<commit_before>GLM,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Test Description,Testcase ID,Type,,Family,,,,,Solver,,,,,,,,,,,,,,,Beta Constraints,,,,,,,,,,,,,Validated against R/Scikit,,Validation against R,,,Validation against Scikit,,,
,,,regression,classification,gaussian,binomial,poissan,gamma,tweedie,auto,IRLSM,L_BFGS,COORDINATE_DESCENT_NAIVE,COORDINATE_DESCENT,nfolds,fold_column,ignore_const_cols,offset_column,weights_column,alpha,lamda,lamda search,standardize,non negative,beta constraints,lower bound,upper bound,beta_given,intercept,prior,max active predictors ,regression/balanced/unbalanced,sparse,dense,train_dataset_id,validate_dataset_id,ignored_columns,R,Scikit,AUC,MSE,Accuracy,AUC,MSE,Accuracy,comments
,test_description,testcase_id,,,gaussian,binomial,poisson,gamma,tweedie,auto,irlsm,lbfgs,coordinate_descent_naive,coordinate_descent,_nfolds,_fold_column,_ignore_const_cols,_offset_column,_weights_column,_alpha,_lambda,_lambda_search,_standardize,_non_negative,betaConstraints,lowerBound,upperBound,,_intercept,_prior,_max_active_predictors,,,,train_dataset_id,validate_dataset_id,_ignored_columns,,,,,,,,,
Regression Dense Data beta constraints = enabled; lower bound > upper bound; lamda search=  enabled; alpha = 0,Regression_Gaussian_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_1,x,,x,,,,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_2,x,,x,,,,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_3,x,,x,,,,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_4,x,,x,,,,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_5,x,,x,,,,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_6,x,,x,,,,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Poisson_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_7,x,,,,x,,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_8,x,,,,x,,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_9,x,,,,x,,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_10,x,,,,x,,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_11,x,,,,x,,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_12,x,,,,x,,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Gamma_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_13,x,,,,,x,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_14,x,,,,,x,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_15,x,,,,,x,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_16,x,,,,,x,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_17,x,,,,,x,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_18,x,,,,,x,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
Regression Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Regression_Gaussian_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_19,x,,x,,,,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_20,x,,x,,,,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_21,x,,x,,,,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_22,x,,x,,,,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_23,x,,x,,,,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_24,x,,x,,,,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Poisson_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_25,x,,,,x,,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_26,x,,,,x,,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_27,x,,,,x,,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_28,x,,,,x,,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_29,x,,,,x,,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_30,x,,,,x,,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Gamma_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_31,x,,,,,x,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_32,x,,,,,x,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_33,x,,,,,x,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_34,x,,,,,x,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_35,x,,,,,x,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_36,x,,,,,x,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
Classification Balanced Dense Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Classification_Balanced data_Binomial_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_37,,x,,x,,,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_38,,x,,x,,,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_39,,x,,x,,,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_40,,x,,x,,,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_41,,x,,x,,,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_42,,x,,x,,,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
Classification Unbalanced Dense Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Classification_Unbalanced data_Binomial_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_43,,x,,x,,,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_44,,x,,x,,,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_45,,x,,x,,,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_46,,x,,x,,,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_47,,x,,x,,,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_48,,x,,x,,,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
Classification Balanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Classification_Balanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_49,,x,,x,,,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_50,,x,,x,,,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_51,,x,,x,,,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_52,,x,,x,,,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_53,,x,,x,,,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_54,,x,,x,,,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
Classification Unbalanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Classification_Unbalanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_55,,x,,x,,,,x,,,,,,,,,,0,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_56,,x,,x,,,,,x,,,,,,,,,0,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_57,,x,,x,,,,,,x,,,,,,,,0,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_58,,x,,x,,,,x,,,,,,,,,,0,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_59,,x,,x,,,,,x,,,,,,,,,0,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0,glm_neg_testcase_60,,x,,x,,,,,,x,,,,,,,,0,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Regression_Gamma_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_61,x,,,,,x,,x,,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_62,x,,,,,x,,,x,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_63,x,,,,,x,,,,x,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_64,x,,,,,x,,x,,,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_65,x,,,,,x,,,x,,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_66,x,,,,,x,,,,x,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
Regression Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0.5,Regression_Gaussian_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_67,x,,x,,,,,x,,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_68,x,,x,,,,,,x,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_69,x,,x,,,,,,,x,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_70,x,,x,,,,,x,,,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_71,x,,x,,,,,,x,,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_72,x,,x,,,,,,,x,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Poisson_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_73,x,,,,x,,,x,,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_74,x,,,,x,,,,x,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_75,x,,,,x,,,,,x,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_76,x,,,,x,,,x,,,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_77,x,,,,x,,,,x,,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_78,x,,,,x,,,,,x,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Gamma_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_79,x,,,,,x,,x,,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_80,x,,,,,x,,,x,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_81,x,,,,,x,,,,x,,,,,,,,0.5,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_82,x,,,,,x,,x,,,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_83,x,,,,,x,,,x,,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_84,x,,,,,x,,,,x,,,,,,,,0.5,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
Classification Balanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0.5,Classification_Balanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_85,,x,,x,,,,x,,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_86,,x,,x,,,,,x,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_87,,x,,x,,,,,,x,,,,,,,,0.5,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_88,,x,,x,,,,x,,,,,,,,,,0.5,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_89,,x,,x,,,,,x,,,,,,,,,0.5,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_90,,x,,x,,,,,,x,,,,,,,,0.5,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
Classification Unbalanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0.5,Classification_Unbalanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_91,,x,,x,,,,x,,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_92,,x,,x,,,,,x,,,,,,,,,0.5,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_93,,x,,x,,,,,,x,,,,,,,,0.5,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_94,,x,,x,,,,x,,,,,,,,,,0.5,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_95,,x,,x,,,,,x,,,,,,,,,0.5,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=0.5,glm_neg_testcase_96,,x,,x,,,,,,x,,,,,,,,0.5,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Regression_Gamma_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_97,x,,,,,x,,x,,,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_98,x,,,,,x,,,x,,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_99,x,,,,,x,,,,x,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_100,x,,,,,x,,x,,,,,,,,,,1,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_101,x,,,,,x,,,x,,,,,,,,,1,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_102,x,,,,,x,,,,x,,,,,,,,1,,x,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
Regression Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=1,Regression_Gaussian_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_103,x,,x,,,,,x,,,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_104,x,,x,,,,,,x,,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_105,x,,x,,,,,,,x,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_106,x,,x,,,,,x,,,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_107,x,,x,,,,,,x,,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_108,x,,x,,,,,,,x,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Poisson_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_109,x,,,,x,,,x,,,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_110,x,,,,x,,,,x,,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_111,x,,,,x,,,,,x,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_112,x,,,,x,,,x,,,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_113,x,,,,x,,,,x,,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_114,x,,,,x,,,,,x,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Gamma_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_115,x,,,,,x,,x,,,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_116,x,,,,,x,,,x,,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_117,x,,,,,x,,,,x,,,,,,,,1,,x,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_118,x,,,,,x,,x,,,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_119,x,,,,,x,,,x,,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_120,x,,,,,x,,,,x,,,,,,,,1,,x,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
Classification Balanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=1,Classification_Balanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_121,,x,,x,,,,x,,,,,,,,,,1,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_122,,x,,x,,,,,x,,,,,,,,,1,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_123,,x,,x,,,,,,x,,,,,,,,1,,x,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_124,,x,,x,,,,x,,,,,,,,,,1,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_125,,x,,x,,,,,x,,,,,,,,,1,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_126,,x,,x,,,,,,x,,,,,,,,1,,x,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
Classification Unbalanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=1,Classification_Unbalanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_127,,x,,x,,,,x,,,,,,,,,,1,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_128,,x,,x,,,,,x,,,,,,,,,1,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_129,,x,,x,,,,,,x,,,,,,,,1,,x,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_130,,x,,x,,,,x,,,,,,,,,,1,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_131,,x,,x,,,,,x,,,,,,,,,1,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Lambda_search_enabled_Alpha=1,glm_neg_testcase_132,,x,,x,,,,,,x,,,,,,,,1,,x,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
Classification : binomial : nfolds > observations,Classification_Balanced_data_Binomial_nfolds>observations,glm_neg_testcase_133,,x,,x,,,,,,,,,100,,,,,,,,,,,,,,,,,Balanced,,x,insurance_zero_one_weights,,,,,,,,,,,
Classification : binomial : nfolds = 1,Classification_Balanced_data_Binomial_nfolds=1,glm_neg_testcase_134,,x,,x,,,,,,,,,1,,,,,,,,,,,,,,,,,Balanced,,x,insurance_zero_one_weights,,,,,,,,,,,
Classification : binomial : nfolds = 20,Classification_Balanced_data_Binomial_nfolds=20,glm_neg_testcase_135,,x,,x,,,,,,,,,20,,,,,,,,,,,,,,,,,Balanced,,x,insurance_zero_one_weights,,,,,,,,,,,
Regression : gaussian : nfolds = 1,Regression_gaussian_nfolds=1,glm_neg_testcase_136,x,,x,,,,,,,,,,1,,,,,,,,,,,,,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
Regression : gaussian : nfolds = 20,Regression_gaussian_nfolds=20,glm_neg_testcase_137,x,,x,,,,,,,,,,20,,,,,,,,,,,,,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
Regression : gaussian : nfolds > observations,Regression_gaussian_nfolds>observations,glm_neg_testcase_138,x,,x,,,,,,,,,,100,,,,,,,,,,,,,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,<commit_msg>Updated GLM Negative testcases<commit_after>GLM,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Test Description,Testcase ID,Type,,Family,,,,,Solver,,,,,,,,,,,,,,,Beta Constraints,,,,,,,,,,,,,Validated against R/Scikit,,Validation against R,,,Validation against Scikit,,,
,,,regression,classification,gaussian,binomial,poissan,gamma,tweedie,auto,IRLSM,L_BFGS,COORDINATE_DESCENT_NAIVE,COORDINATE_DESCENT,nfolds,fold_column,ignore_const_cols,offset_column,weights_column,alpha,lamda,lamda search,standardize,non negative,beta constraints,lower bound,upper bound,beta_given,intercept,prior,max active predictors ,regression/balanced/unbalanced,sparse,dense,train_dataset_id,validate_dataset_id,ignored_columns,R,Scikit,AUC,MSE,Accuracy,AUC,MSE,Accuracy,comments
,test_description,testcase_id,,,gaussian,binomial,poisson,gamma,tweedie,auto,irlsm,lbfgs,coordinate_descent_naive,coordinate_descent,_nfolds,_fold_column,_ignore_const_cols,_offset_column,_weights_column,_alpha,_lambda,_lambda_search,_standardize,_non_negative,betaConstraints,lowerBound,upperBound,,_intercept,_prior,_max_active_predictors,,,,train_dataset_id,validate_dataset_id,_ignored_columns,,,,,,,,,
Regression Dense Data beta constraints = enabled; lower bound > upper bound; lamda search=  enabled; alpha = 0,Regression_Gaussian_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_1,x,,x,,,,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_2,x,,x,,,,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_3,x,,x,,,,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_4,x,,x,,,,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_5,x,,x,,,,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Gaussian_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_6,x,,x,,,,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
,Regression_Poisson_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_7,x,,,,x,,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_8,x,,,,x,,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_9,x,,,,x,,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_10,x,,,,x,,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_11,x,,,,x,,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Poisson_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_12,x,,,,x,,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,x,x,,,,,,,
,Regression_Gamma_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_13,x,,,,,x,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_14,x,,,,,x,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_15,x,,,,,x,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_16,x,,,,,x,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_17,x,,,,,x,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_18,x,,,,,x,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
Regression Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Regression_Gaussian_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_19,x,,x,,,,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_20,x,,x,,,,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_21,x,,x,,,,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_22,x,,x,,,,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_23,x,,x,,,,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_24,x,,x,,,,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Poisson_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_25,x,,,,x,,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_26,x,,,,x,,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_27,x,,,,x,,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_28,x,,,,x,,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_29,x,,,,x,,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_30,x,,,,x,,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Gamma_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_31,x,,,,,x,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_32,x,,,,,x,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_33,x,,,,,x,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_34,x,,,,,x,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_35,x,,,,,x,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_36,x,,,,,x,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
Classification Balanced Dense Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Classification_Balanced data_Binomial_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_37,,x,,x,,,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_38,,x,,x,,,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_39,,x,,x,,,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_40,,x,,x,,,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_41,,x,,x,,,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_42,,x,,x,,,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Balanced,,x,higgs_train_5k,higgs_test_5k,,x,x,,,,,,,
Classification Unbalanced Dense Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Classification_Unbalanced data_Binomial_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_43,,x,,x,,,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_44,,x,,x,,,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_45,,x,,x,,,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_46,,x,,x,,,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_47,,x,,x,,,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_48,,x,,x,,,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Unbalanced,,x,airquality_train2,airquality_validation2,,x,x,,,,,,,
Classification Balanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Classification_Balanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_49,,x,,x,,,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_50,,x,,x,,,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_51,,x,,x,,,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_52,,x,,x,,,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_53,,x,,x,,,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_54,,x,,x,,,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
Classification Unbalanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0,Classification_Unbalanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_55,,x,,x,,,,x,,,,,,,,,,0,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_56,,x,,x,,,,,x,,,,,,,,,0,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_57,,x,,x,,,,,,x,,,,,,,,0,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_58,,x,,x,,,,x,,,,,,,,,,0,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_59,,x,,x,,,,,x,,,,,,,,,0,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0,glm_neg_testcase_60,,x,,x,,,,,,x,,,,,,,,0,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Regression_Gamma_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_61,x,,,,,x,,x,,,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_62,x,,,,,x,,,x,,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_63,x,,,,,x,,,,x,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_64,x,,,,,x,,x,,,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_65,x,,,,,x,,,x,,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_66,x,,,,,x,,,,x,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
Regression Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0.5,Regression_Gaussian_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_67,x,,x,,,,,x,,,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_68,x,,x,,,,,,x,,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_69,x,,x,,,,,,,x,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_70,x,,x,,,,,x,,,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_71,x,,x,,,,,,x,,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_72,x,,x,,,,,,,x,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Poisson_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_73,x,,,,x,,,x,,,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_74,x,,,,x,,,,x,,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_75,x,,,,x,,,,,x,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_76,x,,,,x,,,x,,,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_77,x,,,,x,,,,x,,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_78,x,,,,x,,,,,x,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Gamma_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_79,x,,,,,x,,x,,,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_80,x,,,,,x,,,x,,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_81,x,,,,,x,,,,x,,,,,,,,0.5,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_82,x,,,,,x,,x,,,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_83,x,,,,,x,,,x,,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_84,x,,,,,x,,,,x,,,,,,,,0.5,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
Classification Balanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0.5,Classification_Balanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_85,,x,,x,,,,x,,,,,,,,,,0.5,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_86,,x,,x,,,,,x,,,,,,,,,0.5,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_87,,x,,x,,,,,,x,,,,,,,,0.5,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_88,,x,,x,,,,x,,,,,,,,,,0.5,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_89,,x,,x,,,,,x,,,,,,,,,0.5,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_90,,x,,x,,,,,,x,,,,,,,,0.5,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
Classification Unbalanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=0.5,Classification_Unbalanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_91,,x,,x,,,,x,,,,,,,,,,0.5,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_92,,x,,x,,,,,x,,,,,,,,,0.5,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_93,,x,,x,,,,,,x,,,,,,,,0.5,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_94,,x,,x,,,,x,,,,,,,,,,0.5,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_95,,x,,x,,,,,x,,,,,,,,,0.5,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=0.5,glm_neg_testcase_96,,x,,x,,,,,,x,,,,,,,,0.5,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Regression_Gamma_Auto_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_97,x,,,,,x,,x,,,,,,,,,,1,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_98,x,,,,,x,,,x,,,,,,,,,1,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_99,x,,,,,x,,,,x,,,,,,,,1,,,x,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_100,x,,,,,x,,x,,,,,,,,,,1,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_101,x,,,,,x,,,x,,,,,,,,,1,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Dense_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_102,x,,,,,x,,,,x,,,,,,,,1,,,,,x,100,0,,,,,Regression,,x,insurance_train1,insurance_validation1,,,,,,,,,,
Regression Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=1,Regression_Gaussian_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_103,x,,x,,,,,x,,,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_104,x,,x,,,,,,x,,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_105,x,,x,,,,,,,x,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_106,x,,x,,,,,x,,,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_107,x,,x,,,,,,x,,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Gaussian_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_108,x,,x,,,,,,,x,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,sparse_gaussian_train,sparse_gaussian_test,,,,,,,,,,
,Regression_Poisson_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_109,x,,,,x,,,x,,,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_110,x,,,,x,,,,x,,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_111,x,,,,x,,,,,x,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_112,x,,,,x,,,x,,,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_113,x,,,,x,,,,x,,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Poisson_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_114,x,,,,x,,,,,x,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_poisson_train,synthetic_sparse_poisson_test,,,,,,,,,,
,Regression_Gamma_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_115,x,,,,,x,,x,,,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_116,x,,,,,x,,,x,,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_117,x,,,,,x,,,,x,,,,,,,,1,,,x,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_118,x,,,,,x,,x,,,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_119,x,,,,,x,,,x,,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
,Regression_Gamma_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_120,x,,,,,x,,,,x,,,,,,,,1,,,,,x,100,0,,,,,Regression,x,,synthetic_sparse_gamma_train,synthetic_sparse_gamma_test,,,,,,,,,,
Classification Balanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=1,Classification_Balanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_121,,x,,x,,,,x,,,,,,,,,,1,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_122,,x,,x,,,,,x,,,,,,,,,1,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_123,,x,,x,,,,,,x,,,,,,,,1,,,x,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_124,,x,,x,,,,x,,,,,,,,,,1,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_125,,x,,x,,,,,x,,,,,,,,,1,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
,Classification_Balanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_126,,x,,x,,,,,,x,,,,,,,,1,,,,,x,100,0,,,,,Balanced,x,,mnist_train,mnist_test,,x,x,,,,,,,
Classification Unbalanced Sparse Data with beta constraints enabled; lower bound > upper bound; lamda search enabled and alpha=1,Classification_Unbalanced data_Binomial_Auto_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_127,,x,,x,,,,x,,,,,,,,,,1,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_128,,x,,x,,,,,x,,,,,,,,,1,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Standardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_129,,x,,x,,,,,,x,,,,,,,,1,,,x,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_Auto_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_130,,x,,x,,,,x,,,,,,,,,,1,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_IRLSM_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_131,,x,,x,,,,,x,,,,,,,,,1,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
,Classification_Unbalanced data_Binomial_LBFGS_Unstandardized_Sparse_Beta constraints enabled_Lower bound > Upper bound_Alpha=1,glm_neg_testcase_132,,x,,x,,,,,,x,,,,,,,,1,,,,,x,100,0,,,,,Unbalanced,x,,mnist_sparse_binary_unbalanced_train,mnist_sparse_binary_unbalanced_test,,x,x,,,,,,,
Classification : binomial : nfolds > observations,Classification_Balanced_data_Binomial_nfolds>observations,glm_neg_testcase_133,,x,,x,,,,,,,,,100,,,,,,,,,,,,,,,,,Balanced,,x,insurance_zero_one_weights,,,,,,,,,,,
Classification : binomial : nfolds = 1,Classification_Balanced_data_Binomial_nfolds=1,glm_neg_testcase_134,,x,,x,,,,,,,,,1,,,,,,,,,,,,,,,,,Balanced,,x,insurance_zero_one_weights,,,,,,,,,,,
Classification : binomial : nfolds = 20,Classification_Balanced_data_Binomial_nfolds=20,glm_neg_testcase_135,,x,,x,,,,,,,,,20,,,,,,,,,,,,,,,,,Balanced,,x,insurance_zero_one_weights,,,,,,,,,,,
Regression : gaussian : nfolds = 1,Regression_gaussian_nfolds=1,glm_neg_testcase_136,x,,x,,,,,,,,,,1,,,,,,,,,,,,,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
Regression : gaussian : nfolds = 20,Regression_gaussian_nfolds=20,glm_neg_testcase_137,x,,x,,,,,,,,,,20,,,,,,,,,,,,,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
Regression : gaussian : nfolds > observations,Regression_gaussian_nfolds>observations,glm_neg_testcase_138,x,,x,,,,,,,,,,100,,,,,,,,,,,,,,,,,Regression,,x,airquality_train1,airquality_validation1,,x,x,,,,,,,
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{'dir': 'git-commits-cleaned', 'id': '2358210', 'n_tokens_mistral': 27861, 'n_tokens_neox': 27547, 'n_words': 2146}