Dataset statistics
| Number of variables | 4 |
|---|---|
| Number of observations | 17 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Total size in memory | 672.0 B |
| Average record size in memory | 39.5 B |
Variable types
| Numeric | 4 |
|---|
Dataset
| Description | A particle size distribution, no assays. Source unknown. |
|---|---|
| URL | Unknown |
Unnamed: 0 has unique values | Unique |
size_retained has unique values | Unique |
size_passing has unique values | Unique |
mass_pct has unique values | Unique |
Unnamed: 0 has 1 (5.9%) zeros | Zeros |
size_retained has 1 (5.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-29 04:22:03.232460 |
|---|---|
| Analysis finished | 2023-07-29 04:22:03.304050 |
| Duration | 0.07 seconds |
| Software version | ydata-profiling vv4.3.2 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
UNIQUE ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 1 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 264.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.8 |
| Q1 | 4 |
| median | 8 |
| Q3 | 12 |
| 95-th percentile | 15.2 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.049752469 |
|---|---|
| Coefficient of variation (CV) | 0.6312190586 |
| Kurtosis | -1.2 |
| Mean | 8 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0 |
| Sum | 136 |
| Variance | 25.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 1 | 5.9% |
| 9 | 1 | 5.9% |
| 15 | 1 | 5.9% |
| 14 | 1 | 5.9% |
| 13 | 1 | 5.9% |
| 12 | 1 | 5.9% |
| 11 | 1 | 5.9% |
| 10 | 1 | 5.9% |
| 8 | 1 | 5.9% |
| 1 | 1 | 5.9% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 |
| Value | Count | Frequency (%) |
| 16 | 1 | |
| 15 | 1 | |
| 14 | 1 | |
| 13 | 1 | |
| 12 | 1 |
size_retained
Real number (ℝ)
UNIQUE ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.89411765 |
| Minimum | 0 |
|---|---|
| Maximum | 53.8 |
| Zeros | 1 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 264.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.08 |
| Q1 | 0.4 |
| median | 5 |
| Q3 | 13.3 |
| 95-th percentile | 41.24 |
| Maximum | 53.8 |
| Range | 53.8 |
| Interquartile range (IQR) | 12.9 |
Descriptive statistics
| Standard deviation | 15.47625078 |
|---|---|
| Coefficient of variation (CV) | 1.420606173 |
| Kurtosis | 2.853811609 |
| Mean | 10.89411765 |
| Median Absolute Deviation (MAD) | 4.8 |
| Skewness | 1.79798962 |
| Sum | 185.2 |
| Variance | 239.5143382 |
| Monotonicity | Strictly decreasing |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 53.8 | 1 | 5.9% |
| 1 | 1 | 5.9% |
| 0.1 | 1 | 5.9% |
| 0.2 | 1 | 5.9% |
| 0.3 | 1 | 5.9% |
| 0.4 | 1 | 5.9% |
| 0.6 | 1 | 5.9% |
| 0.8 | 1 | 5.9% |
| 5 | 1 | 5.9% |
| 38.1 | 1 | 5.9% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.1 | 1 | |
| 0.2 | 1 | |
| 0.3 | 1 | |
| 0.4 | 1 |
| Value | Count | Frequency (%) |
| 53.8 | 1 | |
| 38.1 | 1 | |
| 26.7 | 1 | |
| 18.8 | 1 | |
| 13.3 | 1 |
size_passing
Real number (ℝ)
UNIQUE
| Distinct | 17 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.37647059 |
| Minimum | 0.1 |
|---|---|
| Maximum | 76.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 264.0 B |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.18 |
| Q1 | 0.6 |
| median | 6.7 |
| Q3 | 18.8 |
| 95-th percentile | 58.28 |
| Maximum | 76.2 |
| Range | 76.1 |
| Interquartile range (IQR) | 18.2 |
Descriptive statistics
| Standard deviation | 21.84726898 |
|---|---|
| Coefficient of variation (CV) | 1.420824685 |
| Kurtosis | 2.944242074 |
| Mean | 15.37647059 |
| Median Absolute Deviation (MAD) | 6.4 |
| Skewness | 1.831870133 |
| Sum | 261.4 |
| Variance | 477.3031618 |
| Monotonicity | Strictly decreasing |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 76.2 | 1 | 5.9% |
| 5 | 1 | 5.9% |
| 0.2 | 1 | 5.9% |
| 0.3 | 1 | 5.9% |
| 0.4 | 1 | 5.9% |
| 0.6 | 1 | 5.9% |
| 0.8 | 1 | 5.9% |
| 1 | 1 | 5.9% |
| 6.7 | 1 | 5.9% |
| 53.8 | 1 | 5.9% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 0.1 | 1 | |
| 0.2 | 1 | |
| 0.3 | 1 | |
| 0.4 | 1 | |
| 0.6 | 1 |
| Value | Count | Frequency (%) |
| 76.2 | 1 | |
| 53.8 | 1 | |
| 38.1 | 1 | |
| 26.7 | 1 | |
| 18.8 | 1 |
mass_pct
Real number (ℝ)
UNIQUE
| Distinct | 17 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.882352941 |
| Minimum | 0.05207448373 |
|---|---|
| Maximum | 20.21974609 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 264.0 B |
Quantile statistics
| Minimum | 0.05207448373 |
|---|---|
| 5-th percentile | 0.09052693709 |
| Q1 | 0.2391485411 |
| median | 0.9217612322 |
| Q3 | 12.18323357 |
| 95-th percentile | 17.71029562 |
| Maximum | 20.21974609 |
| Range | 20.16767161 |
| Interquartile range (IQR) | 11.94408503 |
Descriptive statistics
| Standard deviation | 7.143926587 |
|---|---|
| Coefficient of variation (CV) | 1.21446752 |
| Kurtosis | -0.8749695693 |
| Mean | 5.882352941 |
| Median Absolute Deviation (MAD) | 0.8696867485 |
| Skewness | 0.8644665521 |
| Sum | 100 |
| Variance | 51.03568708 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0.05207448373 | 1 | 5.9% |
| 20.21974609 | 1 | 5.9% |
| 0.1675954202 | 1 | 5.9% |
| 0.2079310444 | 1 | 5.9% |
| 0.2391485411 | 1 | 5.9% |
| 0.5529319476 | 1 | 5.9% |
| 0.6335563582 | 1 | 5.9% |
| 0.699547775 | 1 | 5.9% |
| 9.643494892 | 1 | 5.9% |
| 0.9217612322 | 1 | 5.9% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 0.05207448373 | 1 | |
| 0.1001400504 | 1 | |
| 0.1675954202 | 1 | |
| 0.2079310444 | 1 | |
| 0.2391485411 | 1 |
| Value | Count | Frequency (%) |
| 20.21974609 | 1 | |
| 17.082933 | 1 | |
| 14.62587563 | 1 | |
| 14.53408216 | 1 | |
| 12.18323357 | 1 |
| Unnamed: 0 | size_retained | size_passing | mass_pct | |
|---|---|---|---|---|
| 0 | 0 | 53.8 | 76.2 | 0.052074 |
| 1 | 1 | 38.1 | 53.8 | 0.921761 |
| 2 | 2 | 26.7 | 38.1 | 5.134131 |
| 3 | 3 | 18.8 | 26.7 | 12.183234 |
| 4 | 4 | 13.3 | 18.8 | 17.082933 |
| 5 | 5 | 10.0 | 13.3 | 14.625876 |
| 6 | 6 | 9.4 | 10.0 | 3.001817 |
| 7 | 7 | 6.7 | 9.4 | 14.534082 |
| 8 | 8 | 5.0 | 6.7 | 9.643495 |
| 9 | 9 | 1.0 | 5.0 | 20.219746 |