Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.6 KiB |
| Average record size in memory | 118.3 B |
Variable types
| Numeric | 13 |
|---|
Dataset
| Description | 샘플 데이터 |
|---|---|
| Author | 한국수자원공사 |
| URL | https://www.bigdata-environment.kr/user/data_market/detail.do?id=39d4ccc0-4da6-11ec-a1d0-25701f338068 |
순번 is highly overall correlated with 일자 | High correlation |
일자 is highly overall correlated with 순번 | High correlation |
10센티미터 is highly overall correlated with 20센티미터 and 4 other fields | High correlation |
20센티미터 is highly overall correlated with 10센티미터 and 4 other fields | High correlation |
40센티미터 is highly overall correlated with 20센티미터 and 4 other fields | High correlation |
60센티미터 is highly overall correlated with 40센티미터 and 4 other fields | High correlation |
80센티미터 is highly overall correlated with 40센티미터 and 5 other fields | High correlation |
평균값 is highly overall correlated with 10센티미터 and 5 other fields | High correlation |
10센티미터 편차 is highly overall correlated with 10센티미터 and 5 other fields | High correlation |
20센티미터 편차 is highly overall correlated with 10센티미터 and 5 other fields | High correlation |
40센티미터 편차 is highly overall correlated with 40센티미터 and 5 other fields | High correlation |
60센티미터 편차 is highly overall correlated with 60센티미터 and 4 other fields | High correlation |
80센티미터 편차 is highly overall correlated with 10센티미터 and 4 other fields | High correlation |
순번 has unique values | Unique |
일자 has unique values | Unique |
60센티미터 편차 has 5 (5.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-16 15:31:57.660880 |
|---|---|
| Analysis finished | 2024-04-16 15:32:13.969650 |
| Duration | 16.31 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
순번
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.5 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.95 |
| Q1 | 25.75 |
| median | 50.5 |
| Q3 | 75.25 |
| 95-th percentile | 95.05 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 49.5 |
Descriptive statistics
| Standard deviation | 29.011492 |
|---|---|
| Coefficient of variation (CV) | 0.57448499 |
| Kurtosis | -1.2 |
| Mean | 50.5 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0 |
| Sum | 5050 |
| Variance | 841.66667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 1.0% |
| 65 | 1 | 1.0% |
| 75 | 1 | 1.0% |
| 74 | 1 | 1.0% |
| 73 | 1 | 1.0% |
| 72 | 1 | 1.0% |
| 71 | 1 | 1.0% |
| 70 | 1 | 1.0% |
| 69 | 1 | 1.0% |
| 68 | 1 | 1.0% |
| Other values (90) | 90 |
| 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 (%) |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 92 | 1 | |
| 91 | 1 |
일자
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20200233 |
| Minimum | 20200101 |
|---|---|
| Maximum | 20200409 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 20200101 |
|---|---|
| 5-th percentile | 20200106 |
| Q1 | 20200126 |
| median | 20200220 |
| Q3 | 20200315 |
| 95-th percentile | 20200404 |
| Maximum | 20200409 |
| Range | 308 |
| Interquartile range (IQR) | 189.5 |
Descriptive statistics
| Standard deviation | 96.431907 |
|---|---|
| Coefficient of variation (CV) | 4.7738018 × 10-6 |
| Kurtosis | -1.1697238 |
| Mean | 20200233 |
| Median Absolute Deviation (MAD) | 95 |
| Skewness | 0.16257304 |
| Sum | 2.0200233 × 109 |
| Variance | 9299.1127 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20200101 | 1 | 1.0% |
| 20200305 | 1 | 1.0% |
| 20200315 | 1 | 1.0% |
| 20200314 | 1 | 1.0% |
| 20200313 | 1 | 1.0% |
| 20200312 | 1 | 1.0% |
| 20200311 | 1 | 1.0% |
| 20200310 | 1 | 1.0% |
| 20200309 | 1 | 1.0% |
| 20200308 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 20200101 | 1 | |
| 20200102 | 1 | |
| 20200103 | 1 | |
| 20200104 | 1 | |
| 20200105 | 1 | |
| 20200106 | 1 | |
| 20200107 | 1 | |
| 20200108 | 1 | |
| 20200109 | 1 | |
| 20200110 | 1 |
| Value | Count | Frequency (%) |
| 20200409 | 1 | |
| 20200408 | 1 | |
| 20200407 | 1 | |
| 20200406 | 1 | |
| 20200405 | 1 | |
| 20200404 | 1 | |
| 20200403 | 1 | |
| 20200402 | 1 | |
| 20200401 | 1 | |
| 20200331 | 1 |
10센티미터
Real number (ℝ)
HIGH CORRELATION
| Distinct | 53 |
|---|---|
| Distinct (%) | 53.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.073 |
| Minimum | 25 |
|---|---|
| Maximum | 33.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 25.595 |
| Q1 | 26.675 |
| median | 27.9 |
| Q3 | 29.325 |
| 95-th percentile | 31.01 |
| Maximum | 33.7 |
| Range | 8.7 |
| Interquartile range (IQR) | 2.65 |
Descriptive statistics
| Standard deviation | 1.7756407 |
|---|---|
| Coefficient of variation (CV) | 0.063250836 |
| Kurtosis | -0.14678434 |
| Mean | 28.073 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | 0.40908148 |
| Sum | 2807.3 |
| Variance | 3.1529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.8 | 5 | 5.0% |
| 26.2 | 4 | 4.0% |
| 27.1 | 4 | 4.0% |
| 28.2 | 4 | 4.0% |
| 27.7 | 4 | 4.0% |
| 29.6 | 3 | 3.0% |
| 28.7 | 3 | 3.0% |
| 28.9 | 3 | 3.0% |
| 25.6 | 3 | 3.0% |
| 27.4 | 3 | 3.0% |
| Other values (43) | 64 |
| Value | Count | Frequency (%) |
| 25.0 | 1 | 1.0% |
| 25.3 | 2 | |
| 25.4 | 1 | 1.0% |
| 25.5 | 1 | 1.0% |
| 25.6 | 3 | |
| 25.7 | 1 | 1.0% |
| 25.8 | 2 | |
| 25.9 | 3 | |
| 26.0 | 1 | 1.0% |
| 26.1 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 33.7 | 1 | 1.0% |
| 32.1 | 1 | 1.0% |
| 31.9 | 1 | 1.0% |
| 31.4 | 1 | 1.0% |
| 31.2 | 1 | 1.0% |
| 31.0 | 1 | 1.0% |
| 30.4 | 1 | 1.0% |
| 30.3 | 1 | 1.0% |
| 30.2 | 3 | |
| 30.1 | 1 | 1.0% |
20센티미터
Real number (ℝ)
HIGH CORRELATION
| Distinct | 52 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.507 |
| Minimum | 26.4 |
|---|---|
| Maximum | 34.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 26.4 |
|---|---|
| 5-th percentile | 26.9 |
| Q1 | 27.975 |
| median | 29.55 |
| Q3 | 30.925 |
| 95-th percentile | 32.23 |
| Maximum | 34.3 |
| Range | 7.9 |
| Interquartile range (IQR) | 2.95 |
Descriptive statistics
| Standard deviation | 1.795013 |
|---|---|
| Coefficient of variation (CV) | 0.060833464 |
| Kurtosis | -0.66133784 |
| Mean | 29.507 |
| Median Absolute Deviation (MAD) | 1.45 |
| Skewness | 0.25889915 |
| Sum | 2950.7 |
| Variance | 3.2220717 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27.2 | 5 | 5.0% |
| 30.2 | 4 | 4.0% |
| 28.7 | 3 | 3.0% |
| 30.4 | 3 | 3.0% |
| 30.5 | 3 | 3.0% |
| 27.4 | 3 | 3.0% |
| 29.9 | 3 | 3.0% |
| 31.0 | 3 | 3.0% |
| 29.8 | 3 | 3.0% |
| 29.5 | 3 | 3.0% |
| Other values (42) | 67 |
| Value | Count | Frequency (%) |
| 26.4 | 1 | 1.0% |
| 26.5 | 1 | 1.0% |
| 26.7 | 2 | 2.0% |
| 26.9 | 2 | 2.0% |
| 27.0 | 1 | 1.0% |
| 27.2 | 5 | |
| 27.4 | 3 | |
| 27.5 | 3 | |
| 27.6 | 2 | 2.0% |
| 27.7 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| 34.3 | 1 | 1.0% |
| 33.6 | 1 | 1.0% |
| 32.9 | 1 | 1.0% |
| 32.8 | 2 | |
| 32.2 | 1 | 1.0% |
| 32.1 | 2 | |
| 31.9 | 1 | 1.0% |
| 31.8 | 1 | 1.0% |
| 31.7 | 2 | |
| 31.5 | 3 |
40센티미터
Real number (ℝ)
HIGH CORRELATION
| Distinct | 48 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.205 |
| Minimum | 18.6 |
|---|---|
| Maximum | 28.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 18.6 |
|---|---|
| 5-th percentile | 18.8 |
| Q1 | 20 |
| median | 20.7 |
| Q3 | 21.825 |
| 95-th percentile | 25.115 |
| Maximum | 28.5 |
| Range | 9.9 |
| Interquartile range (IQR) | 1.825 |
Descriptive statistics
| Standard deviation | 1.8161106 |
|---|---|
| Coefficient of variation (CV) | 0.085645393 |
| Kurtosis | 2.874371 |
| Mean | 21.205 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 1.5073308 |
| Sum | 2120.5 |
| Variance | 3.2982576 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 20.0 | 7 | 7.0% |
| 20.6 | 5 | 5.0% |
| 19.9 | 5 | 5.0% |
| 20.4 | 5 | 5.0% |
| 19.7 | 4 | 4.0% |
| 20.7 | 4 | 4.0% |
| 19.8 | 3 | 3.0% |
| 22.1 | 3 | 3.0% |
| 21.1 | 3 | 3.0% |
| 18.7 | 3 | 3.0% |
| Other values (38) | 58 |
| Value | Count | Frequency (%) |
| 18.6 | 1 | 1.0% |
| 18.7 | 3 | |
| 18.8 | 2 | |
| 19.2 | 1 | 1.0% |
| 19.3 | 1 | 1.0% |
| 19.4 | 1 | 1.0% |
| 19.5 | 1 | 1.0% |
| 19.6 | 1 | 1.0% |
| 19.7 | 4 | |
| 19.8 | 3 |
| Value | Count | Frequency (%) |
| 28.5 | 1 | |
| 26.8 | 1 | |
| 26.0 | 1 | |
| 25.7 | 1 | |
| 25.4 | 1 | |
| 25.1 | 1 | |
| 24.4 | 1 | |
| 24.3 | 1 | |
| 23.9 | 1 | |
| 23.7 | 2 |
60센티미터
Real number (ℝ)
HIGH CORRELATION
| Distinct | 45 |
|---|---|
| Distinct (%) | 45.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.13 |
| Minimum | 22.5 |
|---|---|
| Maximum | 29.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 22.5 |
| Q1 | 24.1 |
| median | 24.8 |
| Q3 | 25.8 |
| 95-th percentile | 28.13 |
| Maximum | 29.8 |
| Range | 7.3 |
| Interquartile range (IQR) | 1.7 |
Descriptive statistics
| Standard deviation | 1.5298709 |
|---|---|
| Coefficient of variation (CV) | 0.06087827 |
| Kurtosis | 0.95051872 |
| Mean | 25.13 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.91068059 |
| Sum | 2513 |
| Variance | 2.3405051 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 24.0 | 9 | 9.0% |
| 24.6 | 7 | 7.0% |
| 22.5 | 6 | 6.0% |
| 24.1 | 6 | 6.0% |
| 24.2 | 4 | 4.0% |
| 25.8 | 4 | 4.0% |
| 25.4 | 4 | 4.0% |
| 25.1 | 4 | 4.0% |
| 24.8 | 4 | 4.0% |
| 25.3 | 3 | 3.0% |
| Other values (35) | 49 |
| Value | Count | Frequency (%) |
| 22.5 | 6 | |
| 23.4 | 1 | 1.0% |
| 23.5 | 1 | 1.0% |
| 23.6 | 1 | 1.0% |
| 23.7 | 1 | 1.0% |
| 23.8 | 2 | 2.0% |
| 23.9 | 1 | 1.0% |
| 24.0 | 9 | |
| 24.1 | 6 | |
| 24.2 | 4 |
| Value | Count | Frequency (%) |
| 29.8 | 1 | |
| 29.3 | 1 | |
| 29.2 | 1 | |
| 28.7 | 2 | |
| 28.1 | 1 | |
| 28.0 | 1 | |
| 27.8 | 1 | |
| 27.5 | 2 | |
| 27.2 | 1 | |
| 27.0 | 2 |
80센티미터
Real number (ℝ)
HIGH CORRELATION
| Distinct | 29 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.636 |
| Minimum | 19.5 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 19.5 |
|---|---|
| 5-th percentile | 19.6 |
| Q1 | 21.2 |
| median | 21.6 |
| Q3 | 22 |
| 95-th percentile | 23.005 |
| Maximum | 23.7 |
| Range | 4.2 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.81470327 |
|---|---|
| Coefficient of variation (CV) | 0.037654986 |
| Kurtosis | 1.2987106 |
| Mean | 21.636 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | -0.34190037 |
| Sum | 2163.6 |
| Variance | 0.66374141 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 21.1 | 10 | 10.0% |
| 21.7 | 9 | 9.0% |
| 21.5 | 7 | 7.0% |
| 21.6 | 7 | 7.0% |
| 21.2 | 6 | 6.0% |
| 21.9 | 6 | 6.0% |
| 22.0 | 6 | 6.0% |
| 21.4 | 5 | 5.0% |
| 21.3 | 4 | 4.0% |
| 19.6 | 3 | 3.0% |
| Other values (19) | 37 |
| Value | Count | Frequency (%) |
| 19.5 | 3 | 3.0% |
| 19.6 | 3 | 3.0% |
| 20.8 | 2 | 2.0% |
| 20.9 | 2 | 2.0% |
| 21.0 | 3 | 3.0% |
| 21.1 | 10 | |
| 21.2 | 6 | |
| 21.3 | 4 | 4.0% |
| 21.4 | 5 | |
| 21.5 | 7 |
| Value | Count | Frequency (%) |
| 23.7 | 1 | |
| 23.5 | 1 | |
| 23.2 | 1 | |
| 23.1 | 2 | |
| 23.0 | 1 | |
| 22.9 | 2 | |
| 22.8 | 2 | |
| 22.7 | 2 | |
| 22.6 | 1 | |
| 22.5 | 1 |
평균값
Real number (ℝ)
HIGH CORRELATION
| Distinct | 43 |
|---|---|
| Distinct (%) | 43.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.112 |
| Minimum | 22.9 |
|---|---|
| Maximum | 29.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 22.9 |
|---|---|
| 5-th percentile | 23.1 |
| Q1 | 24.175 |
| median | 25.1 |
| Q3 | 25.8 |
| 95-th percentile | 27.51 |
| Maximum | 29.5 |
| Range | 6.6 |
| Interquartile range (IQR) | 1.625 |
Descriptive statistics
| Standard deviation | 1.3247664 |
|---|---|
| Coefficient of variation (CV) | 0.052754317 |
| Kurtosis | 0.73319861 |
| Mean | 25.112 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.71524485 |
| Sum | 2511.2 |
| Variance | 1.7550061 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 25.3 | 7 | 7.0% |
| 25.2 | 5 | 5.0% |
| 24.0 | 5 | 5.0% |
| 25.0 | 5 | 5.0% |
| 25.4 | 4 | 4.0% |
| 24.8 | 4 | 4.0% |
| 25.5 | 4 | 4.0% |
| 25.8 | 4 | 4.0% |
| 25.1 | 3 | 3.0% |
| 24.2 | 3 | 3.0% |
| Other values (33) | 56 |
| Value | Count | Frequency (%) |
| 22.9 | 1 | 1.0% |
| 23.0 | 2 | 2.0% |
| 23.1 | 3 | |
| 23.3 | 2 | 2.0% |
| 23.4 | 2 | 2.0% |
| 23.5 | 2 | 2.0% |
| 23.6 | 3 | |
| 23.7 | 1 | 1.0% |
| 23.8 | 3 | |
| 24.0 | 5 |
| Value | Count | Frequency (%) |
| 29.5 | 1 | |
| 28.4 | 2 | |
| 28.3 | 1 | |
| 27.7 | 1 | |
| 27.5 | 2 | |
| 27.2 | 1 | |
| 27.1 | 1 | |
| 26.9 | 1 | |
| 26.7 | 1 | |
| 26.5 | 2 |
10센티미터 편차
Real number (ℝ)
HIGH CORRELATION
| Distinct | 33 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.961 |
| Minimum | 1.5 |
|---|---|
| Maximum | 5.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 1.6 |
| Q1 | 2.1 |
| median | 2.6 |
| Q3 | 3.8 |
| 95-th percentile | 4.805 |
| Maximum | 5.4 |
| Range | 3.9 |
| Interquartile range (IQR) | 1.7 |
Descriptive statistics
| Standard deviation | 1.0448426 |
|---|---|
| Coefficient of variation (CV) | 0.35286814 |
| Kurtosis | -0.90875786 |
| Mean | 2.961 |
| Median Absolute Deviation (MAD) | 0.75 |
| Skewness | 0.49408215 |
| Sum | 296.1 |
| Variance | 1.091696 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 2.1 | 8 | 8.0% |
| 1.6 | 6 | 6.0% |
| 2.4 | 6 | 6.0% |
| 1.9 | 5 | 5.0% |
| 2.6 | 5 | 5.0% |
| 2.3 | 5 | 5.0% |
| 2.0 | 5 | 5.0% |
| 4.1 | 4 | 4.0% |
| 3.8 | 4 | 4.0% |
| 4.3 | 4 | 4.0% |
| Other values (23) | 48 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 1.0% |
| 1.6 | 6 | |
| 1.7 | 3 | 3.0% |
| 1.8 | 3 | 3.0% |
| 1.9 | 5 | |
| 2.0 | 5 | |
| 2.1 | 8 | |
| 2.2 | 2 | 2.0% |
| 2.3 | 5 | |
| 2.4 | 6 |
| Value | Count | Frequency (%) |
| 5.4 | 2 | |
| 5.0 | 1 | 1.0% |
| 4.9 | 2 | |
| 4.8 | 2 | |
| 4.6 | 1 | 1.0% |
| 4.4 | 2 | |
| 4.3 | 4 | |
| 4.2 | 2 | |
| 4.1 | 4 | |
| 4.0 | 3 |
20센티미터 편차
Real number (ℝ)
HIGH CORRELATION
| Distinct | 29 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.395 |
| Minimum | 3.1 |
|---|---|
| Maximum | 6.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 3.1 |
|---|---|
| 5-th percentile | 3.295 |
| Q1 | 3.675 |
| median | 4.2 |
| Q3 | 5.125 |
| 95-th percentile | 5.905 |
| Maximum | 6.3 |
| Range | 3.2 |
| Interquartile range (IQR) | 1.45 |
Descriptive statistics
| Standard deviation | 0.88150182 |
|---|---|
| Coefficient of variation (CV) | 0.20056924 |
| Kurtosis | -1.0540809 |
| Mean | 4.395 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 0.44018819 |
| Sum | 439.5 |
| Variance | 0.77704545 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 3.4 | 7 | 7.0% |
| 3.8 | 7 | 7.0% |
| 3.7 | 7 | 7.0% |
| 3.6 | 6 | 6.0% |
| 5.5 | 5 | 5.0% |
| 4.0 | 5 | 5.0% |
| 4.7 | 5 | 5.0% |
| 5.7 | 4 | 4.0% |
| 3.2 | 4 | 4.0% |
| 3.5 | 4 | 4.0% |
| Other values (19) | 46 |
| Value | Count | Frequency (%) |
| 3.1 | 1 | 1.0% |
| 3.2 | 4 | |
| 3.3 | 3 | |
| 3.4 | 7 | |
| 3.5 | 4 | |
| 3.6 | 6 | |
| 3.7 | 7 | |
| 3.8 | 7 | |
| 3.9 | 1 | 1.0% |
| 4.0 | 5 |
| Value | Count | Frequency (%) |
| 6.3 | 1 | 1.0% |
| 6.1 | 1 | 1.0% |
| 6.0 | 3 | |
| 5.9 | 3 | |
| 5.8 | 1 | 1.0% |
| 5.7 | 4 | |
| 5.5 | 5 | |
| 5.3 | 3 | |
| 5.2 | 4 | |
| 5.1 | 3 |
40센티미터 편차
Real number (ℝ)
HIGH CORRELATION
| Distinct | 29 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.907 |
| Minimum | -5.3 |
|---|---|
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 100 |
| Negative (%) | 100.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | -5.3 |
|---|---|
| 5-th percentile | -5 |
| Q1 | -4.5 |
| median | -3.8 |
| Q3 | -3.5 |
| 95-th percentile | -2.595 |
| Maximum | -1 |
| Range | 4.3 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.77788304 |
|---|---|
| Coefficient of variation (CV) | -0.19909983 |
| Kurtosis | 1.5282269 |
| Mean | -3.907 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.78640816 |
| Sum | -390.7 |
| Variance | 0.60510202 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| -3.7 | 11 | 11.0% |
| -3.8 | 11 | 11.0% |
| -4.5 | 6 | 6.0% |
| -3.3 | 6 | 6.0% |
| -4.8 | 6 | 6.0% |
| -3.2 | 5 | 5.0% |
| -4.2 | 4 | 4.0% |
| -4.3 | 4 | 4.0% |
| -3.9 | 4 | 4.0% |
| -4.1 | 4 | 4.0% |
| Other values (19) | 39 |
| Value | Count | Frequency (%) |
| -5.3 | 2 | 2.0% |
| -5.2 | 2 | 2.0% |
| -5.0 | 3 | |
| -4.9 | 2 | 2.0% |
| -4.8 | 6 | |
| -4.7 | 4 | |
| -4.6 | 3 | |
| -4.5 | 6 | |
| -4.4 | 2 | 2.0% |
| -4.3 | 4 |
| Value | Count | Frequency (%) |
| -1.0 | 1 | 1.0% |
| -1.6 | 1 | 1.0% |
| -2.1 | 1 | 1.0% |
| -2.4 | 1 | 1.0% |
| -2.5 | 1 | 1.0% |
| -2.6 | 2 | 2.0% |
| -2.8 | 1 | 1.0% |
| -2.9 | 2 | 2.0% |
| -3.2 | 5 | |
| -3.3 | 6 |
60센티미터 편차
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | 27.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.018 |
| Minimum | -1.6 |
|---|---|
| Maximum | 1.2 |
| Zeros | 5 |
| Zeros (%) | 5.0% |
| Negative | 42 |
| Negative (%) | 42.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | -1.6 |
|---|---|
| 5-th percentile | -1.2 |
| Q1 | -0.7 |
| median | 0.2 |
| Q3 | 0.7 |
| 95-th percentile | 0.9 |
| Maximum | 1.2 |
| Range | 2.8 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 0.74146729 |
|---|---|
| Coefficient of variation (CV) | 41.192627 |
| Kurtosis | -1.2220211 |
| Mean | 0.018 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -0.34937971 |
| Sum | 1.8 |
| Variance | 0.54977374 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0.8 | 13 | 13.0% |
| 0.5 | 7 | 7.0% |
| -1.0 | 6 | 6.0% |
| 0.9 | 6 | 6.0% |
| -0.7 | 6 | 6.0% |
| 0.0 | 5 | 5.0% |
| 0.7 | 5 | 5.0% |
| 0.4 | 5 | 5.0% |
| 0.3 | 4 | 4.0% |
| 0.6 | 4 | 4.0% |
| Other values (17) | 39 |
| Value | Count | Frequency (%) |
| -1.6 | 1 | 1.0% |
| -1.3 | 3 | |
| -1.2 | 2 | 2.0% |
| -1.1 | 3 | |
| -1.0 | 6 | |
| -0.9 | 3 | |
| -0.8 | 2 | 2.0% |
| -0.7 | 6 | |
| -0.6 | 4 | |
| -0.5 | 3 |
| Value | Count | Frequency (%) |
| 1.2 | 1 | 1.0% |
| 1.1 | 1 | 1.0% |
| 1.0 | 2 | 2.0% |
| 0.9 | 6 | |
| 0.8 | 13 | |
| 0.7 | 5 | 5.0% |
| 0.6 | 4 | 4.0% |
| 0.5 | 7 | |
| 0.4 | 5 | 5.0% |
| 0.3 | 4 | 4.0% |
80센티미터 편차
Real number (ℝ)
HIGH CORRELATION
| Distinct | 32 |
|---|---|
| Distinct (%) | 32.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.476 |
| Minimum | -7.3 |
|---|---|
| Maximum | -2.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 100 |
| Negative (%) | 100.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | -7.3 |
|---|---|
| 5-th percentile | -4.72 |
| Q1 | -4 |
| median | -3.5 |
| Q3 | -2.775 |
| 95-th percentile | -2.295 |
| Maximum | -2.1 |
| Range | 5.2 |
| Interquartile range (IQR) | 1.225 |
Descriptive statistics
| Standard deviation | 0.90063053 |
|---|---|
| Coefficient of variation (CV) | -0.25909969 |
| Kurtosis | 2.4254161 |
| Mean | -3.476 |
| Median Absolute Deviation (MAD) | 0.65 |
| Skewness | -0.9718216 |
| Sum | -347.6 |
| Variance | 0.81113535 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| -3.6 | 9 | 9.0% |
| -2.3 | 6 | 6.0% |
| -4.3 | 6 | 6.0% |
| -3.8 | 6 | 6.0% |
| -3.5 | 5 | 5.0% |
| -3.0 | 4 | 4.0% |
| -3.4 | 4 | 4.0% |
| -4.2 | 4 | 4.0% |
| -3.2 | 4 | 4.0% |
| -2.7 | 4 | 4.0% |
| Other values (22) | 48 |
| Value | Count | Frequency (%) |
| -7.3 | 1 | 1.0% |
| -6.0 | 1 | 1.0% |
| -5.4 | 1 | 1.0% |
| -5.3 | 1 | 1.0% |
| -5.1 | 1 | 1.0% |
| -4.7 | 1 | 1.0% |
| -4.6 | 1 | 1.0% |
| -4.5 | 3 | |
| -4.4 | 2 | 2.0% |
| -4.3 | 6 |
| Value | Count | Frequency (%) |
| -2.1 | 2 | 2.0% |
| -2.2 | 3 | |
| -2.3 | 6 | |
| -2.4 | 4 | |
| -2.5 | 3 | |
| -2.6 | 3 | |
| -2.7 | 4 | |
| -2.8 | 3 | |
| -2.9 | 2 | 2.0% |
| -3.0 | 4 |
| 순번 | 일자 | 10센티미터 | 20센티미터 | 40센티미터 | 60센티미터 | 80센티미터 | 평균값 | 10센티미터 편차 | 20센티미터 편차 | 40센티미터 편차 | 60센티미터 편차 | 80센티미터 편차 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 순번 | 1.000 | 0.948 | 0.560 | 0.655 | 0.830 | 0.889 | 0.797 | 0.708 | 0.738 | 0.530 | 0.786 | 0.700 | 0.467 |
| 일자 | 0.948 | 1.000 | 0.306 | 0.496 | 0.676 | 0.780 | 0.691 | 0.662 | 0.513 | 0.000 | 0.530 | 0.473 | 0.566 |
| 10센티미터 | 0.560 | 0.306 | 1.000 | 0.951 | 0.855 | 0.672 | 0.519 | 0.883 | 0.797 | 0.727 | 0.842 | 0.677 | 0.911 |
| 20센티미터 | 0.655 | 0.496 | 0.951 | 1.000 | 0.821 | 0.755 | 0.529 | 0.866 | 0.612 | 0.751 | 0.774 | 0.596 | 0.909 |
| 40센티미터 | 0.830 | 0.676 | 0.855 | 0.821 | 1.000 | 0.972 | 0.894 | 0.971 | 0.392 | 0.393 | 0.950 | 0.668 | 0.758 |
| 60센티미터 | 0.889 | 0.780 | 0.672 | 0.755 | 0.972 | 1.000 | 0.904 | 0.927 | 0.484 | 0.532 | 0.882 | 0.715 | 0.592 |
| 80센티미터 | 0.797 | 0.691 | 0.519 | 0.529 | 0.894 | 0.904 | 1.000 | 0.750 | 0.412 | 0.437 | 0.810 | 0.681 | 0.528 |
| 평균값 | 0.708 | 0.662 | 0.883 | 0.866 | 0.971 | 0.927 | 0.750 | 1.000 | 0.435 | 0.476 | 0.895 | 0.675 | 0.786 |
| 10센티미터 편차 | 0.738 | 0.513 | 0.797 | 0.612 | 0.392 | 0.484 | 0.412 | 0.435 | 1.000 | 0.824 | 0.852 | 0.910 | 0.651 |
| 20센티미터 편차 | 0.530 | 0.000 | 0.727 | 0.751 | 0.393 | 0.532 | 0.437 | 0.476 | 0.824 | 1.000 | 0.643 | 0.848 | 0.704 |
| 40센티미터 편차 | 0.786 | 0.530 | 0.842 | 0.774 | 0.950 | 0.882 | 0.810 | 0.895 | 0.852 | 0.643 | 1.000 | 0.899 | 0.730 |
| 60센티미터 편차 | 0.700 | 0.473 | 0.677 | 0.596 | 0.668 | 0.715 | 0.681 | 0.675 | 0.910 | 0.848 | 0.899 | 1.000 | 0.758 |
| 80센티미터 편차 | 0.467 | 0.566 | 0.911 | 0.909 | 0.758 | 0.592 | 0.528 | 0.786 | 0.651 | 0.704 | 0.730 | 0.758 | 1.000 |
| 순번 | 일자 | 10센티미터 | 20센티미터 | 40센티미터 | 60센티미터 | 80센티미터 | 평균값 | 10센티미터 편차 | 20센티미터 편차 | 40센티미터 편차 | 60센티미터 편차 | 80센티미터 편차 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 순번 | 1.000 | 1.000 | -0.155 | -0.206 | -0.241 | -0.210 | -0.181 | -0.199 | 0.043 | -0.115 | -0.148 | -0.022 | 0.258 |
| 일자 | 1.000 | 1.000 | -0.155 | -0.206 | -0.241 | -0.210 | -0.181 | -0.199 | 0.043 | -0.115 | -0.148 | -0.022 | 0.258 |
| 10센티미터 | -0.155 | -0.155 | 1.000 | 0.951 | 0.489 | 0.364 | 0.227 | 0.815 | 0.654 | 0.769 | -0.316 | -0.487 | -0.939 |
| 20센티미터 | -0.206 | -0.206 | 0.951 | 1.000 | 0.628 | 0.494 | 0.332 | 0.889 | 0.499 | 0.747 | -0.166 | -0.366 | -0.950 |
| 40센티미터 | -0.241 | -0.241 | 0.489 | 0.628 | 1.000 | 0.978 | 0.879 | 0.885 | -0.249 | 0.023 | 0.580 | 0.401 | -0.475 |
| 60센티미터 | -0.210 | -0.210 | 0.364 | 0.494 | 0.978 | 1.000 | 0.938 | 0.806 | -0.376 | -0.140 | 0.677 | 0.538 | -0.336 |
| 80센티미터 | -0.181 | -0.181 | 0.227 | 0.332 | 0.879 | 0.938 | 1.000 | 0.676 | -0.502 | -0.310 | 0.679 | 0.661 | -0.164 |
| 평균값 | -0.199 | -0.199 | 0.815 | 0.889 | 0.885 | 0.806 | 0.676 | 1.000 | 0.146 | 0.398 | 0.213 | 0.032 | -0.778 |
| 10센티미터 편차 | 0.043 | 0.043 | 0.654 | 0.499 | -0.249 | -0.376 | -0.502 | 0.146 | 1.000 | 0.874 | -0.838 | -0.937 | -0.611 |
| 20센티미터 편차 | -0.115 | -0.115 | 0.769 | 0.747 | 0.023 | -0.140 | -0.310 | 0.398 | 0.874 | 1.000 | -0.700 | -0.841 | -0.805 |
| 40센티미터 편차 | -0.148 | -0.148 | -0.316 | -0.166 | 0.580 | 0.677 | 0.679 | 0.213 | -0.838 | -0.700 | 1.000 | 0.899 | 0.257 |
| 60센티미터 편차 | -0.022 | -0.022 | -0.487 | -0.366 | 0.401 | 0.538 | 0.661 | 0.032 | -0.937 | -0.841 | 0.899 | 1.000 | 0.467 |
| 80센티미터 편차 | 0.258 | 0.258 | -0.939 | -0.950 | -0.475 | -0.336 | -0.164 | -0.778 | -0.611 | -0.805 | 0.257 | 0.467 | 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.
| 순번 | 일자 | 10센티미터 | 20센티미터 | 40센티미터 | 60센티미터 | 80센티미터 | 평균값 | 10센티미터 편차 | 20센티미터 편차 | 40센티미터 편차 | 60센티미터 편차 | 80센티미터 편차 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 20200101 | 27.7 | 28.7 | 18.8 | 22.5 | 19.6 | 23.5 | 4.2 | 5.2 | -4.7 | -1.0 | -3.9 |
| 1 | 2 | 20200102 | 27.1 | 28.3 | 18.8 | 22.5 | 19.6 | 23.3 | 3.8 | 5.0 | -4.5 | -0.8 | -3.7 |
| 2 | 3 | 20200103 | 26.7 | 28.0 | 18.7 | 22.5 | 19.6 | 23.1 | 3.6 | 4.9 | -4.4 | -0.6 | -3.5 |
| 3 | 4 | 20200104 | 26.6 | 27.7 | 18.7 | 22.5 | 19.5 | 23.0 | 3.6 | 4.7 | -4.3 | -0.5 | -3.5 |
| 4 | 5 | 20200105 | 26.2 | 27.5 | 18.7 | 22.5 | 19.5 | 22.9 | 3.3 | 4.6 | -4.2 | -0.4 | -3.4 |
| 5 | 6 | 20200106 | 27.3 | 27.6 | 18.6 | 22.5 | 19.5 | 23.1 | 4.2 | 4.5 | -4.5 | -0.6 | -3.6 |
| 6 | 7 | 20200107 | 33.7 | 34.3 | 25.7 | 27.0 | 21.0 | 28.3 | 5.4 | 6.0 | -2.6 | -1.3 | -7.3 |
| 7 | 8 | 20200108 | 32.1 | 33.6 | 28.5 | 29.8 | 23.5 | 29.5 | 2.6 | 4.1 | -1.0 | 0.3 | -6.0 |
| 8 | 9 | 20200109 | 30.0 | 32.2 | 26.8 | 29.3 | 23.7 | 28.4 | 1.6 | 3.8 | -1.6 | 0.9 | -4.7 |
| 9 | 10 | 20200110 | 29.0 | 31.3 | 25.4 | 28.7 | 23.2 | 27.5 | 1.5 | 3.8 | -2.1 | 1.2 | -4.3 |
| 순번 | 일자 | 10센티미터 | 20센티미터 | 40센티미터 | 60센티미터 | 80센티미터 | 평균값 | 10센티미터 편차 | 20센티미터 편차 | 40센티미터 편차 | 60센티미터 편차 | 80센티미터 편차 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 91 | 20200331 | 28.1 | 29.5 | 20.0 | 24.1 | 21.2 | 24.6 | 3.5 | 4.9 | -4.6 | -0.5 | -3.4 |
| 91 | 92 | 20200401 | 27.7 | 29.1 | 19.9 | 24.0 | 21.1 | 24.4 | 3.3 | 4.7 | -4.5 | -0.4 | -3.3 |
| 92 | 93 | 20200402 | 27.3 | 28.6 | 19.8 | 24.0 | 21.1 | 24.2 | 3.1 | 4.4 | -4.4 | -0.2 | -3.1 |
| 93 | 94 | 20200403 | 26.9 | 28.2 | 19.7 | 23.9 | 21.1 | 24.0 | 2.9 | 4.2 | -4.3 | -0.1 | -2.9 |
| 94 | 95 | 20200404 | 26.5 | 27.8 | 19.7 | 23.8 | 21.0 | 23.8 | 2.7 | 4.0 | -4.1 | 0.0 | -2.8 |
| 95 | 96 | 20200405 | 26.2 | 27.5 | 19.6 | 23.8 | 21.0 | 23.6 | 2.6 | 3.9 | -4.0 | 0.2 | -2.6 |
| 96 | 97 | 20200406 | 25.8 | 27.2 | 19.5 | 23.7 | 20.9 | 23.4 | 2.4 | 3.8 | -3.9 | 0.3 | -2.5 |
| 97 | 98 | 20200407 | 25.6 | 26.9 | 19.4 | 23.6 | 20.9 | 23.3 | 2.3 | 3.6 | -3.9 | 0.3 | -2.4 |
| 98 | 99 | 20200408 | 25.3 | 26.7 | 19.3 | 23.5 | 20.8 | 23.1 | 2.2 | 3.6 | -3.8 | 0.4 | -2.3 |
| 99 | 100 | 20200409 | 25.0 | 26.4 | 19.2 | 23.4 | 20.8 | 23.0 | 2.0 | 3.4 | -3.8 | 0.4 | -2.2 |