0: learn: 24.4880891 total: 80.2ms remaining: 2.33s
1: learn: 24.3032911 total: 106ms remaining: 1.49s
2: learn: 24.0981212 total: 108ms remaining: 968ms
3: learn: 23.8856272 total: 109ms remaining: 708ms
4: learn: 23.7258461 total: 132ms remaining: 660ms
5: learn: 23.5389973 total: 137ms remaining: 549ms
6: learn: 23.3778819 total: 166ms remaining: 546ms
7: learn: 23.1857522 total: 167ms remaining: 461ms
8: learn: 22.9917032 total: 169ms remaining: 394ms
9: learn: 22.8325898 total: 196ms remaining: 392ms
10: learn: 22.6763263 total: 223ms remaining: 385ms
11: learn: 22.5062911 total: 249ms remaining: 373ms
12: learn: 22.3421604 total: 273ms remaining: 357ms
13: learn: 22.1867580 total: 303ms remaining: 347ms
14: learn: 22.0222892 total: 329ms remaining: 329ms
15: learn: 21.8572079 total: 355ms remaining: 311ms
16: learn: 21.7088173 total: 381ms remaining: 292ms
17: learn: 21.5460847 total: 408ms remaining: 272ms
18: learn: 21.3820812 total: 433ms remaining: 251ms
19: learn: 21.2236921 total: 459ms remaining: 229ms
20: learn: 21.0771958 total: 486ms remaining: 208ms
21: learn: 20.9106885 total: 488ms remaining: 178ms
22: learn: 20.7355350 total: 491ms remaining: 149ms
23: learn: 20.5732689 total: 498ms remaining: 125ms
24: learn: 20.4311501 total: 527ms remaining: 105ms
25: learn: 20.2760728 total: 554ms remaining: 85.2ms
26: learn: 20.1344087 total: 581ms remaining: 64.6ms
27: learn: 20.0038326 total: 608ms remaining: 43.5ms
28: learn: 19.8496346 total: 635ms remaining: 21.9ms
29: learn: 19.7041228 total: 660ms remaining: 0us
========================================================
Results from Grid Search
========================================================
The best estimator across ALL searched params:
<catboost.core.CatBoostRegressor object at 0x1a1ffb8d30>
The best score across ALL searched params:
20.18877649489355
The best parameters across ALL searched params:
{'depth': 10, 'iterations': 30, 'learning_rate': 0.01}
========================================================