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---
dataset_info:
  features:
  - name: subject_id
    dtype: int64
  - name: _id
    dtype: int64
  - name: note_id
    dtype: string
  - name: note_type
    dtype: string
  - name: note_subtype
    dtype: string
  - name: text
    dtype: string
  - name: diagnosis_codes
    sequence: string
  - name: diagnosis_code_type
    dtype: string
  - name: diagnosis_code_spans
    sequence:
      sequence:
        sequence: int64
  - name: procedure_codes
    sequence: string
  - name: procedure_code_type
    dtype: string
  - name: procedure_code_spans
    sequence:
      sequence:
        sequence: int64
  - name: 'Discharge Disposition:'
    dtype: string
  - name: 'Brief Hospital Course:'
    dtype: string
  - name: 'Discharge Diagnosis:'
    dtype: string
  - name: 'Major Surgical or Invasive Procedure:'
    dtype: string
  - name: 'Discharge Condition:'
    dtype: string
  - name: 'Past Medical History:'
    dtype: string
  - name: 'History of Present Illness:'
    dtype: string
  - name: 'Social History:'
    dtype: string
  - name: 'Physical Exam:'
    dtype: string
  - name: 'Pertinent Results:'
    dtype: string
  - name: 'Discharge Instructions:'
    dtype: string
  - name: 'Medications on Admission:'
    dtype: string
  - name: 'Followup Instructions:'
    dtype: string
  - name: 'Family History:'
    dtype: string
  - name: 'Discharge Medications:'
    dtype: string
  - name: 'DISCHARGE DIAGNOSES:'
    dtype: string
  - name: 'PAST MEDICAL HISTORY:'
    dtype: string
  - name: 'DISCHARGE MEDICATIONS:'
    dtype: string
  - name: '[**Hospital 93**] MEDICAL CONDITION:'
    dtype: string
  - name: 'DISCHARGE DIAGNOSIS:'
    dtype: string
  - name: 'MEDICATIONS ON DISCHARGE:'
    dtype: string
  - name: 'MEDICATIONS ON ADMISSION:'
    dtype: string
  - name: 'Cranial Nerves:'
    dtype: string
  - name: 'HOSPITAL COURSE:'
    dtype: string
  - name: 'FINAL DIAGNOSIS:'
    dtype: string
  - name: 'CARE RECOMMENDATIONS:'
    dtype: string
  - name: 'DISCHARGE INSTRUCTIONS:'
    dtype: string
  - name: 'PAST SURGICAL HISTORY:'
    dtype: string
  - name: 'DISCHARGE LABS:'
    dtype: string
  - name: 'Discharge Labs:'
    dtype: string
  - name: 'What to report to office:'
    dtype: string
  - name: 'Secondary Diagnosis:'
    dtype: string
  - name: 'ADMISSION MEDICATIONS:'
    dtype: string
  - name: 'DISCHARGE INSTRUCTIONS/FOLLOWUP:'
    dtype: string
  - name: 'Review of systems:'
    dtype: string
  - name: 'CARE AND RECOMMENDATIONS:'
    dtype: string
  - name: 'On Discharge:'
    dtype: string
  - name: 'Neurologic examination:'
    dtype: string
  - name: 'Discharge labs:'
    dtype: string
  - name: 'Secondary Diagnoses:'
    dtype: string
  - name: 'On discharge:'
    dtype: string
  - name: '[**Last Name (NamePattern4) 2138**]p Instructions:'
    dtype: string
  - name: 'HOSPITAL COURSE BY SYSTEM:'
    dtype: string
  - name: 'HOSPITAL COURSE BY SYSTEMS:'
    dtype: string
  - name: 'MEDICATIONS AT HOME:'
    dtype: string
  - name: 'MEDICATIONS ON TRANSFER:'
    dtype: string
  - name: 'Secondary diagnoses:'
    dtype: string
  - name: 'Secondary diagnosis:'
    dtype: string
  - name: 'TRANSITIONAL ISSUES:'
    dtype: string
  - name: 'PATIENT/TEST INFORMATION:'
    dtype: string
  - name: 'IMMUNIZATIONS RECOMMENDED:'
    dtype: string
  - name: '-Cranial Nerves:'
    dtype: string
  - name: 'Transitional Issues:'
    dtype: string
  - name: 'Incision Care:'
    dtype: string
  - name: 'Past Surgical History:'
    dtype: string
  - name: 'Discharge Exam:'
    dtype: string
  - name: 'DISCHARGE EXAM:'
    dtype: string
  - name: 'Labs on Discharge:'
    dtype: string
  - name: 'REGIONAL LEFT VENTRICULAR WALL MOTION:'
    dtype: string
  - name: 'PHYSICAL EXAM:'
    dtype: string
  - name: 'Medication changes:'
    dtype: string
  - name: 'Physical Therapy:'
    dtype: string
  - name: 'Treatments Frequency:'
    dtype: string
  - name: 'SECONDARY DIAGNOSES:'
    dtype: string
  - name: '2. CARDIAC HISTORY:'
    dtype: string
  - name: 'HOME MEDICATIONS:'
    dtype: string
  - name: 'Chief Complaint:'
    dtype: string
  - name: 'FINAL DIAGNOSES:'
    dtype: string
  - name: 'DISCHARGE PHYSICAL EXAM:'
    dtype: string
  - name: 'ACID FAST CULTURE (Preliminary):'
    dtype: string
  - name: 'Wound Care:'
    dtype: string
  - name: 'Blood Culture, Routine (Preliminary):'
    dtype: string
  - name: 'Discharge exam:'
    dtype: string
  - name: 'Neurologic Examination:'
    dtype: string
  - name: 'Discharge Physical Exam:'
    dtype: string
  - name: 'ACTIVE ISSUES:'
    dtype: string
  - name: 'CLINICAL IMPLICATIONS:'
    dtype: string
  - name: 'FUNGAL CULTURE (Preliminary):'
    dtype: string
  - name: 'FOLLOW UP:'
    dtype: string
  - name: 'PREOPERATIVE MEDICATIONS:'
    dtype: string
  - name: 'RESPIRATORY CULTURE (Preliminary):'
    dtype: string
  - name: 'SUMMARY OF HOSPITAL COURSE:'
    dtype: string
  - name: 'Labs on discharge:'
    dtype: string
  - name: 'MEDICATIONS PRIOR TO ADMISSION:'
    dtype: string
  - name: 'HOSPITAL COURSE BY ISSUE/SYSTEM:'
    dtype: string
  - name: 'SECONDARY DIAGNOSIS:'
    dtype: string
  - name: 'FOLLOW-UP APPOINTMENTS:'
    dtype: string
  - name: 'Cardiac Enzymes:'
    dtype: string
  - name: 'OUTPATIENT MEDICATIONS:'
    dtype: string
  - name: 'Review of Systems:'
    dtype: string
  - name: 'ADMISSION DIAGNOSES:'
    dtype: string
  - name: 'MEDICATION CHANGES:'
    dtype: string
  - name: 'Blood Culture, Routine (Pending):'
    dtype: string
  - name: 'TECHNICAL FACTORS:'
    dtype: string
  - name: 'PHYSICAL EXAMINATION:'
    dtype: string
  - name: '[**Last Name (NamePattern4) 4125**]ospital Course:'
    dtype: string
  - name: 'ADMISSION DIAGNOSIS:'
    dtype: string
  - name: 'Physical Exam on Discharge:'
    dtype: string
  - name: 'At discharge:'
    dtype: string
  - name: 'RECOMMENDED IMMUNIZATIONS:'
    dtype: string
  - name: 'ON DISCHARGE:'
    dtype: string
  - name: 'CHRONIC ISSUES:'
    dtype: string
  - name: 'Immediately after the operation:'
    dtype: string
  - name: 'Transitional issues:'
    dtype: string
  - name: 'FOLLOW-UP PLANS:'
    dtype: string
  - name: 'Changes to your medications:'
    dtype: string
  - name: 'Upon discharge:'
    dtype: string
  - name: 'REVIEW OF SYSTEMS:'
    dtype: string
  - name: 'CARDIAC ENZYMES:'
    dtype: string
  - name: 'Cardiac enzymes:'
    dtype: string
  - name: 'Medication Changes:'
    dtype: string
  - name: '[**Location (un) **] Diagnosis:'
    dtype: string
  - name: 'ACID FAST CULTURE (Pending):'
    dtype: string
  - name: 'Discharge PE:'
    dtype: string
  - name: 'General Discharge Instructions:'
    dtype: string
  - name: 'INDICATIONS FOR CATHETERIZATION:'
    dtype: string
  - name: 'WHEN TO CALL YOUR SURGEON:'
    dtype: string
  - name: 'Neurological Exam:'
    dtype: string
  - name: 'Exam on Discharge:'
    dtype: string
  - name: 'CHIEF COMPLAINT:'
    dtype: string
  - name: 'REASON FOR THIS EXAMINATION:'
    dtype: string
  - name: 'Relevant Imaging:'
    dtype: string
  - name: 'Active Issues:'
    dtype: string
  - name: '[**Location (un) **] Condition:'
    dtype: string
  - name: 'RECOMMENDATIONS AFTER DISCHARGE:'
    dtype: string
  - name: '[**Hospital1 **] Disposition:'
    dtype: string
  - name: 'TRANSITIONAL CARE ISSUES:'
    dtype: string
  - name: '[**Hospital1 **] Medications:'
    dtype: string
  - name: '[**Location (un) **] Instructions:'
    dtype: string
  - name: 'WOUND CULTURE (Preliminary):'
    dtype: string
  - name: 'DISCHARGE FOLLOWUP:'
    dtype: string
  - name: 'LABS ON DISCHARGE:'
    dtype: string
  - name: 'POST CPB:'
    dtype: string
  - name: 'URINE CULTURE (Preliminary):'
    dtype: string
  - name: 'Review of sytems:'
    dtype: string
  - name: 'Labs at discharge:'
    dtype: string
  - name: 'Immunizations recommended:'
    dtype: string
  - name: 'AEROBIC BOTTLE (Pending):'
    dtype: string
  - name: '-Rehabilitation/ Physical Therapy:'
    dtype: string
  - name: 'FOLLOW UP APPOINTMENTS:'
    dtype: string
  - name: 'Mental Status:'
    dtype: string
  - name: 'Admission labs:'
    dtype: string
  - name: 'HOSPITAL COURSE BY PROBLEM:'
    dtype: string
  - name: '[**Hospital 5**] MEDICAL CONDITION:'
    dtype: string
  - name: 'PHYSICAL EXAM UPON DISCHARGE:'
    dtype: string
  - name: 'WOUND CARE:'
    dtype: string
  - name: 'ANAEROBIC BOTTLE (Pending):'
    dtype: string
  - name: 'CURRENT MEDICATIONS:'
    dtype: string
  - name: 'FOLLOW-UP APPOINTMENT:'
    dtype: string
  - name: 'FINAL DISCHARGE DIAGNOSES:'
    dtype: string
  - name: 'TRANSFER MEDICATIONS:'
    dtype: string
  - name: 'Upon Discharge:'
    dtype: string
  - name: 'HISTORY OF PRESENT ILLNESS:'
    dtype: string
  - name: 'CRANIAL NERVES:'
    dtype: string
  - name: 'CT head:'
    dtype: string
  - name: 'Exam on discharge:'
    dtype: string
  - name: 'CT Head:'
    dtype: string
  - name: '[**Location (un) **] PHYSICIAN:'
    dtype: string
  - name: 'Admission Labs:'
    dtype: string
  - name: 'secondary diagnosis:'
    dtype: string
  - name: 'Head CT:'
    dtype: string
  - name: 'MRA OF THE HEAD:'
    dtype: string
  - name: 'INACTIVE ISSUES:'
    dtype: string
  - name: 'ADMISSION LABS:'
    dtype: string
  - name: 'PROBLEM LIST:'
    dtype: string
  - name: 'PRIMARY DIAGNOSIS:'
    dtype: string
  - name: 'OTHER PERTINENT LABS:'
    dtype: string
  - name: 'PROBLEMS DURING HOSPITAL STAY:'
    dtype: string
  - name: 'Medication Instructions:'
    dtype: string
  - name: 'IRON AND VITAMIN D SUPPLEMENTATION:'
    dtype: string
  - name: 'On admission:'
    dtype: string
  - name: 'ANAEROBIC CULTURE (Preliminary):'
    dtype: string
  - name: 'MENTAL STATUS:'
    dtype: string
  - name: 'ADMITTING DIAGNOSIS:'
    dtype: string
  - name: 'TRANSITIONS OF CARE:'
    dtype: string
  - name: 'Pertinent Labs:'
    dtype: string
  - name: '3. OTHER PAST MEDICAL HISTORY:'
    dtype: string
  - name: '# Transitional issues:'
    dtype: string
  - name: '[**Hospital1 **] Diagnosis:'
    dtype: string
  - name: 'Chronic Issues:'
    dtype: string
  - name: 'FOLLOW-UP INSTRUCTIONS:'
    dtype: string
  - name: 'CARE AND RECOMMENDATIONS AT DISCHARGE:'
    dtype: string
  - name: 'HOSPITAL COURSE:  By systems:'
    dtype: string
  - name: 'NEUROLOGIC EXAMINATION:'
    dtype: string
  - name: 'Treatment Frequency:'
    dtype: string
  - name: 'Neurologic Exam:'
    dtype: string
  - name: 'DISCHARGE PLAN:'
    dtype: string
  - name: 'Active Diagnoses:'
    dtype: string
  - name: 'Medications on transfer:'
    dtype: string
  - name: 'Past medical history:'
    dtype: string
  - name: 'SOCIAL HISTORY:'
    dtype: string
  - name: 'CONDITION ON DISCHARGE:'
    dtype: string
  - name: 'FLUID CULTURE (Preliminary):'
    dtype: string
  - name: 'Meds on transfer:'
    dtype: string
  - name: 'Exam upon discharge:'
    dtype: string
  - name: 'Other labs:'
    dtype: string
  - name: 'Discharge physical exam:'
    dtype: string
  - name: '[**Hospital1 **] Instructions:'
    dtype: string
  - name: 'Imaging Studies:'
    dtype: string
  - name: 'Post CPB:'
    dtype: string
  splits:
  - name: train
    num_bytes: 358575537
    num_examples: 26906
  download_size: 193496152
  dataset_size: 358575537
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
---