| Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
| Ranked - Continuous Target | Linear | Type of Loss | MSE | MSE | MSE | MSE | MSE | MSE |
| Total Loss | 0.174 | 304,375,397,009.301 | 3,627,820,620,136.140 | 3,635,081,968,755.210 | 3,635,123,035,407.580 | 0.174 | ||
| Bias | 0.174 | 304,375,397,000.036 | 3,627,820,620,026.510 | 3,635,081,968,645.360 | 3,635,121,515,273.040 | 0.174 | ||
| Variance | 0.000 | 9.265 | 109.624 | 109.624 | 1,520,134.541 | 0.000 | ||
| Noise | 0.000 | 0.000 | 0.006 | 0.226 | 0.001 | 0.000 | ||
| Variance- Bias Ratio | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
| Percent Change from Raw | ~ | 175,139,389,533,788.000 | 2,087,469,273,113,810.000 | 2,091,647,495,719,290.000 | 2,091,671,125,712,040.000 | 100.000 | ||
| Decision Tree | ||||||||
| Total Loss | 6464.023 | 3,058,180.695 | 3,058,180.695 | 3,058,180.695 | 3,058,180.695 | 6421.793 | ||
| Bias | 959.928 | 3,055,675.410 | 3,055,675.410 | 3,055,675.410 | 3,055,675.410 | 1113.417 | ||
| Variance | 5504.094 | 2505.285 | 2505.285 | 2505.285 | 2505.285 | 5308.376 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
| Variance- Bias Ratio | 5.734 | 0.001 | 0.001 | 0.001 | 0.001 | 4.768 | ||
| Percent Change from Raw | ~ | 47,310.799 | 47,310.799 | 47,310.799 | 47,310.799 | 99.347 | ||
| Random Forest | Total Loss | 102,252.318 | 1,283,608.530 | 1,283,608.530 | 1,283,608.530 | 1,283,608.530 | 102,252.318 | |
| Bias | 84,950.814 | 1,277,680.008 | 1,277,680.008 | 1,277,680.008 | 1,277,680.008 | 84,950.814 | ||
| Variance | 17,301.504 | 5928.522 | 5928.522 | 5928.522 | 5928.522 | 17,301.504 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
| Variance- Bias Ratio | 0.204 | 0.005 | 0.005 | 0.005 | 0.005 | 0.204 |