Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 27 |
| Missing cells | 142 |
| Missing cells (%) | 37.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.5 KiB |
| Average record size in memory | 130.9 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 1 |
Dataset
| Description | 국방부 간부(군인) 계급별, 호봉별 봉급 정보 데이터 입니다. (2020년 기준) 간부(군인) 봉급 정보 변동 시 업데이트 예정입니다. |
|---|---|
| Author | 국방부 |
| URL | https://www.data.go.kr/data/15046064/fileData.do |
호봉 is highly overall correlated with 소장 and 12 other fields | High correlation |
소장 is highly overall correlated with 호봉 and 12 other fields | High correlation |
준장 is highly overall correlated with 호봉 and 12 other fields | High correlation |
대령 is highly overall correlated with 호봉 and 12 other fields | High correlation |
중령 is highly overall correlated with 호봉 and 12 other fields | High correlation |
소령 is highly overall correlated with 호봉 and 12 other fields | High correlation |
대위 is highly overall correlated with 호봉 and 12 other fields | High correlation |
중위 is highly overall correlated with 호봉 and 12 other fields | High correlation |
준위 is highly overall correlated with 호봉 and 12 other fields | High correlation |
원사 is highly overall correlated with 호봉 and 12 other fields | High correlation |
상사 is highly overall correlated with 호봉 and 12 other fields | High correlation |
중사 is highly overall correlated with 호봉 and 12 other fields | High correlation |
하사 is highly overall correlated with 호봉 and 12 other fields | High correlation |
소위 is highly overall correlated with 호봉 and 12 other fields | High correlation |
소위 is highly imbalanced (66.0%) | Imbalance |
소장 has 14 (51.9%) missing values | Missing |
준장 has 14 (51.9%) missing values | Missing |
대령 has 12 (44.4%) missing values | Missing |
중령 has 12 (44.4%) missing values | Missing |
소령 has 13 (48.1%) missing values | Missing |
대위 has 15 (55.6%) missing values | Missing |
중위 has 20 (74.1%) missing values | Missing |
원사 has 12 (44.4%) missing values | Missing |
상사 has 8 (29.6%) missing values | Missing |
중사 has 5 (18.5%) missing values | Missing |
하사 has 17 (63.0%) missing values | Missing |
호봉 has unique values | Unique |
준위 has unique values | Unique |
Reproduction
| Analysis started | 2023-12-13 00:24:57.566517 |
|---|---|
| Analysis finished | 2023-12-13 00:25:10.825425 |
| Duration | 13.26 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
호봉
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 27 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14 |
| Minimum | 1 |
|---|---|
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.3 |
| Q1 | 7.5 |
| median | 14 |
| Q3 | 20.5 |
| 95-th percentile | 25.7 |
| Maximum | 27 |
| Range | 26 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 7.9372539 |
|---|---|
| Coefficient of variation (CV) | 0.56694671 |
| Kurtosis | -1.2 |
| Mean | 14 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0 |
| Sum | 378 |
| Variance | 63 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 1 | 1 | 3.7% |
| 2 | 1 | 3.7% |
| 27 | 1 | 3.7% |
| 26 | 1 | 3.7% |
| 25 | 1 | 3.7% |
| 24 | 1 | 3.7% |
| 23 | 1 | 3.7% |
| 22 | 1 | 3.7% |
| 21 | 1 | 3.7% |
| 20 | 1 | 3.7% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 27 | 1 | |
| 26 | 1 | |
| 25 | 1 | |
| 24 | 1 | |
| 23 | 1 | |
| 22 | 1 | |
| 21 | 1 | |
| 20 | 1 | |
| 19 | 1 | |
| 18 | 1 |
소장
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 51.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6139600 |
| Minimum | 5346400 |
|---|---|
| Maximum | 6932800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 5346400 |
|---|---|
| 5-th percentile | 5425720 |
| Q1 | 5743000 |
| median | 6139600 |
| Q3 | 6536200 |
| 95-th percentile | 6853480 |
| Maximum | 6932800 |
| Range | 1586400 |
| Interquartile range (IQR) | 793200 |
Descriptive statistics
| Standard deviation | 514845.03 |
|---|---|
| Coefficient of variation (CV) | 0.083856445 |
| Kurtosis | -1.2 |
| Mean | 6139600 |
| Median Absolute Deviation (MAD) | 396600 |
| Skewness | 0 |
| Sum | 79814800 |
| Variance | 2.6506541 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 5346400 | 1 | 3.7% |
| 5478600 | 1 | 3.7% |
| 5610800 | 1 | 3.7% |
| 5743000 | 1 | 3.7% |
| 5875200 | 1 | 3.7% |
| 6007400 | 1 | 3.7% |
| 6139600 | 1 | 3.7% |
| 6271800 | 1 | 3.7% |
| 6404000 | 1 | 3.7% |
| 6536200 | 1 | 3.7% |
| Other values (3) | 3 | 11.1% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 5346400 | 1 | |
| 5478600 | 1 | |
| 5610800 | 1 | |
| 5743000 | 1 | |
| 5875200 | 1 | |
| 6007400 | 1 | |
| 6139600 | 1 | |
| 6271800 | 1 | |
| 6404000 | 1 | |
| 6536200 | 1 |
| Value | Count | Frequency (%) |
| 6932800 | 1 | |
| 6800600 | 1 | |
| 6668400 | 1 | |
| 6536200 | 1 | |
| 6404000 | 1 | |
| 6271800 | 1 | |
| 6139600 | 1 | |
| 6007400 | 1 | |
| 5875200 | 1 | |
| 5743000 | 1 |
준장
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 51.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5829700 |
| Minimum | 5043700 |
|---|---|
| Maximum | 6615700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 5043700 |
|---|---|
| 5-th percentile | 5122300 |
| Q1 | 5436700 |
| median | 5829700 |
| Q3 | 6222700 |
| 95-th percentile | 6537100 |
| Maximum | 6615700 |
| Range | 1572000 |
| Interquartile range (IQR) | 786000 |
Descriptive statistics
| Standard deviation | 510171.7 |
|---|---|
| Coefficient of variation (CV) | 0.087512514 |
| Kurtosis | -1.2 |
| Mean | 5829700 |
| Median Absolute Deviation (MAD) | 393000 |
| Skewness | 0 |
| Sum | 75786100 |
| Variance | 2.6027517 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 5043700 | 1 | 3.7% |
| 5174700 | 1 | 3.7% |
| 5305700 | 1 | 3.7% |
| 5436700 | 1 | 3.7% |
| 5567700 | 1 | 3.7% |
| 5698700 | 1 | 3.7% |
| 5829700 | 1 | 3.7% |
| 5960700 | 1 | 3.7% |
| 6091700 | 1 | 3.7% |
| 6222700 | 1 | 3.7% |
| Other values (3) | 3 | 11.1% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 5043700 | 1 | |
| 5174700 | 1 | |
| 5305700 | 1 | |
| 5436700 | 1 | |
| 5567700 | 1 | |
| 5698700 | 1 | |
| 5829700 | 1 | |
| 5960700 | 1 | |
| 6091700 | 1 | |
| 6222700 | 1 |
| Value | Count | Frequency (%) |
| 6615700 | 1 | |
| 6484700 | 1 | |
| 6353700 | 1 | |
| 6222700 | 1 | |
| 6091700 | 1 | |
| 5960700 | 1 | |
| 5829700 | 1 | |
| 5698700 | 1 | |
| 5567700 | 1 | |
| 5436700 | 1 |
대령
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 15 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 44.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5058400 |
| Minimum | 4094500 |
|---|---|
| Maximum | 6022300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 4094500 |
|---|---|
| 5-th percentile | 4190890 |
| Q1 | 4576450 |
| median | 5058400 |
| Q3 | 5540350 |
| 95-th percentile | 5925910 |
| Maximum | 6022300 |
| Range | 1927800 |
| Interquartile range (IQR) | 963900 |
Descriptive statistics
| Standard deviation | 615813.12 |
|---|---|
| Coefficient of variation (CV) | 0.12174069 |
| Kurtosis | -1.2 |
| Mean | 5058400 |
| Median Absolute Deviation (MAD) | 550800 |
| Skewness | 0 |
| Sum | 75876000 |
| Variance | 3.792258 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 4094500 | 1 | 3.7% |
| 4232200 | 1 | 3.7% |
| 4369900 | 1 | 3.7% |
| 4507600 | 1 | 3.7% |
| 4645300 | 1 | 3.7% |
| 4783000 | 1 | 3.7% |
| 4920700 | 1 | 3.7% |
| 5058400 | 1 | 3.7% |
| 5196100 | 1 | 3.7% |
| 5333800 | 1 | 3.7% |
| Other values (5) | 5 | |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 4094500 | 1 | |
| 4232200 | 1 | |
| 4369900 | 1 | |
| 4507600 | 1 | |
| 4645300 | 1 | |
| 4783000 | 1 | |
| 4920700 | 1 | |
| 5058400 | 1 | |
| 5196100 | 1 | |
| 5333800 | 1 |
| Value | Count | Frequency (%) |
| 6022300 | 1 | |
| 5884600 | 1 | |
| 5746900 | 1 | |
| 5609200 | 1 | |
| 5471500 | 1 | |
| 5333800 | 1 | |
| 5196100 | 1 | |
| 5058400 | 1 | |
| 4920700 | 1 | |
| 4783000 | 1 |
중령
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 15 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 44.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4562400 |
| Minimum | 3599200 |
|---|---|
| Maximum | 5525600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 3599200 |
|---|---|
| 5-th percentile | 3695520 |
| Q1 | 4080800 |
| median | 4562400 |
| Q3 | 5044000 |
| 95-th percentile | 5429280 |
| Maximum | 5525600 |
| Range | 1926400 |
| Interquartile range (IQR) | 963200 |
Descriptive statistics
| Standard deviation | 615365.91 |
|---|---|
| Coefficient of variation (CV) | 0.13487768 |
| Kurtosis | -1.2 |
| Mean | 4562400 |
| Median Absolute Deviation (MAD) | 550400 |
| Skewness | 0 |
| Sum | 68436000 |
| Variance | 3.786752 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 3599200 | 1 | 3.7% |
| 3736800 | 1 | 3.7% |
| 3874400 | 1 | 3.7% |
| 4012000 | 1 | 3.7% |
| 4149600 | 1 | 3.7% |
| 4287200 | 1 | 3.7% |
| 4424800 | 1 | 3.7% |
| 4562400 | 1 | 3.7% |
| 4700000 | 1 | 3.7% |
| 4837600 | 1 | 3.7% |
| Other values (5) | 5 | |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 3599200 | 1 | |
| 3736800 | 1 | |
| 3874400 | 1 | |
| 4012000 | 1 | |
| 4149600 | 1 | |
| 4287200 | 1 | |
| 4424800 | 1 | |
| 4562400 | 1 | |
| 4700000 | 1 | |
| 4837600 | 1 |
| Value | Count | Frequency (%) |
| 5525600 | 1 | |
| 5388000 | 1 | |
| 5250400 | 1 | |
| 5112800 | 1 | |
| 4975200 | 1 | |
| 4837600 | 1 | |
| 4700000 | 1 | |
| 4562400 | 1 | |
| 4424800 | 1 | |
| 4287200 | 1 |
소령
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 48.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3838900 |
| Minimum | 2965300 |
|---|---|
| Maximum | 4712500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 2965300 |
|---|---|
| 5-th percentile | 3052660 |
| Q1 | 3402100 |
| median | 3838900 |
| Q3 | 4275700 |
| 95-th percentile | 4625140 |
| Maximum | 4712500 |
| Range | 1747200 |
| Interquartile range (IQR) | 873600 |
Descriptive statistics
| Standard deviation | 562235.54 |
|---|---|
| Coefficient of variation (CV) | 0.14645746 |
| Kurtosis | -1.2 |
| Mean | 3838900 |
| Median Absolute Deviation (MAD) | 470400 |
| Skewness | 0 |
| Sum | 53744600 |
| Variance | 3.161088 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 2965300 | 1 | 3.7% |
| 3099700 | 1 | 3.7% |
| 3234100 | 1 | 3.7% |
| 3368500 | 1 | 3.7% |
| 3502900 | 1 | 3.7% |
| 3637300 | 1 | 3.7% |
| 3771700 | 1 | 3.7% |
| 3906100 | 1 | 3.7% |
| 4040500 | 1 | 3.7% |
| 4174900 | 1 | 3.7% |
| Other values (4) | 4 | 14.8% |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| 2965300 | 1 | |
| 3099700 | 1 | |
| 3234100 | 1 | |
| 3368500 | 1 | |
| 3502900 | 1 | |
| 3637300 | 1 | |
| 3771700 | 1 | |
| 3906100 | 1 | |
| 4040500 | 1 | |
| 4174900 | 1 |
| Value | Count | Frequency (%) |
| 4712500 | 1 | |
| 4578100 | 1 | |
| 4443700 | 1 | |
| 4309300 | 1 | |
| 4174900 | 1 | |
| 4040500 | 1 | |
| 3906100 | 1 | |
| 3771700 | 1 | |
| 3637300 | 1 | |
| 3502900 | 1 |
대위
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 55.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3108750 |
| Minimum | 2411900 |
|---|---|
| Maximum | 3805600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 2411900 |
|---|---|
| 5-th percentile | 2481585 |
| Q1 | 2760325 |
| median | 3108750 |
| Q3 | 3457175 |
| 95-th percentile | 3735915 |
| Maximum | 3805600 |
| Range | 1393700 |
| Interquartile range (IQR) | 696850 |
Descriptive statistics
| Standard deviation | 456823.35 |
|---|---|
| Coefficient of variation (CV) | 0.1469476 |
| Kurtosis | -1.2 |
| Mean | 3108750 |
| Median Absolute Deviation (MAD) | 380100 |
| Skewness | -7.3235839 × 10-17 |
| Sum | 37305000 |
| Variance | 2.0868757 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2411900 | 1 | 3.7% |
| 2538600 | 1 | 3.7% |
| 2665300 | 1 | 3.7% |
| 2792000 | 1 | 3.7% |
| 2918700 | 1 | 3.7% |
| 3045400 | 1 | 3.7% |
| 3172100 | 1 | 3.7% |
| 3298800 | 1 | 3.7% |
| 3425500 | 1 | 3.7% |
| 3552200 | 1 | 3.7% |
| Other values (2) | 2 | 7.4% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 2411900 | 1 | |
| 2538600 | 1 | |
| 2665300 | 1 | |
| 2792000 | 1 | |
| 2918700 | 1 | |
| 3045400 | 1 | |
| 3172100 | 1 | |
| 3298800 | 1 | |
| 3425500 | 1 | |
| 3552200 | 1 |
| Value | Count | Frequency (%) |
| 3805600 | 1 | |
| 3678900 | 1 | |
| 3552200 | 1 | |
| 3425500 | 1 | |
| 3298800 | 1 | |
| 3172100 | 1 | |
| 3045400 | 1 | |
| 2918700 | 1 | |
| 2792000 | 1 | |
| 2665300 | 1 |
중위
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 7 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 20 |
| Missing (%) | 74.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2189800 |
| Minimum | 1871200 |
|---|---|
| Maximum | 2508400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 1871200 |
|---|---|
| 5-th percentile | 1903060 |
| Q1 | 2030500 |
| median | 2189800 |
| Q3 | 2349100 |
| 95-th percentile | 2476540 |
| Maximum | 2508400 |
| Range | 637200 |
| Interquartile range (IQR) | 318600 |
Descriptive statistics
| Standard deviation | 229418.22 |
|---|---|
| Coefficient of variation (CV) | 0.10476675 |
| Kurtosis | -1.2 |
| Mean | 2189800 |
| Median Absolute Deviation (MAD) | 212400 |
| Skewness | 0 |
| Sum | 15328600 |
| Variance | 5.263272 × 1010 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1871200 | 1 | 3.7% |
| 1977400 | 1 | 3.7% |
| 2083600 | 1 | 3.7% |
| 2189800 | 1 | 3.7% |
| 2296000 | 1 | 3.7% |
| 2402200 | 1 | 3.7% |
| 2508400 | 1 | 3.7% |
| (Missing) | 20 |
| Value | Count | Frequency (%) |
| 1871200 | 1 | |
| 1977400 | 1 | |
| 2083600 | 1 | |
| 2189800 | 1 | |
| 2296000 | 1 | |
| 2402200 | 1 | |
| 2508400 | 1 |
| Value | Count | Frequency (%) |
| 2508400 | 1 | |
| 2402200 | 1 | |
| 2296000 | 1 | |
| 2189800 | 1 | |
| 2083600 | 1 | |
| 1977400 | 1 | |
| 1871200 | 1 |
소위
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 348.0 B |
| <NA> | |
|---|---|
| 1710000 | 1 |
| 1810800 | 1 |
| 1911600 | 1 |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.3333333 |
| Min length | 4 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 11.1% |
Sample
| 1st row | 1710000 |
|---|---|
| 2nd row | 1810800 |
| 3rd row | 1911600 |
| 4th row | <NA> |
| 5th row | <NA> |
Common Values
| Value | Count | Frequency (%) |
| <NA> | 24 | |
| 1710000 | 1 | 3.7% |
| 1810800 | 1 | 3.7% |
| 1911600 | 1 | 3.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| na | 24 | |
| 1710000 | 1 | 3.7% |
| 1810800 | 1 | 3.7% |
| 1911600 | 1 | 3.7% |
준위
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 27 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3609600 |
| Minimum | 2230300 |
|---|---|
| Maximum | 4988900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 2230300 |
|---|---|
| 5-th percentile | 2368230 |
| Q1 | 2919950 |
| median | 3609600 |
| Q3 | 4299250 |
| 95-th percentile | 4850970 |
| Maximum | 4988900 |
| Range | 2758600 |
| Interquartile range (IQR) | 1379300 |
Descriptive statistics
| Standard deviation | 842142.64 |
|---|---|
| Coefficient of variation (CV) | 0.23330636 |
| Kurtosis | -1.2 |
| Mean | 3609600 |
| Median Absolute Deviation (MAD) | 742700 |
| Skewness | 3.5609296 × 10-17 |
| Sum | 97459200 |
| Variance | 7.0920423 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 2230300 | 1 | 3.7% |
| 2336400 | 1 | 3.7% |
| 4988900 | 1 | 3.7% |
| 4882800 | 1 | 3.7% |
| 4776700 | 1 | 3.7% |
| 4670600 | 1 | 3.7% |
| 4564500 | 1 | 3.7% |
| 4458400 | 1 | 3.7% |
| 4352300 | 1 | 3.7% |
| 4246200 | 1 | 3.7% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 2230300 | 1 | |
| 2336400 | 1 | |
| 2442500 | 1 | |
| 2548600 | 1 | |
| 2654700 | 1 | |
| 2760800 | 1 | |
| 2866900 | 1 | |
| 2973000 | 1 | |
| 3079100 | 1 | |
| 3185200 | 1 |
| Value | Count | Frequency (%) |
| 4988900 | 1 | |
| 4882800 | 1 | |
| 4776700 | 1 | |
| 4670600 | 1 | |
| 4564500 | 1 | |
| 4458400 | 1 | |
| 4352300 | 1 | |
| 4246200 | 1 | |
| 4140100 | 1 | |
| 4034000 | 1 |
원사
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 15 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 44.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3827700 |
| Minimum | 3127700 |
|---|---|
| Maximum | 4527700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 3127700 |
|---|---|
| 5-th percentile | 3197700 |
| Q1 | 3477700 |
| median | 3827700 |
| Q3 | 4177700 |
| 95-th percentile | 4457700 |
| Maximum | 4527700 |
| Range | 1400000 |
| Interquartile range (IQR) | 700000 |
Descriptive statistics
| Standard deviation | 447213.6 |
|---|---|
| Coefficient of variation (CV) | 0.11683611 |
| Kurtosis | -1.2 |
| Mean | 3827700 |
| Median Absolute Deviation (MAD) | 400000 |
| Skewness | 0 |
| Sum | 57415500 |
| Variance | 2 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 3127700 | 1 | 3.7% |
| 3227700 | 1 | 3.7% |
| 3327700 | 1 | 3.7% |
| 3427700 | 1 | 3.7% |
| 3527700 | 1 | 3.7% |
| 3627700 | 1 | 3.7% |
| 3727700 | 1 | 3.7% |
| 3827700 | 1 | 3.7% |
| 3927700 | 1 | 3.7% |
| 4027700 | 1 | 3.7% |
| Other values (5) | 5 | |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 3127700 | 1 | |
| 3227700 | 1 | |
| 3327700 | 1 | |
| 3427700 | 1 | |
| 3527700 | 1 | |
| 3627700 | 1 | |
| 3727700 | 1 | |
| 3827700 | 1 | |
| 3927700 | 1 | |
| 4027700 | 1 |
| Value | Count | Frequency (%) |
| 4527700 | 1 | |
| 4427700 | 1 | |
| 4327700 | 1 | |
| 4227700 | 1 | |
| 4127700 | 1 | |
| 4027700 | 1 | |
| 3927700 | 1 | |
| 3827700 | 1 | |
| 3727700 | 1 | |
| 3627700 | 1 |
상사
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 19 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 8 |
| Missing (%) | 29.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3026300 |
| Minimum | 2163200 |
|---|---|
| Maximum | 3889400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 2163200 |
|---|---|
| 5-th percentile | 2249510 |
| Q1 | 2594750 |
| median | 3026300 |
| Q3 | 3457850 |
| 95-th percentile | 3803090 |
| Maximum | 3889400 |
| Range | 1726200 |
| Interquartile range (IQR) | 863100 |
Descriptive statistics
| Standard deviation | 539659.45 |
|---|---|
| Coefficient of variation (CV) | 0.17832318 |
| Kurtosis | -1.2 |
| Mean | 3026300 |
| Median Absolute Deviation (MAD) | 479500 |
| Skewness | 0 |
| Sum | 57499700 |
| Variance | 2.9123232 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2259100 | 1 | 3.7% |
| 3889400 | 1 | 3.7% |
| 3793500 | 1 | 3.7% |
| 3697600 | 1 | 3.7% |
| 3601700 | 1 | 3.7% |
| 3505800 | 1 | 3.7% |
| 3409900 | 1 | 3.7% |
| 3314000 | 1 | 3.7% |
| 3218100 | 1 | 3.7% |
| 2163200 | 1 | 3.7% |
| Other values (9) | 9 | |
| (Missing) | 8 |
| Value | Count | Frequency (%) |
| 2163200 | 1 | |
| 2259100 | 1 | |
| 2355000 | 1 | |
| 2450900 | 1 | |
| 2546800 | 1 | |
| 2642700 | 1 | |
| 2738600 | 1 | |
| 2834500 | 1 | |
| 2930400 | 1 | |
| 3026300 | 1 |
| Value | Count | Frequency (%) |
| 3889400 | 1 | |
| 3793500 | 1 | |
| 3697600 | 1 | |
| 3601700 | 1 | |
| 3505800 | 1 | |
| 3409900 | 1 | |
| 3314000 | 1 | |
| 3218100 | 1 | |
| 3122200 | 1 | |
| 3026300 | 1 |
중사
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 5 |
| Missing (%) | 18.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2686650 |
| Minimum | 1744800 |
|---|---|
| Maximum | 3628500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 1744800 |
|---|---|
| 5-th percentile | 1838985 |
| Q1 | 2215725 |
| median | 2686650 |
| Q3 | 3157575 |
| 95-th percentile | 3534315 |
| Maximum | 3628500 |
| Range | 1883700 |
| Interquartile range (IQR) | 941850 |
Descriptive statistics
| Standard deviation | 582474.72 |
|---|---|
| Coefficient of variation (CV) | 0.21680335 |
| Kurtosis | -1.2 |
| Mean | 2686650 |
| Median Absolute Deviation (MAD) | 493350 |
| Skewness | 3.3927521 × 10-17 |
| Sum | 59106300 |
| Variance | 3.392768 × 1011 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 2821200 | 1 | 3.7% |
| 3628500 | 1 | 3.7% |
| 3538800 | 1 | 3.7% |
| 3449100 | 1 | 3.7% |
| 3359400 | 1 | 3.7% |
| 3269700 | 1 | 3.7% |
| 3180000 | 1 | 3.7% |
| 3090300 | 1 | 3.7% |
| 3000600 | 1 | 3.7% |
| 2910900 | 1 | 3.7% |
| Other values (12) | 12 | |
| (Missing) | 5 |
| Value | Count | Frequency (%) |
| 1744800 | 1 | |
| 1834500 | 1 | |
| 1924200 | 1 | |
| 2013900 | 1 | |
| 2103600 | 1 | |
| 2193300 | 1 | |
| 2283000 | 1 | |
| 2372700 | 1 | |
| 2462400 | 1 | |
| 2552100 | 1 |
| Value | Count | Frequency (%) |
| 3628500 | 1 | |
| 3538800 | 1 | |
| 3449100 | 1 | |
| 3359400 | 1 | |
| 3269700 | 1 | |
| 3180000 | 1 | |
| 3090300 | 1 | |
| 3000600 | 1 | |
| 2910900 | 1 | |
| 2821200 | 1 |
하사
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 17 |
| Missing (%) | 63.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1789000 |
| Minimum | 1661200 |
|---|---|
| Maximum | 1916800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 1661200 |
|---|---|
| 5-th percentile | 1673980 |
| Q1 | 1725100 |
| median | 1789000 |
| Q3 | 1852900 |
| 95-th percentile | 1904020 |
| Maximum | 1916800 |
| Range | 255600 |
| Interquartile range (IQR) | 127800 |
Descriptive statistics
| Standard deviation | 85985.27 |
|---|---|
| Coefficient of variation (CV) | 0.048063315 |
| Kurtosis | -1.2 |
| Mean | 1789000 |
| Median Absolute Deviation (MAD) | 71000 |
| Skewness | 0 |
| Sum | 17890000 |
| Variance | 7.3934667 × 109 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1661200 | 1 | 3.7% |
| 1689600 | 1 | 3.7% |
| 1718000 | 1 | 3.7% |
| 1746400 | 1 | 3.7% |
| 1774800 | 1 | 3.7% |
| 1803200 | 1 | 3.7% |
| 1831600 | 1 | 3.7% |
| 1860000 | 1 | 3.7% |
| 1888400 | 1 | 3.7% |
| 1916800 | 1 | 3.7% |
| (Missing) | 17 |
| Value | Count | Frequency (%) |
| 1661200 | 1 | |
| 1689600 | 1 | |
| 1718000 | 1 | |
| 1746400 | 1 | |
| 1774800 | 1 | |
| 1803200 | 1 | |
| 1831600 | 1 | |
| 1860000 | 1 | |
| 1888400 | 1 | |
| 1916800 | 1 |
| Value | Count | Frequency (%) |
| 1916800 | 1 | |
| 1888400 | 1 | |
| 1860000 | 1 | |
| 1831600 | 1 | |
| 1803200 | 1 | |
| 1774800 | 1 | |
| 1746400 | 1 | |
| 1718000 | 1 | |
| 1689600 | 1 | |
| 1661200 | 1 |
| 호봉 | 소장 | 준장 | 대령 | 중령 | 소령 | 대위 | 중위 | 소위 | 준위 | 원사 | 상사 | 중사 | 하사 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 호봉 | 1.000 | 0.972 | 0.972 | 0.953 | 0.953 | 0.879 | 0.596 | 1.000 | NaN | 0.999 | 0.953 | 0.948 | 0.911 | 1.000 |
| 소장 | 0.972 | 1.000 | 1.000 | 0.778 | 0.778 | 0.884 | 0.950 | 1.000 | 0.000 | 0.972 | 0.778 | 0.929 | 1.000 | 1.000 |
| 준장 | 0.972 | 1.000 | 1.000 | 0.778 | 0.778 | 0.884 | 0.950 | 1.000 | 0.000 | 0.972 | 0.778 | 0.929 | 1.000 | 1.000 |
| 대령 | 0.953 | 0.778 | 0.778 | 1.000 | 1.000 | 0.263 | 1.000 | 1.000 | 0.000 | 0.849 | 1.000 | 0.892 | 0.890 | 1.000 |
| 중령 | 0.953 | 0.778 | 0.778 | 1.000 | 1.000 | 0.263 | 1.000 | 1.000 | 0.000 | 0.849 | 1.000 | 0.892 | 0.890 | 1.000 |
| 소령 | 0.879 | 0.884 | 0.884 | 0.263 | 0.263 | 1.000 | 0.821 | 1.000 | 0.000 | 1.000 | 0.263 | 0.935 | 0.420 | 1.000 |
| 대위 | 0.596 | 0.950 | 0.950 | 1.000 | 1.000 | 0.821 | 1.000 | 1.000 | 0.000 | 0.596 | 1.000 | 0.511 | 0.654 | 1.000 |
| 중위 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 소위 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | NaN | 0.000 | 0.000 | NaN | 0.000 |
| 준위 | 0.999 | 0.972 | 0.972 | 0.849 | 0.849 | 1.000 | 0.596 | 1.000 | NaN | 1.000 | 0.849 | 0.906 | 0.873 | 1.000 |
| 원사 | 0.953 | 0.778 | 0.778 | 1.000 | 1.000 | 0.263 | 1.000 | 1.000 | 0.000 | 0.849 | 1.000 | 0.892 | 0.890 | 1.000 |
| 상사 | 0.948 | 0.929 | 0.929 | 0.892 | 0.892 | 0.935 | 0.511 | 1.000 | 0.000 | 0.906 | 0.892 | 1.000 | 0.903 | 1.000 |
| 중사 | 0.911 | 1.000 | 1.000 | 0.890 | 0.890 | 0.420 | 0.654 | 1.000 | NaN | 0.873 | 0.890 | 0.903 | 1.000 | 1.000 |
| 하사 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 호봉 | 소장 | 준장 | 대령 | 중령 | 소령 | 대위 | 중위 | 준위 | 원사 | 상사 | 중사 | 하사 | 소위 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 호봉 | 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 | 1.000 |
| 소장 | 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 | 1.000 |
| 준장 | 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 | 1.000 |
| 대령 | 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 | 1.000 |
| 중령 | 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 | 1.000 |
| 소령 | 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 | 1.000 |
| 대위 | 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 | 1.000 |
| 중위 | 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 | 1.000 |
| 준위 | 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 | 1.000 |
| 원사 | 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 | 1.000 |
| 상사 | 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 | 1.000 |
| 중사 | 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 | 1.000 |
| 하사 | 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 | 1.000 |
| 소위 | 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 | 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.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| 호봉 | 소장 | 준장 | 대령 | 중령 | 소령 | 대위 | 중위 | 소위 | 준위 | 원사 | 상사 | 중사 | 하사 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 5346400 | 5043700 | 4094500 | 3599200 | 2965300 | 2411900 | 1871200 | 1710000 | 2230300 | 3127700 | 2163200 | 1744800 | 1661200 |
| 1 | 2 | 5478600 | 5174700 | 4232200 | 3736800 | 3099700 | 2538600 | 1977400 | 1810800 | 2336400 | 3227700 | 2259100 | 1834500 | 1689600 |
| 2 | 3 | 5610800 | 5305700 | 4369900 | 3874400 | 3234100 | 2665300 | 2083600 | 1911600 | 2442500 | 3327700 | 2355000 | 1924200 | 1718000 |
| 3 | 4 | 5743000 | 5436700 | 4507600 | 4012000 | 3368500 | 2792000 | 2189800 | <NA> | 2548600 | 3427700 | 2450900 | 2013900 | 1746400 |
| 4 | 5 | 5875200 | 5567700 | 4645300 | 4149600 | 3502900 | 2918700 | 2296000 | <NA> | 2654700 | 3527700 | 2546800 | 2103600 | 1774800 |
| 5 | 6 | 6007400 | 5698700 | 4783000 | 4287200 | 3637300 | 3045400 | 2402200 | <NA> | 2760800 | 3627700 | 2642700 | 2193300 | 1803200 |
| 6 | 7 | 6139600 | 5829700 | 4920700 | 4424800 | 3771700 | 3172100 | 2508400 | <NA> | 2866900 | 3727700 | 2738600 | 2283000 | 1831600 |
| 7 | 8 | 6271800 | 5960700 | 5058400 | 4562400 | 3906100 | 3298800 | <NA> | <NA> | 2973000 | 3827700 | 2834500 | 2372700 | 1860000 |
| 8 | 9 | 6404000 | 6091700 | 5196100 | 4700000 | 4040500 | 3425500 | <NA> | <NA> | 3079100 | 3927700 | 2930400 | 2462400 | 1888400 |
| 9 | 10 | 6536200 | 6222700 | 5333800 | 4837600 | 4174900 | 3552200 | <NA> | <NA> | 3185200 | 4027700 | 3026300 | 2552100 | 1916800 |
| 호봉 | 소장 | 준장 | 대령 | 중령 | 소령 | 대위 | 중위 | 소위 | 준위 | 원사 | 상사 | 중사 | 하사 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17 | 18 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4034000 | <NA> | 3793500 | 3269700 | <NA> |
| 18 | 19 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4140100 | <NA> | 3889400 | 3359400 | <NA> |
| 19 | 20 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4246200 | <NA> | <NA> | 3449100 | <NA> |
| 20 | 21 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4352300 | <NA> | <NA> | 3538800 | <NA> |
| 21 | 22 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4458400 | <NA> | <NA> | 3628500 | <NA> |
| 22 | 23 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4564500 | <NA> | <NA> | <NA> | <NA> |
| 23 | 24 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4670600 | <NA> | <NA> | <NA> | <NA> |
| 24 | 25 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4776700 | <NA> | <NA> | <NA> | <NA> |
| 25 | 26 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4882800 | <NA> | <NA> | <NA> | <NA> |
| 26 | 27 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4988900 | <NA> | <NA> | <NA> | <NA> |