IMO you have 2 possibilities, look for an current curated databases (eg KEGG pathway databases or biocyc) or have a listing/dictionary that you choose to research as a result of.
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There is absolutely no “finest” see. My assistance is to try developing types from distinctive sights of the information and see which ends up in greater skill. Even contemplate building an ensemble of models made from different views of the information together.
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The scikit-discover library gives the SelectKBest course which might be utilised with a collection of various statistical exams to pick out a selected quantity of options.
Statistical assessments may be used to pick out These capabilities that have the strongest connection Together with the output variable.
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I did test both scenario but results are various, exemple (initially scenario column A go now and B are essential but next situation column C and D are crucial)
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