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  1. scalerList = ["STAN", "MINMAX", "MAXABS", "ROBUST", "PT"]
  2. imbalancerList = ["SMOTE", "RUS", "SMOTEENN"]
  3. classifierList = ["SVM", "RF", "GBC"]
  4. complete_pipelines = []
  5. pipeline_steps = []
  6. for scaler in scalerList:
  7.     for imbalancer in imbalancerList:
  8.         for classifier in classifierList:
  9.             complete_pipelines.append([scaler,imbalancer,classifier ])
  10.  
  11. print(complete_pipelines)
Success #stdin #stdout 0.05s 63336KB
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[['STAN', 'SMOTE', 'SVM'], ['STAN', 'SMOTE', 'RF'], ['STAN', 'SMOTE', 'GBC'], ['STAN', 'RUS', 'SVM'], ['STAN', 'RUS', 'RF'], ['STAN', 'RUS', 'GBC'], ['STAN', 'SMOTEENN', 'SVM'], ['STAN', 'SMOTEENN', 'RF'], ['STAN', 'SMOTEENN', 'GBC'], ['MINMAX', 'SMOTE', 'SVM'], ['MINMAX', 'SMOTE', 'RF'], ['MINMAX', 'SMOTE', 'GBC'], ['MINMAX', 'RUS', 'SVM'], ['MINMAX', 'RUS', 'RF'], ['MINMAX', 'RUS', 'GBC'], ['MINMAX', 'SMOTEENN', 'SVM'], ['MINMAX', 'SMOTEENN', 'RF'], ['MINMAX', 'SMOTEENN', 'GBC'], ['MAXABS', 'SMOTE', 'SVM'], ['MAXABS', 'SMOTE', 'RF'], ['MAXABS', 'SMOTE', 'GBC'], ['MAXABS', 'RUS', 'SVM'], ['MAXABS', 'RUS', 'RF'], ['MAXABS', 'RUS', 'GBC'], ['MAXABS', 'SMOTEENN', 'SVM'], ['MAXABS', 'SMOTEENN', 'RF'], ['MAXABS', 'SMOTEENN', 'GBC'], ['ROBUST', 'SMOTE', 'SVM'], ['ROBUST', 'SMOTE', 'RF'], ['ROBUST', 'SMOTE', 'GBC'], ['ROBUST', 'RUS', 'SVM'], ['ROBUST', 'RUS', 'RF'], ['ROBUST', 'RUS', 'GBC'], ['ROBUST', 'SMOTEENN', 'SVM'], ['ROBUST', 'SMOTEENN', 'RF'], ['ROBUST', 'SMOTEENN', 'GBC'], ['PT', 'SMOTE', 'SVM'], ['PT', 'SMOTE', 'RF'], ['PT', 'SMOTE', 'GBC'], ['PT', 'RUS', 'SVM'], ['PT', 'RUS', 'RF'], ['PT', 'RUS', 'GBC'], ['PT', 'SMOTEENN', 'SVM'], ['PT', 'SMOTEENN', 'RF'], ['PT', 'SMOTEENN', 'GBC']]
https://ideone.com/tftPGd
language:
Python (PyPy 2.7.13)
created:
5 years ago
visibility:
public

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