Ensemble Inter-Pipeline Table
This table includes results from the extension ensemble inter-pipeline comparison. The only parcellations used here are ensemble based combinations of multiple parcellations. The mean relative rankings shown here are as averaged across target variables and computed across parcellation and ML pipeline.
Table columns are sortable!
| Parcellation | Pipeline | Mean Rank | Size |
|---|---|---|---|
| voted random 500 10 0 | SVM | 63.4667 | 5000 |
| voted random 500 10 1 | SVM | 70.0000 | 5000 |
| voted random 500 8 0 | SVM | 70.6000 | 4000 |
| voted random 300 1200 10 0 | SVM | 71.7778 | 7500 |
| voted random 400 10 0 | SVM | 77.3556 | 4000 |
| voted random 300 1200 10 1 | SVM | 77.6444 | 7500 |
| voted random 300 1200 8 1 | SVM | 78.6222 | 5997 |
| voted random 500 8 1 | SVM | 79.5333 | 4000 |
| voted random 400 10 1 | SVM | 79.7111 | 4000 |
| voted random 400 8 0 | SVM | 81.0444 | 3200 |
| stacked random 500 10 0 | SVM | 82.2667 | 5000 |
| voted random 300 1200 8 0 | SVM | 82.6667 | 5997 |
| voted random 500 5 0 | SVM | 83.8667 | 2500 |
| stacked random 500 10 1 | SVM | 84.2667 | 5000 |
| stacked random 500 8 0 | SVM | 85.0667 | 4000 |
| stacked random 300 1200 10 0 | SVM | 86.5556 | 7500 |
| stacked random 300 1200 8 0 | SVM | 87.1333 | 5997 |
| stacked random 400 10 0 | SVM | 89.2444 | 4000 |
| voted random 400 8 1 | SVM | 89.3778 | 3200 |
| voted random 300 1200 5 1 | SVM | 89.5333 | 3750 |
| voted random 300 1200 5 0 | SVM | 91.2222 | 3750 |
| stacked random 400 8 0 | SVM | 91.4222 | 3200 |
| stacked random 300 1200 10 1 | SVM | 91.7333 | 7500 |
| stacked random 300 1200 8 1 | SVM | 91.8667 | 5997 |
| voted random 100 1000 10 1 | SVM | 91.9778 | 5500 |
| stacked random 500 8 1 | SVM | 92.6889 | 4000 |
| voted random 100 1000 10 0 | SVM | 92.7556 | 5500 |
| stacked random 400 10 1 | SVM | 93.8444 | 4000 |
| voted random 500 5 1 | SVM | 94.6444 | 2500 |
| stacked random 100 1000 10 1 | SVM | 95.4889 | 5500 |
| stacked random 300 1200 5 1 | SVM | 96.3111 | 3750 |
| stacked random 500 5 0 | SVM | 96.6444 | 2500 |
| stacked random 100 1000 10 0 | SVM | 98.1111 | 5500 |
| stacked random 300 10 1 | SVM | 98.1333 | 3000 |
| voted random 400 5 0 | SVM | 99.3556 | 2000 |
| voted random 300 10 1 | SVM | 101.8889 | 3000 |
| stacked random 400 8 1 | SVM | 101.9556 | 3200 |
| stacked random 100 1000 8 1 | SVM | 101.9556 | 4397 |
| stacked random 500 5 1 | SVM | 102.3333 | 2500 |
| stacked random 400 5 0 | SVM | 102.7333 | 2000 |
| stacked random 300 1200 5 0 | SVM | 104.8222 | 3750 |
| voted random 300 1200 3 1 | SVM | 104.8667 | 2250 |
| stacked random 300 8 1 | SVM | 105.4444 | 2400 |
| voted random 500 10 0 | LGBM | 105.8667 | 5000 |
| stacked random 300 1200 3 1 | SVM | 106.0889 | 2250 |
| voted random 100 1000 8 1 | SVM | 106.2000 | 4397 |
| stacked random 400 5 1 | SVM | 109.1111 | 2000 |
| voted random 400 5 1 | SVM | 109.2222 | 2000 |
| voted random 300 10 0 | SVM | 110.3111 | 3000 |
| voted random 300 8 1 | SVM | 112.0222 | 2400 |
| stacked random 300 10 0 | SVM | 115.3333 | 3000 |
| voted random 100 1000 8 0 | SVM | 115.4667 | 4397 |
| stacked random 500 10 0 | LGBM | 115.5556 | 5000 |
| stacked random 300 8 0 | SVM | 116.7111 | 2400 |
| stacked random 100 1000 5 0 | SVM | 117.4444 | 2750 |
| voted random 300 1200 3 0 | SVM | 117.9111 | 2250 |
| voted random 300 8 0 | SVM | 118.0889 | 2400 |
| stacked random 400 10 1 | Elastic-Net | 119.9778 | 4000 |
| voted random 500 3 0 | SVM | 121.2667 | 1500 |
| stacked random 100 1000 8 0 | SVM | 122.0000 | 4397 |
| stacked random 100 1000 5 1 | SVM | 122.4222 | 2750 |
| stacked random 500 10 0 | Elastic-Net | 122.5778 | 5000 |
| stacked random 300 1200 3 0 | SVM | 122.7556 | 2250 |
| stacked random 500 10 1 | Elastic-Net | 122.9333 | 5000 |
| stacked random 500 10 1 | LGBM | 124.7333 | 5000 |
| stacked random 400 10 1 | LGBM | 126.6222 | 4000 |
| stacked random 500 3 0 | SVM | 127.6444 | 1500 |
| stacked random 500 8 0 | Elastic-Net | 127.7111 | 4000 |
| voted random 500 10 1 | LGBM | 128.0889 | 5000 |
| voted random 500 10 0 | Elastic-Net | 128.2000 | 5000 |
| voted random 100 1000 5 0 | SVM | 128.9556 | 2750 |
| stacked random 300 10 1 | Elastic-Net | 129.4444 | 3000 |
| voted random 500 3 1 | SVM | 130.0667 | 1500 |
| stacked random 400 10 0 | Elastic-Net | 131.0667 | 4000 |
| stacked random 100 1000 10 0 | LGBM | 131.2444 | 5500 |
| stacked random 200 10 1 | SVM | 131.3111 | 2000 |
| voted random 500 8 0 | LGBM | 132.6000 | 4000 |
| voted random 400 10 1 | LGBM | 132.7333 | 4000 |
| stacked random 400 8 0 | Elastic-Net | 133.2889 | 3200 |
| stacked random 500 8 0 | LGBM | 134.0444 | 4000 |
| stacked random 300 1200 10 0 | LGBM | 135.1778 | 7500 |
| stacked random 500 8 1 | Elastic-Net | 135.4222 | 4000 |
| stacked random 500 3 1 | SVM | 136.1333 | 1500 |
| stacked random 300 5 0 | SVM | 137.0000 | 1500 |
| voted random 300 5 0 | SVM | 137.0667 | 1500 |
| stacked random 400 8 1 | Elastic-Net | 137.3556 | 3200 |
| voted random 100 1000 5 1 | SVM | 137.4444 | 2750 |
| voted random 500 8 0 | Elastic-Net | 137.8889 | 4000 |
| voted random 200 10 1 | SVM | 137.8889 | 2000 |
| voted random 400 3 0 | SVM | 138.4889 | 1200 |
| stacked random 400 10 0 | LGBM | 138.5778 | 4000 |
| voted random 300 1200 10 1 | LGBM | 140.2444 | 7500 |
| stacked random 300 8 1 | Elastic-Net | 141.2889 | 2400 |
| voted random 300 1200 10 0 | LGBM | 141.6222 | 7500 |
| stacked random 200 8 1 | SVM | 143.0667 | 1600 |
| stacked random 300 1200 10 1 | LGBM | 143.0889 | 7500 |
| stacked random 100 1000 3 0 | SVM | 143.2444 | 1650 |
| voted random 100 1000 10 0 | LGBM | 143.6222 | 5500 |
| voted random 200 10 0 | SVM | 144.1333 | 2000 |
| stacked random 300 5 1 | SVM | 144.3778 | 1500 |
| voted random 500 8 1 | LGBM | 145.1111 | 4000 |
| voted random 400 10 1 | Elastic-Net | 145.2444 | 4000 |
| stacked random 500 5 0 | Elastic-Net | 145.2667 | 2500 |
| voted random 300 5 1 | SVM | 145.3111 | 1500 |
| stacked random 200 10 0 | SVM | 146.2889 | 2000 |
| voted random 500 10 1 | Elastic-Net | 146.7556 | 5000 |
| stacked random 500 8 1 | LGBM | 146.9333 | 4000 |
| stacked random 400 3 0 | SVM | 147.2222 | 1200 |
| voted random 200 8 1 | SVM | 147.2667 | 1600 |
| voted random 300 10 1 | Elastic-Net | 149.9778 | 3000 |
| stacked random 200 8 0 | SVM | 150.0444 | 1600 |
| stacked random 100 1000 3 1 | SVM | 151.4889 | 1650 |
| stacked random 200 10 1 | Elastic-Net | 152.7556 | 2000 |
| stacked random 400 3 1 | SVM | 153.0889 | 1200 |
| voted random 400 10 0 | LGBM | 153.2000 | 4000 |
| stacked random 300 10 0 | Elastic-Net | 153.9333 | 3000 |
| voted random 400 10 0 | Elastic-Net | 154.2222 | 4000 |
| stacked random 50 500 10 1 | SVM | 154.3111 | 2750 |
| voted random 200 8 0 | SVM | 155.1556 | 1600 |
| stacked random 50 500 8 0 | SVM | 155.7111 | 2197 |
| voted random 200 10 1 | Elastic-Net | 156.2222 | 2000 |
| stacked random 400 5 0 | Elastic-Net | 156.4667 | 2000 |
| voted random 300 1200 8 1 | LGBM | 156.5556 | 5997 |
| voted random 400 3 1 | SVM | 156.7778 | 1200 |
| stacked random 400 8 1 | LGBM | 156.9111 | 3200 |
| stacked random 400 8 0 | LGBM | 157.0444 | 3200 |
| voted random 500 8 1 | Elastic-Net | 158.0000 | 4000 |
| stacked random 300 10 0 | LGBM | 158.3778 | 3000 |
| voted random 500 5 0 | Elastic-Net | 159.6444 | 2500 |
| stacked random 300 1200 8 1 | LGBM | 160.1111 | 5997 |
| stacked random 100 1000 10 1 | Elastic-Net | 160.4667 | 5500 |
| stacked random 300 10 1 | LGBM | 160.6000 | 3000 |
| voted random 400 8 1 | Elastic-Net | 161.6667 | 3200 |
| stacked random 50 500 8 1 | SVM | 161.6889 | 2197 |
| stacked random 500 5 1 | Elastic-Net | 161.7556 | 2500 |
| stacked random 100 1000 10 1 | LGBM | 162.0667 | 5500 |
| voted random 300 8 1 | Elastic-Net | 162.2889 | 2400 |
| voted random 100 1000 3 0 | SVM | 162.5556 | 1650 |
| stacked random 300 3 0 | SVM | 162.5778 | 900 |
| stacked random 400 5 1 | Elastic-Net | 162.7556 | 2000 |
| voted random 300 10 0 | Elastic-Net | 163.7556 | 3000 |
| stacked random 300 8 0 | Elastic-Net | 163.8667 | 2400 |
| stacked random 200 10 0 | Elastic-Net | 164.2000 | 2000 |
| voted random 100 1000 10 1 | LGBM | 164.4444 | 5500 |
| stacked random 200 8 1 | Elastic-Net | 164.4889 | 1600 |
| stacked random 50 500 10 0 | SVM | 164.5111 | 2750 |
| stacked random 50 500 5 1 | SVM | 164.5333 | 1374 |
| voted random 400 8 1 | LGBM | 165.0000 | 3200 |
| stacked random 200 10 1 | LGBM | 165.0889 | 2000 |
| voted random 400 8 0 | Elastic-Net | 165.3556 | 3200 |
| voted random 200 8 1 | Elastic-Net | 165.7333 | 1600 |
| stacked random 100 1000 8 1 | Elastic-Net | 166.1333 | 4397 |
| stacked random 300 1200 10 1 | Elastic-Net | 166.3111 | 7500 |
| stacked random 300 1200 8 0 | LGBM | 166.5778 | 5997 |
| voted random 400 8 0 | LGBM | 166.5778 | 3200 |
| voted random 300 10 0 | LGBM | 166.6889 | 3000 |
| stacked random 100 1000 10 0 | Elastic-Net | 167.3556 | 5500 |
| voted random 300 1200 8 0 | LGBM | 167.9778 | 5997 |
| voted random 300 3 0 | SVM | 168.3778 | 900 |
| voted random 300 10 1 | LGBM | 169.5111 | 3000 |
| stacked random 50 500 5 0 | SVM | 169.6000 | 1374 |
| stacked random 100 1000 8 1 | LGBM | 171.0000 | 4397 |
| stacked random 200 5 1 | SVM | 171.6222 | 1000 |
| stacked random 300 8 1 | LGBM | 172.0222 | 2400 |
| voted random 100 1000 10 1 | Elastic-Net | 172.0889 | 5500 |
| voted random 100 1000 3 1 | SVM | 173.1556 | 1650 |
| voted random 100 1000 8 0 | LGBM | 174.3556 | 4397 |
| voted random 300 8 0 | Elastic-Net | 175.5333 | 2400 |
| voted random 50 500 10 1 | SVM | 176.2667 | 2750 |
| stacked random 300 1200 8 1 | Elastic-Net | 176.2889 | 5997 |
| stacked random 300 1200 5 1 | Elastic-Net | 178.0667 | 3750 |
| voted random 300 1200 10 1 | Elastic-Net | 178.4222 | 7500 |
| stacked random 200 5 0 | SVM | 178.8000 | 1000 |
| voted random 100 1000 8 1 | LGBM | 178.9556 | 4397 |
| voted random 200 10 1 | LGBM | 179.0444 | 2000 |
| voted random 200 5 1 | SVM | 179.3778 | 1000 |
| stacked random 300 8 0 | LGBM | 179.9111 | 2400 |
| stacked random 500 3 0 | Elastic-Net | 180.3111 | 1500 |
| stacked random 200 8 0 | Elastic-Net | 180.4667 | 1600 |
| stacked random 300 1200 8 0 | Elastic-Net | 180.5556 | 5997 |
| voted random 500 5 0 | LGBM | 180.8889 | 2500 |
| voted random 200 10 0 | Elastic-Net | 181.3111 | 2000 |
| voted random 300 8 1 | LGBM | 182.3111 | 2400 |
| voted random 400 5 0 | Elastic-Net | 182.5333 | 2000 |
| voted random 500 5 1 | Elastic-Net | 182.6000 | 2500 |
| stacked random 300 5 1 | Elastic-Net | 182.7111 | 1500 |
| voted random 200 5 0 | SVM | 182.7333 | 1000 |
| stacked random 300 1200 10 0 | Elastic-Net | 183.4000 | 7500 |
| voted random 50 500 8 1 | SVM | 183.8444 | 2197 |
| voted random 100 1000 10 0 | Elastic-Net | 183.9333 | 5500 |
| voted random 300 1200 8 1 | Elastic-Net | 184.1333 | 5997 |
| voted random 50 500 10 0 | SVM | 184.1556 | 2750 |
| stacked random 300 3 1 | SVM | 184.8000 | 900 |
| voted random 50 500 5 1 | SVM | 185.0889 | 1374 |
| stacked random 200 10 0 | LGBM | 185.4000 | 2000 |
| voted random 500 3 0 | Elastic-Net | 185.6667 | 1500 |
| voted random 50 500 8 0 | SVM | 185.7333 | 2197 |
| voted random 300 3 1 | SVM | 185.8667 | 900 |
| voted random 400 5 1 | Elastic-Net | 186.0667 | 2000 |
| stacked random 300 5 0 | Elastic-Net | 186.6889 | 1500 |
| voted random 50 500 5 0 | SVM | 187.3556 | 1374 |
| stacked random 100 1000 8 0 | Elastic-Net | 187.4444 | 4397 |
| stacked random 100 1000 5 1 | Elastic-Net | 187.4889 | 2750 |
| stacked random 500 5 0 | LGBM | 187.6444 | 2500 |
| voted random 100 1000 8 1 | Elastic-Net | 189.7111 | 4397 |
| stacked random 50 500 3 1 | SVM | 190.0444 | 825 |
| voted random 300 1200 5 1 | Elastic-Net | 190.2667 | 3750 |
| voted random 200 10 0 | LGBM | 190.5111 | 2000 |
| voted random 300 1200 10 0 | Elastic-Net | 190.5333 | 7500 |
| stacked random 200 8 1 | LGBM | 191.2000 | 1600 |
| stacked random 300 1200 3 1 | Elastic-Net | 191.6667 | 2250 |
| voted random 300 5 0 | Elastic-Net | 192.9333 | 1500 |
| stacked random 100 10 1 | Elastic-Net | 193.3111 | 1000 |
| voted random 300 5 1 | Elastic-Net | 195.0889 | 1500 |
| stacked random 100 1000 5 0 | Elastic-Net | 195.2222 | 2750 |
| stacked random 100 1000 8 0 | LGBM | 195.4444 | 4397 |
| stacked random 300 1200 5 0 | Elastic-Net | 196.3556 | 3750 |
| voted random 300 8 0 | LGBM | 197.2667 | 2400 |
| voted random 200 8 0 | Elastic-Net | 197.5778 | 1600 |
| voted random 300 1200 8 0 | Elastic-Net | 200.5111 | 5997 |
| voted random 300 1200 5 0 | Elastic-Net | 202.0889 | 3750 |
| stacked random 200 5 1 | Elastic-Net | 202.6667 | 1000 |
| stacked random 50 500 3 0 | SVM | 202.8889 | 825 |
| voted random 200 8 1 | LGBM | 203.0889 | 1600 |
| stacked random 200 8 0 | LGBM | 203.4667 | 1600 |
| voted random 200 8 0 | LGBM | 204.6222 | 1600 |
| stacked random 50 500 10 0 | LGBM | 205.0000 | 2750 |
| voted random 100 1000 8 0 | Elastic-Net | 205.6222 | 4397 |
| voted random 500 5 1 | LGBM | 205.8444 | 2500 |
| voted random 300 1200 3 1 | Elastic-Net | 206.6667 | 2250 |
| voted random 100 10 1 | Elastic-Net | 206.7333 | 1000 |
| stacked random 500 3 1 | Elastic-Net | 207.0222 | 1500 |
| stacked random 100 1000 3 0 | Elastic-Net | 207.2667 | 1650 |
| stacked random 500 5 1 | LGBM | 208.5778 | 2500 |
| stacked random 100 8 1 | Elastic-Net | 208.6444 | 800 |
| voted random 200 5 1 | Elastic-Net | 209.0889 | 1000 |
| voted random 100 1000 5 1 | Elastic-Net | 209.3778 | 2750 |
| stacked random 50 500 8 1 | Elastic-Net | 211.1333 | 2197 |
| stacked random 50 500 10 1 | Elastic-Net | 211.9111 | 2750 |
| stacked random 100 10 0 | Elastic-Net | 213.6667 | 1000 |
| stacked random 200 5 0 | Elastic-Net | 213.8000 | 1000 |
| voted random 300 1200 5 0 | LGBM | 214.4444 | 3750 |
| stacked random 300 1200 5 0 | LGBM | 215.2222 | 3750 |
| voted random 100 1000 5 0 | Elastic-Net | 215.6444 | 2750 |
| voted random 50 500 10 0 | LGBM | 216.3111 | 2750 |
| voted random 400 3 1 | Elastic-Net | 216.7333 | 1200 |
| voted random 50 500 3 1 | SVM | 216.9333 | 825 |
| voted random 500 3 1 | Elastic-Net | 217.5111 | 1500 |
| voted random 100 8 1 | Elastic-Net | 217.8444 | 800 |
| voted random 400 5 0 | LGBM | 217.9111 | 2000 |
| stacked random 400 3 1 | Elastic-Net | 218.1556 | 1200 |
| stacked random 400 3 0 | Elastic-Net | 219.7778 | 1200 |
| stacked random 100 1000 3 1 | Elastic-Net | 219.8222 | 1650 |
| voted random 200 5 0 | Elastic-Net | 219.8667 | 1000 |
| stacked random 300 1200 5 1 | LGBM | 220.5111 | 3750 |
| voted random 100 10 0 | Elastic-Net | 220.9111 | 1000 |
| stacked random 50 500 8 0 | Elastic-Net | 221.1556 | 2197 |
| voted random 300 1200 5 1 | LGBM | 221.2667 | 3750 |
| stacked random 50 500 10 0 | Elastic-Net | 221.5333 | 2750 |
| stacked random 50 500 5 0 | Elastic-Net | 222.2889 | 1374 |
| stacked random 50 500 10 1 | LGBM | 222.6667 | 2750 |
| stacked random 400 5 0 | LGBM | 222.8889 | 2000 |
| voted random 400 3 0 | Elastic-Net | 224.4444 | 1200 |
| voted random 50 500 3 0 | SVM | 224.5556 | 825 |
| voted random 50 500 10 1 | LGBM | 225.7111 | 2750 |
| stacked random 50 500 8 0 | LGBM | 226.4000 | 2197 |
| voted random 200 3 0 | SVM | 226.5111 | 600 |
| voted random 400 5 1 | LGBM | 227.3556 | 2000 |
| stacked random 300 1200 3 0 | Elastic-Net | 227.7778 | 2250 |
| voted random 300 1200 3 0 | Elastic-Net | 229.6889 | 2250 |
| stacked random 100 8 0 | Elastic-Net | 230.1333 | 800 |
| voted random 200 3 1 | SVM | 230.7556 | 600 |
| stacked random 100 10 0 | SVM | 230.8667 | 1000 |
| voted random 300 5 0 | LGBM | 231.7778 | 1500 |
| stacked random 400 5 1 | LGBM | 231.9111 | 2000 |
| voted random 100 1000 3 0 | Elastic-Net | 231.9111 | 1650 |
| stacked random 100 1000 5 0 | LGBM | 232.4000 | 2750 |
| voted random 100 1000 5 0 | LGBM | 234.2222 | 2750 |
| stacked random 200 3 0 | SVM | 234.3778 | 600 |
| voted random 50 500 10 1 | Elastic-Net | 234.5111 | 2750 |
| voted random 50 500 10 0 | Elastic-Net | 234.8000 | 2750 |
| stacked random 300 3 1 | Elastic-Net | 237.2000 | 900 |
| voted random 300 3 0 | Elastic-Net | 237.3333 | 900 |
| voted random 100 1000 3 1 | Elastic-Net | 237.9111 | 1650 |
| stacked random 50 500 5 1 | Elastic-Net | 238.3333 | 1374 |
| voted random 50 500 8 1 | Elastic-Net | 238.5556 | 2197 |
| voted random 100 8 0 | Elastic-Net | 238.6000 | 800 |
| voted random 300 3 1 | Elastic-Net | 238.7556 | 900 |
| voted random 100 10 1 | SVM | 240.1778 | 1000 |
| voted random 50 500 8 0 | Elastic-Net | 240.4667 | 2197 |
| stacked random 100 1000 5 1 | LGBM | 240.5333 | 2750 |
| voted random 100 1000 5 1 | LGBM | 240.8000 | 2750 |
| voted random 50 500 8 0 | LGBM | 241.7556 | 2197 |
| voted random 100 10 0 | SVM | 242.0444 | 1000 |
| voted random 300 5 1 | LGBM | 242.0889 | 1500 |
| stacked random 100 10 1 | SVM | 242.1333 | 1000 |
| stacked random 300 3 0 | Elastic-Net | 242.2889 | 900 |
| stacked random 50 500 8 1 | LGBM | 243.2667 | 2197 |
| stacked random 300 5 1 | LGBM | 243.9333 | 1500 |
| voted random 50 500 5 1 | Elastic-Net | 245.7778 | 1374 |
| stacked random 100 8 1 | SVM | 245.8222 | 800 |
| stacked random 200 3 1 | SVM | 246.1111 | 600 |
| stacked random 100 8 0 | SVM | 246.2889 | 800 |
| voted random 100 8 1 | SVM | 247.8889 | 800 |
| stacked random 300 5 0 | LGBM | 248.2222 | 1500 |
| stacked random 100 5 1 | Elastic-Net | 248.4000 | 500 |
| voted random 50 500 5 0 | Elastic-Net | 249.5778 | 1374 |
| voted random 100 5 1 | Elastic-Net | 249.8444 | 500 |
| voted random 50 500 8 1 | LGBM | 250.3556 | 2197 |
| stacked random 50 500 3 0 | Elastic-Net | 251.4000 | 825 |
| stacked random 200 3 1 | Elastic-Net | 253.7778 | 600 |
| voted random 200 5 0 | LGBM | 255.2444 | 1000 |
| voted random 100 8 0 | SVM | 256.0444 | 800 |
| voted random 500 3 0 | LGBM | 256.5333 | 1500 |
| voted random 200 3 1 | Elastic-Net | 257.3778 | 600 |
| stacked random 50 500 3 1 | Elastic-Net | 257.6222 | 825 |
| stacked random 100 5 0 | Elastic-Net | 258.7333 | 500 |
| stacked random 500 3 0 | LGBM | 259.4000 | 1500 |
| stacked random 100 10 1 | LGBM | 260.4222 | 1000 |
| voted random 100 5 0 | Elastic-Net | 261.1778 | 500 |
| stacked random 200 5 0 | LGBM | 261.4444 | 1000 |
| stacked random 200 3 0 | Elastic-Net | 265.3556 | 600 |
| stacked random 200 5 1 | LGBM | 266.0000 | 1000 |
| voted random 200 5 1 | LGBM | 267.6000 | 1000 |
| voted random 200 3 0 | Elastic-Net | 272.0444 | 600 |
| voted random 100 5 0 | SVM | 272.0667 | 500 |
| stacked random 100 5 0 | SVM | 272.3111 | 500 |
| stacked random 100 5 1 | SVM | 272.6667 | 500 |
| voted random 100 5 1 | SVM | 273.4000 | 500 |
| stacked random 50 500 5 0 | LGBM | 275.6000 | 1374 |
| voted random 100 10 1 | LGBM | 275.6889 | 1000 |
| voted random 50 500 3 1 | Elastic-Net | 275.7333 | 825 |
| voted random 500 3 1 | LGBM | 277.0444 | 1500 |
| voted random 50 500 5 0 | LGBM | 279.3778 | 1374 |
| stacked random 100 8 1 | LGBM | 281.0889 | 800 |
| voted random 100 10 0 | LGBM | 283.5778 | 1000 |
| stacked random 100 3 1 | Elastic-Net | 284.2889 | 300 |
| voted random 100 3 1 | Elastic-Net | 284.5778 | 300 |
| voted random 50 500 5 1 | LGBM | 285.1111 | 1374 |
| stacked random 100 10 0 | LGBM | 285.2222 | 1000 |
| voted random 50 500 3 0 | Elastic-Net | 285.4667 | 825 |
| voted random 300 1200 3 1 | LGBM | 287.2000 | 2250 |
| voted random 400 3 0 | LGBM | 287.5778 | 1200 |
| voted random 100 8 1 | LGBM | 287.7778 | 800 |
| stacked random 300 1200 3 1 | LGBM | 287.8889 | 2250 |
| voted random 300 1200 3 0 | LGBM | 291.2667 | 2250 |
| stacked random 300 1200 3 0 | LGBM | 293.0000 | 2250 |
| voted random 300 3 1 | LGBM | 293.2889 | 900 |
| voted random 400 3 1 | LGBM | 293.5111 | 1200 |
| stacked random 400 3 0 | LGBM | 295.3333 | 1200 |
| voted random 300 3 0 | LGBM | 295.8444 | 900 |
| stacked random 100 3 1 | SVM | 296.3778 | 300 |
| voted random 100 3 1 | SVM | 297.0667 | 300 |
| stacked random 50 500 5 1 | LGBM | 297.2000 | 1374 |
| voted random 100 1000 3 0 | LGBM | 298.1111 | 1650 |
| voted random 100 3 0 | Elastic-Net | 298.4889 | 300 |
| stacked random 100 1000 3 0 | LGBM | 299.5556 | 1650 |
| voted random 100 8 0 | LGBM | 302.0444 | 800 |
| stacked random 500 3 1 | LGBM | 302.5778 | 1500 |
| voted random 100 3 0 | SVM | 306.0222 | 300 |
| stacked random 100 3 0 | SVM | 306.3111 | 300 |
| stacked random 100 3 0 | Elastic-Net | 306.3333 | 300 |
| stacked random 300 3 1 | LGBM | 306.8667 | 900 |
| stacked random 100 8 0 | LGBM | 309.5333 | 800 |
| stacked random 400 3 1 | LGBM | 310.8000 | 1200 |
| stacked random 100 1000 3 1 | LGBM | 312.5778 | 1650 |
| voted random 100 1000 3 1 | LGBM | 313.2667 | 1650 |
| voted random 200 3 1 | LGBM | 320.2889 | 600 |
| stacked random 300 3 0 | LGBM | 321.2000 | 900 |
| voted random 100 5 1 | LGBM | 322.0000 | 500 |
| voted random 200 3 0 | LGBM | 322.5778 | 600 |
| stacked random 200 3 0 | LGBM | 324.0444 | 600 |
| voted random 100 5 0 | LGBM | 324.5333 | 500 |
| stacked random 200 3 1 | LGBM | 327.4444 | 600 |
| stacked random 100 5 1 | LGBM | 328.2889 | 500 |
| stacked random 50 500 3 1 | LGBM | 330.7111 | 825 |
| voted random 50 500 3 1 | LGBM | 330.7111 | 825 |
| stacked random 50 500 3 0 | LGBM | 331.0222 | 825 |
| stacked random 100 5 0 | LGBM | 334.0444 | 500 |
| voted random 50 500 3 0 | LGBM | 335.5111 | 825 |
| stacked random 100 3 0 | LGBM | 353.7111 | 300 |
| voted random 100 3 1 | LGBM | 356.1111 | 300 |
| voted random 100 3 0 | LGBM | 357.0667 | 300 |
| stacked random 100 3 1 | LGBM | 362.6667 | 300 |