Table 2 The statistical specifications of the input and target parameters of models.
Parameter | Maximum | Mean | Minimum | Median | Skewness | Mode | Kurtosis |
---|---|---|---|---|---|---|---|
Resin (wt%) | 39.91 | 15.02 | 4.01 | 14.00 | 0.8222 | 23.30 | 0.3196 |
Asphaltene (wt%) | 38.67 | 10.82 | 1.20 | 9.66 | 1.1170 | 1.20 | 0.4302 |
Temperature (°C) | 889.71 | 390.65 | 7.50 | 385.71 | 0.1827 | 266.67 | − 0.9631 |
Heating rate (°C/min) | 20.00 | 7.07 | 1.00 | 8.00 | 0.6562 | 10.00 | 0.7317 |
Oil °API gravity | 35.17 | 18.85 | 5.60 | 20.26 | 0.2091 | 14.00 | 0.0410 |
Residual crude oil (wt%) | 100.00 | 44.54 | 1.52 | 40.22 | 0.2770 | 9.76 | − 1.3832 |