Raw data (Models evaluation)

Parameter	All_parametervariables	wide_selection_of_biology_and_chemistry_variables	chemistry_variables	biology_variables	few_selected_biology_variables	Experiment
Sensitivity	0.98894661	0.58980878	0.98850448	0.50712944	0.4587156	Rpart
Specificity	0.99125856	0.96096191	0.99122345	0.93754608	0.94653326	Rpart
Pos Pred Value	0.97292301	0.82754342	0.9728054	0.72059054	0.73153534	Rpart
Neg Pred Value	0.99647092	0.88061382	0.99633015	0.85692283	0.84629147	Rpart
Precision	0.97292301	0.82754342	0.9728054	0.72059054	0.73153534	Rpart
Recall	0.98894661	0.58980878	0.98850448	0.50712944	0.4587156	Rpart
F1	0.98086937	0.6887383	0.98059211	0.59530297	0.5638587	Rpart
Prevalence	0.24104764	0.24104764	0.24104764	0.24104764	0.24104764	Rpart
Detection Rate	0.23838325	0.14217201	0.23827667	0.12224235	0.11057231	Rpart
Detection Prevalence	0.24501758	0.17180006	0.24493765	0.16964191	0.15115102	Rpart
Balanced Accuracy	0.99010258	0.77538534	0.98986396	0.72233776	0.70262443	Rpart
Accuracy	0.99070127	0.87149632	0.99056805	0.83379516	0.82894597	Rpart
Kappa	0.97472782	0.61062289	0.97436287	0.49467372	0.4643337	Rpart
AccuracyLower	0.98967799	0.86806863	0.98953793	0.82998989	0.82509766	Rpart
AccuracyUpper	0.9916475	0.87486643	0.99152116	0.83754871	0.83274331	Rpart
AccuracyNull	0.75895236	0.75895236	0.75895236	0.75895236	0.75895236	Rpart
AccuracyPValue	0	0	0	1.43E-273	4.21E-238	Rpart
McnemarPValue	2.33E-15	2.75E-306	1.29E-14	3.43E-252	0	Rpart
Sensitivity	0.59290372	0.59290372	0.33856527	0.51597215	0.47816956	NB
Specificity	0.83809022	0.83809022	0.93189398	0.77984904	0.84830613	NB
Pos Pred Value	0.53769046	0.53769046	0.61223266	0.42673005	0.50028912	NB
Neg Pred Value	0.8663449	0.8663449	0.81604107	0.83533261	0.83655877	NB
Precision	0.53769046	0.53769046	0.61223266	0.42673005	0.50028912	NB
Recall	0.59290372	0.59290372	0.33856527	0.51597215	0.47816956	NB
F1	0.5639489	0.5639489	0.43601423	0.46712699	0.48897932	NB
Prevalence	0.24104764	0.24104764	0.24104764	0.24104764	0.24104764	NB
Detection Rate	0.14291804	0.14291804	0.08161036	0.12437387	0.11526164	NB
Detection Prevalence	0.26579985	0.26579985	0.13329958	0.29145796	0.23039007	NB
Balanced Accuracy	0.71549697	0.71549697	0.63522962	0.64791059	0.66323784	NB
Accuracy	0.7789886	0.7789886	0.78887349	0.71624214	0.75908558	NB
Kappa	0.41640473	0.41640473	0.31913152	0.27611884	0.33147618	NB
AccuracyLower	0.77475599	0.77475599	0.78470911	0.7116513	0.75472594	NB
AccuracyUpper	0.783178	0.783178	0.79299313	0.7207995	0.7634051	NB
AccuracyNull	0.75895236	0.75895236	0.75895236	0.75895236	0.75895236	NB
AccuracyPValue	2.65E-20	2.65E-20	2.56E-43	1	0.47875926	NB
McnemarPValue	2.22E-24	2.22E-24	0	5.34E-75	2.72E-05	NB
Sensitivity	0.98319885	0.98905715	0.96761357	0.41593899	0.98297778	RF
Specificity	0.99571704	0.99799895	0.99905213	0.96517465	0.9971915	RF
Pos Pred Value	0.98647	0.99367018	0.99692518	0.7913775	0.99108436	RF
Neg Pred Value	0.99466947	0.9965296	0.98980905	0.8387894	0.99460765	RF
Precision	0.98647	0.99367018	0.99692518	0.7913775	0.99108436	RF
Recall	0.98319885	0.98905715	0.96761357	0.41593899	0.98297778	RF
F1	0.98483171	0.9913583	0.98205071	0.54528329	0.98701443	RF
Prevalence	0.24104764	0.24104764	0.24104764	0.24104764	0.24104764	RF
Detection Rate	0.23699776	0.23840989	0.23324097	0.10026111	0.23694447	RF
Detection Prevalence	0.24024832	0.23992859	0.23396035	0.12669189	0.23907599	RF
Balanced Accuracy	0.98945795	0.99352805	0.98333285	0.69055682	0.99008464	RF
Accuracy	0.99269956	0.99584355	0.99147394	0.83278269	0.99376532	RF
Kappa	0.98002471	0.98862205	0.97646145	0.45471781	0.98291242	RF
AccuracyLower	0.99178575	0.99513943	0.99049141	0.82896834	0.99291623	RF
AccuracyUpper	0.99353584	0.99646914	0.99237925	0.83654548	0.99453658	RF
AccuracyNull	0.75895236	0.75895236	0.75895236	0.75895236	0.75895236	RF
AccuracyPValue	0	0	0	6.12E-266	0	RF
McnemarPValue	0.07978171	0.00102845	1.19E-49	0	1.82E-06	RF

Raw data (Models evaluation)

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