.792 | 0.878 | 0.347 | 0.834 | 0.341 | 0.868 | 0.857 | 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.
| 구분 | 총계 | 총계(남) | 총계(여) | 퇴직연금(계) | 퇴직연금(남) | 퇴직연금(여) | 유족연금(계) | 유족연금(남) | 유족연금(여) | 장해연금(계) | 장해연금(남) | 장해연금(여) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 38세미만 | 271 | 134 | 137 | 139 | 64 | 75 | 128 | 68 | 60 | 4 | 2 | 2 |
| 1 | 38세이상 | 113 | 34 | 79 | 104 | 32 | 72 | 9 | 2 | 7 | 0 | 0 | 0 |
| 2 | 39세 | 209 | 54 | 155 | 180 | 42 | 138 | 29 | 12 | 17 | 0 | 0 | 0 |
| 3 | 40세 | 305 | 85 | 220 | 272 | 72 | 200 | 31 | 11 | 20 | 2 | 2 | 0 |
| 4 | 41세 | 400 | 124 | 276 | 359 | 109 | 250 | 39 | 13 | 26 | 2 | 2 | 0 |
| 5 | 42세 | 494 | 172 | 322 | 436 | 147 | 289 | 57 | 24 | 33 | 1 | 1 | 0 |
| 6 | 43세 | 577 | 198 | 379 | 509 | 175 | 334 | 66 | 21 | 45 | 2 | 2 | 0 |
| 7 | 44세 | 550 | 201 | 349 | 482 | 184 | 298 | 68 | 17 | 51 | 0 | 0 | 0 |
| 8 | 45세 | 680 | 292 | 388 | 589 | 270 | 319 | 88 | 20 | 68 | 3 | 2 | 1 |
| 9 | 46세 | 811 | 422 | 389 | 710 | 397 | 313 | 96 | 20 | 76 | 5 | 5 | 0 |
| 구분 | 총계 | 총계(남) | 총계(여) | 퇴직연금(계) | 퇴직연금(남) | 퇴직연금(여) | 유족연금(계) | 유족연금(남) | 유족연금(여) | 장해연금(계) | 장해연금(남) | 장해연금(여) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 39 | 76세 | 15570 | 11390 | 4180 | 12794 | 11201 | 1593 | 2661 | 77 | 2584 | 115 | 112 | 3 |
| 40 | 77세 | 12731 | 9230 | 3501 | 10254 | 9101 | 1153 | 2410 | 64 | 2346 | 67 | 65 | 2 |
| 41 | 78세 | 12958 | 9084 | 3874 | 10162 | 8955 | 1207 | 2715 | 51 | 2664 | 81 | 78 | 3 |
| 42 | 79세 | 12397 | 8462 | 3935 | 9438 | 8343 | 1095 | 2905 | 65 | 2840 | 54 | 54 | 0 |
| 43 | 80세 | 14844 | 9997 | 4847 | 10962 | 9872 | 1090 | 3818 | 62 | 3756 | 64 | 63 | 1 |
| 44 | 81세 | 11872 | 7725 | 4147 | 8525 | 7631 | 894 | 3310 | 58 | 3252 | 37 | 36 | 1 |
| 45 | 82세 | 10112 | 6316 | 3796 | 6976 | 6215 | 761 | 3103 | 68 | 3035 | 33 | 33 | 0 |
| 46 | 83세 | 10371 | 6620 | 3751 | 7142 | 6526 | 616 | 3194 | 59 | 3135 | 35 | 35 | 0 |
| 47 | 84세 | 8863 | 5578 | 3285 | 6061 | 5507 | 554 | 2777 | 48 | 2729 | 25 | 23 | 2 |
| 48 | 85세이상 | 36608 | 21462 | 15146 | 22858 | 21089 | 1769 | 13690 | 317 | 13373 | 60 | 56 | 4 |