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Amazon Comprehend

Amazon Comprehend

by UiPath

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Summary

Summary


Overview

Overview

Introduction to Amazon Comprehend for Natural Language Processing

Amazon Comprehend serves as a prominent solution for the realm of natural language processing and textual analysis. It is instrumental in the analysis of a variety of textual data sources, including but not limited to customer emails, support tickets, product reviews, social media content, and advertising copy. These insights derived from the analysis of customer sentiment can be effectively leveraged to benefit your business.

Amazon Comprehend Activities for UiPath

The Amazon Comprehend activities empowers users to automate interactions with the Amazon Comprehend service. Comprising a comprehensive set of APIs, this activities package equips users with the following text and document analysis capabilities.

Key Capabilities of Amazon Comprehend

  • Keyphrase Extraction: Provides key phrases or pivotal talking points along with a confidence score attesting to their significance.
  • Sentiment Analysis: Offers an overarching sentiment assessment of a given text, categorizing it as Positive, Negative, Neutral, or Mixed.
  • Syntax Analysis: Involves the tagging of verbs and other linguistic elements for enhanced analysis.
  • Entity Recognition: Identifies and categorizes named entities such as "People," "Places," "Locations," and more, based on the provided text.
  • Comprehend Medical: Specialized capabilities for medical text analysis.
  • Custom Entities: Allows for the incorporation of custom entities tailored to specific requirements.
  • Language Detection: Identifies the language of the text content.
  • Custom Classification: Supports custom text classification for tailored analysis.
  • Topic Modeling: Enables the identification of topics within textual data.
  • Multiple Language Support: Facilitates analysis of content in multiple languages.
  • Medical Ontology Linkage: Supports the linking of medical information to established ontologies.

Establishing Connection with Amazon Comprehend

To establish outbound automation between UiPath and Amazon Comprehend, the Amazon Comprehend activities facilitate an authenticated connection to your AWS resources through their associated activities. Once the connection is established, you can integrate these activities into new automation projects or add them to existing ones.

Setting Up AWS IAM Authorization

To establish an authenticated connection, the Amazon Textract activities need authorization from the AWS Identity and Access Management (IAM) service.
To enable AWS IAM authorization, you create or use an existing IAM user and generate access keys (Access Key Id and Secret Access Key). When creating your IAM user, you assign the policies and permissions that specify the resources your Robot can access (e.g., AmazonTextractFullAccess).
After creating your IAM user and assigning your policies, you enter the Access Key Id and Secret Access Key in the Amazon Scope activity. When you run your automation project, the keys are used to sign the API requests being made by each of the activities.

Activities in the Amazon Comprehend Activities Package

The activities included in the Amazon Comprehend Activities Package are:

Establishes an authenticated connection between UiPath and your AWS resources using IAM credentials.

The Invoke Method activity allows you to specify any public Amazon Comprehend API operation and its relevant properties. After invoking the operation, the activity outputs the any properties that you have set as variables and the status of the request (success/failure information) in a ResponseStatus object that you can use in subsequent activities (e.g., conditional logic).

The Infer ICD10CM activity allows you to infer ICD10CM information from a text string. After completing the operation, the activity outputs the result of the operation in an Entities record.

The Infer RxNorm activity allows you to infer RxNorm information from a text string. After completing the operation, the activity outputs the result of the operation in an Entities record.

The Infer Medical Entities Analysis activity allows you to specify any of the public Amazon Comprehend Medical API Medical Entities Analysis operations and its relevant properties. After invoking the operation, the activity outputs the any properties that you have set as variables and the status of the request (success/failure information) in a ResponseStatus object that you can use in subsequent activities (e.g., conditional logic).

The Infer PHI Analysis activity allows you to specify any of the public Amazon Comprehend Medical API PHI Analysisoperations and its relevant properties. After invoking the operation, the activity outputs the any properties that you have set as variables and the status of the request (success/failure information) in a ResponseStatus object that you can use in subsequent activities (e.g., conditional logic).

Features

Features

Features and Use Cases of Amazon Comprehend Activities Package

The Amazon Comprehend Activities Package offers a versatile set of capabilities for text and document analysis, making it applicable to various use cases:
  • Customer Feedback Analysis: Use Keyphrase Extraction and Sentiment Analysis to automatically identify key topics and sentiments within customer feedback, such as product reviews, customer emails, and social media comments.
  • Content Categorization: Utilize Custom Classification to categorize and organize textual content, such as news articles or user-generated content, into predefined categories.
  • Healthcare Information Extraction: Leverage Infer ICD10CM and Infer RxNorm to extract medical codes and information from clinical notes, medical records, and healthcare documents.

Additional Information

Additional Information

Dependencies


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