{% set base = '.' %} {% set columns = data.columns.tolist() %} {% set CLASSIFICTION_MODELS = [ 'LogisticRegression', 'BernoulliNB', 'Perceptron', 'PassiveAggressiveClassifier', 'SVC', 'NuSVC', 'LinearSVC', 'KNeighborsClassifier', 'GaussianNB', 'DecisionTreeClassifier', 'RandomForestClassifier', 'MLPClassifier'] %} {% set REGRESSION_MODELS = [ 'LinearRegression', 'PassiveAggressiveRegressor', 'SVR', 'NuSVR', 'LinearSVR', 'KNeighborsRegressor', 'DecisionTreeRegressor', 'RandomForestRegressor', 'MLPRegressor'] %} {% set tcol = handler.store.load('target_col', False) %} {% set CLASSIFICTION_METRICS = { 'Accuracy': 'accuracy', 'Balanced Accuracy': 'balanced_accuracy', 'ROC AUC': 'roc_auc', 'F1 Score': 'f1_weighted' }%} {% set REGRESSION_METRICS = { 'R2': 'r2', 'Explained Variance': 'explained_variance', 'Max Error': 'max_error', 'Negative Mean Absolute Error': 'neg_mean_absolute_error', 'Negative Mean Squared Error': 'neg_mean_squared_error', 'Negative Root Mean Squared Error': 'neg_root_mean_squared_error' }%}

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