Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 14 |
| Missing cells | 20 |
| Missing cells (%) | 14.3% |
| Total size in memory | 1.2 KiB |
| Average record size in memory | 89.1 B |
Variable types
| Numeric | 10 |
|---|
Dataset
| Description | Sink-float data on Rougher LIMS tailings |
|---|---|
| URL | https://nordicironore.se/wp-content/uploads/2017/05/a7451_nordicironore_blotberget_report-v2.pdf |
size_passing has 4 (28.6%) missing values | Missing |
density_lo has 8 (57.1%) missing values | Missing |
density_hi has 8 (57.1%) missing values | Missing |
mass_pct has unique values | Unique |
SiO2 has unique values | Unique |
P has unique values | Unique |
TiO2 has unique values | Unique |
size_retained has 1 (7.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-21 03:37:33.500883 |
|---|---|
| Analysis finished | 2023-10-21 03:37:33.816478 |
| Duration | 0.32 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
size_retained
Real number (ℝ)
ZEROS
| Distinct | 5 |
|---|---|
| Distinct (%) | 35.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1294285714 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 7.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.026 |
| Q1 | 0.04 |
| median | 0.063 |
| Q3 | 0.1 |
| 95-th percentile | 0.415 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.2523354648 |
|---|---|
| Coefficient of variation (CV) | 1.949611759 |
| Kurtosis | 13.51602406 |
| Mean | 0.1294285714 |
| Median Absolute Deviation (MAD) | 0.023 |
| Skewness | 3.650167458 |
| Sum | 1.812 |
| Variance | 0.06367318681 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) |
| 0.1 | 4 | |
| 0.063 | 4 | |
| 0.04 | 4 | |
| 1 | 1 | 7.1% |
| 0 | 1 | 7.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | 7.1% |
| 0.04 | 4 | |
| 0.063 | 4 | |
| 0.1 | 4 | |
| 1 | 1 | 7.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 7.1% |
| 0.1 | 4 | |
| 0.063 | 4 | |
| 0.04 | 4 | |
| 0 | 1 | 7.1% |
size_passing
Real number (ℝ)
MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 4 |
| Missing (%) | 28.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1692 |
| Minimum | 0.04 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 0.04 |
|---|---|
| 5-th percentile | 0.05035 |
| Q1 | 0.063 |
| median | 0.0815 |
| Q3 | 0.1 |
| 95-th percentile | 0.595 |
| Maximum | 1 |
| Range | 0.96 |
| Interquartile range (IQR) | 0.037 |
Descriptive statistics
| Standard deviation | 0.2927246715 |
|---|---|
| Coefficient of variation (CV) | 1.73005125 |
| Kurtosis | 9.848398151 |
| Mean | 0.1692 |
| Median Absolute Deviation (MAD) | 0.0185 |
| Skewness | 3.129447097 |
| Sum | 1.692 |
| Variance | 0.08568773333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=4)
| Value | Count | Frequency (%) |
| 0.1 | 4 | |
| 0.063 | 4 | |
| 1 | 1 | 7.1% |
| 0.04 | 1 | 7.1% |
| (Missing) | 4 |
| Value | Count | Frequency (%) |
| 0.04 | 1 | 7.1% |
| 0.063 | 4 | |
| 0.1 | 4 | |
| 1 | 1 | 7.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 7.1% |
| 0.1 | 4 | |
| 0.063 | 4 | |
| 0.04 | 1 | 7.1% |
density_lo
Real number (ℝ)
MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 8 |
| Missing (%) | 57.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3 |
| Minimum | 2.7 |
|---|---|
| Maximum | 3.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 2.7 |
| Q1 | 2.7 |
| median | 3 |
| Q3 | 3.3 |
| 95-th percentile | 3.3 |
| Maximum | 3.3 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.3286335345 |
|---|---|
| Coefficient of variation (CV) | 0.1095445115 |
| Kurtosis | -3.333333333 |
| Mean | 3 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0 |
| Sum | 18 |
| Variance | 0.108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 2.7 | 3 | 21.4% |
| 3.3 | 3 | 21.4% |
| (Missing) | 8 |
| Value | Count | Frequency (%) |
| 2.7 | 3 | |
| 3.3 | 3 |
| Value | Count | Frequency (%) |
| 3.3 | 3 | |
| 2.7 | 3 |
density_hi
Real number (ℝ)
MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 8 |
| Missing (%) | 57.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3 |
| Minimum | 2.7 |
|---|---|
| Maximum | 3.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 2.7 |
| Q1 | 2.7 |
| median | 3 |
| Q3 | 3.3 |
| 95-th percentile | 3.3 |
| Maximum | 3.3 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.3286335345 |
|---|---|
| Coefficient of variation (CV) | 0.1095445115 |
| Kurtosis | -3.333333333 |
| Mean | 3 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0 |
| Sum | 18 |
| Variance | 0.108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 2.7 | 3 | 21.4% |
| 3.3 | 3 | 21.4% |
| (Missing) | 8 |
| Value | Count | Frequency (%) |
| 2.7 | 3 | |
| 3.3 | 3 |
| Value | Count | Frequency (%) |
| 3.3 | 3 | |
| 2.7 | 3 |
mass_pct
Real number (ℝ)
UNIQUE
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.57142857 |
| Minimum | 0.4 |
|---|---|
| Maximum | 76.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 2.935 |
| Q1 | 10.175 |
| median | 15.9 |
| Q3 | 49.675 |
| 95-th percentile | 70.425 |
| Maximum | 76.6 |
| Range | 76.2 |
| Interquartile range (IQR) | 39.5 |
Descriptive statistics
| Standard deviation | 26.09053552 |
|---|---|
| Coefficient of variation (CV) | 0.9131687434 |
| Kurtosis | -0.9197599436 |
| Mean | 28.57142857 |
| Median Absolute Deviation (MAD) | 9.85 |
| Skewness | 0.8276641603 |
| Sum | 400 |
| Variance | 680.716044 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0.4 | 1 | 7.1% |
| 67.1 | 1 | 7.1% |
| 12.7 | 1 | 7.1% |
| 8.2 | 1 | 7.1% |
| 11.6 | 1 | 7.1% |
| 54.2 | 1 | 7.1% |
| 9.7 | 1 | 7.1% |
| 36.1 | 1 | 7.1% |
| 24 | 1 | 7.1% |
| 11.9 | 1 | 7.1% |
| Other values (4) | 4 |
| Value | Count | Frequency (%) |
| 0.4 | 1 | |
| 4.3 | 1 | |
| 8.2 | 1 | |
| 9.7 | 1 | |
| 11.6 | 1 |
| Value | Count | Frequency (%) |
| 76.6 | 1 | |
| 67.1 | 1 | |
| 64.1 | 1 | |
| 54.2 | 1 | |
| 36.1 | 1 |
Fe
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.34285714 |
| Minimum | 1.2 |
|---|---|
| Maximum | 68.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 1.2 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 11.8 |
| median | 18.7 |
| Q3 | 28.2 |
| 95-th percentile | 68.21 |
| Maximum | 68.6 |
| Range | 67.4 |
| Interquartile range (IQR) | 16.4 |
Descriptive statistics
| Standard deviation | 24.12788729 |
|---|---|
| Coefficient of variation (CV) | 0.9159176303 |
| Kurtosis | -0.1784104785 |
| Mean | 26.34285714 |
| Median Absolute Deviation (MAD) | 9.2 |
| Skewness | 1.048960303 |
| Sum | 368.8 |
| Variance | 582.1549451 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 1.2 | 2 | |
| 22.7 | 1 | 7.1% |
| 27.3 | 1 | 7.1% |
| 18 | 1 | 7.1% |
| 16.9 | 1 | 7.1% |
| 19.4 | 1 | 7.1% |
| 16.6 | 1 | 7.1% |
| 68 | 1 | 7.1% |
| 10.2 | 1 | 7.1% |
| 67.1 | 1 | 7.1% |
| Other values (3) | 3 |
| Value | Count | Frequency (%) |
| 1.2 | 2 | |
| 3.1 | 1 | |
| 10.2 | 1 | |
| 16.6 | 1 | |
| 16.9 | 1 |
| Value | Count | Frequency (%) |
| 68.6 | 1 | |
| 68 | 1 | |
| 67.1 | 1 | |
| 28.5 | 1 | |
| 27.3 | 1 |
SiO2
Real number (ℝ)
UNIQUE
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.24285714 |
| Minimum | 0.6 |
|---|---|
| Maximum | 79.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 1.12 |
| Q1 | 29.025 |
| median | 51.25 |
| Q3 | 57.625 |
| 95-th percentile | 79.045 |
| Maximum | 79.5 |
| Range | 78.9 |
| Interquartile range (IQR) | 28.6 |
Descriptive statistics
| Standard deviation | 27.28081079 |
|---|---|
| Coefficient of variation (CV) | 0.6166150324 |
| Kurtosis | -0.7393594564 |
| Mean | 44.24285714 |
| Median Absolute Deviation (MAD) | 14.35 |
| Skewness | -0.600352259 |
| Sum | 619.4 |
| Variance | 744.2426374 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 50.9 | 1 | 7.1% |
| 47.7 | 1 | 7.1% |
| 57.8 | 1 | 7.1% |
| 57.1 | 1 | 7.1% |
| 51.6 | 1 | 7.1% |
| 1.6 | 1 | 7.1% |
| 42.6 | 1 | 7.1% |
| 78.8 | 1 | 7.1% |
| 79.5 | 1 | 7.1% |
| 54 | 1 | 7.1% |
| Other values (4) | 4 |
| Value | Count | Frequency (%) |
| 0.6 | 1 | |
| 1.4 | 1 | |
| 1.6 | 1 | |
| 24.5 | 1 | |
| 42.6 | 1 |
| Value | Count | Frequency (%) |
| 79.5 | 1 | |
| 78.8 | 1 | |
| 71.3 | 1 | |
| 57.8 | 1 | |
| 57.1 | 1 |
P
Real number (ℝ)
UNIQUE
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6607142857 |
| Minimum | 0.015 |
|---|---|
| Maximum | 2.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 0.015 |
|---|---|
| 5-th percentile | 0.0267 |
| Q1 | 0.0785 |
| median | 0.31 |
| Q3 | 0.8 |
| 95-th percentile | 2.481 |
| Maximum | 2.78 |
| Range | 2.765 |
| Interquartile range (IQR) | 0.7215 |
Descriptive statistics
| Standard deviation | 0.8661256285 |
|---|---|
| Coefficient of variation (CV) | 1.310892843 |
| Kurtosis | 2.371583551 |
| Mean | 0.6607142857 |
| Median Absolute Deviation (MAD) | 0.286 |
| Skewness | 1.762235086 |
| Sum | 9.25 |
| Variance | 0.7501736044 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0.042 | 1 | 7.1% |
| 0.107 | 1 | 7.1% |
| 0.44 | 1 | 7.1% |
| 0.61 | 1 | 7.1% |
| 0.65 | 1 | 7.1% |
| 0.18 | 1 | 7.1% |
| 0.98 | 1 | 7.1% |
| 0.033 | 1 | 7.1% |
| 0.015 | 1 | 7.1% |
| 2.32 | 1 | 7.1% |
| Other values (4) | 4 |
| Value | Count | Frequency (%) |
| 0.015 | 1 | |
| 0.033 | 1 | |
| 0.042 | 1 | |
| 0.069 | 1 | |
| 0.107 | 1 |
| Value | Count | Frequency (%) |
| 2.78 | 1 | |
| 2.32 | 1 | |
| 0.98 | 1 | |
| 0.85 | 1 | |
| 0.65 | 1 |
TiO2
Real number (ℝ)
UNIQUE
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2712142857 |
| Minimum | 0.06 |
|---|---|
| Maximum | 0.53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 0.06 |
|---|---|
| 5-th percentile | 0.0756 |
| Q1 | 0.172 |
| median | 0.2575 |
| Q3 | 0.3625 |
| 95-th percentile | 0.4975 |
| Maximum | 0.53 |
| Range | 0.47 |
| Interquartile range (IQR) | 0.1905 |
Descriptive statistics
| Standard deviation | 0.1469469703 |
|---|---|
| Coefficient of variation (CV) | 0.5418113207 |
| Kurtosis | -0.8284049694 |
| Mean | 0.2712142857 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.4032893925 |
| Sum | 3.797 |
| Variance | 0.02159341209 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0.17 | 1 | 7.1% |
| 0.178 | 1 | 7.1% |
| 0.2 | 1 | 7.1% |
| 0.235 | 1 | 7.1% |
| 0.31 | 1 | 7.1% |
| 0.084 | 1 | 7.1% |
| 0.38 | 1 | 7.1% |
| 0.285 | 1 | 7.1% |
| 0.06 | 1 | 7.1% |
| 0.28 | 1 | 7.1% |
| Other values (4) | 4 |
| Value | Count | Frequency (%) |
| 0.06 | 1 | |
| 0.084 | 1 | |
| 0.145 | 1 | |
| 0.17 | 1 | |
| 0.178 | 1 |
| Value | Count | Frequency (%) |
| 0.53 | 1 | |
| 0.48 | 1 | |
| 0.46 | 1 | |
| 0.38 | 1 | |
| 0.31 | 1 |
V
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01482857143 |
| Minimum | 0.002 |
|---|---|
| Maximum | 0.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 240.0 B |
Quantile statistics
| Minimum | 0.002 |
|---|---|
| 5-th percentile | 0.00265 |
| Q1 | 0.005625 |
| median | 0.0071 |
| Q3 | 0.0115 |
| 95-th percentile | 0.04695 |
| Maximum | 0.11 |
| Range | 0.108 |
| Interquartile range (IQR) | 0.005875 |
Descriptive statistics
| Standard deviation | 0.02760675582 |
|---|---|
| Coefficient of variation (CV) | 1.861727271 |
| Kurtosis | 13.46212371 |
| Mean | 0.01482857143 |
| Median Absolute Deviation (MAD) | 0.00255 |
| Skewness | 3.641356596 |
| Sum | 0.2076 |
| Variance | 0.000762132967 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0.013 | 2 | |
| 0.0049 | 1 | 7.1% |
| 0.0062 | 1 | 7.1% |
| 0.0056 | 1 | 7.1% |
| 0.0057 | 1 | 7.1% |
| 0.0072 | 1 | 7.1% |
| 0.003 | 1 | 7.1% |
| 0.01 | 1 | 7.1% |
| 0.012 | 1 | 7.1% |
| 0.007 | 1 | 7.1% |
| Other values (3) | 3 |
| Value | Count | Frequency (%) |
| 0.002 | 1 | |
| 0.003 | 1 | |
| 0.0049 | 1 | |
| 0.0056 | 1 | |
| 0.0057 | 1 |
| Value | Count | Frequency (%) |
| 0.11 | 1 | |
| 0.013 | 2 | |
| 0.012 | 1 | |
| 0.01 | 1 | |
| 0.008 | 1 |
| size_retained | size_passing | density_lo | density_hi | mass_pct | Fe | SiO2 | P | TiO2 | V | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.000 | NaN | NaN | NaN | 0.4 | 22.7 | 50.9 | 0.042 | 0.170 | 0.0049 |
| 1 | 0.100 | 1.000 | NaN | NaN | 67.1 | 27.3 | 47.7 | 0.107 | 0.178 | 0.0062 |
| 2 | 0.063 | 0.100 | NaN | NaN | 12.7 | 18.0 | 57.8 | 0.440 | 0.200 | 0.0056 |
| 3 | 0.040 | 0.063 | NaN | NaN | 8.2 | 16.9 | 57.1 | 0.610 | 0.235 | 0.0057 |
| 4 | 0.000 | 0.040 | NaN | NaN | 11.6 | 19.4 | 51.6 | 0.650 | 0.310 | 0.0072 |
| 5 | 0.100 | NaN | NaN | 2.7 | 54.2 | 1.2 | 1.6 | 0.180 | 0.084 | 0.0030 |
| 6 | 0.100 | NaN | 2.7 | 3.3 | 9.7 | 16.6 | 42.6 | 0.980 | 0.380 | 0.0100 |
| 7 | 0.100 | NaN | 3.3 | NaN | 36.1 | 68.0 | 78.8 | 0.033 | 0.285 | 0.0120 |
| 8 | 0.063 | 0.100 | NaN | 2.7 | 24.0 | 1.2 | 79.5 | 0.015 | 0.060 | 0.0070 |
| 9 | 0.063 | 0.100 | 2.7 | 3.3 | 11.9 | 10.2 | 54.0 | 2.320 | 0.280 | 0.0080 |