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results.txt
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10k---------------------------------------------------
naive_bayes model accuracy : 0.835972
random_forest model accuracy : 0.663746
linear_SVC model accuracy : 0.811365
gradient_boosted_tree model accuracy : 0.725296
naive_bayes train time : 3.854899
random_forest train time : 123.410839
linear_SVC train time : 180.843782
gradient_boosted_tree train time : 367.841380
20k---------------------------------------------------
naive_bayes model accuracy : 0.860049
random_forest model accuracy : 0.646830
linear_SVC model accuracy : 0.837151
gradient_boosted_tree model accuracy : 0.745277
naive_bayes train time : 5.102865
random_forest train time : 195.156193
linear_SVC train time : 310.532883
gradient_boosted_tree train time : 618.261836
30k---------------------------------------------------
naive_bayes model accuracy : 0.878311
random_forest model accuracy : 0.665542
linear_SVC model accuracy : 0.860753
gradient_boosted_tree model accuracy : 0.749037
naive_bayes train time : 6.353689
random_forest train time : 270.597197
linear_SVC train time : 454.295745
gradient_boosted_tree train time : 796.224929
40k---------------------------------------------------
naive_bayes model accuracy : 0.902950
random_forest model accuracy : 0.713215
linear_SVC model accuracy : 0.907803
gradient_boosted_tree model accuracy : 0.742129
naive_bayes train time : 6.678290
random_forest train time : 325.994297
linear_SVC train time : 585.235618
gradient_boosted_tree train time : 942.653721
50k---------------------------------------------------
naive_bayes model accuracy : 0.911023
random_forest model accuracy : 0.707077
linear_SVC model accuracy : 0.934619
gradient_boosted_tree model accuracy : 0.741906
naive_bayes train time : 8.816955
random_forest train time : 399.921631
linear_SVC train time : 777.502382
gradient_boosted_tree train time : 1064.132052
full--------------------------------------------------
naive_bayes model accuracy : 0.911108
random_forest model accuracy : 0.723214
linear_SVC model accuracy : 0.945845
gradient_boosted_tree model accuracy : 0.741221
naive_bayes train time : 7.719640
random_forest train time : 423.101722
linear_SVC train time : 803.289576
gradient_boosted_tree train time : 1193.619862