#!/usr/bin/env python

from argparse import Namespace

from pathlib import Path

path = Path('../data')

workdir=path/'workdir/lr'

args = Namespace(

  workdir=workdir,

  figdir=path/'figures',

  dataset_csv=path/'proc_dataset.csv',

  cols=['hadm_id', 'imminent_adm_label', 'prolonged_stay_label', 'processed_note', 'charttime', 'intime', 'chartinterval'],

  imminent_adm_cols=['hadm_id', 'processed_note', 'imminent_adm_label'],

  prolonged_stay_cols=['hadm_id', 'processed_note', 'prolonged_stay_label'],

  dates=['charttime', 'intime'],

  modeldir=workdir/'models',

  min_freq=3,

  ia_thresh=0.45,

  ps_thresh=0.41,

  start_seed=127,

  )

ia_params = {

  'class_weight': 'balanced',

  'solver': 'liblinear',

  'multi_class': 'ovr',

  'dual': True,

  'C': 0.336,

}  

ps_params = {

  'class_weight': 'balanced',

  'solver': 'liblinear',

  'multi_class': 'ovr',

  'dual': True,

}