The datasets are introduced in the order of their index. In the "new_data" folder, each dataset file is named following the pattern `order_run_train`, where `order` corresponds to the dataset index and `run` to the random split. Validation files (`val`) are also included and are combined with the corresponding training files to form the complete training dataset for each run. The ***highlighted datasets*** are excluded because certain algorithms failed to converge on them.

| Order | Dataset Name                                   | N      | p  | Class Number |
|-------|-----------------------------------------------|--------|----|--------------|
| 1     | Acute-inflammations-1                         | 120    | 6  | 2            |
| 2     | Acute-inflammations-2                         | 120    | 6  | 2            |
| 3     | Balance-scale                                 | 625    | 4  | 3            |
| 4     | Banknote-authentication                        | 1,372  | 4  | 2            |
| 5     | Blood-transfusion                             | 748    | 4  | 2            |
| 6     | Breast-cancer-diagnosti                       | 569    | 30 | 2            |
| 7     | Breast-cancer-prognostic                      | 194    | 31 | 2            |
| 8     | Breast-cancer                                 | 683    | 9  | 2            |
| 9     | Car-evaluation                                | 1,728  | 6  | 4            |
| 10    | Chess-king-rook-versus-king-pawn             | 3,196  | 36 | 2            |
| 11    | Climate-model-crashes                          | 540    | 20 | 2            |
| 12    | Congressional-voting-records                  | 232    | 16 | 2            |
| 13    | Connectionist-bench-sonar                     | 208    | 60 | 2            |
| 14    | Connectionist-bench                           | 990    | 13 | 11           |
| 15    | Contraceptive-method-choice                   | 1,473  | 9  | 3            |
| 16    | Credit-approval                               | 653    | 15 | 2            |
| 17    | Cylinder-bands                                | 277    | 39 | 2            |
| 18    | Dermatology                                   | 358    | 34 | 6            |
| 19    | Echocardiogram                                | 61     | 11 | 2            |
| 20    | Fertility                                     | 100    | 9  | 2            |
| 21    | Haberman-survival                             | 306    | 3  | 2            |
| 22    | Hayes–roth                                    | 132    | 5  | 3            |
| 23    | Heart-disease-Cleveland                       | 282    | 13 | 5            |
| 24    | Hepatitis                                     | 80     | 19 | 2            |
| 25    | Image-segmentation                            | 210    | 19 | 7            |
| 26    | ***Indian-liver-patient***                           | 579    | 10 | 2            |
| 27    | Ionosphere                                    | 351    | 34 | 2            |
| 28    | Iris                                          | 150    | 4  | 3            |
| 29    | Mammographic-mass                             | 830    | 5  | 2            |
| 30    | Monks-problems-1                              | 556    | 6  | 2            |
| 31    | Monks-problems-2                              | 600    | 6  | 2            |
| 32    | Monks-problems-3                              | 554    | 6  | 2            |
| 33    | ***Optical-recognition***                            | 5,620  | 62 | 10           |
| 34    | Ozone-level-detection-eight                    | 1,847  | 72 | 2            |
| 35    | Ozone-level-detection-one                      | 1,848  | 72 | 2            |
| 36    | Parkinsons                                   | 195    | 23 | 2            |
| 37    | ***Qsar-biodegradation***                            | 1,055  | 41 | 2            |
| 38    | Seeds                                         | 210    | 7  | 3            |
| 39    | Seismic-bumps                                 | 2,584  | 18 | 2            |
| 40    | Soybean-small                                 | 47     | 35 | 4            |
| 41    | ***Spambase***                                      | 4,601  | 57 | 2            |
| 42    | Spect-heart                                   | 267    | 22 | 2            |
| 43    | Spectf-heart                                  | 267    | 44 | 2            |
| 44    | Statlog-project-German-credit                 | 1,000  | 20 | 2            |
| 45    | ***Statlog-project-landsat-satellite***             | 6,435  | 36 | 6            |
| 46    | Teaching-assistant-evaluation                  | 151    | 5  | 3            |
| 47    | Thoracic-surgery                               | 470    | 16 | 2            |
| 48    | Thyroid-disease-ann-thyroid                   | 7,200  | 21 | 3            |
| 49    | Thyroid-disease-new-thyroid                   | 215    | 5  | 3            |
| 50    | Tic-tac-toe-endgame                            | 958    | 9  | 2            |
| 51    | Wall-following-robot-2                         | 5,456  | 2  | 4            |
| 52    | Wine                                          | 178    | 13 | 3            |
| 53    | Glass                                         | 214    | 9  | 6            |
| 54    | Body                                          | 507    | 5  | 2            |
| 55    | Concrete                                      | 1,030  | 8  | 3            |
| 56    | Thyroidann                                    | 3,772  | 21 | 3            |
| 57    | ***Statloglansat***                                 | 4,435  | 36 | 6            |
| 58    | ***Pageblock***                                     | 5,473  | 10 | 5            |
| 59    | ***Pendigits***                                     | 7,494  | 16 | 10           |
