Azure Cognitive Service for Language

Reference

Azure Cognitive Service for Language, previously known as 'Text Analytics' connector detects language, sentiment and more of the text you provide.

This connector is available in the following products and regions:

Service	Class	Regions
Logic Apps	Standard	All Logic Apps regions
Power Automate	Standard	All Power Automate regions
Power Apps	Standard	All Power Apps regions

Contact
Name	Microsoft
URL	https://gallery.cortanaanalytics.com/MachineLearningAPI/Text-Analytics-2
Email	[email protected]

Connector Metadata
Publisher	Microsoft
Website	https://azure.microsoft.com/services/cognitive-services/text-analytics/

Note

This connector was previously known as "Text Analytics" or "Microsoft Cognitive Services Text Analytics".

To use this integration, you will need a Cognitive Service resource in the Azure portal. You will get an endpoint and a key for authenticating your applications. To make a connection, provide the Account key, site URL and select Create connection. For operation costs on your connection, learn more here.

You're now ready to start using this integration.

Connecting with Microsoft Entra ID

To create connections with Microsoft Entra ID, you must add the Cognitive Services User role to your account to access. To use this connection, you must input the unique subdomain associated wih your Cognitive Services resource into the supporting operations.

Operations not supported with Microsoft Entra ID authentication

When using Microsoft Entra ID authentication only V4 actions are supported. Deprecated actions will continue to work with Access Key authentication, but will fail if used with an Microsoft Entra ID connection.

Creating a connection

The connector supports the following authentication types:


Api Key	ApiKey	All regions	Shareable
Default [DEPRECATED]	This option is only for older connections without an explicit authentication type, and is only provided for backward compatibility.	All regions	Not shareable

Api Key

Auth ID: keyBasedAuth

Applicable: All regions

ApiKey

This is shareable connection. If the power app is shared with another user, connection is shared as well. For more information, please see the Connectors overview for canvas apps - Power Apps | Microsoft Docs

Name	Type	Description	Required
Account Key	securestring	Cognitive Services Account Key	True
Site URL	string	Root site url (Example: https://westus.api.cognitive.microsoft.com)

Default [DEPRECATED]

Applicable: All regions

This option is only for older connections without an explicit authentication type, and is only provided for backward compatibility.

This is not shareable connection. If the power app is shared with another user, another user will be prompted to create new connection explicitly.

Name	Type	Description	Required
Account Key	securestring	Cognitive Services Account Key	True
Site URL	string	Root site url (Example: https://westus.api.cognitive.microsoft.com). If not specified, site url will be defaulted to https://westus.api.cognitive.microsoft.com.

Throttling Limits

Name	Calls	Renewal Period
API calls per connection	1200	60 seconds

Actions

Async AbstractiveSummarization (2022-10-01-preview)	Submit a collection of text documents for abstractive summarization
Async Conversation PII (text) (2022-05-15-preview)	Submit a collection of conversations for analysis. Specify one or more unique tasks to be executed.
Async Conversation PII (transcript) (2022-05-15-preview)	Submit a collection of conversations for analysis. Specify one or more unique tasks to be executed.
Async Conversation Summarization (2022-05-15-preview)	Submit a collection of conversations for analysis. Specify one or more unique tasks to be executed.
Async CustomEntityRecognition (2022-05-01)	Submit a collection of text documents for custom entity recognition analysis.
Async CustomMultiLabelClassification (2022-05-01)	Submit a collection of text documents for custom single classification analysis.
Async CustomSingleLabelClassification (2022-05-01)	Submit a collection of text documents for custom single classification analysis.
Async EntityLinking (2022-05-01)	Submit a collection of text documents for entity linking analysis.
Async EntityRecognition (2022-05-01)	Submit a collection of text documents for entity recognition analysis.
Async ExtractiveSummarization (2022-10-01-preview)	Submit a collection of text documents for extractive summarization
Async Healthcare (2022-05-01)	Submit a collection of text documents for health care analysis.
Async KeyPhrases (2022-05-01)	Submit a collection of text documents for key phrase extraction analysis.
Async PiiEntityRecognition (2022-05-01)	Submit a collection of text documents for personal entity recognition analysis.
Async SentimentAnalysis (2022-05-01)	Submit a collection of text documents for sentiment analysis.
Conversations (CLU) (2022-05-01)	Analyzes the input conversation utterance.
Conversations (Orchestration) (2022-05-01)	Analyzes the input conversation utterance.
Detect Entities (V2) [DEPRECATED]	This action has been deprecated. Please use Named Entity Recognition (V4) instead. ~~Returns a list of known entities and general named entities ("Person", "Location", "Organization" etc) in a given document.~~
Detect Language (V2) [DEPRECATED]	This action has been deprecated. Please use Detect Language (V4) instead. Returns the detected language and a numeric score between 0 and 1 for each document. Scores close to 1 indicate 100% certainty that the identified language is true. A total of 120 languages are supported.
Detect Language (V3.0)	The API returns the detected language and a numeric score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true. See the Language support for Language Detection for the list of supported languages.
Detect Language (V3.1) (Preview)	The API returns the detected language and a numeric score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true. See the Language support for Language Detection for the list of supported languages.
Detect Language (V4) (Preview)	The API returns the detected language and a numeric score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true. See the Language support for Language Detection for the list of supported languages.
Detect Language [DEPRECATED]	This action has been deprecated. Please use Detect Language (V4) instead. ~~Returns the detected language and a numeric score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true. A total of 120 languages are supported.~~
Detect Language [DEPRECATED]	This action has been deprecated. Please use Detect Language (V4) instead. ~~Returns the detected language and a numeric score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true. A total of 120 languages are supported.~~
Detect Personal Information (V3.1)	The API returns a list of entities with personal information ("SSN", "Bank Account" etc) in the document. For the list of supported entity types, check Supported Personally Identifiable Information (PII) entity categories. See the Supported languages in Azure Cognitive Service for Language for the list of supported languages.
Detect Personal Information (V4) (Preview)	The API returns a list of entities with personal information ("SSN", "Bank Account" etc) in the document. For the list of supported entity types, check Supported Personally Identifiable Information (PII) entity categories. See the Supported languages in Azure Cognitive Service for Language for the list of supported languages.
Detect Sentiment (V2) [DEPRECATED]	This action has been deprecated. Please use Sentiment (V4) instead. ~~Returns a numeric score between 0 and 1 for each document. Scores close to 1 indicate positive sentiment, while scores close to 0 indicate negative sentiment.~~
Detect Sentiment [DEPRECATED]	This action has been deprecated. Please use Sentiment (V4) instead. Returns a numeric score between 0 and 1. Scores close to 1 indicate positive sentiment, while scores close to 0 indicate negative sentiment. Currently, the following languages are supported: English, Spanish, French, Portuguese.
Detect Sentiment [DEPRECATED]	This action has been deprecated. Please use Sentiment (V4) instead. ~~Returns a numeric score between 0 and 1. Scores close to 1 indicate positive sentiment, while scores close to 0 indicate negative sentiment.~~
Entities [DEPRECATED]	This action has been deprecated. Please use Named Entity Recognition (V4) instead. ~~Returns a list of known entities and general named entities ("Person", "Location", "Organization" etc) in a given document.~~
Entity Linking (V3.0)	The API returns a list of recognized entities with links to a well-known knowledge base. See the language support for the list of supported languages.
Entity Linking (V3.1) (Preview)	The API returns a list of recognized entities with links to a well known knowledge base. See the language support for the list of supported languages.
Entity Linking (V4) (Preview)	The API returns a list of recognized entities with links to a well known knowledge base. See the language support for the list of supported languages.
Generate answer from Project	This action helps in answering the specified question using your knowledge base in your project.
Key Phrases (V2) [DEPRECATED]	This action has been deprecated. Please use Key Phrases (V4) instead. ~~Returns a list of strings denoting the key talking points in the input text for each document.~~
Key Phrases (V3.0)	The API returns a list of strings denoting the key phrases in the input text. See the Language support for Key Phrase Extraction for the list of supported languages.
Key Phrases (V3.1) (Preview)	The API returns a list of strings denoting the key phrases in the input text. See the Language support for Key Phrase Extraction for the list of supported languages.
Key Phrases (V4) (Preview)	The API returns a list of strings denoting the key phrases in the input text. See the Language support for Key Phrase Extraction for the list of supported languages.
Key Phrases [DEPRECATED]	This action has been deprecated. Please use Key Phrases (V4) instead. ~~Returns a list of strings denoting the key talking points in the input text. Currently, the following languages are supported: English, German, Spanish and Japanese.~~
Key Phrases [DEPRECATED]	This action has been deprecated. Please use Key Phrases (V4) instead. ~~Returns a list of strings denoting the key talking points in the input text.~~
Named Entity Recognition (V3.0)	The API returns a list of general named entities in a given document. For the list of supported entity types, check Supported Named Entity Recognition (NER) entity categories.
Named Entity Recognition (V3.1) (Preview)	The API returns a list of general named entities in a given document. For the list of supported entity types, check Supported Named Entity Recognition (NER) entity categories.
Named Entity Recognition (V4) (Preview)	The API returns a list of general named entities in a given document. For the list of supported entity types, check Supported Named Entity Recognition (NER) entity categories.
Sentiment (V3.0)	The API returns a sentiment prediction, as well as sentiment scores for each sentiment class (Positive, Negative, and Neutral) for the document and each sentence within it. See the Sentiment Analysis and Opinion Mining language support for the list of supported languages.
Sentiment (V3.1) (Preview)	The API returns a detailed sentiment analysis for the input text. The analysis is done in multiple levels of granularity, start from the a document level, down to sentence and key terms (targets and assessments).
Sentiment (V4) (Preview)	The API returns a detailed sentiment analysis for the input text. The analysis is done in multiple levels of granularity, start from the a document level, down to sentence and key terms (targets and assessments).

Async AbstractiveSummarization (2022-10-01-preview)

Operation ID:: AnalyzeText_SubmitJob_AbstractiveSummarization

Submit a collection of text documents for abstractive summarization

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.
sentenceCount	sentenceCount		integer	It controls the approximate number of sentences in the output summaries.

Returns

Body: LanguageAnalyzeTextJobState_AbstractiveSummarization

Async Conversation PII (text) (2022-05-15-preview)

Operation ID:: AnalyzeConversationText_SubmitJob

Submit a collection of conversations for analysis. Specify one or more unique tasks to be executed.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	The ID of a conversation item.
participantId	participantId	True	string	The participant ID of a conversation item.
language	language		string	The override language of a conversation item in BCP 47 language representation.
role	role		string	The role of the participant.
text	text	True	string	The text input
language	language	True	string	The language of the conversation item in BCP-47 format.
domain	domain		string	Enumeration of supported conversational domains.
loggingOptOut	loggingOptOut		boolean
piiCategories	piiCategories		array of string	Describes the PII categories to return for detection. If not provided, 'default' categories will be returned which will vary with the language.

Returns

Contains the status of the analyze conversations job submitted along with related statistics.

Body: ConversationalPIITextJobState

Async Conversation PII (transcript) (2022-05-15-preview)

Operation ID:: AnalyzeConversationTranscript_SubmitJob

Submit a collection of conversations for analysis. Specify one or more unique tasks to be executed.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	The ID of a conversation item.
participantId	participantId	True	string	The participant ID of a conversation item.
language	language		string	The override language of a conversation item in BCP 47 language representation.
role	role		string	The role of the participant.
itn	itn		string	Inverse Text Normalization representation of input. The inverse-text-normalized form is the recognized text from Microsoft’s Speech to Text API, with phone numbers, numbers, abbreviations, and other transformations applied.
maskedItn	maskedItn		string	The Inverse Text Normalized format with profanity masking applied.
text	text		string	The display form of the recognized text from speech to text API, with punctuation and capitalization added.
lexical	lexical		string	The lexical form of the recognized text from speech to text API with the actual words recognized.
word	word		string	The word recognized.
offset	offset		integer	Offset from start of speech audio, in ticks. 1 tick = 100 ns.
duration	duration		integer	Duration of word articulation, in ticks. 1 tick = 100 ns.
language	language	True	string	The language of the conversation item in BCP-47 format.
domain	domain		string	Enumeration of supported conversational domains.
loggingOptOut	loggingOptOut		boolean
piiCategories	piiCategories		array of string	Describes the PII categories to return for detection. If not provided, 'default' categories will be returned which will vary with the language.
includeAudioRedaction	includeAudioRedaction		boolean	Flag to indicate if audio redaction is requested. By default audio redaction will not be performed.
redactionSource	redactionSource		string	Enumeration of supported transcript content types.

Returns

Contains the status of the analyze conversations job submitted along with related statistics.

Body: ConversationalPIITranscriptJobState

Async Conversation Summarization (2022-05-15-preview)

Operation ID:: AnalyzeConversationSummarization_SubmitJob

Submit a collection of conversations for analysis. Specify one or more unique tasks to be executed.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	The ID of a conversation item.
participantId	participantId	True	string	The participant ID of a conversation item.
language	language		string	The override language of a conversation item in BCP 47 language representation.
role	role		string	The role of the participant.
text	text	True	string	The text input
language	language	True	string	The language of the conversation item in BCP-47 format.
domain	domain		string	Enumeration of supported conversational domains.
loggingOptOut	loggingOptOut		boolean
summaryAspects	summaryAspects	True	array of string

Returns

Contains the status of the analyze conversations job submitted along with related statistics.

Body: AnalyzeConversationSummarizationJobState

Async CustomEntityRecognition (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_CustomEntityRecognition

Submit a collection of text documents for custom entity recognition analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.
projectName	projectName	True	string	This field indicates the project name for the model.
deploymentName	deploymentName	True	string	This field indicates the deployment name for the model.

Returns

Body: LanguageAnalyzeTextJobState_CNER

Async CustomMultiLabelClassification (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_CustomMultiClassification

Submit a collection of text documents for custom single classification analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.
projectName	projectName	True	string	This field indicates the project name for the model.
deploymentName	deploymentName	True	string	This field indicates the deployment name for the model.

Returns

Body: LanguageAnalyzeTextJobState_CMLC

Async CustomSingleLabelClassification (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_CustomSingleClassification

Submit a collection of text documents for custom single classification analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.
projectName	projectName	True	string	This field indicates the project name for the model.
deploymentName	deploymentName	True	string	This field indicates the deployment name for the model.

Returns

Body: LanguageAnalyzeTextJobState_CSLC

Async EntityLinking (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_EntityLinking

Submit a collection of text documents for entity linking analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: LanguageAnalyzeTextJobState_EntityLinking

Async EntityRecognition (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_EntityRecognition

Submit a collection of text documents for entity recognition analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: LanguageAnalyzeTextJobState_Entites

Async ExtractiveSummarization (2022-10-01-preview)

Operation ID:: AnalyzeText_SubmitJob_ExtractiveSummarization

Submit a collection of text documents for extractive summarization

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.
sentenceCount	sentenceCount		integer
sortBy	sortBy		string	The sorting criteria to use for the results of Extractive Summarization.

Returns

Body: LanguageAnalyzeTextJobState_ExtractiveSummarization

Async Healthcare (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_HealthCare

Submit a collection of text documents for health care analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: LanguageAnalyzeTextJobState_HealthCare

Async KeyPhrases (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_keyPhraseExtraction

Submit a collection of text documents for key phrase extraction analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.
loggingOptOut	loggingOptOut		boolean

Returns

Body: LanguageAnalyzeTextJobState_KPE

Async PiiEntityRecognition (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_PersonalEntityRecognition

Submit a collection of text documents for personal entity recognition analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.
domain	domain		string	The PII domain used for PII Entity Recognition.
piiCategories	piiCategories		array of string	(Optional) describes the PII categories to return

Returns

Body: LanguageAnalyzeTextJobState_Pii

Async SentimentAnalysis (2022-05-01)

Operation ID:: AnalyzeText_SubmitJob_SentimentAnalysis

Submit a collection of text documents for sentiment analysis.

Parameters

Name	Key	Required	Type	Description
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.
opinionMining	opinionMining		boolean

Returns

Body: LanguageAnalyzeTextJobState_Sentiment

Conversations (CLU) (2022-05-01)

Operation ID:: ConversationAnalysis_AnalyzeConversation_Conversation

Analyzes the input conversation utterance.

Parameters

Name	Key	Required	Type	Description
language	language		string	The override language of a conversation item in BCP 47 language representation.
text	text	True	string	The text input
projectName	projectName	True	string	The name of the project to use.
deploymentName	deploymentName	True	string	The name of the deployment to use.
verbose	verbose		boolean	If true, the service will return more detailed information in the response.

Returns

The results of a Conversation task.

Body: ConversationalTaskResult

Conversations (Orchestration) (2022-05-01)

Operation ID:: ConversationAnalysis_AnalyzeConversation_Orchestration

Analyzes the input conversation utterance.

Parameters

Name	Key	Required	Type	Description
language	language		string	The override language of a conversation item in BCP 47 language representation.
text	text	True	string	The text input
projectName	projectName	True	string	The name of the project to use.
deploymentName	deploymentName	True	string	The name of the deployment to use.
verbose	verbose		boolean	If true, the service will return more detailed information in the response.
directTarget	directTarget		string	The name of a target project to forward the request to.
targetProjectParameters	targetProjectParameters		object	A dictionary representing the parameters for each target project.

Returns

The results of a Conversation task.

Body: ConversationalTaskResult_Orchestration

Detect Entities (V2) [DEPRECATED]

Operation ID:: DetectEntitiesV2

This action has been deprecated. Please use Named Entity Recognition (V4) instead.

~~Returns a list of known entities and general named entities ("Person", "Location", "Organization" etc) in a given document.~~

Parameters

Name	Key	Required	Type	Description
Id	id	True	string	Unique, non-empty document identifier.
Text	text	True	string	The text to analyze.
Language	language		string	This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc.,

Returns

Body: EntitiesResults

Detect Language (V2) [DEPRECATED]

Operation ID:: DetectLanguageV3

This action has been deprecated. Please use Detect Language (V4) instead.

Returns the detected language and a numeric score between 0 and 1 for each document. Scores close to 1 indicate 100% certainty that the identified language is true. A total of 120 languages are supported.

Parameters

Name	Key	Required	Type	Description
Id	id	True	string	Unique, non-empty document identifier.
Text	text	True	string	The text to analyze.

Returns

Body: LanguageResults

Detect Language (V3.0)

Operation ID:: LanguagesV3

The API returns the detected language and a numeric score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true. See the Language support for Language Detection for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
Model Version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
Show Statistics	showStats		boolean	(Optional) if set to true, response will contain input and document level statistics.
id	id	True	string	Unique, non-empty document identifier.
text	text	True	string
countryHint	countryHint		string

Returns

Body: LanguageResultV3

Detect Language (V3.1) (Preview)

Operation ID:: LanguagesV3_1

Parameters

Name	Key	Required	Type	Description
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
id	id	True	string	Unique, non-empty document identifier.
text	text	True	string
countryHint	countryHint		string

Returns

Body: LanguageResult

Detect Language (V4) (Preview)

Operation ID:: LanguagesV4

Parameters

Name	Key	Required	Type	Description
Resource Subdomain or Region	subdomain	True	string	Azure subdomain or geographic region (e.g. westus)
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
id	id	True	string	Unique, non-empty document identifier.
text	text	True	string
countryHint	countryHint		string

Returns

Body: LanguageResult

Detect Language [DEPRECATED]

Operation ID:: DetectLanguage

This action has been deprecated. Please use Detect Language (V4) instead.

~~Returns the detected language and a numeric score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true. A total of 120 languages are supported.~~

Parameters

Name	Key	Required	Type	Description
Text	text		string	The text to analyze.
Number of languages	numberOfLanguagesToDetect		integer	The number of languages to detect. Set to 1 by default.

Returns

Body: LanguageResult

Detect Language [DEPRECATED]

Operation ID:: DetectLanguageV2

This action has been deprecated. Please use Detect Language (V4) instead.

~~Returns the detected language and a numeric score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true. A total of 120 languages are supported.~~

Parameters

Name	Key	Required	Type	Description
Text	text		string	The text to analyze.

Returns

Body: LanguageResult

Detect Personal Information (V3.1)

Operation ID:: EntitiesRecognitionPIIV3_1

The API returns a list of entities with personal information ("SSN", "Bank Account" etc) in the document. For the list of supported entity types, check Supported Personally Identifiable Information (PII) entity categories. See the Supported languages in Azure Cognitive Service for Language for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
domain	domain		string	(Optional) if specified, will set the PII domain to include only a subset of the entity categories. Possible values include: 'PHI', 'none'.
stringIndexType	stringIndexType		string	(Optional) Specifies the method used to interpret string offsets. Defaults to Text Elements (Graphemes) according to Unicode v8.0.0. For additional information see https://aka.ms/text-analytics-offsets
piiCategories	piiCategories		array	(Optional) describes the PII categories to return
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: PiiResult

Detect Personal Information (V4) (Preview)

Operation ID:: EntitiesRecognitionPIIV4

Parameters

Name	Key	Required	Type	Description
Resource Subdomain or Region	subdomain	True	string	Azure subdomain or geographic region (e.g. westus)
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
domain	domain		string	(Optional) if specified, will set the PII domain to include only a subset of the entity categories. Possible values include: 'PHI', 'none'.
stringIndexType	stringIndexType		string	(Optional) Specifies the method used to interpret string offsets. Defaults to Text Elements (Graphemes) according to Unicode v8.0.0. For additional information see https://aka.ms/text-analytics-offsets
piiCategories	piiCategories		array	(Optional) describes the PII categories to return
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: PiiResult

Detect Sentiment (V2) [DEPRECATED]

Operation ID:: DetectSentimentV3

This action has been deprecated. Please use Sentiment (V4) instead.

~~Returns a numeric score between 0 and 1 for each document. Scores close to 1 indicate positive sentiment, while scores close to 0 indicate negative sentiment.~~

Parameters

Name	Key	Required	Type	Description
Id	id	True	string	Unique, non-empty document identifier.
Text	text	True	string	The text to analyze.
Language	language		string	This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc.,

Returns

Body: SentimentResults

Detect Sentiment [DEPRECATED]

Operation ID:: DetectSentiment

This action has been deprecated. Please use Sentiment (V4) instead.

Returns a numeric score between 0 and 1. Scores close to 1 indicate positive sentiment, while scores close to 0 indicate negative sentiment. Currently, the following languages are supported: English, Spanish, French, Portuguese.

Parameters

Name	Key	Required	Type	Description
Text	text		string	The text to analyze.
Language	language		string	This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc.,

Returns

Body: SentimentResult

Detect Sentiment [DEPRECATED]

Operation ID:: DetectSentimentV2

This action has been deprecated. Please use Sentiment (V4) instead.

~~Returns a numeric score between 0 and 1. Scores close to 1 indicate positive sentiment, while scores close to 0 indicate negative sentiment.~~

Parameters

Name	Key	Required	Type	Description
Text	text		string	The text to analyze.
Language	language		string	This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc.,

Returns

Body: SentimentResult

Entities [DEPRECATED]

Operation ID:: DetectEntities

This action has been deprecated. Please use Named Entity Recognition (V4) instead.

~~Returns a list of known entities and general named entities ("Person", "Location", "Organization" etc) in a given document.~~

Parameters

Name	Key	Required	Type	Description
Text	text		string	The text to analyze.
Language	language		string	This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc.,

Returns

Body: EntitiesResult

Entity Linking (V3.0)

Operation ID:: EntitiesLinkingV3

The API returns a list of recognized entities with links to a well-known knowledge base. See the language support for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
Model Version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
Show Statistics	showStats		boolean	(Optional) if set to true, response will contain input and document level statistics.
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: EntityLinkingResult

Entity Linking (V3.1) (Preview)

Operation ID:: EntitiesLinkingV3_1

The API returns a list of recognized entities with links to a well known knowledge base. See the language support for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
stringIndexType	stringIndexType		string	(Optional) Specifies the method used to interpret string offsets. Defaults to Text Elements (Graphemes) according to Unicode v8.0.0. For additional information see https://aka.ms/text-analytics-offsets
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: EntityLinkingResult

Entity Linking (V4) (Preview)

Operation ID:: EntitiesLinkingV4

The API returns a list of recognized entities with links to a well known knowledge base. See the language support for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
Resource Subdomain or Region	subdomain	True	string	Azure subdomain or geographic region (e.g. westus)
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
stringIndexType	stringIndexType		string	(Optional) Specifies the method used to interpret string offsets. Defaults to Text Elements (Graphemes) according to Unicode v8.0.0. For additional information see https://aka.ms/text-analytics-offsets
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: EntityLinkingResult

Generate answer from Project

Operation ID:: GenerateAnswer

This action helps in answering the specified question using your knowledge base in your project.

Parameters

Name	Key	Required	Type	Description
Project Name	projectName	True	string	This is the Project name you want to use.
Question	question		string	User question to query against the project.
User ID	userId		string	Unique identifier for the user.
Top #	top		integer	Maximum number of answers to be returned for the question.
Confidence Threshold	confidenceScoreThreshold		float	Minimum threshold score for answers. Value ranges from 0 to 1.
Ranker type	rankerType		string	Type of ranker to be used.
QnA ID	qnaId		string	This is the exact QnA ID to fetch from project.
Previous QnA ID	previousQnaId		integer	Previous turn top answer result QnA ID.
Previous User Query	previousUserQuery		string	Previous user query.
key	key		string	Metadata Key from Metadata dictionary used in the QnA.
value	value		string	Metadata Value from Metadata dictionary used in the QnA.
Join Metadata with	logicalOperation		string	Set 'OR' or 'AND' for corresponding logical operation for metadata filters.
Source Filter	sourceFilter		string	Find QnAs that are associated with any of the given list of sources in project.
Join Filters with	logicalOperation		string	Logical operation used to join metadata filter with source filter.
Enable precise answer	enable		boolean	Enable or disable Answer Span prediction.
Confidence Threshold	confidenceScoreThreshold		float	Minimum threshold score required to include a precise answer, value ranges from 0 to 1.
Top #	topAnswersWithSpan		integer	Number of Top answers to be considered for precise answer prediction from 1 to 10.
Include Unstructured Sources	includeUnstructuredSources		boolean	Flag to enable query over unstructured sources.
Deployment Name	deploymentName	True	string	This is the specific deployment of the project you want to use.
API Version	api-version	True	string	This is the Client API version.

Returns

Represents List of Question Answers.

Body: AnswersResult

Key Phrases (V2) [DEPRECATED]

Operation ID:: KeyPhrasesV3

This action has been deprecated. Please use Key Phrases (V4) instead.

~~Returns a list of strings denoting the key talking points in the input text for each document.~~

Parameters

Name	Key	Required	Type	Description
Id	id	True	string	Unique, non-empty document identifier.
Text	text	True	string	The text to analyze.
Language	language		string	This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc.,

Returns

Body: KeyPhraseResults

Key Phrases (V3.0)

Operation ID:: KeyPhraseV3

The API returns a list of strings denoting the key phrases in the input text. See the Language support for Key Phrase Extraction for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
Model Version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
Show Statistics	showStats		boolean	(Optional) if set to true, response will contain input and document level statistics.
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: KeyPhraseResultV3

Key Phrases (V3.1) (Preview)

Operation ID:: KeyPhraseV3_1

The API returns a list of strings denoting the key phrases in the input text. See the Language support for Key Phrase Extraction for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: KeyPhraseResult

Key Phrases (V4) (Preview)

Operation ID:: KeyPhraseV4

The API returns a list of strings denoting the key phrases in the input text. See the Language support for Key Phrase Extraction for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
Resource Subdomain or Region	subdomain	True	string	Azure subdomain or geographic region (e.g. westus)
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: KeyPhraseResult

Key Phrases [DEPRECATED]

Operation ID:: KeyPhrases

This action has been deprecated. Please use Key Phrases (V4) instead.

~~Returns a list of strings denoting the key talking points in the input text. Currently, the following languages are supported: English, German, Spanish and Japanese.~~

Parameters

Name	Key	Required	Type	Description
Text	text		string	The text to analyze.
Language	language		string	This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc.,

Returns

Body: KeyPhraseResult

Key Phrases [DEPRECATED]

Operation ID:: KeyPhrasesV2

This action has been deprecated. Please use Key Phrases (V4) instead.

~~Returns a list of strings denoting the key talking points in the input text.~~

Parameters

Name	Key	Required	Type	Description
Text	text		string	The text to analyze.
Language	language		string	This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc.,

Returns

Body: KeyPhraseResult

Named Entity Recognition (V3.0)

Operation ID:: EntitiesRecognitionGeneralV3

The API returns a list of general named entities in a given document. For the list of supported entity types, check Supported Named Entity Recognition (NER) entity categories.

Parameters

Name	Key	Required	Type	Description
Model Version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
Show Statistics	showStats		boolean	(Optional) if set to true, response will contain input and document level statistics.
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: EntitiesResultV3

Named Entity Recognition (V3.1) (Preview)

Operation ID:: EntitiesRecognitionGeneralV3_1

The API returns a list of general named entities in a given document. For the list of supported entity types, check Supported Named Entity Recognition (NER) entity categories.

Parameters

Name	Key	Required	Type	Description
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
stringIndexType	stringIndexType		string	(Optional) Specifies the method used to interpret string offsets. Defaults to Text Elements (Graphemes) according to Unicode v8.0.0. For additional information see https://aka.ms/text-analytics-offsets
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: EntitiesResult

Named Entity Recognition (V4) (Preview)

Operation ID:: EntitiesRecognitionGeneralV4

The API returns a list of general named entities in a given document. For the list of supported entity types, check Supported Named Entity Recognition (NER) entity categories.

Parameters

Name	Key	Required	Type	Description
Resource Subdomain or Region	subdomain	True	string	Azure subdomain or geographic region (e.g. westus)
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
stringIndexType	stringIndexType		string	(Optional) Specifies the method used to interpret string offsets. Defaults to Text Elements (Graphemes) according to Unicode v8.0.0. For additional information see https://aka.ms/text-analytics-offsets
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: EntitiesResult

Sentiment (V3.0)

Operation ID:: SentimentV3

The API returns a sentiment prediction, as well as sentiment scores for each sentiment class (Positive, Negative, and Neutral) for the document and each sentence within it. See the Sentiment Analysis and Opinion Mining language support for the list of supported languages.

Parameters

Name	Key	Required	Type	Description
Model Version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
Show Statistics	showStats		boolean	(Optional) if set to true, response will contain input and document level statistics.
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: SentimentResponse

Sentiment (V3.1) (Preview)

Operation ID:: SentimentV3_1

The API returns a detailed sentiment analysis for the input text. The analysis is done in multiple levels of granularity, start from the a document level, down to sentence and key terms (targets and assessments).

Parameters

Name	Key	Required	Type	Description
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
opinionMining	opinionMining		boolean	(Optional) if set to true, response will contain not only sentiment prediction but also opinion mining (aspect-based sentiment analysis) results.
stringIndexType	stringIndexType		string	(Optional) Specifies the method used to interpret string offsets. Defaults to Text Elements (Graphemes) according to Unicode v8.0.0. For additional information see https://aka.ms/text-analytics-offsets
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: SentimentResponse

Sentiment (V4) (Preview)

Operation ID:: SentimentV4

Parameters

Name	Key	Required	Type	Description
Resource Subdomain or Region	subdomain	True	string	Azure subdomain or geographic region (e.g. westus)
model-version	model-version		string	(Optional) This value indicates which model will be used for scoring. If a model-version is not specified, the API should default to the latest, non-preview version.
showStats	showStats		boolean	(Optional) if set to true, response will contain request and document level statistics.
loggingOptOut	loggingOptOut		boolean	(Optional) If set to true, you opt-out of having your text input logged for troubleshooting. By default, Azure Cognitive Service for Language logs your input text for 48 hours, solely to allow for troubleshooting issues in providing you with the Azure Cognitive Service for Language natural language processing functions. Setting this parameter to true, disables input logging and may limit our ability to remediate issues that occur. Please see Cognitive Services Compliance and Privacy notes at https://aka.ms/cs-compliance for additional details, and Microsoft Responsible AI principles at https://www.microsoft.com/en-us/ai/responsible-ai.
opinionMining	opinionMining		boolean	(Optional) if set to true, response will contain not only sentiment prediction but also opinion mining (aspect-based sentiment analysis) results.
stringIndexType	stringIndexType		string	(Optional) Specifies the method used to interpret string offsets. Defaults to Text Elements (Graphemes) according to Unicode v8.0.0. For additional information see https://aka.ms/text-analytics-offsets
id	id	True	string	A unique, non-empty document identifier.
text	text	True	string	The input text to process.
language	language		string	(Optional) This is the 2 letter ISO 639-1 representation of a language. For example, use "en" for English; "es" for Spanish etc. If not set, use "en" for English as default.

Returns

Body: SentimentResponse

Definitions

ConversationalPIITranscriptJobState

Contains the status of the analyze conversations job submitted along with related statistics.

Name	Path	Type	Description
displayName	displayName	string
createdDateTime	createdDateTime	date-time
expirationDateTime	expirationDateTime	date-time
jobId	jobId	string
lastUpdatedDateTime	lastUpdatedDateTime	date-time
status	status	string
errors	errors	array of Error
nextLink	nextLink	string
statistics	statistics	ConversationRequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
completed	tasks.completed	integer	Count of tasks completed successfully.
failed	tasks.failed	integer	Count of tasks that failed.
inProgress	tasks.inProgress	integer	Count of tasks in progress currently.
total	tasks.total	integer	Total count of tasks submitted as part of the job.
taskResult	tasks.taskResult	ConversationalPIITranscriptResult	Result from the personally identifiable information detection and redaction operation performed on a list of conversations.

ConversationRequestStatistics

if showStats=true was specified in the request this field will contain information about the request payload.

Name	Path	Type	Description
documentsCount	documentsCount	integer	Number of documents submitted in the request.
validDocumentsCount	validDocumentsCount	integer	Number of valid documents. This excludes empty, over-size limit or non-supported languages documents.
erroneousDocumentsCount	erroneousDocumentsCount	integer	Number of invalid documents. This includes empty, over-size limit or non-supported languages documents.
transactionsCount	transactionsCount	integer	Number of transactions for the request.
conversationsCount	conversationsCount	integer	Number of conversations submitted in the request.
validConversationsCount	validConversationsCount	integer	Number of conversations documents. This excludes empty, over-size limit or non-supported languages documents.
erroneousConversationsCount	erroneousConversationsCount	integer	Number of invalid documents. This includes empty, over-size limit or non-supported languages documents.

ConversationalPIITranscriptResult

Result from the personally identifiable information detection and redaction operation performed on a list of conversations.

Name	Path	Type	Description
lastUpdateDateTime	lastUpdateDateTime	date-time	The last updated time in UTC for the task.
status	status		The status of the task at the mentioned last update time.
taskName	taskName	string
kind	kind	ConversationalPIIResultsKind	Enumeration of supported Conversation Analysis task results.
results	results	ConversationPIITranscriptResults	The result from PII detection and redaction operation for each conversation.

ConversationalPIIResultsKind

Enumeration of supported Conversation Analysis task results.

ConversationPIITranscriptResults

The result from PII detection and redaction operation for each conversation.

Name	Path	Type	Description
conversationItems	conversations.conversationItems	array of ConversationPIITranscriptItemResult	Enumeration of PII detection and redaction operation results for all the conversation items in a conversation.
id	conversations.id	string	Unique, non-empty conversation identifier.
warnings	conversations.warnings	array of InputWarning	Warnings encountered while processing document.
statistics	conversations.statistics	ConversationStatistics	If showStats=true was specified in the request this field will contain information about the conversation payload.
errors	errors	array of InputError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

InputError

Contains details of errors encountered during a job execution.

Name	Path	Type	Description
id	id	string	The ID of the input.
error	error	Error	The error object.

InputWarning

Contains details of warnings encountered during a job execution.

Name	Path	Type	Description
code	code	string	Warning code.
message	message	string	Warning message.
targetRef	targetRef	string	A JSON pointer reference indicating the target object.

ConversationStatistics

If showStats=true was specified in the request this field will contain information about the conversation payload.

Name	Path	Type	Description
transactionsCount	transactionsCount	integer	Number of text units for the request.

ConversationPIITranscriptItemResult

Name	Path	Type	Description
id	id	string
redactedContent	redactedContent	ConversationalPIITranscriptRedactedTranscriptContent	The transcript content response generated by the service with all necessary personally identifiable information redacted.
entities	entities	array of Entity

ConversationalPIITranscriptRedactedTranscriptContent

The transcript content response generated by the service with all necessary personally identifiable information redacted.

Name	Path	Type	Description
itn	itn	string	The redacted output for inverse text normalized format input.
maskedItn	maskedItn	string	The redacted output for masked inverse text normalized format input.
text	text	string	The redacted output for text (Microsoft's Speech to Text 'display') format input.
lexical	lexical	string	The redacted output for lexical format input.
audioTimings	audioTimings	array of AudioTiming	The list of redacted audio segments.

AudioTiming

The audio timing information.

Name	Path	Type	Description
offset	offset	integer	Offset from start of speech audio, in ticks. 1 tick = 100 ns.
duration	duration	integer	Duration of word articulation, in ticks. 1 tick = 100 ns.

ConversationalPIITextJobState

Contains the status of the analyze conversations job submitted along with related statistics.

Name	Path	Type	Description
displayName	displayName	string
createdDateTime	createdDateTime	date-time
expirationDateTime	expirationDateTime	date-time
jobId	jobId	string
lastUpdatedDateTime	lastUpdatedDateTime	date-time
status	status	string
errors	errors	array of Error
nextLink	nextLink	string
statistics	statistics	ConversationRequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
completed	tasks.completed	integer	Count of tasks completed successfully.
failed	tasks.failed	integer	Count of tasks that failed.
inProgress	tasks.inProgress	integer	Count of tasks in progress currently.
total	tasks.total	integer	Total count of tasks submitted as part of the job.
taskResult	tasks.taskResult	ConversationalPIITextResult	Result from the personally identifiable information detection and redaction operation performed on a list of conversations.

ConversationalPIITextResult

Result from the personally identifiable information detection and redaction operation performed on a list of conversations.

Name	Path	Type	Description
lastUpdateDateTime	lastUpdateDateTime	date-time	The last updated time in UTC for the task.
status	status		The status of the task at the mentioned last update time.
taskName	taskName	string
kind	kind	ConversationalPIIResultsKind	Enumeration of supported Conversation Analysis task results.
results	results	ConversationPIITextResults	The result from PII detection and redaction operation for each conversation.

ConversationPIITextResults

The result from PII detection and redaction operation for each conversation.

Name	Path	Type	Description
conversationItems	conversations.conversationItems	array of ConversationPIITextItemResult	Enumeration of PII detection and redaction operation results for all the conversation items in a conversation.
id	conversations.id	string	Unique, non-empty conversation identifier.
warnings	conversations.warnings	array of InputWarning	Warnings encountered while processing document.
statistics	conversations.statistics	ConversationStatistics	If showStats=true was specified in the request this field will contain information about the conversation payload.
errors	errors	array of InputError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

ConversationPIITextItemResult

Name	Path	Type	Description
id	id	string
redactedContent	redactedContent	ConversationalPIITranscriptRedactedTextContent	The transcript content response generated by the service with all necessary personally identifiable information redacted.
entities	entities	array of Entity

ConversationalPIITranscriptRedactedTextContent

The transcript content response generated by the service with all necessary personally identifiable information redacted.

Name	Path	Type	Description
text	text	string	The redacted output for text (Microsoft's Speech to Text 'display') format input.

AnalyzeConversationSummarizationJobState

Contains the status of the analyze conversations job submitted along with related statistics.

Name	Path	Type	Description
displayName	displayName	string
createdDateTime	createdDateTime	date-time
expirationDateTime	expirationDateTime	date-time
jobId	jobId	string
lastUpdatedDateTime	lastUpdatedDateTime	date-time
status	status	string
errors	errors	array of Error
nextLink	nextLink	string
statistics	statistics	ConversationRequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
completed	tasks.completed	integer	Count of tasks completed successfully.
failed	tasks.failed	integer	Count of tasks that failed.
inProgress	tasks.inProgress	integer	Count of tasks in progress currently.
total	tasks.total	integer	Total count of tasks submitted as part of the job.
taskResult	tasks.taskResult	AnalyzeConversationSummarizationResult	Result for the summarization task on the conversation.

AnalyzeConversationSummarizationResult

Result for the summarization task on the conversation.

Name	Path	Type	Description
lastUpdateDateTime	lastUpdateDateTime	date-time	The last updated time in UTC for the task.
status	status		The status of the task at the mentioned last update time.
taskName	taskName	string
kind	kind	ConversationalSummarizationResultsKind	Enumeration of supported Conversation Analysis task results.
results	results	SummaryResult

ConversationalSummarizationResultsKind

Enumeration of supported Conversation Analysis task results.

SummaryResult

Name	Path	Type	Description
summaries	conversations.summaries	array of SummaryResultItem
id	conversations.id	string	Unique, non-empty conversation identifier.
warnings	conversations.warnings	array of InputWarning	Warnings encountered while processing document.
statistics	conversations.statistics	ConversationStatistics	If showStats=true was specified in the request this field will contain information about the conversation payload.
errors	errors	array of InputError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

SummaryResultItem

Name	Path	Type	Description
aspect	aspect	string
text	text	string

Error

The error object.

Name	Path	Type	Description
code	code	ErrorCode	Human-readable error code.
message	message	string	A human-readable representation of the error.
target	target	string	The target of the error.
details	details	array of Error	An array of details about specific errors that led to this reported error.
innererror	innererror	InnerErrorModel	An object containing more specific information about the error. As per Microsoft One API guidelines - https://github.com/Microsoft/api-guidelines/blob/vNext/Guidelines.md#7102-error-condition-responses.

ErrorCode

Human-readable error code.

: string

InnerErrorModel

An object containing more specific information about the error. As per Microsoft One API guidelines - https://github.com/Microsoft/api-guidelines/blob/vNext/Guidelines.md#7102-error-condition-responses.

Name	Path	Type	Description
code	code	InnerErrorCode	Human-readable error code.
message	message	string	Error message.
details	details	object	Error details.
target	target	string	Error target.
innererror	innererror	InnerErrorModel	An object containing more specific information about the error. As per Microsoft One API guidelines - https://github.com/Microsoft/api-guidelines/blob/vNext/Guidelines.md#7102-error-condition-responses.

InnerErrorCode

Human-readable error code.

: string

LanguageCustomEntitiesResult

Name	Path	Type	Description
documents	documents	array of LanguageEntitiesDocumentResult	Response by document

LanguageCustomLabelClassificationResult

Name	Path	Type	Description
documents	documents	array of LanguageClassificationDocumentResult	Response by document

LanguageClassificationResult

Name	Path	Type	Description
category	category	string	Classification type.
confidenceScore	confidenceScore	double	Confidence score between 0 and 1 of the recognized class.

LanguageClassificationDocumentResult

Name	Path	Type	Description
class	class	array of LanguageClassificationResult
id	id	string	Unique, non-empty document identifier.

LanguageHealthcareResult

Name	Path	Type	Description
documents	documents	array of LanguageHealthcareEntitiesDocumentResult

LanguageHealthcareEntitiesDocumentResult

Name	Path	Type	Description
entities	entities	array of LanguageHealthcareEntity	Healthcare entities.
relations	relations	array of LanguageHealthcareRelation	Healthcare entity relations.
id	id	string	Unique, non-empty document identifier.

LanguageHealthcareEntity

Name	Path	Type	Description
text	text	string	Entity text as appears in the request.
category	category	string	Healthcare Entity Category.
subcategory	subcategory	string	(Optional) Entity sub type.
offset	offset	integer	Start position for the entity text. Use of different 'stringIndexType' values can affect the offset returned.
length	length	integer	Length for the entity text. Use of different 'stringIndexType' values can affect the length returned.
confidenceScore	confidenceScore	double	Confidence score between 0 and 1 of the extracted entity.
assertion	assertion	LanguageHealthcareAssertion
name	name	string	Preferred name for the entity. Example: 'histologically' would have a 'name' of 'histologic'.
links	links	array of LanguageHealthcareEntityLink	Entity references in known data sources.

LanguageHealthcareRelation

Every relation is an entity graph of a certain relationType, where all entities are connected and have specific roles within the relation context.

Name	Path	Type	Description
relationType	relationType	string	Type of relation. Examples include: `DosageOfMedication` or 'FrequencyOfMedication', etc.
entities	entities	array of LanguageHealthcareRelationEntity	The entities in the relation.

LanguageHealthcareAssertion

Name	Path	Type	Description
conditionality	conditionality	string	Describes any conditionality on the entity.
certainty	certainty	string	Describes the entities certainty and polarity.
association	association	string	Describes if the entity is the subject of the text or if it describes someone else.

LanguageHealthcareRelationEntity

Name	Path	Type	Description
ref	ref	string	Reference link object, using a JSON pointer RFC 6901 (URI Fragment Identifier Representation), pointing to the entity .
role	role	string	Role of entity in the relationship. For example: 'CD20-positive diffuse large B-cell lymphoma' has the following entities with their roles in parenthesis: CD20 (GeneOrProtein), Positive (Expression), diffuse large B-cell lymphoma (Diagnosis).

LanguageHealthcareEntityLink

Name	Path	Type	Description
dataSource	dataSource	string	Entity Catalog. Examples include: UMLS, CHV, MSH, etc.
id	id	string	Entity id in the given source catalog.

LanguageSentimentResponse

Name	Path	Type	Description
documents	documents	array of LanguageSentimentDocumentResult	Sentiment analysis per document.

LanguageSentimentDocumentResult

Name	Path	Type	Description
sentiment	sentiment	string	Predicted sentiment for document (Negative, Neutral, Positive, or Mixed).
confidenceScores	confidenceScores	LanguageSentimentConfidenceScorePerLabel	Represents the confidence scores between 0 and 1 across all sentiment classes: positive, neutral, negative.
sentences	sentences	array of LanguageSentenceSentiment	Sentence level sentiment analysis.
id	id	string	Unique, non-empty document identifier.

LanguageSentimentConfidenceScorePerLabel

Represents the confidence scores between 0 and 1 across all sentiment classes: positive, neutral, negative.

Name	Path	Type	Description
positive	positive	double	Confidence score for positive sentiment
neutral	neutral	double	Confidence score for neutral sentiment
negative	negative	double	Confidence score for negative sentiment

LanguageSentenceSentiment

Name	Path	Type	Description
text	text	string	The sentence text.
sentiment	sentiment	string	The predicted Sentiment for the sentence.
confidenceScores	confidenceScores	LanguageSentimentConfidenceScorePerLabel	Represents the confidence scores between 0 and 1 across all sentiment classes: positive, neutral, negative.
offset	offset	integer	The sentence offset from the start of the document.
length	length	integer	The length of the sentence.
targets	targets	array of LanguageSentenceTarget	The array of sentence targets for the sentence.
assessments	assessments	array of LanguageSentenceAssessment	The array of assessments for the sentence.

LanguageSentenceTarget

Name	Path	Type	Description
sentiment	sentiment	string	Targeted sentiment in the sentence.
confidenceScores	confidenceScores	LanguageTargetConfidenceScoreLabel	Represents the confidence scores across all sentiment classes: positive and negative.
offset	offset	integer	The target offset from the start of the sentence.
length	length	integer	The length of the target.
text	text	string	The target text detected.
relations	relations	array of LanguageTargetRelation	The array of either assessment or target objects which is related to the target.

LanguageSentenceAssessment

Name	Path	Type	Description
sentiment	sentiment	string	Assessment sentiment in the sentence.
confidenceScores	confidenceScores	LanguageTargetConfidenceScoreLabel	Represents the confidence scores across all sentiment classes: positive and negative.
offset	offset	integer	The assessment offset from the start of the sentence.
length	length	integer	The length of the assessment.
text	text	string	The assessment text detected.
isNegated	isNegated	boolean	The indicator representing if the assessment is negated.

LanguageTargetRelation

Name	Path	Type	Description
relationType	relationType	string	The type related to the target.
ref	ref	string	The JSON pointer indicating the linked object.

LanguageTargetConfidenceScoreLabel

Represents the confidence scores across all sentiment classes: positive and negative.

Name	Path	Type	Description
positive	positive	double	Confidence score for positive sentiment
negative	negative	double	Confidence score for negative sentiment

LanguageEntitiesResult

Name	Path	Type	Description
documents	documents	array of LanguageEntitiesDocumentResult	Response by document

LanguageEntitiesDocumentResult

Name	Path	Type	Description
entities	entities	array of LanguageEntity	Recognized entities in the document.
id	id	string	Unique, non-empty document identifier.

LanguageEntity

Name	Path	Type	Description
text	text	string	Entity text as appears in the request.
category	category	string	Entity type.
subcategory	subcategory	string	(Optional) Entity sub type.
offset	offset	integer	Start position for the entity text. Use of different 'stringIndexType' values can affect the offset returned.
length	length	integer	Length for the entity text. Use of different 'stringIndexType' values can affect the length returned.
confidenceScore	confidenceScore	double	Confidence score between 0 and 1 of the extracted entity.

LanguageEntityLinkingResult

Name	Path	Type	Description
documents	documents	array of LanguageLinkedEntitiesDocumentResult	Response by document

LanguageLinkedEntitiesDocumentResult

Name	Path	Type	Description
entities	entities	array of LanguageLinkedEntity	Recognized well known entities in the document.
id	id	string	Unique, non-empty document identifier.

LanguageLinkedEntity

Name	Path	Type	Description
name	name	string	Entity Linking formal name.
matches	matches	array of LanguageMatch	List of instances this entity appears in the text.
language	language	string	Language used in the data source.
id	id	string	Unique identifier of the recognized entity from the data source.
url	url	string	URL for the entity's page from the data source.
dataSource	dataSource	string	Data source used to extract entity linking, such as Wiki/Bing etc.
bingId	bingId	string	Bing Entity Search API unique identifier of the recognized entity.

LanguageMatch

Name	Path	Type	Description
confidenceScore	confidenceScore	double	If a well known item is recognized, a decimal number denoting the confidence level between 0 and 1 will be returned.
text	text	string	Entity text as appears in the request.
offset	offset	integer	Start position for the entity match text.
length	length	integer	Length for the entity match text.

LanguagePiiResult

Name	Path	Type	Description
documents	documents	array of LanguagePiiEntitiesDocumentResult	Response by document

LanguagePiiEntitiesDocumentResult

Name	Path	Type	Description
redactedText	redactedText	string	Returns redacted text.
entities	entities	array of LanguageEntity	Recognized entities in the document.
id	id	string	Unique, non-empty document identifier.

LanguageKeyPhraseResult

Name	Path	Type	Description
documents	documents	array of LanguageKeyPhrasesDocumentResult	Response by document

LanguageKeyPhrasesDocumentResult

Name	Path	Type	Description
keyPhrases	keyPhrases	array of string	A list of representative words or phrases. The number of key phrases returned is proportional to the number of words in the input document.
id	id	string	Unique, non-empty document identifier.

LanguageAnalyzeTextJobState_KPE

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguageKeyPhraseExtractionLROResult

LanguageAnalyzeTextJobState_CNER

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguageCustomEntityRecognitionLROResult

LanguageAnalyzeTextJobState_CSLC

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguageCustomSingleLabelClassificationLROResult

LanguageAnalyzeTextJobState_CMLC

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguageCustomMultiLabelClassificationLROResult

LanguageAnalyzeTextJobState_Entites

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguageEntityRecognitionLROResult

LanguageAnalyzeTextJobState_Pii

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguagePiiEntityRecognitionLROResult

LanguageAnalyzeTextJobState_Sentiment

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguageSentimentLROResult

LanguageAnalyzeTextJobState_HealthCare

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguageHealthcareLROResult

LanguageAnalyzeTextJobState_ExtractiveSummarization

Name	Path	Type	Description
taskResult	tasks.taskResult	ExtractiveSummarizationLROResult

LanguageAnalyzeTextJobState_AbstractiveSummarization

Name	Path	Type	Description
taskResult	tasks.taskResult	AbstractiveSummarizationLROResult	An object representing the results for an Abstractive Summarization task.

LanguageAnalyzeTextJobState_EntityLinking

Name	Path	Type	Description
taskResult	tasks.taskResult	LanguageEntityLinkingLROResult

LanguageEntityRecognitionLROResult

Name	Path	Type	Description
results	results	LanguageEntitiesResult

LanguageCustomEntityRecognitionLROResult

Name	Path	Type	Description
results	results	LanguageCustomEntitiesResult

LanguageCustomSingleLabelClassificationLROResult

Name	Path	Type	Description
results	results	LanguageCustomLabelClassificationResult

LanguageCustomMultiLabelClassificationLROResult

Name	Path	Type	Description
results	results	LanguageCustomLabelClassificationResult

LanguageEntityLinkingLROResult

Name	Path	Type	Description
results	results	LanguageEntityLinkingResult

LanguagePiiEntityRecognitionLROResult

Name	Path	Type	Description
results	results	LanguagePiiResult

LanguageHealthcareLROResult

Name	Path	Type	Description
results	results	LanguageHealthcareResult

LanguageSentimentLROResult

Name	Path	Type	Description
results	results	LanguageSentimentResponse

LanguageKeyPhraseExtractionLROResult

Name	Path	Type	Description
results	results	LanguageKeyPhraseResult

LanguageDocumentWarning

Name	Path	Type	Description
code	code	string	Error code.
message	message	string	Warning message.
targetRef	targetRef	string	A JSON pointer reference indicating the target object.

DocumentError

Name	Path	Type	Description
id	id	string	Document Id.
error	error	TextAnalyticsError

TextAnalyticsError

Name	Path	Type	Description
code	code	string	Error code.
message	message	string	Error message.
target	target	string	Error target.
innererror	innererror	InnerError
details	details	array of TextAnalyticsError	Details about specific errors that led to this reported error.

TextAnalyticsWarning

Name	Path	Type	Description
code	code	string	Error code.
message	message	string	Warning message.
targetRef	targetRef	string	A JSON pointer reference indicating the target object.

InnerError

Name	Path	Type	Description
code	code	string	Error code.
message	message	string	Error message.
details	details	object	Error details.
target	target	string	Error target.
innererror	innererror	InnerError

SentimentResponse

Name	Path	Type	Description
documents	documents	array of DocumentSentiment	Sentiment analysis per document.
errors	errors	array of DocumentError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

DocumentSentiment

Name	Path	Type	Description
id	id	string	Unique, non-empty document identifier.
sentiment	sentiment	string	Predicted sentiment for document (Negative, Neutral, Positive, or Mixed).
statistics	statistics	DocumentStatistics	if showStats=true was specified in the request this field will contain information about the document payload.
confidenceScores	confidenceScores	SentimentConfidenceScorePerLabel	Represents the confidence scores between 0 and 1 across all sentiment classes: positive, neutral, negative.
sentences	sentences	array of SentenceSentiment	Sentence level sentiment analysis.
warnings	warnings	array of TextAnalyticsWarning	Warnings encountered while processing document.

RequestStatistics

if showStats=true was specified in the request this field will contain information about the request payload.

Name	Path	Type	Description
documentsCount	documentsCount	integer	Number of documents submitted in the request.
validDocumentsCount	validDocumentsCount	integer	Number of valid documents. This excludes empty, over-size limit or non-supported languages documents.
erroneousDocumentsCount	erroneousDocumentsCount	integer	Number of invalid documents. This includes empty, over-size limit or non-supported languages documents.
transactionsCount	transactionsCount	integer	Number of transactions for the request.

DocumentStatistics

if showStats=true was specified in the request this field will contain information about the document payload.

Name	Path	Type	Description
charactersCount	charactersCount	integer	Number of text elements recognized in the document.
transactionsCount	transactionsCount	integer	Number of transactions for the document.

SentimentConfidenceScorePerLabel

Represents the confidence scores between 0 and 1 across all sentiment classes: positive, neutral, negative.

Name	Path	Type
positive	positive	double
neutral	neutral	double
negative	negative	double

SentenceSentiment

Name	Path	Type	Description
text	text	string	The sentence text.
sentiment	sentiment	string	The predicted Sentiment for the sentence.
confidenceScores	confidenceScores	SentimentConfidenceScorePerLabel	Represents the confidence scores between 0 and 1 across all sentiment classes: positive, neutral, negative.
offset	offset	integer	The sentence offset from the start of the document.
length	length	integer	The length of the sentence by Unicode standard.

DocumentEntities

Name	Path	Type	Description
id	id	string	Unique, non-empty document identifier.
entities	entities	array of Entity	Recognized entities in the document.
warnings	warnings	array of TextAnalyticsWarning	Warnings encountered while processing document.
statistics	statistics	DocumentStatistics	if showStats=true was specified in the request this field will contain information about the document payload.

PiiDocumentEntities

Name	Path	Type	Description
id	id	string	Unique, non-empty document identifier.
redactedText	redactedText	string	Returns redacted text.
entities	entities	array of Entity	Recognized entities in the document.
warnings	warnings	array of TextAnalyticsWarning	Warnings encountered while processing document.
statistics	statistics	DocumentStatistics	if showStats=true was specified in the request this field will contain information about the document payload.

Entity

Name	Path	Type	Description
text	text	string	Entity text as appears in the request.
category	category	string	Entity type, such as Person/Location/Org/SSN etc
subcategory	subcategory	string	Entity sub type, such as Age/Year/TimeRange etc
offset	offset	integer	Start position (in Unicode characters) for the entity text.
length	length	integer	Length (in Unicode characters) for the entity text.
confidenceScore	confidenceScore	double	Confidence score between 0 and 1 of the extracted entity.

EntityLinkingResult

Name	Path	Type	Description
documents	documents	array of DocumentLinkedEntities	Response by document
errors	errors	array of DocumentError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

DocumentLinkedEntities

Name	Path	Type	Description
id	id	string	Unique, non-empty document identifier.
entities	entities	array of LinkedEntity	Recognized well-known entities in the document.
warnings	warnings	array of TextAnalyticsWarning	Warnings encountered while processing document.
statistics	statistics	DocumentStatistics	if showStats=true was specified in the request this field will contain information about the document payload.

LinkedEntity

Name	Path	Type	Description
name	name	string	Entity Linking formal name.
matches	matches	array of Match	List of instances this entity appears in the text.
language	language	string	Language used in the data source.
id	id	string	Unique identifier of the recognized entity from the data source.
url	url	string	URL for the entity's page from the data source.
dataSource	dataSource	string	Data source used to extract entity linking, such as Wiki/Bing etc.

Match

Name	Path	Type	Description
confidenceScore	confidenceScore	double	If a well-known item is recognized, a decimal number denoting the confidence level between 0 and 1 will be returned.
text	text	string	Entity text as appears in the request.
offset	offset	integer	Start position (in Unicode characters) for the entity match text.
length	length	integer	Length (in Unicode characters) for the entity match text.

DocumentKeyPhrases

Name	Path	Type	Description
id	id	string	Unique, non-empty document identifier.
keyPhrases	keyPhrases	array of string	A list of representative words or phrases. The number of key phrases returned is proportional to the number of words in the input document.
warnings	warnings	array of TextAnalyticsWarning	Warnings encountered while processing document.
statistics	statistics	DocumentStatistics	if showStats=true was specified in the request this field will contain information about the document payload.

DocumentLanguage

Name	Path	Type	Description
id	id	string	Unique, non-empty document identifier.
detectedLanguage	detectedLanguage	DetectedLanguage
warnings	warnings	array of TextAnalyticsWarning	Warnings encountered while processing document.
statistics	statistics	DocumentStatistics	if showStats=true was specified in the request this field will contain information about the document payload.

DetectedLanguage

Name	Path	Type	Description
name	name	string	Long name of a detected language (e.g. English, French).
iso6391Name	iso6391Name	string	A two letter representation of the detected language according to the ISO 639-1 standard (e.g. en, fr).
confidenceScore	confidenceScore	double	A confidence score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true.

KeyPhraseResultV3

Name	Path	Type	Description
documents	documents	array of DocumentKeyPhrases	Response by document
errors	errors	array of DocumentError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

EntitiesResultV3

Name	Path	Type	Description
documents	documents	array of DocumentEntities	Response by document
errors	errors	array of DocumentError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

PiiResult

Name	Path	Type	Description
documents	documents	array of PiiDocumentEntities	Response by document
errors	errors	array of DocumentError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

LanguageResultV3

Name	Path	Type	Description
documents	documents	array of DocumentLanguage	Response by document
errors	errors	array of DocumentError	Errors by document id.
statistics	statistics	RequestStatistics	if showStats=true was specified in the request this field will contain information about the request payload.
modelVersion	modelVersion	string	This field indicates which model is used for scoring.

KeyPhraseResults

Name	Path	Type	Description
documents	documents	array of KeyPhraseResult

EntitiesResults

Name	Path	Type	Description
documents	documents	array of EntitiesResult

LanguageResults

Name	Path	Type	Description
documents	documents	array of LanguageResult

SentimentResults

Name	Path	Type	Description
documents	documents	array of SentimentResult

KeyPhraseResult

Name	Path	Type	Description
Key Phrases	keyPhrases	array of string	A list of representative words or phrases. The number of key phrases returned is proportional to the number of words in the input document.
Id	id	string	The unique document identifier.

EntitiesResult

Name	Path	Type	Description
Entities	entities	array of object	A list of disambiguated entities with links to more information on the web (Wikipedia and Bing).
Name	entities.name	string	Name of the entity.
Matches	entities.matches	array of object	A list of matches for the entity.
items	entities.matches	object
Wikipedia Language	entities.wikipediaLanguage	string	Wikipedia language of the entity.
Wikipedia Id	entities.wikipediaId	string	Wikipedia Id of the entity.
Wikipedia Url	entities.wikipediaUrl	string	Wikipedia url of the entity.
Bing Id	entities.bingId	string	Bing Id of the entity.
Type	entities.type	string	Type of the entity.
Subtype	entities.subType	string	Subtype of the entity.
Id	id	string	The unique document identifier.

LanguageResult

Name	Path	Type	Description
Id	id	string	The unique document identifier.
detectedLanguages	detectedLanguages	array of DetectedLanguageV2	A list of extracted languages.

SentimentResult

Name	Path	Type	Description
Score	score	double	A decimal number between 0 and 1 denoting the sentiment of the document. A score above 0.7 usually refers to a positive document while a score below 0.3 normally has a negative connotation. Mid values refer to neutral text.
Id	id	string	The unique document identifier.

DetectedLanguageV2

Name	Path	Type	Description
Name	name	string	The long name of a detected language (e.g. English, French).
Language Code	iso6391Name	string	A two letter representation of the detected language according to the ISO 639-1 standard (e.g. en, fr).
Score	score	double	A confidence score between 0 and 1. Scores close to 1 indicate 100% certainty that the identified language is true.

AnalyzeConversationTaskResultsKind

Enumeration of supported conversational task results

: string

ConversationalTaskResult

The results of a Conversation task.

Name	Path	Type	Description
kind	kind	AnalyzeConversationTaskResultsKind	Enumeration of supported conversational task results
result	result	AnalyzeConversationResult	Represents a conversation analysis response.

ConversationalTaskResult_Orchestration

The results of a Conversation task.

Name	Path	Type	Description
kind	kind	AnalyzeConversationTaskResultsKind	Enumeration of supported conversational task results
result	result	AnalyzeConversationResult_Orchestration	Represents a conversation analysis response.

AnalyzeConversationResult

Represents a conversation analysis response.

Name	Path	Type	Description
query	query	string	The conversation utterance given by the caller.
detectedLanguage	detectedLanguage	string	The system detected language for the query in BCP 47 language representation..
prediction	prediction	ConversationPrediction	Represents the prediction section of a Conversation project.

AnalyzeConversationResult_Orchestration

Represents a conversation analysis response.

Name	Path	Type	Description
query	query	string	The conversation utterance given by the caller.
detectedLanguage	detectedLanguage	string	The system detected language for the query in BCP 47 language representation..
prediction	prediction	OrchestrationPrediction	This represents the prediction result of an Orchestration project.

ConversationPrediction

Represents the prediction section of a Conversation project.

Name	Path	Type	Description
intents	intents	array of ConversationIntent	The intent classification results.
entities	entities	array of ConversationEntity	The entity extraction results.
projectKind	projectKind	string	The type of the project.
topIntent	topIntent	string	The intent with the highest score.

ConversationIntent

The intent classification result of a Conversation project.

Name	Path	Type	Description
category	category	string	A predicted class.
confidenceScore	confidenceScore	float	The confidence score of the class from 0.0 to 1.0.

ConversationEntity

The entity extraction result of a Conversation project.

Name	Path	Type	Description
category	category	string	The entity category.
text	text	string	The predicted entity text.
offset	offset	integer	The starting index of this entity in the query.
length	length	integer	The length of the text.
confidenceScore	confidenceScore	float	The entity confidence score.
resolutions	resolutions	array of BaseResolution	The collection of entity resolution objects.
extraInformation	extraInformation	array of BaseExtraInformation	The collection of entity extra information objects.
topResolution	topResolution	BaseResolution	The abstract base class for entity resolutions.
multipleResolutions	multipleResolutions	boolean	The indicator representing if the resolutions array had multiple items.

BaseExtraInformation

The abstract base object for entity extra information.

Name	Path	Type	Description
extraInformationKind	extraInformationKind	string	The extra information object kind.

BaseResolution

The abstract base class for entity resolutions.

Name	Path	Type	Description
resolutionKind	resolutionKind	string	The entity resolution object kind.

OrchestrationPrediction

This represents the prediction result of an Orchestration project.

Name	Path	Type	Description
intents	intents	object	A dictionary that contains all intents. A key is an intent name and a value is its confidence score and target type. The top intent's value also contains the actual response from the target project.
projectKind	projectKind	string	The type of the project.
topIntent	topIntent	string	The intent with the highest score.

ExtractiveSummarizationResult

Name	Path	Type	Description
documents	documents	array of ExtractedSummaryDocumentResultWithDetectedLanguage	Response by document

ExtractedSummaryDocumentResultWithDetectedLanguage

Name	Path	Type	Description
sentences	sentences	array of ExtractedSummarySentence	A ranked list of sentences representing the extracted summary.
detectedLanguage	detectedLanguage	DetectedLanguage

ExtractedSummarySentence

Name	Path	Type	Description
text	text	string	The extracted sentence text.
rankScore	rankScore	double	A double value representing the relevance of the sentence within the summary. Higher values indicate higher importance.
offset	offset	integer	The sentence offset from the start of the document, based on the value of the parameter StringIndexType.
length	length	integer	The length of the sentence.

ExtractiveSummarizationLROResult

Name	Path	Type	Description
results	results	ExtractiveSummarizationResult

AbstractiveSummarizationLROResult

An object representing the results for an Abstractive Summarization task.

Name	Path	Type	Description
results	results	AbstractiveSummarizationResult	An object representing the pre-build summarization results of each document.

AbstractiveSummarizationResult

An object representing the pre-build summarization results of each document.

Name	Path	Type	Description
documents	documents	array of AbstractiveSummaryDocumentResultWithDetectedLanguage	Response by document

AbstractiveSummaryDocumentResultWithDetectedLanguage

An object representing the summarization result of a single document with detected language.

Name	Path	Type	Description
summaries	summaries	array of AbstractiveSummary	A list of abstractive summaries.
id	id	string	Unique, non-empty document identifier.
warnings	warnings	array of LanguageDocumentWarning	Warnings encountered while processing document.
statistics	statistics	DocumentStatistics	if showStats=true was specified in the request this field will contain information about the document payload.
detectedLanguage	detectedLanguage	DetectedLanguage

SummaryContext

The context of the summary.

Name	Path	Type	Description
offset	offset	integer	Start position for the context. Use of different 'stringIndexType' values can affect the offset returned.
length	length	integer	The length of the context. Use of different 'stringIndexType' values can affect the length returned.

AbstractiveSummary

An object representing a single summary with context for given document.

Name	Path	Type	Description
text	text	string	The text of the summary.
contexts	contexts	array of SummaryContext	The context list of the summary.

AnswersResult

Represents List of Question Answers.

Name	Path	Type	Description
answers	answers	array of KnowledgeBaseAnswer	Represents Answer Result list.
isUserQuestionAmbiguous	isUserQuestionAmbiguous	boolean	Returns a boolean value if user's question was ambiguous.

KnowledgeBaseAnswer

Represents project answer.

Name	Path	Type	Description
questions	questions	array of string	List of questions associated with the answer.
answer	answer	string	Answer text.
Confidence Threshold	confidenceScore	float	Answer confidence score, value ranges from 0 to 1.
QnA ID	id	integer	ID of the QnA result.
source	source	string	Source of QnA result.
metadata	metadata	object	Metadata associated with the answer, useful to categorize or filter question answers.
dialog	dialog	KnowledgeBaseAnswerDialog	Dialog associated with Answer.
answerSpan	answerSpan	AnswerSpan	Answer span object of QnA.

KnowledgeBaseAnswerDialog

Dialog associated with Answer.

Name	Path	Type	Description
isContextOnly	isContextOnly	boolean	To mark if a prompt is relevant only with a previous question or not. If true, do not include this QnA as search result for queries without context; otherwise, if false, ignores context and includes this QnA in search result.
prompts	prompts	array of KnowledgeBaseAnswerPrompt	List of prompts associated with the answer.

KnowledgeBaseAnswerPrompt

Prompt for an answer.

Name	Path	Type	Description
displayOrder	displayOrder	integer	Index of the prompt - used in ordering of the prompts.
qnaId	qnaId	integer	QnA ID corresponding to the prompt.
displayText	displayText	string	Text displayed to represent a follow up question prompt.

AnswerSpan

Answer span object of QnA.

Name	Path	Type	Description
text	text	string	Predicted text of precise answer.
Confidence Threshold	confidenceScore	float	Predicted score of precise answer, value ranges from 0 to 1.
offset	offset	integer	The Precise answer offset from the start of answer.
length	length	integer	The length of the precise answer.

Поделиться через

Azure Cognitive Service for Language

Connecting with Microsoft Entra ID

Operations not supported with Microsoft Entra ID authentication

Creating a connection

Api Key

Default [DEPRECATED]

Throttling Limits

Actions

Async AbstractiveSummarization (2022-10-01-preview)

Parameters

Returns

Async Conversation PII (text) (2022-05-15-preview)

Parameters

Returns

Async Conversation PII (transcript) (2022-05-15-preview)

Parameters

Returns

Async Conversation Summarization (2022-05-15-preview)

Parameters

Returns

Async CustomEntityRecognition (2022-05-01)

Parameters

Returns

Async CustomMultiLabelClassification (2022-05-01)

Parameters

Returns

Async CustomSingleLabelClassification (2022-05-01)

Parameters

Returns

Async EntityLinking (2022-05-01)

Parameters

Returns

Async EntityRecognition (2022-05-01)

Parameters

Returns

Async ExtractiveSummarization (2022-10-01-preview)

Parameters

Returns

Async Healthcare (2022-05-01)

Parameters

Returns

Async KeyPhrases (2022-05-01)

Parameters

Returns

Async PiiEntityRecognition (2022-05-01)

Parameters

Returns

Async SentimentAnalysis (2022-05-01)

Parameters

Returns

Conversations (CLU) (2022-05-01)

Parameters

Returns

Conversations (Orchestration) (2022-05-01)

Parameters

Returns

Detect Entities (V2) [DEPRECATED]

Parameters

Returns

Detect Language (V2) [DEPRECATED]

Parameters

Returns

Detect Language (V3.0)

Parameters

Returns

Detect Language (V3.1) (Preview)

Parameters

Returns

Detect Language (V4) (Preview)

Parameters

Returns

Detect Language [DEPRECATED]

Parameters

Returns

Detect Language [DEPRECATED]

Parameters

Returns

Detect Personal Information (V3.1)

Parameters