Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 690 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 81.0 KiB |
| Average record size in memory | 120.2 B |
Variable types
| NUM | 8 |
|---|---|
| BOOL | 5 |
| CAT | 2 |
Reproduction
| Analysis started | 2020-08-25 01:07:41.417867 |
|---|---|
| Analysis finished | 2020-08-25 01:07:52.342618 |
| Duration | 10.92 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
A1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 468 | 67.8% | |
| 0 | 222 | 32.2% |
A2
Real number (ℝ≥0)
| Distinct count | 350 |
|---|---|
| Unique (%) | 50.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.568202898550727 |
|---|---|
| Minimum | 13.75 |
| Maximum | 80.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 13.75 |
|---|---|
| 5-th percentile | 17.956 |
| Q1 | 22.67 |
| median | 28.625 |
| Q3 | 37.7075 |
| 95-th percentile | 56.231 |
| Maximum | 80.25 |
| Range | 66.5 |
| Interquartile range (IQR) | 15.0375 |
Descriptive statistics
| Standard deviation | 11.85327277 |
|---|---|
| Coefficient of variation (CV) | 0.3754813922 |
| Kurtosis | 1.192058599 |
| Mean | 31.5682029 |
| Median Absolute Deviation (MAD) | 6.795 |
| Skewness | 1.155935008 |
| Sum | 21782.06 |
| Variance | 140.5000754 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 31.57 | 12 | 1.7% | |
| 22.67 | 9 | 1.3% | |
| 20.42 | 7 | 1.0% | |
| 24.5 | 6 | 0.9% | |
| 22.5 | 6 | 0.9% | |
| 20.67 | 6 | 0.9% | |
| 23.58 | 6 | 0.9% | |
| 18.83 | 6 | 0.9% | |
| 19.17 | 6 | 0.9% | |
| 25 | 6 | 0.9% | |
| 23 | 5 | 0.7% | |
| 23.08 | 5 | 0.7% | |
| 23.25 | 5 | 0.7% | |
| 33.17 | 5 | 0.7% | |
| 27.83 | 5 | 0.7% | |
| 27.67 | 5 | 0.7% | |
| 32.33 | 4 | 0.6% | |
| 28.58 | 4 | 0.6% | |
| 41.17 | 4 | 0.6% | |
| 25.67 | 4 | 0.6% | |
| 25.17 | 4 | 0.6% | |
| 24.58 | 4 | 0.6% | |
| 24.75 | 4 | 0.6% | |
| 26.67 | 4 | 0.6% | |
| 20.75 | 4 | 0.6% | |
| Other values (325) | 554 | 80.3% |
| Value | Count | Frequency (%) | |
| 13.75 | 1 | 0.1% | |
| 15.17 | 1 | 0.1% | |
| 15.75 | 1 | 0.1% | |
| 15.83 | 2 | 0.3% | |
| 15.92 | 1 | 0.1% | |
| 16 | 2 | 0.3% | |
| 16.08 | 2 | 0.3% | |
| 16.17 | 1 | 0.1% | |
| 16.25 | 2 | 0.3% | |
| 16.33 | 3 | 0.4% |
| Value | Count | Frequency (%) | |
| 80.25 | 1 | 0.1% | |
| 76.75 | 1 | 0.1% | |
| 74.83 | 1 | 0.1% | |
| 73.42 | 1 | 0.1% | |
| 71.58 | 1 | 0.1% | |
| 69.5 | 1 | 0.1% | |
| 69.17 | 1 | 0.1% | |
| 68.67 | 1 | 0.1% | |
| 67.75 | 1 | 0.1% | |
| 65.42 | 1 | 0.1% |
| Distinct count | 215 |
|---|---|
| Unique (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.758724637681159 |
|---|---|
| Minimum | 0.0 |
| Maximum | 28.0 |
| Zeros | 19 |
| Zeros (%) | 2.8% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.165 |
| Q1 | 1 |
| median | 2.75 |
| Q3 | 7.2075 |
| 95-th percentile | 14 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 6.2075 |
Descriptive statistics
| Standard deviation | 4.978163249 |
|---|---|
| Coefficient of variation (CV) | 1.046112904 |
| Kurtosis | 2.274021887 |
| Mean | 4.758724638 |
| Median Absolute Deviation (MAD) | 2.21 |
| Skewness | 1.488813125 |
| Sum | 3283.52 |
| Variance | 24.78210933 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.5 | 21 | 3.0% | |
| 3 | 19 | 2.8% | |
| 0 | 19 | 2.8% | |
| 2.5 | 19 | 2.8% | |
| 0.75 | 16 | 2.3% | |
| 1.25 | 16 | 2.3% | |
| 0.5 | 15 | 2.2% | |
| 5 | 14 | 2.0% | |
| 6.5 | 12 | 1.7% | |
| 1.75 | 12 | 1.7% | |
| 4 | 12 | 1.7% | |
| 1 | 10 | 1.4% | |
| 10 | 10 | 1.4% | |
| 0.585 | 10 | 1.4% | |
| 2 | 10 | 1.4% | |
| 0.375 | 9 | 1.3% | |
| 11 | 9 | 1.3% | |
| 0.835 | 8 | 1.2% | |
| 0.165 | 8 | 1.2% | |
| 12.5 | 8 | 1.2% | |
| 3.5 | 8 | 1.2% | |
| 5.5 | 8 | 1.2% | |
| 11.5 | 8 | 1.2% | |
| 0.54 | 8 | 1.2% | |
| 7 | 8 | 1.2% | |
| Other values (190) | 393 | 57.0% |
| Value | Count | Frequency (%) | |
| 0 | 19 | 2.8% | |
| 0.04 | 5 | 0.7% | |
| 0.08 | 1 | 0.1% | |
| 0.085 | 1 | 0.1% | |
| 0.125 | 5 | 0.7% | |
| 0.165 | 8 | 1.2% | |
| 0.17 | 1 | 0.1% | |
| 0.205 | 3 | 0.4% | |
| 0.21 | 3 | 0.4% | |
| 0.25 | 6 | 0.9% |
| Value | Count | Frequency (%) | |
| 28 | 1 | 0.1% | |
| 26.335 | 1 | 0.1% | |
| 25.21 | 1 | 0.1% | |
| 25.125 | 1 | 0.1% | |
| 25.085 | 1 | 0.1% | |
| 22.29 | 1 | 0.1% | |
| 22 | 1 | 0.1% | |
| 21.5 | 1 | 0.1% | |
| 21 | 1 | 0.1% | |
| 20 | 1 | 0.1% |
A4
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 2 |
| Value | Count | Frequency (%) | |
| 2 | 525 | 76.1% | |
| 1 | 163 | 23.6% | |
| 3 | 2 | 0.3% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 525 | 76.1% | |
| 1 | 163 | 23.6% | |
| 3 | 2 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 690 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 525 | 76.1% | |
| 1 | 163 | 23.6% | |
| 3 | 2 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 690 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 525 | 76.1% | |
| 1 | 163 | 23.6% | |
| 3 | 2 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 690 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 525 | 76.1% | |
| 1 | 163 | 23.6% | |
| 3 | 2 | 0.3% |
A5
Real number (ℝ≥0)
| Distinct count | 14 |
|---|---|
| Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.372463768115942 |
|---|---|
| Minimum | 1 |
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.683264787 |
|---|---|
| Coefficient of variation (CV) | 0.4995975434 |
| Kurtosis | -0.8490425801 |
| Mean | 7.372463768 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.06919047486 |
| Sum | 5087 |
| Variance | 13.56643949 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 8 | 146 | 21.2% | |
| 11 | 78 | 11.3% | |
| 9 | 64 | 9.3% | |
| 3 | 59 | 8.6% | |
| 6 | 54 | 7.8% | |
| 1 | 53 | 7.7% | |
| 4 | 51 | 7.4% | |
| 13 | 41 | 5.9% | |
| 14 | 38 | 5.5% | |
| 7 | 38 | 5.5% | |
| 2 | 30 | 4.3% | |
| 10 | 25 | 3.6% | |
| 5 | 10 | 1.4% | |
| 12 | 3 | 0.4% |
| Value | Count | Frequency (%) | |
| 1 | 53 | 7.7% | |
| 2 | 30 | 4.3% | |
| 3 | 59 | 8.6% | |
| 4 | 51 | 7.4% | |
| 5 | 10 | 1.4% | |
| 6 | 54 | 7.8% | |
| 7 | 38 | 5.5% | |
| 8 | 146 | 21.2% | |
| 9 | 64 | 9.3% | |
| 10 | 25 | 3.6% |
| Value | Count | Frequency (%) | |
| 14 | 38 | 5.5% | |
| 13 | 41 | 5.9% | |
| 12 | 3 | 0.4% | |
| 11 | 78 | 11.3% | |
| 10 | 25 | 3.6% | |
| 9 | 64 | 9.3% | |
| 8 | 146 | 21.2% | |
| 7 | 38 | 5.5% | |
| 6 | 54 | 7.8% | |
| 5 | 10 | 1.4% |
A6
Real number (ℝ≥0)
| Distinct count | 8 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6927536231884055 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.99231607 |
|---|---|
| Coefficient of variation (CV) | 0.4245516022 |
| Kurtosis | -0.1781323337 |
| Mean | 4.692753623 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.4684118266 |
| Sum | 3238 |
| Variance | 3.969323321 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 408 | 59.1% | |
| 8 | 138 | 20.0% | |
| 5 | 59 | 8.6% | |
| 1 | 57 | 8.3% | |
| 9 | 8 | 1.2% | |
| 3 | 8 | 1.2% | |
| 7 | 6 | 0.9% | |
| 2 | 6 | 0.9% |
| Value | Count | Frequency (%) | |
| 1 | 57 | 8.3% | |
| 2 | 6 | 0.9% | |
| 3 | 8 | 1.2% | |
| 4 | 408 | 59.1% | |
| 5 | 59 | 8.6% | |
| 7 | 6 | 0.9% | |
| 8 | 138 | 20.0% | |
| 9 | 8 | 1.2% |
| Value | Count | Frequency (%) | |
| 9 | 8 | 1.2% | |
| 8 | 138 | 20.0% | |
| 7 | 6 | 0.9% | |
| 5 | 59 | 8.6% | |
| 4 | 408 | 59.1% | |
| 3 | 8 | 1.2% | |
| 2 | 6 | 0.9% | |
| 1 | 57 | 8.3% |
| Distinct count | 132 |
|---|---|
| Unique (%) | 19.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2234057971014494 |
|---|---|
| Minimum | 0.0 |
| Maximum | 28.5 |
| Zeros | 70 |
| Zeros (%) | 10.1% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.165 |
| median | 1 |
| Q3 | 2.625 |
| 95-th percentile | 8.56875 |
| Maximum | 28.5 |
| Range | 28.5 |
| Interquartile range (IQR) | 2.46 |
Descriptive statistics
| Standard deviation | 3.346513359 |
|---|---|
| Coefficient of variation (CV) | 1.505129367 |
| Kurtosis | 11.20019166 |
| Mean | 2.223405797 |
| Median Absolute Deviation (MAD) | 0.915 |
| Skewness | 2.891330424 |
| Sum | 1534.15 |
| Variance | 11.19915166 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 70 | 10.1% | |
| 0.25 | 35 | 5.1% | |
| 0.04 | 33 | 4.8% | |
| 1 | 31 | 4.5% | |
| 0.125 | 30 | 4.3% | |
| 0.5 | 28 | 4.1% | |
| 0.085 | 26 | 3.8% | |
| 1.5 | 25 | 3.6% | |
| 0.165 | 22 | 3.2% | |
| 2.5 | 17 | 2.5% | |
| 2 | 16 | 2.3% | |
| 1.75 | 15 | 2.2% | |
| 5 | 13 | 1.9% | |
| 3.5 | 12 | 1.7% | |
| 0.29 | 12 | 1.7% | |
| 0.75 | 12 | 1.7% | |
| 3 | 11 | 1.6% | |
| 1.25 | 10 | 1.4% | |
| 2.25 | 10 | 1.4% | |
| 4 | 8 | 1.2% | |
| 0.415 | 8 | 1.2% | |
| 0.375 | 7 | 1.0% | |
| 5.5 | 7 | 1.0% | |
| 6.5 | 6 | 0.9% | |
| 0.21 | 6 | 0.9% | |
| Other values (107) | 220 | 31.9% |
| Value | Count | Frequency (%) | |
| 0 | 70 | 10.1% | |
| 0.04 | 33 | 4.8% | |
| 0.085 | 26 | 3.8% | |
| 0.125 | 30 | 4.3% | |
| 0.165 | 22 | 3.2% | |
| 0.21 | 6 | 0.9% | |
| 0.25 | 35 | 5.1% | |
| 0.29 | 12 | 1.7% | |
| 0.335 | 5 | 0.7% | |
| 0.375 | 7 | 1.0% |
| Value | Count | Frequency (%) | |
| 28.5 | 1 | 0.1% | |
| 20 | 2 | 0.3% | |
| 18 | 1 | 0.1% | |
| 17.5 | 1 | 0.1% | |
| 16 | 1 | 0.1% | |
| 15.5 | 1 | 0.1% | |
| 15 | 3 | 0.4% | |
| 14.415 | 1 | 0.1% | |
| 14 | 3 | 0.4% | |
| 13.875 | 2 | 0.3% |
A8
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 361 | 52.3% | |
| 0 | 329 | 47.7% |
A9
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 395 | 57.2% | |
| 1 | 295 | 42.8% |
| Distinct count | 23 |
|---|---|
| Unique (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4 |
|---|---|
| Minimum | 0.0 |
| Maximum | 67.0 |
| Zeros | 395 |
| Zeros (%) | 57.2% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 11 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 4.862940034 |
|---|---|
| Coefficient of variation (CV) | 2.026225014 |
| Kurtosis | 50.82943127 |
| Mean | 2.4 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.152519857 |
| Sum | 1656 |
| Variance | 23.64818578 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 395 | 57.2% | |
| 1 | 71 | 10.3% | |
| 2 | 45 | 6.5% | |
| 3 | 28 | 4.1% | |
| 6 | 23 | 3.3% | |
| 11 | 19 | 2.8% | |
| 5 | 18 | 2.6% | |
| 7 | 16 | 2.3% | |
| 4 | 15 | 2.2% | |
| 8 | 10 | 1.4% | |
| 9 | 10 | 1.4% | |
| 12 | 8 | 1.2% | |
| 14 | 8 | 1.2% | |
| 10 | 8 | 1.2% | |
| 15 | 4 | 0.6% | |
| 16 | 3 | 0.4% | |
| 17 | 2 | 0.3% | |
| 20 | 2 | 0.3% | |
| 23 | 1 | 0.1% | |
| 40 | 1 | 0.1% | |
| 67 | 1 | 0.1% | |
| 13 | 1 | 0.1% | |
| 19 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 395 | 57.2% | |
| 1 | 71 | 10.3% | |
| 2 | 45 | 6.5% | |
| 3 | 28 | 4.1% | |
| 4 | 15 | 2.2% | |
| 5 | 18 | 2.6% | |
| 6 | 23 | 3.3% | |
| 7 | 16 | 2.3% | |
| 8 | 10 | 1.4% | |
| 9 | 10 | 1.4% |
| Value | Count | Frequency (%) | |
| 67 | 1 | 0.1% | |
| 40 | 1 | 0.1% | |
| 23 | 1 | 0.1% | |
| 20 | 2 | 0.3% | |
| 19 | 1 | 0.1% | |
| 17 | 2 | 0.3% | |
| 16 | 3 | 0.4% | |
| 15 | 4 | 0.6% | |
| 14 | 8 | 1.2% | |
| 13 | 1 | 0.1% |
A11
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 374 | 54.2% | |
| 1 | 316 | 45.8% |
A12
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 KiB |
| 2 | |
|---|---|
| 1 | 57 |
| 3 | 8 |
| Value | Count | Frequency (%) | |
| 2 | 625 | 90.6% | |
| 1 | 57 | 8.3% | |
| 3 | 8 | 1.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 625 | 90.6% | |
| 1 | 57 | 8.3% | |
| 3 | 8 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 690 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 625 | 90.6% | |
| 1 | 57 | 8.3% | |
| 3 | 8 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 690 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 625 | 90.6% | |
| 1 | 57 | 8.3% | |
| 3 | 8 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 690 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 625 | 90.6% | |
| 1 | 57 | 8.3% | |
| 3 | 8 | 1.2% |
| Distinct count | 171 |
|---|---|
| Unique (%) | 24.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 184.0144927536232 |
|---|---|
| Minimum | 0.0 |
| Maximum | 2000.0 |
| Zeros | 132 |
| Zeros (%) | 19.1% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 80 |
| median | 160 |
| Q3 | 272 |
| 95-th percentile | 460 |
| Maximum | 2000 |
| Range | 2000 |
| Interquartile range (IQR) | 192 |
Descriptive statistics
| Standard deviation | 172.1592735 |
|---|---|
| Coefficient of variation (CV) | 0.9355745352 |
| Kurtosis | 19.92669755 |
| Mean | 184.0144928 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 2.749911749 |
| Sum | 126970 |
| Variance | 29638.81546 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 132 | 19.1% | |
| 120 | 35 | 5.1% | |
| 200 | 35 | 5.1% | |
| 160 | 34 | 4.9% | |
| 80 | 30 | 4.3% | |
| 100 | 30 | 4.3% | |
| 280 | 22 | 3.2% | |
| 180 | 18 | 2.6% | |
| 140 | 16 | 2.3% | |
| 320 | 14 | 2.0% | |
| 240 | 14 | 2.0% | |
| 300 | 13 | 1.9% | |
| 184 | 13 | 1.9% | |
| 260 | 11 | 1.6% | |
| 220 | 9 | 1.3% | |
| 60 | 9 | 1.3% | |
| 400 | 9 | 1.3% | |
| 360 | 7 | 1.0% | |
| 340 | 7 | 1.0% | |
| 380 | 5 | 0.7% | |
| 108 | 4 | 0.6% | |
| 40 | 4 | 0.6% | |
| 144 | 4 | 0.6% | |
| 420 | 4 | 0.6% | |
| 132 | 4 | 0.6% | |
| Other values (146) | 207 | 30.0% |
| Value | Count | Frequency (%) | |
| 0 | 132 | 19.1% | |
| 17 | 1 | 0.1% | |
| 20 | 2 | 0.3% | |
| 21 | 1 | 0.1% | |
| 22 | 1 | 0.1% | |
| 24 | 1 | 0.1% | |
| 28 | 1 | 0.1% | |
| 29 | 1 | 0.1% | |
| 30 | 1 | 0.1% | |
| 32 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2000 | 1 | 0.1% | |
| 1160 | 1 | 0.1% | |
| 980 | 1 | 0.1% | |
| 928 | 1 | 0.1% | |
| 840 | 1 | 0.1% | |
| 760 | 1 | 0.1% | |
| 720 | 2 | 0.3% | |
| 711 | 1 | 0.1% | |
| 680 | 1 | 0.1% | |
| 640 | 1 | 0.1% |
A14
Real number (ℝ≥0)
| Distinct count | 240 |
|---|---|
| Unique (%) | 34.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1018.3855072463768 |
|---|---|
| Minimum | 1.0 |
| Maximum | 100001.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 6 |
| Q3 | 396.5 |
| 95-th percentile | 4120.4 |
| Maximum | 100001 |
| Range | 100000 |
| Interquartile range (IQR) | 395.5 |
Descriptive statistics
| Standard deviation | 5210.102598 |
|---|---|
| Coefficient of variation (CV) | 5.116041579 |
| Kurtosis | 214.6699724 |
| Mean | 1018.385507 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 13.14065501 |
| Sum | 702686 |
| Variance | 27145169.08 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 295 | 42.8% | |
| 2 | 29 | 4.2% | |
| 1001 | 10 | 1.4% | |
| 501 | 10 | 1.4% | |
| 3 | 9 | 1.3% | |
| 301 | 8 | 1.2% | |
| 6 | 8 | 1.2% | |
| 7 | 8 | 1.2% | |
| 201 | 6 | 0.9% | |
| 4 | 6 | 0.9% | |
| 101 | 6 | 0.9% | |
| 51 | 5 | 0.7% | |
| 5 | 5 | 0.7% | |
| 8 | 4 | 0.6% | |
| 3001 | 4 | 0.6% | |
| 11 | 4 | 0.6% | |
| 21 | 4 | 0.6% | |
| 151 | 4 | 0.6% | |
| 5001 | 3 | 0.4% | |
| 401 | 3 | 0.4% | |
| 4001 | 3 | 0.4% | |
| 601 | 3 | 0.4% | |
| 2001 | 3 | 0.4% | |
| 19 | 3 | 0.4% | |
| 561 | 3 | 0.4% | |
| Other values (215) | 244 | 35.4% |
| Value | Count | Frequency (%) | |
| 1 | 295 | 42.8% | |
| 2 | 29 | 4.2% | |
| 3 | 9 | 1.3% | |
| 4 | 6 | 0.9% | |
| 5 | 5 | 0.7% | |
| 6 | 8 | 1.2% | |
| 7 | 8 | 1.2% | |
| 8 | 4 | 0.6% | |
| 9 | 2 | 0.3% | |
| 10 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 100001 | 1 | 0.1% | |
| 51101 | 1 | 0.1% | |
| 50001 | 1 | 0.1% | |
| 31286 | 1 | 0.1% | |
| 26727 | 1 | 0.1% | |
| 18028 | 1 | 0.1% | |
| 15109 | 1 | 0.1% | |
| 15001 | 1 | 0.1% | |
| 13213 | 1 | 0.1% | |
| 11203 | 1 | 0.1% |
target
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 383 | 55.5% | |
| 1 | 307 | 44.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| A1 | A2 | A3 | A4 | A5 | A6 | A7 | A8 | A9 | A10 | A11 | A12 | A13 | A14 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 27.58 | 2.040 | 1 | 6 | 4 | 2.000 | 1 | 1 | 3.0 | 1 | 2 | 370.0 | 561.0 | 1 |
| 1 | 1 | 47.33 | 6.500 | 2 | 8 | 4 | 1.000 | 0 | 0 | 0.0 | 1 | 2 | 0.0 | 229.0 | 0 |
| 2 | 0 | 68.67 | 15.000 | 2 | 10 | 9 | 0.000 | 1 | 1 | 14.0 | 0 | 2 | 0.0 | 3377.0 | 1 |
| 3 | 1 | 22.67 | 0.750 | 2 | 3 | 4 | 1.585 | 0 | 1 | 1.0 | 1 | 2 | 400.0 | 10.0 | 0 |
| 4 | 1 | 69.17 | 9.000 | 2 | 1 | 1 | 4.000 | 0 | 1 | 1.0 | 0 | 2 | 70.0 | 7.0 | 0 |
| 5 | 1 | 28.58 | 3.625 | 2 | 6 | 4 | 0.250 | 0 | 0 | 0.0 | 1 | 2 | 100.0 | 1.0 | 0 |
| 6 | 0 | 23.58 | 11.500 | 1 | 4 | 8 | 3.000 | 0 | 0 | 0.0 | 1 | 2 | 20.0 | 17.0 | 0 |
| 7 | 1 | 28.92 | 15.000 | 2 | 8 | 8 | 5.335 | 1 | 1 | 11.0 | 0 | 2 | 0.0 | 2284.0 | 1 |
| 8 | 1 | 31.42 | 15.500 | 2 | 8 | 4 | 0.500 | 1 | 0 | 0.0 | 0 | 2 | 120.0 | 1.0 | 0 |
| 9 | 1 | 17.25 | 3.000 | 2 | 4 | 4 | 0.040 | 0 | 0 | 0.0 | 1 | 2 | 160.0 | 41.0 | 0 |
Last rows
| A1 | A2 | A3 | A4 | A5 | A6 | A7 | A8 | A9 | A10 | A11 | A12 | A13 | A14 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 680 | 1 | 51.33 | 10.000 | 2 | 3 | 5 | 0.000 | 1 | 1 | 11.0 | 0 | 2 | 0.0 | 1250.0 | 1 |
| 681 | 0 | 36.00 | 1.000 | 2 | 8 | 4 | 2.000 | 1 | 1 | 11.0 | 0 | 2 | 0.0 | 457.0 | 1 |
| 682 | 1 | 19.42 | 7.250 | 2 | 7 | 4 | 0.040 | 0 | 1 | 1.0 | 0 | 2 | 100.0 | 2.0 | 0 |
| 683 | 1 | 35.58 | 0.750 | 2 | 4 | 4 | 1.500 | 0 | 0 | 0.0 | 1 | 2 | 231.0 | 1.0 | 0 |
| 684 | 0 | 24.75 | 3.000 | 2 | 11 | 8 | 1.835 | 1 | 1 | 19.0 | 0 | 2 | 0.0 | 501.0 | 1 |
| 685 | 0 | 58.33 | 10.000 | 2 | 11 | 4 | 4.000 | 1 | 1 | 14.0 | 0 | 2 | 0.0 | 1603.0 | 1 |
| 686 | 1 | 26.67 | 4.250 | 2 | 13 | 4 | 4.290 | 1 | 1 | 1.0 | 1 | 2 | 120.0 | 1.0 | 1 |
| 687 | 1 | 29.67 | 0.750 | 1 | 8 | 4 | 0.040 | 0 | 0 | 0.0 | 0 | 2 | 240.0 | 1.0 | 0 |
| 688 | 1 | 26.00 | 1.000 | 2 | 11 | 4 | 1.750 | 1 | 0 | 0.0 | 1 | 2 | 280.0 | 1.0 | 1 |
| 689 | 0 | 28.17 | 0.585 | 2 | 6 | 4 | 0.040 | 0 | 0 | 0.0 | 0 | 2 | 260.0 | 1005.0 | 0 |