| Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
| Categorical - Continuous Target | Linear | Type of Loss | MSE | MSE | MSE | MSE | MSE | MSE |
| Total Loss | 0.243 | 3,414,987,786,139,060,000.000 | 0.243 | 0.243 | 12,972,148,828.537 | 0.243 | ||
| Bias | 0.241 | 2,518,113,273,062,070,000.000 | 0.241 | 0.241 | 27,556,466.022 | 0.241 | ||
| Variance | 0.003 | 896,874,513,076,987,000.000 | 0.003 | 0.003 | 12,944,592,362.515 | 0.003 | ||
| Noise | 0.000 | 3584.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
| Variance-Bias Ratio | 0.011 | 0.356 | 0.011 | 0.011 | 469.748 | 0.011 | ||
| Percent Change from Raw | ~ | 1,403,381,296,822,710,000,000.000 | 100.000 | 100.000 | 5,330,874,423,463.480 | 100.020 | ||
| Decision Tree | ||||||||
| Total Loss | 0.245 | 1.325 | 0.243 | 0.243 | 0.243 | 0.243 | ||
| Bias | 0.239 | 1.198 | 0.240 | 0.240 | 0.240 | 0.240 | ||
| Variance | 0.006 | 0.126 | 0.003 | 0.003 | 0.003 | 0.003 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
| Variance-Bias Ratio | 0.025 | 0.105 | 0.013 | 0.013 | 0.013 | 0.013 | ||
| Percent Change from Raw | ~ | 540.783 | 99.133 | 99.133 | 99.133 | 99.133 | ||
| Random Forest | Total Loss | 0.364 | 1.605 | 0.364 | 0.364 | 0.364 | 0.364 | |
| Bias | 0.350 | 1.489 | 0.350 | 0.350 | 0.350 | 0.350 | ||
| Variance | 0.013 | 0.116 | 0.013 | 0.013 | 0.013 | 0.013 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
| Variance-Bias Ratio | 0.038 | 0.078 | 0.038 | 0.038 | 0.038 | 0.038 | ||
| Percent Change from Raw | ~ | 441.086 | 100.000 | 100.000 | 100.000 | 100.000 | ||
| SVM | Total Loss | 0.242 | 0.689 | 0.242 | 0.242 | 0.242 | 0.242 | |
| Bias | 0.238 | 0.689 | 0.238 | 0.238 | 0.238 | 0.238 | ||
| Variance | 0.004 | 0.000 | 0.004 | 0.004 | 0.004 | 0.004 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |