harikrishna1985 commited on
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Upload tuning_results.csv with huggingface_hub

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  1. tuning_results.csv +69 -0
tuning_results.csv ADDED
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+ model_name,params,accuracy,f1_weighted
2
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.670079344765805,0.6530733232178255
3
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6721269516252879,0.6520655236443018
4
+ gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42}",0.6695674430509342,0.6496913977842397
5
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6690555413360635,0.649488303396053
6
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6654722293319683,0.649382731691848
7
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6664960327617098,0.6493053065576623
8
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6670079344765805,0.6486574001766434
9
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6670079344765805,0.6479942862320617
10
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.663936524187356,0.6479799452723846
11
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6677757870488866,0.6478489926688406
12
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.668031737906322,0.6478345910877996
13
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6677757870488866,0.6473905324190372
14
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6682876887637573,0.6472373693577901
15
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6667519836191451,0.6467637815522576
16
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6641924750447914,0.6458521644641771
17
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6652162784745329,0.6457060805809345
18
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.665984131046839,0.645662406607231
19
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6644484259022267,0.6456241815964866
20
+ gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42}",0.6654722293319683,0.6455790280757606
21
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6641924750447914,0.645298105640108
22
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6636805733299207,0.6447574015328521
23
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6657281801894036,0.6446332421942054
24
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6608651138981315,0.6444492338214949
25
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6616329664704377,0.6441376141612325
26
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6626567699001792,0.6438995951903286
27
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6644484259022267,0.6438007511265015
28
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6613770156130023,0.643705966990052
29
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6675198361914513,0.643318473382764
30
+ gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42}",0.6629127207576145,0.6432112436376286
31
+ gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42}",0.6670079344765805,0.6428953852534792
32
+ gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42}",0.6647043767596621,0.6427105885077777
33
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6624008190427438,0.642669423202758
34
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6595853596109547,0.6420926201121446
35
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6652162784745329,0.6415400263936891
36
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6657281801894036,0.6414597259502758
37
+ gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42}",0.6613770156130023,0.6410083030740117
38
+ xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6641924750447914,0.6404438185233334
39
+ gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42}",0.6621448681853084,0.6402250630080955
40
+ adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 50, ""random_state"": 42}",0.6570258510366009,0.6401577997591952
41
+ adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 200, ""random_state"": 42}",0.6664960327617098,0.6398862954924145
42
+ xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6598413104683901,0.6397292770404908
43
+ random_forest,"{""max_depth"": 10, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6626567699001792,0.6395489075715091
44
+ adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 200, ""random_state"": 42}",0.6567699001791656,0.6394045447165251
45
+ adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 100, ""random_state"": 42}",0.6560020476068594,0.6386521384284701
46
+ random_forest,"{""max_depth"": 10, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6626567699001792,0.6384200623158989
47
+ decision_tree,"{""max_depth"": 5, ""min_samples_split"": 5, ""random_state"": 42}",0.6598413104683901,0.6381949192978146
48
+ decision_tree,"{""max_depth"": 5, ""min_samples_split"": 2, ""random_state"": 42}",0.6598413104683901,0.6381949192978146
49
+ gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42}",0.654978244177118,0.6375766983642691
50
+ adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 100, ""random_state"": 42}",0.6644484259022267,0.6370020296100807
51
+ random_forest,"{""max_depth"": 10, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6613770156130023,0.6363417436259146
52
+ random_forest,"{""max_depth"": 10, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.659073457896084,0.635969775271737
53
+ bagging,"{""n_estimators"": 100, ""random_state"": 42}",0.6475556693114922,0.6346076176598076
54
+ random_forest,"{""max_depth"": null, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6501151778858459,0.6321914276881256
55
+ decision_tree,"{""max_depth"": 10, ""min_samples_split"": 2, ""random_state"": 42}",0.6375735858715127,0.631692687919131
56
+ bagging,"{""n_estimators"": 50, ""random_state"": 42}",0.6426926030202201,0.631604379423815
57
+ random_forest,"{""max_depth"": null, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6478116201689276,0.6311433927669958
58
+ random_forest,"{""max_depth"": null, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6452521115945739,0.6305723834510608
59
+ random_forest,"{""max_depth"": null, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.64601996416688,0.6299649259316764
60
+ decision_tree,"{""max_depth"": 10, ""min_samples_split"": 5, ""random_state"": 42}",0.6334783721525468,0.6283497191790549
61
+ adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 50, ""random_state"": 42}",0.6644484259022267,0.6268721945232794
62
+ decision_tree,"{""max_depth"": 3, ""min_samples_split"": 2, ""random_state"": 42}",0.6403890453033018,0.6267806519064437
63
+ decision_tree,"{""max_depth"": 3, ""min_samples_split"": 5, ""random_state"": 42}",0.6403890453033018,0.6267806519064437
64
+ random_forest,"{""max_depth"": 5, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.661121064755567,0.6170372115002792
65
+ random_forest,"{""max_depth"": 5, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6595853596109547,0.6167421974329117
66
+ random_forest,"{""max_depth"": 5, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6593294087535193,0.6167209001277381
67
+ random_forest,"{""max_depth"": 5, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6606091630406962,0.6166399228684153
68
+ decision_tree,"{""max_depth"": null, ""min_samples_split"": 2, ""random_state"": 42}",0.5930381366777578,0.5920715480484501
69
+ decision_tree,"{""max_depth"": null, ""min_samples_split"": 5, ""random_state"": 42}",0.5851036600972613,0.5862663887516638