Imagine you've fitted a K-Means model. Now you'd like to assign a new point to a cluster. Below you find the distances from your new data point to its nearest objects.
| Index | Cluster | Distance |
| 1 | A | 0.1 |
| 2 | B | 0.6 |
| 3 | A | 0.03 |
| 4 | C | 0.8 |
| 5 | D | 0.5 |
| 6 | A | 0.002 |
| 7 | E | 1 |
| 8 | B | 0.4 |
Based on the provided distances, what is the cluster assignment for the new point?