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from keys import endpoint, key
# endpoint = "https://eastus.api.cognitive.microsoft.com/"
from azure.ai.textanalytics import TextAnalyticsClient
from azure.core.credentials import AzureKeyCredential
# Authenticate the client using your key and endpoint
def authenticate_client():
ta_credential = AzureKeyCredential(key)
text_analytics_client = TextAnalyticsClient(
endpoint=endpoint,
credential=ta_credential)
return text_analytics_client
client = authenticate_client()
def replace_original_text_with_entities(original_text:str):
try:
result = client.recognize_entities(documents = [original_text])[0]
for entity in result.entities:
# print("\tText: \t", entity.text, "\tCategory: \t", entity.category, "\tSubCategory: \t", entity.subcategory,
# "\n\tConfidence Score: \t", round(entity.confidence_score, 2), "\tLength: \t", entity.length, "\tOffset: \t", entity.offset, "\n")
original_text= original_text.replace(
entity.text,
entity.text+ f' ({entity.category}) '
)
return original_text
except Exception as err:
print("Encountered exception. {}".format(err))
return original_text
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