Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 34 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.4 KiB |
| Average record size in memory | 163.9 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 2 |
| Numeric | 15 |
Dataset
| Description | 공무원 직종별(일반직, 정무직, 별정직, 경철, 소방, 교육직, 기능직, 공안직, 군무원, 연구직 등), 지역별(서울,부산,대구,광주,인천,대전,세종,울산,제주 등) 퇴직자 수 데이터입니다. |
|---|---|
| URL | https://www.data.go.kr/data/15053015/fileData.do |
계 is highly overall correlated with 별정직 and 11 other fields | High correlation |
정무직 is highly overall correlated with 별정직 and 2 other fields | High correlation |
별정직 is highly overall correlated with 계 and 11 other fields | High correlation |
일반직 is highly overall correlated with 계 and 12 other fields | High correlation |
경찰 is highly overall correlated with 계 and 10 other fields | High correlation |
소방 is highly overall correlated with 계 and 10 other fields | High correlation |
교육직 is highly overall correlated with 계 and 2 other fields | High correlation |
법관검사 is highly overall correlated with 계 and 8 other fields | High correlation |
기능직 is highly overall correlated with 군무원 | High correlation |
공안직 is highly overall correlated with 계 and 8 other fields | High correlation |
연구직 is highly overall correlated with 계 and 6 other fields | High correlation |
지도직 is highly overall correlated with 공중보건의 | High correlation |
계약직 is highly overall correlated with 계 and 10 other fields | High correlation |
공중보건의 is highly overall correlated with 계 and 6 other fields | High correlation |
기타 is highly overall correlated with 계 and 6 other fields | High correlation |
남여구분 is highly overall correlated with 일반직 and 2 other fields | High correlation |
군무원 is highly overall correlated with 계 and 11 other fields | High correlation |
군무원 is highly imbalanced (75.9%) | Imbalance |
계 has unique values | Unique |
일반직 has unique values | Unique |
정무직 has 22 (64.7%) zeros | Zeros |
별정직 has 2 (5.9%) zeros | Zeros |
경찰 has 2 (5.9%) zeros | Zeros |
소방 has 3 (8.8%) zeros | Zeros |
법관검사 has 12 (35.3%) zeros | Zeros |
기능직 has 20 (58.8%) zeros | Zeros |
공안직 has 5 (14.7%) zeros | Zeros |
지도직 has 6 (17.6%) zeros | Zeros |
공중보건의 has 17 (50.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 13:54:27.278396 |
|---|---|
| Analysis finished | 2023-12-12 13:54:52.028059 |
| Duration | 24.75 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
지역
Text
| Distinct | 17 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 404.0 B |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 68 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 서울 |
|---|---|
| 2nd row | 서울 |
| 3rd row | 부산 |
| 4th row | 부산 |
| 5th row | 대구 |
| Value | Count | Frequency (%) |
| 서울 | 2 | 5.9% |
| 강원 | 2 | 5.9% |
| 전남 | 2 | 5.9% |
| 전북 | 2 | 5.9% |
| 경남 | 2 | 5.9% |
| 경북 | 2 | 5.9% |
| 충남 | 2 | 5.9% |
| 충북 | 2 | 5.9% |
| 경기 | 2 | 5.9% |
| 부산 | 2 | 5.9% |
| Other values (7) | 14 |
Most occurring characters
| Value | Count | Frequency (%) |
| 전 | 6 | 8.8% |
| 경 | 6 | 8.8% |
| 남 | 6 | 8.8% |
| 북 | 6 | 8.8% |
| 산 | 4 | 5.9% |
| 대 | 4 | 5.9% |
| 충 | 4 | 5.9% |
| 주 | 4 | 5.9% |
| 울 | 4 | 5.9% |
| 원 | 2 | 2.9% |
| Other values (11) | 22 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 68 |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 전 | 6 | 8.8% |
| 경 | 6 | 8.8% |
| 남 | 6 | 8.8% |
| 북 | 6 | 8.8% |
| 산 | 4 | 5.9% |
| 대 | 4 | 5.9% |
| 충 | 4 | 5.9% |
| 주 | 4 | 5.9% |
| 울 | 4 | 5.9% |
| 원 | 2 | 2.9% |
| Other values (11) | 22 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 68 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 전 | 6 | 8.8% |
| 경 | 6 | 8.8% |
| 남 | 6 | 8.8% |
| 북 | 6 | 8.8% |
| 산 | 4 | 5.9% |
| 대 | 4 | 5.9% |
| 충 | 4 | 5.9% |
| 주 | 4 | 5.9% |
| 울 | 4 | 5.9% |
| 원 | 2 | 2.9% |
| Other values (11) | 22 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 68 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 전 | 6 | 8.8% |
| 경 | 6 | 8.8% |
| 남 | 6 | 8.8% |
| 북 | 6 | 8.8% |
| 산 | 4 | 5.9% |
| 대 | 4 | 5.9% |
| 충 | 4 | 5.9% |
| 주 | 4 | 5.9% |
| 울 | 4 | 5.9% |
| 원 | 2 | 2.9% |
| Other values (11) | 22 |
남여구분
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 404.0 B |
| 남 | |
|---|---|
| 여 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 남 |
|---|---|
| 2nd row | 여 |
| 3rd row | 남 |
| 4th row | 여 |
| 5th row | 남 |
Common Values
| Value | Count | Frequency (%) |
| 남 | 17 | |
| 여 | 17 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 남 | 17 | |
| 여 | 17 |
계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 34 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1617.4412 |
| Minimum | 260 |
|---|---|
| Maximum | 8496 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 260 |
|---|---|
| 5-th percentile | 336.85 |
| Q1 | 737.25 |
| median | 1064 |
| Q3 | 1775.75 |
| 95-th percentile | 5299.55 |
| Maximum | 8496 |
| Range | 8236 |
| Interquartile range (IQR) | 1038.5 |
Descriptive statistics
| Standard deviation | 1706.7174 |
|---|---|
| Coefficient of variation (CV) | 1.0551959 |
| Kurtosis | 8.0357693 |
| Mean | 1617.4412 |
| Median Absolute Deviation (MAD) | 499 |
| Skewness | 2.6950121 |
| Sum | 54993 |
| Variance | 2912884.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 8496 | 1 | 2.9% |
| 1867 | 1 | 2.9% |
| 1169 | 1 | 2.9% |
| 601 | 1 | 2.9% |
| 1566 | 1 | 2.9% |
| 815 | 1 | 2.9% |
| 1951 | 1 | 2.9% |
| 896 | 1 | 2.9% |
| 1088 | 1 | 2.9% |
| 1697 | 1 | 2.9% |
| Other values (24) | 24 |
| Value | Count | Frequency (%) |
| 260 | 1 | |
| 331 | 1 | |
| 340 | 1 | |
| 409 | 1 | |
| 414 | 1 | |
| 580 | 1 | |
| 601 | 1 | |
| 685 | 1 | |
| 732 | 1 | |
| 753 | 1 |
| Value | Count | Frequency (%) |
| 8496 | 1 | |
| 5321 | 1 | |
| 5288 | 1 | |
| 3627 | 1 | |
| 2063 | 1 | |
| 1951 | 1 | |
| 1867 | 1 | |
| 1841 | 1 | |
| 1802 | 1 | |
| 1697 | 1 |
정무직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7352941 |
| Minimum | 0 |
|---|---|
| Maximum | 55 |
| Zeros | 22 |
| Zeros (%) | 64.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 19.95 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 11.830389 |
|---|---|
| Coefficient of variation (CV) | 3.1671908 |
| Kurtosis | 14.410656 |
| Mean | 3.7352941 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8654698 |
| Sum | 127 |
| Variance | 139.95811 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1 | 6 | 17.6% |
| 55 | 1 | 2.9% |
| 6 | 1 | 2.9% |
| 7 | 1 | 2.9% |
| 44 | 1 | 2.9% |
| 4 | 1 | 2.9% |
| 5 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1 | 6 | 17.6% |
| 4 | 1 | 2.9% |
| 5 | 1 | 2.9% |
| 6 | 1 | 2.9% |
| 7 | 1 | 2.9% |
| 44 | 1 | 2.9% |
| 55 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 55 | 1 | 2.9% |
| 44 | 1 | 2.9% |
| 7 | 1 | 2.9% |
| 6 | 1 | 2.9% |
| 5 | 1 | 2.9% |
| 4 | 1 | 2.9% |
| 1 | 6 | 17.6% |
| 0 | 22 |
별정직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 22 |
|---|---|
| Distinct (%) | 64.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.764706 |
| Minimum | 0 |
|---|---|
| Maximum | 295 |
| Zeros | 2 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.3 |
| Q1 | 3 |
| median | 12.5 |
| Q3 | 24.75 |
| 95-th percentile | 111.9 |
| Maximum | 295 |
| Range | 295 |
| Interquartile range (IQR) | 21.75 |
Descriptive statistics
| Standard deviation | 56.06601 |
|---|---|
| Coefficient of variation (CV) | 2.0193266 |
| Kurtosis | 16.66044 |
| Mean | 27.764706 |
| Median Absolute Deviation (MAD) | 9.5 |
| Skewness | 3.9005976 |
| Sum | 944 |
| Variance | 3143.3975 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 3 | 5 | |
| 2 | 4 | 11.8% |
| 20 | 2 | 5.9% |
| 25 | 2 | 5.9% |
| 0 | 2 | 5.9% |
| 5 | 2 | 5.9% |
| 14 | 2 | 5.9% |
| 295 | 1 | 2.9% |
| 86 | 1 | 2.9% |
| 22 | 1 | 2.9% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0 | 2 | 5.9% |
| 2 | 4 | |
| 3 | 5 | |
| 4 | 1 | 2.9% |
| 5 | 2 | 5.9% |
| 7 | 1 | 2.9% |
| 8 | 1 | 2.9% |
| 12 | 1 | 2.9% |
| 13 | 1 | 2.9% |
| 14 | 2 | 5.9% |
| Value | Count | Frequency (%) |
| 295 | 1 | |
| 160 | 1 | |
| 86 | 1 | |
| 49 | 1 | |
| 41 | 1 | |
| 28 | 1 | |
| 26 | 1 | |
| 25 | 2 | |
| 24 | 1 | |
| 22 | 1 |
일반직
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 34 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 583.17647 |
| Minimum | 87 |
|---|---|
| Maximum | 2477 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 87 |
|---|---|
| 5-th percentile | 130 |
| Q1 | 260 |
| median | 404.5 |
| Q3 | 733.25 |
| 95-th percentile | 1502.2 |
| Maximum | 2477 |
| Range | 2390 |
| Interquartile range (IQR) | 473.25 |
Descriptive statistics
| Standard deviation | 524.24754 |
|---|---|
| Coefficient of variation (CV) | 0.8989518 |
| Kurtosis | 5.8406022 |
| Mean | 583.17647 |
| Median Absolute Deviation (MAD) | 250.5 |
| Skewness | 2.2370311 |
| Sum | 19828 |
| Variance | 274835.48 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 2477 | 1 | 2.9% |
| 728 | 1 | 2.9% |
| 500 | 1 | 2.9% |
| 226 | 1 | 2.9% |
| 667 | 1 | 2.9% |
| 283 | 1 | 2.9% |
| 984 | 1 | 2.9% |
| 370 | 1 | 2.9% |
| 397 | 1 | 2.9% |
| 735 | 1 | 2.9% |
| Other values (24) | 24 |
| Value | Count | Frequency (%) |
| 87 | 1 | |
| 91 | 1 | |
| 151 | 1 | |
| 152 | 1 | |
| 156 | 1 | |
| 216 | 1 | |
| 226 | 1 | |
| 240 | 1 | |
| 253 | 1 | |
| 281 | 1 |
| Value | Count | Frequency (%) |
| 2477 | 1 | |
| 2121 | 1 | |
| 1169 | 1 | |
| 1018 | 1 | |
| 984 | 1 | |
| 881 | 1 | |
| 826 | 1 | |
| 780 | 1 | |
| 735 | 1 | |
| 728 | 1 |
경찰
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | 79.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.76471 |
| Minimum | 0 |
|---|---|
| Maximum | 685 |
| Zeros | 2 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.65 |
| Q1 | 3.25 |
| median | 29.5 |
| Q3 | 181 |
| 95-th percentile | 411.7 |
| Maximum | 685 |
| Range | 685 |
| Interquartile range (IQR) | 177.75 |
Descriptive statistics
| Standard deviation | 161.52494 |
|---|---|
| Coefficient of variation (CV) | 1.4715563 |
| Kurtosis | 5.4642645 |
| Mean | 109.76471 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 2.2230539 |
| Sum | 3732 |
| Variance | 26090.307 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 4 | 3 | 8.8% |
| 2 | 3 | 8.8% |
| 1 | 2 | 5.9% |
| 3 | 2 | 5.9% |
| 0 | 2 | 5.9% |
| 685 | 1 | 2.9% |
| 22 | 1 | 2.9% |
| 79 | 1 | 2.9% |
| 207 | 1 | 2.9% |
| 189 | 1 | 2.9% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 2 | |
| 2 | 3 | |
| 3 | 2 | |
| 4 | 3 | |
| 5 | 1 | 2.9% |
| 6 | 1 | 2.9% |
| 8 | 1 | 2.9% |
| 14 | 1 | 2.9% |
| 22 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 685 | 1 | |
| 582 | 1 | |
| 320 | 1 | |
| 228 | 1 | |
| 223 | 1 | |
| 218 | 1 | |
| 207 | 1 | |
| 189 | 1 | |
| 182 | 1 | |
| 178 | 1 |
소방
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 70.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.294118 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 3 |
| Zeros (%) | 8.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 10 |
| Q3 | 53 |
| 95-th percentile | 130.95 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 55.597324 |
|---|---|
| Coefficient of variation (CV) | 1.5752575 |
| Kurtosis | 8.7891464 |
| Mean | 35.294118 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 2.7920045 |
| Sum | 1200 |
| Variance | 3091.0624 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 3 | 5 | 14.7% |
| 1 | 3 | 8.8% |
| 0 | 3 | 8.8% |
| 4 | 2 | 5.9% |
| 5 | 2 | 5.9% |
| 259 | 1 | 2.9% |
| 37 | 1 | 2.9% |
| 30 | 1 | 2.9% |
| 59 | 1 | 2.9% |
| 46 | 1 | 2.9% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 3 | |
| 2 | 1 | 2.9% |
| 3 | 5 | |
| 4 | 2 | 5.9% |
| 5 | 2 | 5.9% |
| 7 | 1 | 2.9% |
| 13 | 1 | 2.9% |
| 16 | 1 | 2.9% |
| 27 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 259 | 1 | |
| 194 | 1 | |
| 97 | 1 | |
| 67 | 1 | |
| 60 | 1 | |
| 59 | 1 | |
| 58 | 1 | |
| 56 | 1 | |
| 54 | 1 | |
| 50 | 1 |
교육직
Real number (ℝ)
HIGH CORRELATION
| Distinct | 33 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 372.11765 |
| Minimum | 27 |
|---|---|
| Maximum | 1549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 80.2 |
| Q1 | 181.5 |
| median | 319.5 |
| Q3 | 407.5 |
| 95-th percentile | 970.35 |
| Maximum | 1549 |
| Range | 1522 |
| Interquartile range (IQR) | 226 |
Descriptive statistics
| Standard deviation | 326.90595 |
|---|---|
| Coefficient of variation (CV) | 0.87850161 |
| Kurtosis | 6.6321361 |
| Mean | 372.11765 |
| Median Absolute Deviation (MAD) | 117 |
| Skewness | 2.416795 |
| Sum | 12652 |
| Variance | 106867.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 136 | 2 | 5.9% |
| 508 | 1 | 2.9% |
| 281 | 1 | 2.9% |
| 342 | 1 | 2.9% |
| 331 | 1 | 2.9% |
| 308 | 1 | 2.9% |
| 414 | 1 | 2.9% |
| 413 | 1 | 2.9% |
| 640 | 1 | 2.9% |
| 334 | 1 | 2.9% |
| Other values (23) | 23 |
| Value | Count | Frequency (%) |
| 27 | 1 | |
| 49 | 1 | |
| 97 | 1 | |
| 110 | 1 | |
| 118 | 1 | |
| 136 | 2 | |
| 151 | 1 | |
| 180 | 1 | |
| 186 | 1 | |
| 219 | 1 |
| Value | Count | Frequency (%) |
| 1549 | 1 | |
| 1400 | 1 | |
| 739 | 1 | |
| 667 | 1 | |
| 640 | 1 | |
| 508 | 1 | |
| 482 | 1 | |
| 414 | 1 | |
| 413 | 1 | |
| 391 | 1 |
법관검사
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5882353 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 12 |
| Zeros (%) | 35.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4.5 |
| 95-th percentile | 21.1 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 18.131034 |
|---|---|
| Coefficient of variation (CV) | 2.752032 |
| Kurtosis | 23.771707 |
| Mean | 6.5882353 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.6871021 |
| Sum | 224 |
| Variance | 328.7344 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 1 | 9 | |
| 3 | 3 | 8.8% |
| 11 | 2 | 5.9% |
| 8 | 2 | 5.9% |
| 101 | 1 | 2.9% |
| 10 | 1 | 2.9% |
| 12 | 1 | 2.9% |
| 38 | 1 | 2.9% |
| 5 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 1 | 9 | |
| 2 | 1 | 2.9% |
| 3 | 3 | 8.8% |
| 5 | 1 | 2.9% |
| 8 | 2 | 5.9% |
| 10 | 1 | 2.9% |
| 11 | 2 | 5.9% |
| 12 | 1 | 2.9% |
| 38 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 101 | 1 | 2.9% |
| 38 | 1 | 2.9% |
| 12 | 1 | 2.9% |
| 11 | 2 | 5.9% |
| 10 | 1 | 2.9% |
| 8 | 2 | 5.9% |
| 5 | 1 | 2.9% |
| 3 | 3 | 8.8% |
| 2 | 1 | 2.9% |
| 1 | 9 |
기능직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3823529 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 20 |
| Zeros (%) | 58.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 23.05 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 9.0621247 |
|---|---|
| Coefficient of variation (CV) | 2.0678674 |
| Kurtosis | 6.2679432 |
| Mean | 4.3823529 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5108825 |
| Sum | 149 |
| Variance | 82.122103 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 2 | 3 | 8.8% |
| 1 | 3 | 8.8% |
| 39 | 1 | 2.9% |
| 25 | 1 | 2.9% |
| 22 | 1 | 2.9% |
| 7 | 1 | 2.9% |
| 18 | 1 | 2.9% |
| 8 | 1 | 2.9% |
| 16 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 1 | 3 | 8.8% |
| 2 | 3 | 8.8% |
| 5 | 1 | 2.9% |
| 7 | 1 | 2.9% |
| 8 | 1 | 2.9% |
| 16 | 1 | 2.9% |
| 18 | 1 | 2.9% |
| 22 | 1 | 2.9% |
| 25 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 39 | 1 | 2.9% |
| 25 | 1 | 2.9% |
| 22 | 1 | 2.9% |
| 18 | 1 | 2.9% |
| 16 | 1 | 2.9% |
| 8 | 1 | 2.9% |
| 7 | 1 | 2.9% |
| 5 | 1 | 2.9% |
| 2 | 3 | |
| 1 | 3 |
공안직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 61.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.147059 |
| Minimum | 0 |
|---|---|
| Maximum | 309 |
| Zeros | 5 |
| Zeros (%) | 14.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.25 |
| median | 6 |
| Q3 | 21.5 |
| 95-th percentile | 250.75 |
| Maximum | 309 |
| Range | 309 |
| Interquartile range (IQR) | 20.25 |
Descriptive statistics
| Standard deviation | 81.745404 |
|---|---|
| Coefficient of variation (CV) | 2.0361493 |
| Kurtosis | 5.0717393 |
| Mean | 40.147059 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 2.4574535 |
| Sum | 1365 |
| Variance | 6682.3111 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 4 | 11.8% |
| 2 | 3 | 8.8% |
| 4 | 2 | 5.9% |
| 3 | 2 | 5.9% |
| 7 | 2 | 5.9% |
| 11 | 2 | 5.9% |
| 280 | 1 | 2.9% |
| 9 | 1 | 2.9% |
| 37 | 1 | 2.9% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 4 | |
| 2 | 3 | |
| 3 | 2 | 5.9% |
| 4 | 2 | 5.9% |
| 5 | 1 | 2.9% |
| 7 | 2 | 5.9% |
| 9 | 1 | 2.9% |
| 11 | 2 | 5.9% |
| 13 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 309 | 1 | |
| 280 | 1 | |
| 235 | 1 | |
| 163 | 1 | |
| 113 | 1 | |
| 47 | 1 | |
| 40 | 1 | |
| 37 | 1 | |
| 23 | 1 | |
| 17 | 1 |
군무원
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 404.0 B |
| 0 | |
|---|---|
| 1286 | 1 |
| 388 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.1470588 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 5.9% |
Sample
| 1st row | 1286 |
|---|---|
| 2nd row | 388 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 1286 | 1 | 2.9% |
| 388 | 1 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 1286 | 1 | 2.9% |
| 388 | 1 | 2.9% |
연구직
Real number (ℝ)
HIGH CORRELATION
| Distinct | 18 |
|---|---|
| Distinct (%) | 52.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.588235 |
| Minimum | 1 |
|---|---|
| Maximum | 63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.65 |
| Q1 | 4.25 |
| median | 7 |
| Q3 | 15.5 |
| 95-th percentile | 25.75 |
| Maximum | 63 |
| Range | 62 |
| Interquartile range (IQR) | 11.25 |
Descriptive statistics
| Standard deviation | 11.775984 |
|---|---|
| Coefficient of variation (CV) | 1.0162017 |
| Kurtosis | 10.35079 |
| Mean | 11.588235 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | 2.7247675 |
| Sum | 394 |
| Variance | 138.6738 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 5 | 4 | |
| 14 | 3 | 8.8% |
| 3 | 3 | 8.8% |
| 6 | 3 | 8.8% |
| 11 | 3 | 8.8% |
| 1 | 2 | 5.9% |
| 24 | 2 | 5.9% |
| 2 | 2 | 5.9% |
| 4 | 2 | 5.9% |
| 7 | 2 | 5.9% |
| Other values (8) | 8 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 3 | |
| 4 | 2 | |
| 5 | 4 | |
| 6 | 3 | |
| 7 | 2 | |
| 11 | 3 | |
| 12 | 1 | 2.9% |
| 14 | 3 |
| Value | Count | Frequency (%) |
| 63 | 1 | 2.9% |
| 29 | 1 | 2.9% |
| 24 | 2 | |
| 21 | 1 | 2.9% |
| 20 | 1 | 2.9% |
| 18 | 1 | 2.9% |
| 17 | 1 | 2.9% |
| 16 | 1 | 2.9% |
| 14 | 3 | |
| 12 | 1 | 2.9% |
지도직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 44.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2941176 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 6 |
| Zeros (%) | 17.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 8 |
| 95-th percentile | 23.7 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 8.3431315 |
|---|---|
| Coefficient of variation (CV) | 1.3255443 |
| Kurtosis | 1.2857419 |
| Mean | 6.2941176 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.5230812 |
| Sum | 214 |
| Variance | 69.607843 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 10 | |
| 0 | 6 | |
| 4 | 3 | 8.8% |
| 2 | 2 | 5.9% |
| 6 | 2 | 5.9% |
| 8 | 2 | 5.9% |
| 20 | 1 | 2.9% |
| 17 | 1 | 2.9% |
| 11 | 1 | 2.9% |
| 25 | 1 | 2.9% |
| Other values (5) | 5 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 1 | 10 | |
| 2 | 2 | 5.9% |
| 3 | 1 | 2.9% |
| 4 | 3 | 8.8% |
| 6 | 2 | 5.9% |
| 8 | 2 | 5.9% |
| 11 | 1 | 2.9% |
| 12 | 1 | 2.9% |
| 17 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 30 | 1 | |
| 25 | 1 | |
| 23 | 1 | |
| 20 | 1 | |
| 19 | 1 | |
| 17 | 1 | |
| 12 | 1 | |
| 11 | 1 | |
| 8 | 2 | |
| 6 | 2 |
계약직
Real number (ℝ)
HIGH CORRELATION
| Distinct | 32 |
|---|---|
| Distinct (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.352941 |
| Minimum | 15 |
|---|---|
| Maximum | 718 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 20.3 |
| Q1 | 34.25 |
| median | 52.5 |
| Q3 | 81.25 |
| 95-th percentile | 386.95 |
| Maximum | 718 |
| Range | 703 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 150.91255 |
|---|---|
| Coefficient of variation (CV) | 1.5189541 |
| Kurtosis | 11.236136 |
| Mean | 99.352941 |
| Median Absolute Deviation (MAD) | 22.5 |
| Skewness | 3.3548464 |
| Sum | 3378 |
| Variance | 22774.599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 30 | 2 | 5.9% |
| 39 | 2 | 5.9% |
| 718 | 1 | 2.9% |
| 93 | 1 | 2.9% |
| 44 | 1 | 2.9% |
| 22 | 1 | 2.9% |
| 68 | 1 | 2.9% |
| 50 | 1 | 2.9% |
| 15 | 1 | 2.9% |
| 84 | 1 | 2.9% |
| Other values (22) | 22 |
| Value | Count | Frequency (%) |
| 15 | 1 | |
| 19 | 1 | |
| 21 | 1 | |
| 22 | 1 | |
| 23 | 1 | |
| 30 | 2 | |
| 32 | 1 | |
| 34 | 1 | |
| 35 | 1 | |
| 39 | 2 |
| Value | Count | Frequency (%) |
| 718 | 1 | |
| 593 | 1 | |
| 276 | 1 | |
| 200 | 1 | |
| 110 | 1 | |
| 99 | 1 | |
| 93 | 1 | |
| 84 | 1 | |
| 82 | 1 | |
| 79 | 1 |
공중보건의
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | 47.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.676471 |
| Minimum | 0 |
|---|---|
| Maximum | 220 |
| Zeros | 17 |
| Zeros (%) | 50.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.5 |
| Q3 | 21 |
| 95-th percentile | 161.05 |
| Maximum | 220 |
| Range | 220 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 63.478806 |
|---|---|
| Coefficient of variation (CV) | 1.7307774 |
| Kurtosis | 1.4582127 |
| Mean | 36.676471 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 1.6429107 |
| Sum | 1247 |
| Variance | 4029.5588 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 7 | 2 | 5.9% |
| 21 | 2 | 5.9% |
| 4 | 1 | 2.9% |
| 87 | 1 | 2.9% |
| 189 | 1 | 2.9% |
| 119 | 1 | 2.9% |
| 126 | 1 | 2.9% |
| 220 | 1 | 2.9% |
| 137 | 1 | 2.9% |
| Other values (6) | 6 | 17.6% |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 3 | 1 | 2.9% |
| 4 | 1 | 2.9% |
| 5 | 1 | 2.9% |
| 7 | 2 | 5.9% |
| 13 | 1 | 2.9% |
| 18 | 1 | 2.9% |
| 21 | 2 | 5.9% |
| 87 | 1 | 2.9% |
| 119 | 1 | 2.9% |
| Value | Count | Frequency (%) |
| 220 | 1 | |
| 189 | 1 | |
| 146 | 1 | |
| 137 | 1 | |
| 126 | 1 | |
| 124 | 1 | |
| 119 | 1 | |
| 87 | 1 | |
| 21 | 2 | |
| 18 | 1 |
기타
Real number (ℝ)
HIGH CORRELATION
| Distinct | 32 |
|---|---|
| Distinct (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 231.32353 |
| Minimum | 32 |
|---|---|
| Maximum | 1639 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 438.0 B |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 37.9 |
| Q1 | 68 |
| median | 109 |
| Q3 | 171.75 |
| 95-th percentile | 1017.55 |
| Maximum | 1639 |
| Range | 1607 |
| Interquartile range (IQR) | 103.75 |
Descriptive statistics
| Standard deviation | 372.74191 |
|---|---|
| Coefficient of variation (CV) | 1.6113445 |
| Kurtosis | 8.4956099 |
| Mean | 231.32353 |
| Median Absolute Deviation (MAD) | 52.5 |
| Skewness | 2.9776576 |
| Sum | 7865 |
| Variance | 138936.53 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 44 | 2 | 5.9% |
| 140 | 2 | 5.9% |
| 1639 | 1 | 2.9% |
| 113 | 1 | 2.9% |
| 84 | 1 | 2.9% |
| 105 | 1 | 2.9% |
| 143 | 1 | 2.9% |
| 57 | 1 | 2.9% |
| 80 | 1 | 2.9% |
| 127 | 1 | 2.9% |
| Other values (22) | 22 |
| Value | Count | Frequency (%) |
| 32 | 1 | |
| 34 | 1 | |
| 40 | 1 | |
| 43 | 1 | |
| 44 | 2 | |
| 48 | 1 | |
| 57 | 1 | |
| 67 | 1 | |
| 71 | 1 | |
| 80 | 1 |
| Value | Count | Frequency (%) |
| 1639 | 1 | |
| 1442 | 1 | |
| 789 | 1 | |
| 752 | 1 | |
| 263 | 1 | |
| 207 | 1 | |
| 204 | 1 | |
| 177 | 1 | |
| 175 | 1 | |
| 162 | 1 |
| 지역 | 남여구분 | 계 | 정무직 | 별정직 | 일반직 | 경찰 | 소방 | 교육직 | 법관검사 | 기능직 | 공안직 | 군무원 | 연구직 | 지도직 | 계약직 | 공중보건의 | 기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 지역 | 1.000 | 0.000 | 0.000 | 0.325 | 0.330 | 0.000 | 0.000 | 0.000 | 0.676 | 0.064 | 0.428 | 0.331 | 0.399 | 0.000 | 0.481 | 0.374 | 0.000 | 0.859 |
| 남여구분 | 0.000 | 1.000 | 0.700 | 0.000 | 0.171 | 0.611 | 0.795 | 0.978 | 0.000 | 0.451 | 0.259 | 0.251 | 0.000 | 0.721 | 0.533 | 0.394 | 0.597 | 0.000 |
| 계 | 0.000 | 0.700 | 1.000 | 0.733 | 0.802 | 0.896 | 0.806 | 0.918 | 0.784 | 0.821 | 0.807 | 0.817 | 0.982 | 0.504 | 0.106 | 0.968 | 0.651 | 0.835 |
| 정무직 | 0.325 | 0.000 | 0.733 | 1.000 | 0.816 | 0.789 | 0.618 | 0.668 | 0.452 | 0.888 | 0.801 | 0.690 | 0.788 | 0.210 | 0.000 | 0.860 | 0.000 | 0.753 |
| 별정직 | 0.330 | 0.171 | 0.802 | 0.816 | 1.000 | 0.909 | 0.839 | 0.778 | 0.553 | 0.844 | 0.836 | 0.646 | 1.000 | 0.249 | 0.000 | 0.911 | 0.000 | 0.976 |
| 일반직 | 0.000 | 0.611 | 0.896 | 0.789 | 0.909 | 1.000 | 0.948 | 0.845 | 0.589 | 0.865 | 0.917 | 0.707 | 1.000 | 0.516 | 0.339 | 0.891 | 0.583 | 0.863 |
| 경찰 | 0.000 | 0.795 | 0.806 | 0.618 | 0.839 | 0.948 | 1.000 | 0.911 | 0.279 | 0.927 | 0.898 | 0.707 | 0.718 | 0.517 | 0.594 | 0.741 | 0.643 | 0.738 |
| 소방 | 0.000 | 0.978 | 0.918 | 0.668 | 0.778 | 0.845 | 0.911 | 1.000 | 0.538 | 0.934 | 0.562 | 0.801 | 0.917 | 0.767 | 0.763 | 0.932 | 0.818 | 0.670 |
| 교육직 | 0.676 | 0.000 | 0.784 | 0.452 | 0.553 | 0.589 | 0.279 | 0.538 | 1.000 | 0.511 | 0.417 | 0.827 | 0.849 | 0.000 | 0.000 | 0.845 | 0.000 | 0.619 |
| 법관검사 | 0.064 | 0.451 | 0.821 | 0.888 | 0.844 | 0.865 | 0.927 | 0.934 | 0.511 | 1.000 | 0.741 | 0.852 | 0.649 | 0.342 | 0.000 | 0.902 | 0.268 | 0.801 |
| 기능직 | 0.428 | 0.259 | 0.807 | 0.801 | 0.836 | 0.917 | 0.898 | 0.562 | 0.417 | 0.741 | 1.000 | 0.614 | 1.000 | 0.000 | 0.277 | 0.717 | 0.585 | 0.854 |
| 공안직 | 0.331 | 0.251 | 0.817 | 0.690 | 0.646 | 0.707 | 0.707 | 0.801 | 0.827 | 0.852 | 0.614 | 1.000 | 0.849 | 0.463 | 0.000 | 0.891 | 0.000 | 0.699 |
| 군무원 | 0.399 | 0.000 | 0.982 | 0.788 | 1.000 | 1.000 | 0.718 | 0.917 | 0.849 | 0.649 | 1.000 | 0.849 | 1.000 | 0.447 | 0.000 | 1.000 | 0.000 | 1.000 |
| 연구직 | 0.000 | 0.721 | 0.504 | 0.210 | 0.249 | 0.516 | 0.517 | 0.767 | 0.000 | 0.342 | 0.000 | 0.463 | 0.447 | 1.000 | 0.788 | 0.375 | 0.874 | 0.262 |
| 지도직 | 0.481 | 0.533 | 0.106 | 0.000 | 0.000 | 0.339 | 0.594 | 0.763 | 0.000 | 0.000 | 0.277 | 0.000 | 0.000 | 0.788 | 1.000 | 0.000 | 0.980 | 0.000 |
| 계약직 | 0.374 | 0.394 | 0.968 | 0.860 | 0.911 | 0.891 | 0.741 | 0.932 | 0.845 | 0.902 | 0.717 | 0.891 | 1.000 | 0.375 | 0.000 | 1.000 | 0.000 | 0.900 |
| 공중보건의 | 0.000 | 0.597 | 0.651 | 0.000 | 0.000 | 0.583 | 0.643 | 0.818 | 0.000 | 0.268 | 0.585 | 0.000 | 0.000 | 0.874 | 0.980 | 0.000 | 1.000 | 0.000 |
| 기타 | 0.859 | 0.000 | 0.835 | 0.753 | 0.976 | 0.863 | 0.738 | 0.670 | 0.619 | 0.801 | 0.854 | 0.699 | 1.000 | 0.262 | 0.000 | 0.900 | 0.000 | 1.000 |
| 남여구분 | 군무원 | |
|---|---|---|
| 남여구분 | 1.000 | 0.000 |
| 군무원 | 0.000 | 1.000 |
| 계 | 정무직 | 별정직 | 일반직 | 경찰 | 소방 | 교육직 | 법관검사 | 기능직 | 공안직 | 연구직 | 지도직 | 계약직 | 공중보건의 | 기타 | 남여구분 | 군무원 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 계 | 1.000 | 0.307 | 0.709 | 0.987 | 0.746 | 0.781 | 0.678 | 0.708 | 0.485 | 0.586 | 0.611 | 0.397 | 0.746 | 0.522 | 0.706 | 0.495 | 0.793 |
| 정무직 | 0.307 | 1.000 | 0.585 | 0.352 | 0.332 | 0.386 | -0.079 | 0.306 | 0.157 | 0.283 | 0.499 | -0.248 | 0.586 | 0.267 | 0.382 | 0.000 | 0.833 |
| 별정직 | 0.709 | 0.585 | 1.000 | 0.718 | 0.721 | 0.678 | 0.229 | 0.539 | 0.337 | 0.591 | 0.558 | -0.053 | 0.880 | 0.519 | 0.657 | 0.190 | 0.967 |
| 일반직 | 0.987 | 0.352 | 0.718 | 1.000 | 0.743 | 0.784 | 0.614 | 0.676 | 0.480 | 0.574 | 0.637 | 0.388 | 0.761 | 0.541 | 0.701 | 0.602 | 0.933 |
| 경찰 | 0.746 | 0.332 | 0.721 | 0.743 | 1.000 | 0.898 | 0.160 | 0.556 | 0.278 | 0.682 | 0.651 | 0.294 | 0.692 | 0.825 | 0.443 | 0.792 | 0.592 |
| 소방 | 0.781 | 0.386 | 0.678 | 0.784 | 0.898 | 1.000 | 0.246 | 0.501 | 0.262 | 0.510 | 0.746 | 0.421 | 0.692 | 0.843 | 0.409 | 0.811 | 0.619 |
| 교육직 | 0.678 | -0.079 | 0.229 | 0.614 | 0.160 | 0.246 | 1.000 | 0.412 | 0.451 | 0.200 | 0.176 | 0.352 | 0.269 | -0.050 | 0.497 | 0.000 | 0.513 |
| 법관검사 | 0.708 | 0.306 | 0.539 | 0.676 | 0.556 | 0.501 | 0.412 | 1.000 | 0.338 | 0.743 | 0.371 | 0.016 | 0.571 | 0.242 | 0.610 | 0.290 | 0.662 |
| 기능직 | 0.485 | 0.157 | 0.337 | 0.480 | 0.278 | 0.262 | 0.451 | 0.338 | 1.000 | 0.342 | 0.126 | -0.139 | 0.279 | 0.048 | 0.301 | 0.245 | 0.933 |
| 공안직 | 0.586 | 0.283 | 0.591 | 0.574 | 0.682 | 0.510 | 0.200 | 0.743 | 0.342 | 1.000 | 0.423 | -0.091 | 0.602 | 0.300 | 0.573 | 0.155 | 0.513 |
| 연구직 | 0.611 | 0.499 | 0.558 | 0.637 | 0.651 | 0.746 | 0.176 | 0.371 | 0.126 | 0.423 | 1.000 | 0.290 | 0.582 | 0.601 | 0.480 | 0.495 | 0.185 |
| 지도직 | 0.397 | -0.248 | -0.053 | 0.388 | 0.294 | 0.421 | 0.352 | 0.016 | -0.139 | -0.091 | 0.290 | 1.000 | 0.030 | 0.549 | -0.015 | 0.454 | 0.000 |
| 계약직 | 0.746 | 0.586 | 0.880 | 0.761 | 0.692 | 0.692 | 0.269 | 0.571 | 0.279 | 0.602 | 0.582 | 0.030 | 1.000 | 0.497 | 0.697 | 0.257 | 0.950 |
| 공중보건의 | 0.522 | 0.267 | 0.519 | 0.541 | 0.825 | 0.843 | -0.050 | 0.242 | 0.048 | 0.300 | 0.601 | 0.549 | 0.497 | 1.000 | 0.094 | 0.401 | 0.000 |
| 기타 | 0.706 | 0.382 | 0.657 | 0.701 | 0.443 | 0.409 | 0.497 | 0.610 | 0.301 | 0.573 | 0.480 | -0.015 | 0.697 | 0.094 | 1.000 | 0.000 | 0.967 |
| 남여구분 | 0.495 | 0.000 | 0.190 | 0.602 | 0.792 | 0.811 | 0.000 | 0.290 | 0.245 | 0.155 | 0.495 | 0.454 | 0.257 | 0.401 | 0.000 | 1.000 | 0.000 |
| 군무원 | 0.793 | 0.833 | 0.967 | 0.933 | 0.592 | 0.619 | 0.513 | 0.662 | 0.933 | 0.513 | 0.185 | 0.000 | 0.950 | 0.000 | 0.967 | 0.000 | 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.
| 지역 | 남여구분 | 계 | 정무직 | 별정직 | 일반직 | 경찰 | 소방 | 교육직 | 법관검사 | 기능직 | 공안직 | 군무원 | 연구직 | 지도직 | 계약직 | 공중보건의 | 기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 서울 | 남 | 8496 | 55 | 295 | 2477 | 685 | 259 | 640 | 101 | 39 | 280 | 1286 | 18 | 0 | 718 | 4 | 1639 |
| 1 | 서울 | 여 | 5288 | 6 | 160 | 1169 | 37 | 7 | 1400 | 10 | 25 | 40 | 388 | 11 | 0 | 593 | 0 | 1442 |
| 2 | 부산 | 남 | 2063 | 0 | 41 | 881 | 320 | 67 | 363 | 11 | 22 | 47 | 0 | 21 | 1 | 75 | 7 | 207 |
| 3 | 부산 | 여 | 1378 | 0 | 20 | 412 | 4 | 3 | 667 | 3 | 7 | 2 | 0 | 3 | 1 | 52 | 0 | 204 |
| 4 | 대구 | 남 | 1802 | 1 | 25 | 780 | 182 | 56 | 219 | 8 | 0 | 235 | 0 | 11 | 2 | 99 | 7 | 177 |
| 5 | 대구 | 여 | 759 | 0 | 2 | 240 | 4 | 3 | 332 | 3 | 0 | 23 | 0 | 5 | 1 | 58 | 0 | 88 |
| 6 | 인천 | 남 | 1406 | 1 | 25 | 645 | 223 | 60 | 228 | 1 | 0 | 14 | 0 | 20 | 2 | 72 | 21 | 94 |
| 7 | 인천 | 여 | 886 | 0 | 7 | 282 | 8 | 1 | 391 | 1 | 0 | 11 | 0 | 5 | 1 | 39 | 0 | 140 |
| 8 | 광주 | 남 | 1040 | 0 | 13 | 450 | 99 | 27 | 136 | 12 | 0 | 113 | 0 | 5 | 1 | 53 | 3 | 128 |
| 9 | 광주 | 여 | 409 | 0 | 3 | 156 | 5 | 0 | 136 | 1 | 0 | 13 | 0 | 1 | 0 | 23 | 0 | 71 |
| 지역 | 남여구분 | 계 | 정무직 | 별정직 | 일반직 | 경찰 | 소방 | 교육직 | 법관검사 | 기능직 | 공안직 | 군무원 | 연구직 | 지도직 | 계약직 | 공중보건의 | 기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | 경북 | 남 | 1951 | 0 | 5 | 984 | 218 | 58 | 308 | 3 | 8 | 4 | 0 | 6 | 30 | 50 | 220 | 57 |
| 25 | 경북 | 여 | 896 | 0 | 0 | 370 | 2 | 2 | 414 | 0 | 2 | 0 | 0 | 3 | 8 | 15 | 0 | 80 |
| 26 | 경남 | 남 | 1867 | 0 | 24 | 728 | 228 | 97 | 413 | 2 | 0 | 3 | 0 | 17 | 23 | 93 | 126 | 113 |
| 27 | 경남 | 여 | 1088 | 0 | 2 | 397 | 2 | 5 | 508 | 1 | 0 | 1 | 0 | 7 | 8 | 30 | 0 | 127 |
| 28 | 전북 | 남 | 1690 | 1 | 26 | 671 | 189 | 46 | 298 | 1 | 0 | 11 | 0 | 63 | 19 | 84 | 119 | 162 |
| 29 | 전북 | 여 | 753 | 0 | 3 | 285 | 1 | 3 | 307 | 0 | 0 | 1 | 0 | 16 | 4 | 34 | 0 | 99 |
| 30 | 전남 | 남 | 1841 | 0 | 22 | 826 | 207 | 59 | 346 | 0 | 16 | 7 | 0 | 11 | 12 | 79 | 189 | 67 |
| 31 | 전남 | 여 | 874 | 0 | 2 | 291 | 1 | 3 | 482 | 1 | 5 | 1 | 0 | 5 | 4 | 35 | 0 | 44 |
| 32 | 제주 | 남 | 580 | 0 | 3 | 216 | 79 | 30 | 118 | 0 | 0 | 4 | 0 | 7 | 3 | 51 | 21 | 48 |
| 33 | 제주 | 여 | 260 | 0 | 0 | 91 | 4 | 0 | 110 | 0 | 0 | 0 | 0 | 1 | 1 | 19 | 0 | 34 |