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LazyModels.txt
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LazyModels.txt
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# -*- coding: utf-8 -*-
"""
Created on Tue Jan 11 00:31:19 2022
@author: jules
"""
Accuracy Balanced Accuracy ROC AUC F1 Score Time Taken
Model
XGBClassifier 0.98 0.98 None 0.98 460.60
LGBMClassifier 0.97 0.97 None 0.97 144.38
ExtraTreesClassifier 0.97 0.97 None 0.97 51.33
RandomForestClassifier 0.97 0.97 None 0.97 44.71
SVC 0.97 0.97 None 0.97 830.54
KNeighborsClassifier 0.94 0.94 None 0.94 712.00
BaggingClassifier 0.94 0.94 None 0.94 132.95
LogisticRegression 0.92 0.92 None 0.92 11.67
CalibratedClassifierCV 0.91 0.91 None 0.91 1660.85
LinearSVC 0.91 0.91 None 0.91 470.79
SGDClassifier 0.89 0.89 None 0.90 293.44
PassiveAggressiveClassifier 0.89 0.89 None 0.89 15.92
Perceptron 0.88 0.88 None 0.88 10.61
DecisionTreeClassifier 0.88 0.87 None 0.88 25.21
LinearDiscriminantAnalysis 0.87 0.87 None 0.87 13.51
NuSVC 0.87 0.87 None 0.87 6892.04
RidgeClassifier 0.86 0.86 None 0.86 3.61
RidgeClassifierCV 0.86 0.86 None 0.86 10.64
BernoulliNB 0.84 0.84 None 0.84 2.80
ExtraTreeClassifier 0.81 0.81 None 0.81 2.77
NearestCentroid 0.81 0.81 None 0.81 2.84
AdaBoostClassifier 0.73 0.73 None 0.73 97.62
QuadraticDiscriminantAnalysis 0.53 0.53 None 0.47 8.87
GaussianNB 0.52 0.52 None 0.48 3.51
DummyClassifier 0.10 0.10 None 0.10 2.26