Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 24 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.7 KiB |
| Average record size in memory | 156.5 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 4 |
| Numeric | 12 |
Dataset
| Description | 공무원 직종별(정무직, 별정직, 일반직, 경찰, 소방, 교육 등) 연령별 기여금 납부 면제자 현황에 대한 데이터입니다. 50세 미만부터 시작되며 남녀로 구분됩니다. |
|---|---|
| URL | https://www.data.go.kr/data/15054021/fileData.do |
기능직 is highly overall correlated with 계 and 8 other fields | High correlation |
별정직 is highly overall correlated with 계 and 10 other fields | High correlation |
정무직 is highly overall correlated with 계 and 10 other fields | High correlation |
계 is highly overall correlated with 일반직 and 13 other fields | High correlation |
일반직 is highly overall correlated with 계 and 10 other fields | High correlation |
경찰 is highly overall correlated with 계 and 13 other fields | High correlation |
소방 is highly overall correlated with 계 and 14 other fields | High correlation |
교육직 is highly overall correlated with 계 and 9 other fields | High correlation |
법관검사 is highly overall correlated with 계 and 13 other fields | High correlation |
공안직 is highly overall correlated with 계 and 14 other fields | High correlation |
군무원 is highly overall correlated with 계 and 12 other fields | High correlation |
연구직 is highly overall correlated with 계 and 13 other fields | High correlation |
지도직 is highly overall correlated with 계 and 12 other fields | High correlation |
계약직 is highly overall correlated with 계 and 13 other fields | High correlation |
기타 is highly overall correlated with 계 and 10 other fields | High correlation |
남녀구분 is highly overall correlated with 경찰 and 2 other fields | High correlation |
정무직 is highly imbalanced (51.0%) | Imbalance |
기능직 is highly imbalanced (75.0%) | Imbalance |
계 has 1 (4.2%) zeros | Zeros |
일반직 has 1 (4.2%) zeros | Zeros |
경찰 has 6 (25.0%) zeros | Zeros |
소방 has 5 (20.8%) zeros | Zeros |
교육직 has 8 (33.3%) zeros | Zeros |
법관검사 has 13 (54.2%) zeros | Zeros |
공안직 has 4 (16.7%) zeros | Zeros |
군무원 has 4 (16.7%) zeros | Zeros |
연구직 has 10 (41.7%) zeros | Zeros |
지도직 has 12 (50.0%) zeros | Zeros |
계약직 has 8 (33.3%) zeros | Zeros |
기타 has 5 (20.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 04:16:13.989444 |
|---|---|
| Analysis finished | 2023-12-12 04:16:31.437022 |
| Duration | 17.45 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Text
| Distinct | 12 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 324.0 B |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.3333333 |
| Min length | 3 |
Characters and Unicode
| Total characters | 80 |
|---|---|
| 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 | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 50세미만 |
|---|---|
| 2nd row | 50세미만 |
| 3rd row | 50세 |
| 4th row | 50세 |
| 5th row | 51세 |
| Value | Count | Frequency (%) |
| 50세미만 | 2 | |
| 50세 | 2 | |
| 51세 | 2 | |
| 52세 | 2 | |
| 53세 | 2 | |
| 54세 | 2 | |
| 55세 | 2 | |
| 56세 | 2 | |
| 57세 | 2 | |
| 58세 | 2 | |
| Other values (2) | 4 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 24 | |
| 세 | 24 | |
| 0 | 6 | 7.5% |
| 6 | 4 | 5.0% |
| 미 | 2 | 2.5% |
| 만 | 2 | 2.5% |
| 1 | 2 | 2.5% |
| 2 | 2 | 2.5% |
| 3 | 2 | 2.5% |
| 4 | 2 | 2.5% |
| Other values (5) | 10 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 48 | |
| Other Letter | 32 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 24 | |
| 0 | 6 | 12.5% |
| 6 | 4 | 8.3% |
| 1 | 2 | 4.2% |
| 2 | 2 | 4.2% |
| 3 | 2 | 4.2% |
| 4 | 2 | 4.2% |
| 7 | 2 | 4.2% |
| 8 | 2 | 4.2% |
| 9 | 2 | 4.2% |
Other Letter
| Value | Count | Frequency (%) |
| 세 | 24 | |
| 미 | 2 | 6.2% |
| 만 | 2 | 6.2% |
| 이 | 2 | 6.2% |
| 상 | 2 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 48 | |
| Hangul | 32 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 24 | |
| 0 | 6 | 12.5% |
| 6 | 4 | 8.3% |
| 1 | 2 | 4.2% |
| 2 | 2 | 4.2% |
| 3 | 2 | 4.2% |
| 4 | 2 | 4.2% |
| 7 | 2 | 4.2% |
| 8 | 2 | 4.2% |
| 9 | 2 | 4.2% |
Hangul
| Value | Count | Frequency (%) |
| 세 | 24 | |
| 미 | 2 | 6.2% |
| 만 | 2 | 6.2% |
| 이 | 2 | 6.2% |
| 상 | 2 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 48 | |
| Hangul | 32 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 24 | |
| 0 | 6 | 12.5% |
| 6 | 4 | 8.3% |
| 1 | 2 | 4.2% |
| 2 | 2 | 4.2% |
| 3 | 2 | 4.2% |
| 4 | 2 | 4.2% |
| 7 | 2 | 4.2% |
| 8 | 2 | 4.2% |
| 9 | 2 | 4.2% |
Hangul
| Value | Count | Frequency (%) |
| 세 | 24 | |
| 미 | 2 | 6.2% |
| 만 | 2 | 6.2% |
| 이 | 2 | 6.2% |
| 상 | 2 | 6.2% |
남녀구분
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 324.0 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 | 12 | |
| 여 | 12 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 남 | 12 | |
| 여 | 12 |
계
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4014.2917 |
| Minimum | 0 |
|---|---|
| Maximum | 10567 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 539.5 |
| median | 4043 |
| Q3 | 6188.5 |
| 95-th percentile | 10156.75 |
| Maximum | 10567 |
| Range | 10567 |
| Interquartile range (IQR) | 5649 |
Descriptive statistics
| Standard deviation | 3658.3526 |
|---|---|
| Coefficient of variation (CV) | 0.91133203 |
| Kurtosis | -1.1837972 |
| Mean | 4014.2917 |
| Median Absolute Deviation (MAD) | 3373 |
| Skewness | 0.41621193 |
| Sum | 96343 |
| Variance | 13383544 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 2 | 2 | 8.3% |
| 0 | 1 | 4.2% |
| 6166 | 1 | 4.2% |
| 8985 | 1 | 4.2% |
| 5058 | 1 | 4.2% |
| 9634 | 1 | 4.2% |
| 5700 | 1 | 4.2% |
| 10567 | 1 | 4.2% |
| 5945 | 1 | 4.2% |
| 10249 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 2 | |
| 12 | 1 | |
| 67 | 1 | |
| 181 | 1 | |
| 659 | 1 | |
| 681 | 1 | |
| 1132 | 1 | |
| 1668 | 1 | |
| 2190 | 1 |
| Value | Count | Frequency (%) |
| 10567 | 1 | |
| 10249 | 1 | |
| 9634 | 1 | |
| 8985 | 1 | |
| 8003 | 1 | |
| 6256 | 1 | |
| 6166 | 1 | |
| 5945 | 1 | |
| 5700 | 1 | |
| 5100 | 1 |
정무직
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 324.0 B |
| 0 | |
|---|---|
| 1 | |
| 5 | 1 |
| 4 | 1 |
| 17 | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0416667 |
| Min length | 1 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 12.5% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 1 | 2 | 8.3% |
| 5 | 1 | 4.2% |
| 4 | 1 | 4.2% |
| 17 | 1 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 1 | 2 | 8.3% |
| 5 | 1 | 4.2% |
| 4 | 1 | 4.2% |
| 17 | 1 | 4.2% |
별정직
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 324.0 B |
| 0 | |
|---|---|
| 1 | |
| 3 | |
| 4 | 1 |
| 8 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 8.3% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 5 | 20.8% |
| 3 | 2 | 8.3% |
| 4 | 1 | 4.2% |
| 8 | 1 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 5 | 20.8% |
| 3 | 2 | 8.3% |
| 4 | 1 | 4.2% |
| 8 | 1 | 4.2% |
일반직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1388.875 |
| Minimum | 0 |
|---|---|
| Maximum | 4561 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 225 |
| median | 1243.5 |
| Q3 | 1645.25 |
| 95-th percentile | 4175.25 |
| Maximum | 4561 |
| Range | 4561 |
| Interquartile range (IQR) | 1420.25 |
Descriptive statistics
| Standard deviation | 1387.6605 |
|---|---|
| Coefficient of variation (CV) | 0.99912558 |
| Kurtosis | 0.43292148 |
| Mean | 1388.875 |
| Median Absolute Deviation (MAD) | 855 |
| Skewness | 1.1246068 |
| Sum | 33333 |
| Variance | 1925601.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 2 | 2 | 8.3% |
| 0 | 1 | 4.2% |
| 528 | 1 | 4.2% |
| 1817 | 1 | 4.2% |
| 1376 | 1 | 4.2% |
| 4120 | 1 | 4.2% |
| 1443 | 1 | 4.2% |
| 4561 | 1 | 4.2% |
| 1499 | 1 | 4.2% |
| 4185 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 2 | |
| 12 | 1 | |
| 29 | 1 | |
| 153 | 1 | |
| 249 | 1 | |
| 528 | 1 | |
| 604 | 1 | |
| 699 | 1 | |
| 958 | 1 |
| Value | Count | Frequency (%) |
| 4561 | 1 | |
| 4185 | 1 | |
| 4120 | 1 | |
| 3247 | 1 | |
| 2298 | 1 | |
| 1817 | 1 | |
| 1588 | 1 | |
| 1499 | 1 | |
| 1476 | 1 | |
| 1443 | 1 |
경찰
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 19 |
|---|---|
| Distinct (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 718.91667 |
| Minimum | 0 |
|---|---|
| Maximum | 2851 |
| Zeros | 6 |
| Zeros (%) | 25.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7.5 |
| median | 40 |
| Q3 | 1404.25 |
| 95-th percentile | 2693.65 |
| Maximum | 2851 |
| Range | 2851 |
| Interquartile range (IQR) | 1396.75 |
Descriptive statistics
| Standard deviation | 1067.1843 |
|---|---|
| Coefficient of variation (CV) | 1.4844339 |
| Kurtosis | -0.50128816 |
| Mean | 718.91667 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 1.1255635 |
| Sum | 17254 |
| Variance | 1138882.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 32 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 699 | 1 | 4.2% |
| 35 | 1 | 4.2% |
| 1906 | 1 | 4.2% |
| 54 | 1 | 4.2% |
| 2218 | 1 | 4.2% |
| 41 | 1 | 4.2% |
| 2704 | 1 | 4.2% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 10 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 25 | 1 | 4.2% |
| 32 | 1 | 4.2% |
| 35 | 1 | 4.2% |
| 39 | 1 | 4.2% |
| 41 | 1 | 4.2% |
| 46 | 1 | 4.2% |
| 54 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 2851 | 1 | |
| 2704 | 1 | |
| 2635 | 1 | |
| 2345 | 1 | |
| 2218 | 1 | |
| 1906 | 1 | |
| 1237 | 1 | |
| 699 | 1 | |
| 366 | 1 | |
| 54 | 1 |
소방
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 70.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.79167 |
| Minimum | 0 |
|---|---|
| Maximum | 538 |
| Zeros | 5 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 8.5 |
| Q3 | 202.75 |
| 95-th percentile | 505.9 |
| Maximum | 538 |
| Range | 538 |
| Interquartile range (IQR) | 200.75 |
Descriptive statistics
| Standard deviation | 183.19863 |
|---|---|
| Coefficient of variation (CV) | 1.6099477 |
| Kurtosis | 0.61308616 |
| Mean | 113.79167 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | 1.4388333 |
| Sum | 2731 |
| Variance | 33561.737 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 2 | 4 | |
| 4 | 1 | 4.2% |
| 200 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 417 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 520 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 538 | 1 | 4.2% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 2 | 4 | |
| 4 | 1 | 4.2% |
| 6 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 71 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 538 | 1 | |
| 520 | 1 | |
| 426 | 1 | |
| 417 | 1 | |
| 278 | 1 | |
| 211 | 1 | |
| 200 | 1 | |
| 71 | 1 | |
| 14 | 1 | |
| 11 | 1 |
교육직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 70.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1494.75 |
| Minimum | 0 |
|---|---|
| Maximum | 5683 |
| Zeros | 8 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 400 |
| Q3 | 2424 |
| 95-th percentile | 5323.55 |
| Maximum | 5683 |
| Range | 5683 |
| Interquartile range (IQR) | 2424 |
Descriptive statistics
| Standard deviation | 1880.8441 |
|---|---|
| Coefficient of variation (CV) | 1.2583001 |
| Kurtosis | -0.10039108 |
| Mean | 1494.75 |
| Median Absolute Deviation (MAD) | 400 |
| Skewness | 1.0472664 |
| Sum | 35874 |
| Variance | 3537574.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 1 | 1 | 4.2% |
| 5528 | 1 | 4.2% |
| 5683 | 1 | 4.2% |
| 3425 | 1 | 4.2% |
| 2183 | 1 | 4.2% |
| 3978 | 1 | 4.2% |
| 2191 | 1 | 4.2% |
| 4165 | 1 | 4.2% |
| 1784 | 1 | 4.2% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 1 | 1 | 4.2% |
| 46 | 1 | 4.2% |
| 60 | 1 | 4.2% |
| 338 | 1 | 4.2% |
| 462 | 1 | 4.2% |
| 1163 | 1 | 4.2% |
| 1744 | 1 | 4.2% |
| 1784 | 1 | 4.2% |
| 2183 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 5683 | 1 | |
| 5528 | 1 | |
| 4165 | 1 | |
| 3978 | 1 | |
| 3425 | 1 | |
| 3123 | 1 | |
| 2191 | 1 | |
| 2183 | 1 | |
| 1784 | 1 | |
| 1744 | 1 |
법관검사
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2083333 |
| Minimum | 0 |
|---|---|
| Maximum | 62 |
| Zeros | 13 |
| Zeros (%) | 54.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.5 |
| 95-th percentile | 19.4 |
| Maximum | 62 |
| Range | 62 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 13.266431 |
|---|---|
| Coefficient of variation (CV) | 2.5471547 |
| Kurtosis | 15.66227 |
| Mean | 5.2083333 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7714989 |
| Sum | 125 |
| Variance | 175.99819 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 5 | 20.8% |
| 8 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 3 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| 16 | 1 | 4.2% |
| 62 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 5 | 20.8% |
| 3 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 16 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| 62 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 62 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| 16 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 3 | 1 | 4.2% |
| 1 | 5 | 20.8% |
| 0 | 13 |
기능직
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 324.0 B |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 4.2% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23 | |
| 1 | 1 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| 1 | 1 | 4.2% |
공안직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.791667 |
| Minimum | 0 |
|---|---|
| Maximum | 293 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 15 |
| Q3 | 104.25 |
| 95-th percentile | 274.2 |
| Maximum | 293 |
| Range | 293 |
| Interquartile range (IQR) | 101.25 |
Descriptive statistics
| Standard deviation | 101.186 |
|---|---|
| Coefficient of variation (CV) | 1.4709049 |
| Kurtosis | 0.25817915 |
| Mean | 68.791667 |
| Median Absolute Deviation (MAD) | 14.5 |
| Skewness | 1.3620826 |
| Sum | 1651 |
| Variance | 10238.607 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 8 | 2 | 8.3% |
| 16 | 2 | 8.3% |
| 3 | 2 | 8.3% |
| 14 | 1 | 4.2% |
| 98 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 247 | 1 | 4.2% |
| 279 | 1 | 4.2% |
| 21 | 1 | 4.2% |
| Other values (8) | 8 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 1 | 4.2% |
| 3 | 2 | |
| 8 | 2 | |
| 10 | 1 | 4.2% |
| 13 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 16 | 2 | |
| 18 | 1 | 4.2% |
| 21 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 293 | 1 | |
| 279 | 1 | |
| 247 | 1 | |
| 241 | 1 | |
| 194 | 1 | |
| 123 | 1 | |
| 98 | 1 | |
| 45 | 1 | |
| 21 | 1 | |
| 18 | 1 |
군무원
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.375 |
| Minimum | 0 |
|---|---|
| Maximum | 270 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 12 |
| median | 53.5 |
| Q3 | 85.75 |
| 95-th percentile | 256.05 |
| Maximum | 270 |
| Range | 270 |
| Interquartile range (IQR) | 73.75 |
Descriptive statistics
| Standard deviation | 82.221235 |
|---|---|
| Coefficient of variation (CV) | 1.090829 |
| Kurtosis | 0.92004371 |
| Mean | 75.375 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 1.3514674 |
| Sum | 1809 |
| Variance | 6760.3315 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 4 | 16.7% |
| 38 | 2 | 8.3% |
| 56 | 1 | 4.2% |
| 24 | 1 | 4.2% |
| 83 | 1 | 4.2% |
| 47 | 1 | 4.2% |
| 228 | 1 | 4.2% |
| 74 | 1 | 4.2% |
| 270 | 1 | 4.2% |
| 70 | 1 | 4.2% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 1 | 4.2% |
| 6 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 24 | 1 | 4.2% |
| 38 | 2 | |
| 47 | 1 | 4.2% |
| 51 | 1 | 4.2% |
| 56 | 1 | 4.2% |
| 64 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 270 | 1 | |
| 261 | 1 | |
| 228 | 1 | |
| 184 | 1 | |
| 134 | 1 | |
| 94 | 1 | |
| 83 | 1 | |
| 74 | 1 | |
| 72 | 1 | |
| 70 | 1 |
연구직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 13 |
|---|---|
| Distinct (%) | 54.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.625 |
| Minimum | 0 |
|---|---|
| Maximum | 84 |
| Zeros | 10 |
| Zeros (%) | 41.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 13.5 |
| 95-th percentile | 72.3 |
| Maximum | 84 |
| Range | 84 |
| Interquartile range (IQR) | 13.5 |
Descriptive statistics
| Standard deviation | 24.845282 |
|---|---|
| Coefficient of variation (CV) | 1.6988227 |
| Kurtosis | 2.6567398 |
| Mean | 14.625 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.9183336 |
| Sum | 351 |
| Variance | 617.28804 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 1 | 2 | 8.3% |
| 6 | 2 | 8.3% |
| 3 | 1 | 4.2% |
| 13 | 1 | 4.2% |
| 27 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 57 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 75 | 1 | 4.2% |
| Other values (3) | 3 | 12.5% |
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 1 | 2 | 8.3% |
| 3 | 1 | 4.2% |
| 6 | 2 | 8.3% |
| 7 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 13 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 27 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 84 | 1 | |
| 75 | 1 | |
| 57 | 1 | |
| 45 | 1 | |
| 27 | 1 | |
| 15 | 1 | |
| 13 | 1 | |
| 11 | 1 | |
| 7 | 1 | |
| 6 | 2 |
지도직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0833333 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 12 |
| Zeros (%) | 50.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 14 |
| 95-th percentile | 37.55 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 13.519444 |
|---|---|
| Coefficient of variation (CV) | 1.4883791 |
| Kurtosis | 0.96773483 |
| Mean | 9.0833333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.4807472 |
| Sum | 218 |
| Variance | 182.77536 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 9 | 2 | 8.3% |
| 2 | 2 | 8.3% |
| 14 | 2 | 8.3% |
| 15 | 1 | 4.2% |
| 35 | 1 | 4.2% |
| 30 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 38 | 1 | 4.2% |
| 42 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 2 | 2 | 8.3% |
| 8 | 1 | 4.2% |
| 9 | 2 | 8.3% |
| 14 | 2 | 8.3% |
| 15 | 1 | 4.2% |
| 30 | 1 | 4.2% |
| 35 | 1 | 4.2% |
| 38 | 1 | 4.2% |
| 42 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 42 | 1 | 4.2% |
| 38 | 1 | 4.2% |
| 35 | 1 | 4.2% |
| 30 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 14 | 2 | 8.3% |
| 9 | 2 | 8.3% |
| 8 | 1 | 4.2% |
| 2 | 2 | 8.3% |
| 0 | 12 |
계약직
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4583333 |
| Minimum | 0 |
|---|---|
| Maximum | 54 |
| Zeros | 8 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 17.7 |
| Maximum | 54 |
| Range | 54 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 11.806333 |
|---|---|
| Coefficient of variation (CV) | 1.8280773 |
| Kurtosis | 11.577407 |
| Mean | 6.4583333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.1140556 |
| Sum | 155 |
| Variance | 139.38949 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 1 | 5 | |
| 2 | 3 | 12.5% |
| 15 | 2 | 8.3% |
| 8 | 1 | 4.2% |
| 18 | 1 | 4.2% |
| 16 | 1 | 4.2% |
| 6 | 1 | 4.2% |
| 54 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 1 | 5 | |
| 2 | 3 | 12.5% |
| 6 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 15 | 2 | 8.3% |
| 16 | 1 | 4.2% |
| 18 | 1 | 4.2% |
| 54 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 54 | 1 | 4.2% |
| 18 | 1 | 4.2% |
| 16 | 1 | 4.2% |
| 15 | 2 | 8.3% |
| 12 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 6 | 1 | 4.2% |
| 2 | 3 | 12.5% |
| 1 | 5 | |
| 0 | 8 |
기타
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.25 |
| Minimum | 0 |
|---|---|
| Maximum | 375 |
| Zeros | 5 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 18.25 |
| median | 72.5 |
| Q3 | 170.25 |
| 95-th percentile | 367.95 |
| Maximum | 375 |
| Range | 375 |
| Interquartile range (IQR) | 152 |
Descriptive statistics
| Standard deviation | 125.24628 |
|---|---|
| Coefficient of variation (CV) | 1.0773873 |
| Kurtosis | -0.0059874043 |
| Mean | 116.25 |
| Median Absolute Deviation (MAD) | 66.5 |
| Skewness | 1.0961053 |
| Sum | 2790 |
| Variance | 15686.63 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 80 | 1 | 4.2% |
| 44 | 1 | 4.2% |
| 204 | 1 | 4.2% |
| 133 | 1 | 4.2% |
| 369 | 1 | 4.2% |
| 103 | 1 | 4.2% |
| 375 | 1 | 4.2% |
| 109 | 1 | 4.2% |
| 362 | 1 | 4.2% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 13 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| 29 | 1 | 4.2% |
| 44 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 59 | 1 | 4.2% |
| 65 | 1 | 4.2% |
| 80 | 1 | 4.2% |
| 97 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 375 | 1 | |
| 369 | 1 | |
| 362 | 1 | |
| 307 | 1 | |
| 217 | 1 | |
| 204 | 1 | |
| 159 | 1 | |
| 133 | 1 | |
| 109 | 1 | |
| 103 | 1 |
| 구분 | 남녀구분 | 계 | 정무직 | 별정직 | 일반직 | 경찰 | 소방 | 교육직 | 법관검사 | 기능직 | 공안직 | 군무원 | 연구직 | 지도직 | 계약직 | 기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 0.000 | 0.561 | 0.228 | 0.000 | 0.444 | 0.000 | 0.000 | 0.729 | 0.228 | 0.247 | 0.000 | 0.637 | 0.381 | 0.356 | 0.247 | 0.563 |
| 남녀구분 | 0.000 | 1.000 | 0.382 | 0.279 | 0.164 | 0.390 | 0.840 | 0.803 | 0.061 | 0.279 | 0.000 | 0.537 | 0.770 | 0.127 | 0.152 | 0.000 | 0.770 |
| 계 | 0.561 | 0.382 | 1.000 | 0.790 | 0.809 | 0.903 | 0.820 | 0.878 | 0.797 | 0.790 | 1.000 | 0.851 | 0.798 | 0.790 | 0.722 | 0.928 | 0.892 |
| 정무직 | 0.228 | 0.279 | 0.790 | 1.000 | 0.981 | 0.546 | 0.920 | 0.731 | 0.591 | 0.993 | 1.000 | 0.817 | 0.852 | 1.000 | 0.825 | 0.938 | 0.652 |
| 별정직 | 0.000 | 0.164 | 0.809 | 0.981 | 1.000 | 0.615 | 0.821 | 0.667 | 0.600 | 0.970 | 1.000 | 0.775 | 0.769 | 0.922 | 0.878 | 0.922 | 0.712 |
| 일반직 | 0.444 | 0.390 | 0.903 | 0.546 | 0.615 | 1.000 | 0.682 | 0.816 | 0.873 | 0.546 | 0.000 | 0.907 | 0.906 | 0.879 | 0.918 | 0.811 | 0.894 |
| 경찰 | 0.000 | 0.840 | 0.820 | 0.920 | 0.821 | 0.682 | 1.000 | 0.907 | 0.471 | 0.953 | 1.000 | 0.910 | 0.940 | 0.914 | 0.742 | 0.842 | 0.854 |
| 소방 | 0.000 | 0.803 | 0.878 | 0.731 | 0.667 | 0.816 | 0.907 | 1.000 | 0.262 | 0.731 | 0.778 | 1.000 | 0.951 | 0.802 | 0.690 | 0.743 | 0.802 |
| 교육직 | 0.729 | 0.061 | 0.797 | 0.591 | 0.600 | 0.873 | 0.471 | 0.262 | 1.000 | 0.591 | 0.514 | 0.454 | 0.653 | 0.900 | 0.933 | 0.791 | 0.784 |
| 법관검사 | 0.228 | 0.279 | 0.790 | 0.993 | 0.970 | 0.546 | 0.953 | 0.731 | 0.591 | 1.000 | 1.000 | 0.817 | 0.852 | 1.000 | 0.784 | 0.938 | 0.652 |
| 기능직 | 0.247 | 0.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 0.778 | 0.514 | 1.000 | 1.000 | 1.000 | 0.674 | 1.000 | 0.252 | 1.000 | 0.674 |
| 공안직 | 0.000 | 0.537 | 0.851 | 0.817 | 0.775 | 0.907 | 0.910 | 1.000 | 0.454 | 0.817 | 1.000 | 1.000 | 0.900 | 0.941 | 0.876 | 0.827 | 0.837 |
| 군무원 | 0.637 | 0.770 | 0.798 | 0.852 | 0.769 | 0.906 | 0.940 | 0.951 | 0.653 | 0.852 | 0.674 | 0.900 | 1.000 | 0.883 | 0.800 | 0.855 | 0.949 |
| 연구직 | 0.381 | 0.127 | 0.790 | 1.000 | 0.922 | 0.879 | 0.914 | 0.802 | 0.900 | 1.000 | 1.000 | 0.941 | 0.883 | 1.000 | 0.962 | 0.861 | 0.750 |
| 지도직 | 0.356 | 0.152 | 0.722 | 0.825 | 0.878 | 0.918 | 0.742 | 0.690 | 0.933 | 0.784 | 0.252 | 0.876 | 0.800 | 0.962 | 1.000 | 0.799 | 0.866 |
| 계약직 | 0.247 | 0.000 | 0.928 | 0.938 | 0.922 | 0.811 | 0.842 | 0.743 | 0.791 | 0.938 | 1.000 | 0.827 | 0.855 | 0.861 | 0.799 | 1.000 | 0.833 |
| 기타 | 0.563 | 0.770 | 0.892 | 0.652 | 0.712 | 0.894 | 0.854 | 0.802 | 0.784 | 0.652 | 0.674 | 0.837 | 0.949 | 0.750 | 0.866 | 0.833 | 1.000 |
| 남녀구분 | 기능직 | 별정직 | 정무직 | |
|---|---|---|---|---|
| 남녀구분 | 1.000 | 0.000 | 0.165 | 0.305 |
| 기능직 | 0.000 | 1.000 | 0.929 | 0.929 |
| 별정직 | 0.165 | 0.929 | 1.000 | 0.800 |
| 정무직 | 0.305 | 0.929 | 0.800 | 1.000 |
| 계 | 일반직 | 경찰 | 소방 | 교육직 | 법관검사 | 공안직 | 군무원 | 연구직 | 지도직 | 계약직 | 기타 | 남녀구분 | 정무직 | 별정직 | 기능직 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 계 | 1.000 | 0.941 | 0.801 | 0.879 | 0.817 | 0.883 | 0.907 | 0.912 | 0.941 | 0.866 | 0.913 | 0.943 | 0.294 | 0.534 | 0.559 | 0.826 |
| 일반직 | 0.941 | 1.000 | 0.851 | 0.899 | 0.704 | 0.803 | 0.955 | 0.977 | 0.900 | 0.915 | 0.837 | 0.978 | 0.354 | 0.353 | 0.419 | 0.000 |
| 경찰 | 0.801 | 0.851 | 1.000 | 0.948 | 0.496 | 0.600 | 0.892 | 0.828 | 0.767 | 0.784 | 0.760 | 0.863 | 0.556 | 0.794 | 0.627 | 0.853 |
| 소방 | 0.879 | 0.899 | 0.948 | 1.000 | 0.560 | 0.731 | 0.912 | 0.861 | 0.835 | 0.812 | 0.869 | 0.915 | 0.544 | 0.578 | 0.506 | 0.522 |
| 교육직 | 0.817 | 0.704 | 0.496 | 0.560 | 1.000 | 0.810 | 0.613 | 0.651 | 0.809 | 0.656 | 0.737 | 0.706 | 0.000 | 0.395 | 0.404 | 0.477 |
| 법관검사 | 0.883 | 0.803 | 0.600 | 0.731 | 0.810 | 1.000 | 0.698 | 0.732 | 0.941 | 0.843 | 0.847 | 0.805 | 0.305 | 0.879 | 0.751 | 0.929 |
| 공안직 | 0.907 | 0.955 | 0.892 | 0.912 | 0.613 | 0.698 | 1.000 | 0.961 | 0.843 | 0.834 | 0.810 | 0.956 | 0.500 | 0.664 | 0.604 | 0.879 |
| 군무원 | 0.912 | 0.977 | 0.828 | 0.861 | 0.651 | 0.732 | 0.961 | 1.000 | 0.829 | 0.871 | 0.823 | 0.953 | 0.498 | 0.675 | 0.555 | 0.426 |
| 연구직 | 0.941 | 0.900 | 0.767 | 0.835 | 0.809 | 0.941 | 0.843 | 0.829 | 1.000 | 0.919 | 0.839 | 0.915 | 0.056 | 0.946 | 0.836 | 0.879 |
| 지도직 | 0.866 | 0.915 | 0.784 | 0.812 | 0.656 | 0.843 | 0.834 | 0.871 | 0.919 | 1.000 | 0.757 | 0.921 | 0.097 | 0.675 | 0.760 | 0.213 |
| 계약직 | 0.913 | 0.837 | 0.760 | 0.869 | 0.737 | 0.847 | 0.810 | 0.823 | 0.839 | 0.757 | 1.000 | 0.852 | 0.000 | 0.649 | 0.608 | 0.929 |
| 기타 | 0.943 | 0.978 | 0.863 | 0.915 | 0.706 | 0.805 | 0.956 | 0.953 | 0.915 | 0.921 | 0.852 | 1.000 | 0.498 | 0.422 | 0.487 | 0.426 |
| 남녀구분 | 0.294 | 0.354 | 0.556 | 0.544 | 0.000 | 0.305 | 0.500 | 0.498 | 0.056 | 0.097 | 0.000 | 0.498 | 1.000 | 0.305 | 0.165 | 0.000 |
| 정무직 | 0.534 | 0.353 | 0.794 | 0.578 | 0.395 | 0.879 | 0.664 | 0.675 | 0.946 | 0.675 | 0.649 | 0.422 | 0.305 | 1.000 | 0.800 | 0.929 |
| 별정직 | 0.559 | 0.419 | 0.627 | 0.506 | 0.404 | 0.751 | 0.604 | 0.555 | 0.836 | 0.760 | 0.608 | 0.487 | 0.165 | 0.800 | 1.000 | 0.929 |
| 기능직 | 0.826 | 0.000 | 0.853 | 0.522 | 0.477 | 0.929 | 0.879 | 0.426 | 0.879 | 0.213 | 0.929 | 0.426 | 0.000 | 0.929 | 0.929 | 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 | 남녀구분 | 계 | 정무직 | 별정직 | 일반직 | 경찰 | 소방 | 교육직 | 법관검사 | 기능직 | 공안직 | 군무원 | 연구직 | 지도직 | 계약직 | 기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 50세미만 | 남 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 50세미만 | 여 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 50세 | 남 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 50세 | 여 | 12 | 0 | 0 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | 51세 | 남 | 67 | 0 | 0 | 29 | 32 | 2 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 0 |
| 5 | 51세 | 여 | 181 | 0 | 0 | 153 | 0 | 0 | 0 | 0 | 0 | 1 | 14 | 0 | 0 | 0 | 13 |
| 6 | 52세 | 남 | 659 | 0 | 0 | 249 | 366 | 14 | 0 | 0 | 0 | 3 | 6 | 0 | 0 | 1 | 20 |
| 7 | 52세 | 여 | 681 | 0 | 0 | 604 | 0 | 2 | 0 | 0 | 0 | 8 | 38 | 0 | 0 | 0 | 29 |
| 8 | 53세 | 남 | 2190 | 0 | 0 | 699 | 1237 | 71 | 1 | 0 | 0 | 45 | 38 | 1 | 0 | 1 | 97 |
| 9 | 53세 | 여 | 1132 | 0 | 1 | 958 | 10 | 6 | 46 | 0 | 0 | 13 | 51 | 0 | 0 | 2 | 45 |
| 구분 | 남녀구분 | 계 | 정무직 | 별정직 | 일반직 | 경찰 | 소방 | 교육직 | 법관검사 | 기능직 | 공안직 | 군무원 | 연구직 | 지도직 | 계약직 | 기타 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 56세 | 남 | 8003 | 1 | 1 | 3247 | 2345 | 426 | 1163 | 8 | 0 | 241 | 184 | 27 | 35 | 18 | 307 |
| 15 | 56세 | 여 | 4819 | 0 | 0 | 1476 | 46 | 9 | 3123 | 1 | 0 | 14 | 56 | 11 | 2 | 1 | 80 |
| 16 | 57세 | 남 | 10249 | 5 | 4 | 4185 | 2704 | 538 | 1784 | 11 | 0 | 293 | 261 | 57 | 30 | 15 | 362 |
| 17 | 57세 | 여 | 5945 | 0 | 1 | 1499 | 41 | 11 | 4165 | 3 | 0 | 21 | 70 | 15 | 8 | 2 | 109 |
| 18 | 58세 | 남 | 10567 | 1 | 3 | 4561 | 2218 | 520 | 2191 | 20 | 0 | 279 | 270 | 75 | 38 | 16 | 375 |
| 19 | 58세 | 여 | 5700 | 0 | 0 | 1443 | 54 | 10 | 3978 | 1 | 0 | 16 | 74 | 6 | 9 | 6 | 103 |
| 20 | 59세 | 남 | 9634 | 4 | 3 | 4120 | 1906 | 417 | 2183 | 16 | 0 | 247 | 228 | 84 | 42 | 15 | 369 |
| 21 | 59세 | 여 | 5058 | 0 | 1 | 1376 | 35 | 8 | 3425 | 1 | 0 | 10 | 47 | 7 | 14 | 1 | 133 |
| 22 | 60세이상 | 남 | 8985 | 17 | 8 | 1817 | 699 | 200 | 5683 | 62 | 1 | 98 | 83 | 45 | 14 | 54 | 204 |
| 23 | 60세이상 | 여 | 6166 | 0 | 0 | 528 | 11 | 4 | 5528 | 1 | 0 | 8 | 24 | 6 | 0 | 12 | 44 |