feature-list.ipynb

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    "all_features = ['GENDER',\n",
    "'AGE_AT_ADMISSION',\n",
    "'AKI',\n",
    "'ELIXHAUSER_SCORE',\n",
    "'AIDS',\n",
    "'ALCOHOL_ABUSE',\n",
    "'BLOOD_LOSS_ANEMIA',\n",
    "'CARDIAC_ARRHYTHMIAS',\n",
    "'CHRONIC_PULMONARY',\n",
    "'COAGULOPATHY',\n",
    "'CONGESTIVE_HEART_FAILURE',\n",
    "'DEFICIENCY_ANEMIAS',\n",
    "'DEPRESSION',\n",
    "'DIABETES_COMPLICATED',\n",
    "'DIABETES_UNCOMPLICATED',\n",
    "'DRUG_ABUSE',\n",
    "'FLUID_ELECTROLYTE',\n",
    "'HYPERTENSION',\n",
    "'HYPOTHYROIDISM',\n",
    "'LIVER_DISEASE',\n",
    "'LYMPHOMA',\n",
    "'METASTATIC_CANCER',\n",
    "'OBESITY',\n",
    "'OTHER_NEUROLOGICAL',\n",
    "'PARALYSIS',\n",
    "'PEPTIC_ULCER',\n",
    "'PERIPHERAL_VASCULAR',\n",
    "'PSYCHOSES',\n",
    "'PULMONARY_CIRCULATION',\n",
    "'RENAL_FAILURE',\n",
    "'RHEUMATOID_ARTHRITIS',\n",
    "'SOLID_TUMOR',\n",
    "'VALVULAR_DISEASE',\n",
    "'WEIGHT_LOSS',\n",
    "'BUN_DTS_1.0',\n",
    "'BUN_DTS_2.0',\n",
    "'BUN_DTS_3.0',\n",
    "'BLD_CREA_DTS_1.0',\n",
    "'BLD_CREA_DTS_2.0',\n",
    "'BLD_CREA_DTS_3.0',\n",
    "'ANION_GAP_DTS_1.0',\n",
    "'ANION_GAP_DTS_2.0',\n",
    "'ANION_GAP_DTS_3.0',\n",
    "'ALBUMIN_DTS_1.0',\n",
    "'ALBUMIN_DTS_2.0',\n",
    "'ALBUMIN_DTS_3.0',\n",
    "'BILIRUBIN_DTS_1.0',\n",
    "'BILIRUBIN_DTS_2.0',\n",
    "'BILIRUBIN_DTS_3.0',\n",
    "'CHLORIDE_DTS_1.0',\n",
    "'CHLORIDE_DTS_2.0',\n",
    "'CHLORIDE_DTS_3.0',\n",
    "'CHLORIDE_(WHOLE_BLOOD)_DTS_1.0',\n",
    "'CHLORIDE_(WHOLE_BLOOD)_DTS_2.0',\n",
    "'CHLORIDE_(WHOLE_BLOOD)_DTS_3.0',\n",
    "'GLUCOSE_DTS_1.0',\n",
    "'GLUCOSE_DTS_2.0',\n",
    "'GLUCOSE_DTS_3.0',\n",
    "'GLUCOSE_(BLOOD_GAS)_DTS_1.0',\n",
    "'GLUCOSE_(BLOOD_GAS)_DTS_2.0',\n",
    "'GLUCOSE_(BLOOD_GAS)_DTS_3.0',\n",
    "'HEMATOCRIT_DTS_1.0',\n",
    "'HEMATOCRIT_DTS_2.0',\n",
    "'HEMATOCRIT_DTS_3.0',\n",
    "'HEMATOCRIT_(CALCULATED)_DTS_1.0',\n",
    "'HEMATOCRIT_(CALCULATED)_DTS_2.0',\n",
    "'HEMATOCRIT_(CALCULATED)_DTS_3.0',\n",
    "'HEMOGLOBIN_DTS_1.0',\n",
    "'HEMOGLOBIN_DTS_2.0',\n",
    "'HEMOGLOBIN_DTS_3.0',\n",
    "'HEMOGLOBIN_(BLOOD_GAS)_DTS_1.0',\n",
    "'HEMOGLOBIN_(BLOOD_GAS)_DTS_2.0',\n",
    "'HEMOGLOBIN_(BLOOD_GAS)_DTS_3.0',\n",
    "'LACTATE_DTS_1.0',\n",
    "'LACTATE_DTS_2.0',\n",
    "'LACTATE_DTS_3.0',\n",
    "'PLATELET_COUNT_DTS_1.0',\n",
    "'PLATELET_COUNT_DTS_2.0',\n",
    "'PLATELET_COUNT_DTS_3.0',\n",
    "'POTASSIUM_DTS_1.0',\n",
    "'POTASSIUM_DTS_2.0',\n",
    "'POTASSIUM_DTS_3.0',\n",
    "'POTASSIUM_WHOLE_BLOOD_DTS_1.0',\n",
    "'POTASSIUM_WHOLE_BLOOD_DTS_2.0',\n",
    "'POTASSIUM_WHOLE_BLOOD_DTS_3.0',\n",
    "'PTT_DTS_1.0',\n",
    "'PTT_DTS_2.0',\n",
    "'PTT_DTS_3.0',\n",
    "'INR(PT)_DTS_1.0',\n",
    "'INR(PT)_DTS_2.0',\n",
    "'INR(PT)_DTS_3.0',\n",
    "'PT_DTS_1.0',\n",
    "'PT_DTS_2.0',\n",
    "'PT_DTS_3.0',\n",
    "'SODIUM_DTS_1.0',\n",
    "'SODIUM_DTS_2.0',\n",
    "'SODIUM_DTS_3.0',\n",
    "'SODIUM_(WHOLE_BLOOD)_DTS_1.0',\n",
    "'SODIUM_(WHOLE_BLOOD)_DTS_2.0',\n",
    "'SODIUM_(WHOLE_BLOOD)_DTS_3.0',\n",
    "'WHITE_BLOOD_CELLS_DTS_1.0',\n",
    "'WHITE_BLOOD_CELLS_DTS_2.0',\n",
    "'WHITE_BLOOD_CELLS_DTS_3.0',\n",
    "'WBC_COUNT_DTS_3.0']\n",
    "\n",
    "top_features = ['BILIRUBIN_DTS_2.0', 'HEMATOCRIT_DTS_3.0', 'HEMOGLOBIN_DTS_2.0', 'COAGULOPATHY', 'VALVULAR_DISEASE', 'PT_DTS_1.0', 'HEMOGLOBIN_DTS_3.0', 'ALCOHOL_ABUSE', 'DIABETES_COMPLICATED', 'LIVER_DISEASE', 'OBESITY', 'BLD CREA_DTS_3.0', 'BLD CREA_DTS_2.0', 'DRUG_ABUSE', 'FLUID_ELECTROLYTE', 'ELIXHAUSER_SCORE', 'BUN_DTS_2.0', 'BUN_DTS_1.0', 'BLD CREA_DTS_1.0', 'BUN_DTS_3.0', 'RENAL_FAILURE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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