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Data Preprocessing - eICU

mainPipeline_step1.ipynb

  • Data Extraction : Select a cohort to include in the analysis
  • Feature Selection : Select a relational DB table and variable(using feature list file)
  • Cleaning of Features : performing outlier removal and unit conversion

mainPipeline_step2.ipynb

  • Limit Length of stay : cohort restriction
  • Time resampling : Time resampling
  • Tabularize EHR : making dataframe, saving to csv file

mainPipeline_step3.ipynb

  • feature extraction
  • Annotation

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