Amazon Comprehend Medical ，针对医疗保健客户的自然语言处理

import boto3comprehend = boto3.client(service_name='comprehendmedical')

text = "Pt is 40yo mother, software engineer HPI : Sleeping trouble on present dosage of Clonidine.Severe Rash  on face and leg, slightly itchy  Meds : Vyvanse 50 mgs po at breakfast daily, Clonidine 0.2 mgs -- 1 and 1 / 2 tabs po qhs HEENT : Boggy inferior turbinates, No oropharyngeal lesion Lungs : clear Heart : Regular rhythm Skin :  Papular mild erythematous eruption to hairline Follow-up as scheduled"
result = comprehend.detect_entities(Text=text)entities = result['Entities']for entity in entities:    print(entity)

{u'Id': 3,u'Score': 0.9976208806037903,u'BeginOffset': 145, u'EndOffset': 152,u'Category': u'MEDICATION',u'Type': u'BRAND_NAME',u'Text': u'Vyvanse',u'Traits': [],u'Attributes': [  {u'Id': 4,     u'Score': 0.9681360125541687,     u'BeginOffset': 153, u'EndOffset': 159,     u'Type': u'DOSAGE',     u'Text': u'50 mgs',     u'Traits': []     },  {u'Id': 5,     u'Score': 0.99924635887146,     u'BeginOffset': 160, u'EndOffset': 162,     u'Type': u'ROUTE_OR_MODE',     u'Text': u'po',     u'Traits': []     },  {u'Id': 6,     u'Score': 0.9738683700561523,     u'BeginOffset': 163, u'EndOffset': 181,     u'Type': u'FREQUENCY',     u'Text': u'at breakfast daily',     u'Traits': []     }]}

{u'Category': u'MEDICAL_CONDITION',u'Id': 16,u'Score': 0.9825472235679626,u'BeginOffset': 266, u'EndOffset': 286,u'Type': u'DX_NAME',u'Text': u'oropharyngeal lesion',u'Traits': [    {u'Score': 0.9701067209243774, u'Name': u'NEGATION'},    {u'Score': 0.9053299427032471, u'Name': u'SIGN'}]}

result = comprehend.detect_phi(Text=text) entities = result['Entities'] for entity in entities: print(entity)

{u'Category': u'PERSONAL_IDENTIFIABLE_INFORMATION',u'BeginOffset': 6, u'EndOffset': 10, u'Text': u'40yo',u'Traits': [],u'Score': 0.997914731502533,u'Type': u'AGE', u'Id': 0}
{u'Category': u'PERSONAL_IDENTIFIABLE_INFORMATION',u'BeginOffset': 19, u'EndOffset': 36, u'Text': u'software engineer',u'Traits': [],u'Score': 0.8865673542022705,u'Type': u'PROFESSION', u'Id': 1}