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articles/ai-services/document-intelligence/how-to-guides/includes/v2-1/python-sdk.md

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## Use the Object model
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With Document Intelligence, you can create two different client types. The first, `form_recognizer_client`, queries the service to recognize form fields and content. The second, `form_training_client`, creates and manages custom models to improve recognition.
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With Document Intelligence, you can create two different client types. The first`form_recognizer_client`queries the service to recognize form fields and content. The second`form_training_client`creates and manages custom models to improve recognition.
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`form_recognizer_client` provides the following operations:
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## Analyze ID documents
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This section demonstrates how to analyze and extract key information from government-issued identification documents, including worldwide passports and U.S. driver's licenses, by using the Document Intelligence prebuilt ID model. For more information about ID document analysis, see the [Document Intelligence ID document model](../../../prebuilt/id-document.md).
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This section demonstrates how to analyze and extract key information from government-issued identification documents such as worldwide passports and U.S. driver's licenses using the prebuilt ID model. For more information about ID document analysis, see the [Document Intelligence ID document model](../../../prebuilt/id-document.md).
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To analyze ID documents from a URL, use the `begin_recognize_id_documents_from_url` method.
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This section demonstrates how to extract key/value information and other content from your custom template types, using models you trained with your own forms.
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> [!IMPORTANT]
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> In order to implement this scenario, you must have already trained a model so you can pass its ID into the method operation. See the [Train a model](#train-a-model-without-labels) section.
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> In order to implement this scenario, you must have a trained a model so you can pass its ID into the method operation. See the [Train a model](#train-a-model-without-labels) section.
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You use the `begin_recognize_custom_forms_from_url` method. The returned value is a collection of `RecognizedForm` objects. There's one object for each page in the submitted document. The following code prints the analysis results to the console. It prints each recognized field and corresponding value, along with a confidence score.
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These issues might be helpful in troubleshooting.
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### General
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The Document Intelligence client library raises exceptions defined in [Azure Core](https://aka.ms/azsdk-python-azure-core).
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### Logging
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This library uses the [standard logging library](https://docs.python.org/3/library/logging.html) for logging. Basic information about HTTP sessions, such as URLs and headers, is logged at the INFO level.
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## REST samples on GitHub
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- Extract text, selection marks, and table structure from documents: [Extract layout data - Python](https://github.com/Azure-Samples/cognitive-services-quickstart-code/blob/master/python/FormRecognizer/rest/python-layout.md)
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- Train custom models and extract custom form data:
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- Train a custom model and extract custom form data:
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- [Train without labels - Python](https://github.com/Azure-Samples/cognitive-services-quickstart-code/blob/master/python/FormRecognizer/rest/python-train-extract.md)
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- [Train with labels - Python](https://github.com/Azure-Samples/cognitive-services-quickstart-code/blob/master/python/FormRecognizer/rest/python-labeled-data.md)
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- Extract data from invoices: [Extract invoice data - Python](https://github.com/Azure-Samples/cognitive-services-quickstart-code/blob/master/python/FormRecognizer/rest/python-invoices.md)
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- Extract data from sales receipts: [Extract receipt data - Python](https://github.com/Azure-Samples/cognitive-services-quickstart-code/blob/master/python/FormRecognizer/rest/python-receipts.md)
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- Extract data from business cards: [Extract business card data - Python](https://github.com/Azure-Samples/cognitive-services-quickstart-code/blob/master/python/FormRecognizer/rest/python-business-cards.md)

articles/ai-services/document-intelligence/how-to-guides/includes/v3-0/csharp-sdk.md

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[Client library](/dotnet/api/overview/azure/ai.formrecognizer-readme?view=azure-dotnet&preserve-view=true) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/dotnet/Azure.AI.FormRecognizer/4.1.0/index.html) | [API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-2023-07-31&preserve-view=true&tabs=HTTP) | [Package (NuGet)](https://www.nuget.org/packages/Azure.AI.FormRecognizer/4.1.0) | [Samples](https://github.com/Azure/azure-sdk-for-net/blob/main/sdk/formrecognizer/Azure.AI.FormRecognizer/samples/README.md) | [Supported REST API versions](../../../sdk-overview-v3-1.md)
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[Client library](/dotnet/api/overview/azure/ai.formrecognizer-readme?view=azure-dotnet&preserve-view=true) |[API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-2023-07-31&preserve-view=true&tabs=HTTP) | [Package (NuGet)](https://www.nuget.org/packages/Azure.AI.FormRecognizer/4.1.0) | [Samples](https://github.com/Azure/azure-sdk-for-net/blob/main/sdk/formrecognizer/Azure.AI.FormRecognizer/samples/README.md) | [Supported REST API versions](../../../sdk-overview-v3-1.md)
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[Client library](/dotnet/api/overview/azure/ai.formrecognizer-readme?view=azure-dotnet&preserve-view=true) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/dotnet/Azure.AI.FormRecognizer/4.0.0/index.html) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-v3.0%20(2022-08-31)&preserve-view=true&tabs=HTTP) | [Package](https://www.nuget.org/packages/Azure.AI.FormRecognizer/4.0.0) | [Samples](https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/formrecognizer/Azure.AI.FormRecognizer/samples) |[Supported REST API versions](../../../sdk-overview-v3-0.md)
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[Client library](/dotnet/api/overview/azure/ai.formrecognizer-readme?view=azure-dotnet&preserve-view=true) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-v3.0%20(2022-08-31)&preserve-view=true&tabs=HTTP) | [Package](https://www.nuget.org/packages/Azure.AI.FormRecognizer/4.0.0) | [Samples](https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/formrecognizer/Azure.AI.FormRecognizer/samples) |[Supported REST API versions](../../../sdk-overview-v3-0.md)
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## Prerequisites

articles/ai-services/document-intelligence/how-to-guides/includes/v3-0/java-sdk.md

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[Client library](/java/api/overview/azure/ai-formrecognizer-readme?view=azure-java-stable&preserve-view=true) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/java/azure-ai-formrecognizer/4.1.0/index.html) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-2023-07-31&preserve-view=true&tabs=HTTP) | [Package (Maven)](https://mvnrepository.com/artifact/com.azure/azure-ai-formrecognizer/4.1.0) | [Samples](https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/formrecognizer/azure-ai-formrecognizer/src/samples#readme)| [Supported REST API versions](../../../sdk-overview-v3-1.md)
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[Client library](/java/api/overview/azure/ai-formrecognizer-readme?view=azure-java-stable&preserve-view=true) |[REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-2023-07-31&preserve-view=true&tabs=HTTP) | [Package (Maven)](https://mvnrepository.com/artifact/com.azure/azure-ai-formrecognizer/4.1.0) | [Samples](https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/formrecognizer/azure-ai-formrecognizer/src/samples#readme)| [Supported REST API versions](../../../sdk-overview-v3-1.md)
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[Client library](/java/api/overview/azure/ai-formrecognizer-readme?view=azure-java-stable&preserve-view=true) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/java/azure-ai-formrecognizer/4.0.0/index.html) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-v3.0%20(2022-08-31)&preserve-view=true&tabs=HTTP) | [Package (Maven)](https://mvnrepository.com/artifact/com.azure/azure-ai-formrecognizer/4.0.0) | [Samples](https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/formrecognizer/azure-ai-formrecognizer/src/samples)|[Supported REST API versions](../../../sdk-overview-v3-0.md)
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[Client library](/java/api/overview/azure/ai-formrecognizer-readme?view=azure-java-stable&preserve-view=true) |[REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-v3.0%20(2022-08-31)&preserve-view=true&tabs=HTTP) | [Package (Maven)](https://mvnrepository.com/artifact/com.azure/azure-ai-formrecognizer/4.0.0) | [Samples](https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/formrecognizer/azure-ai-formrecognizer/src/samples)|[Supported REST API versions](../../../sdk-overview-v3-0.md)
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## Prerequisites

articles/ai-services/document-intelligence/how-to-guides/includes/v3-0/javascript-sdk.md

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[Client library](/javascript/api/overview/azure/ai-form-recognizer-readme?view=azure-node-latest&preserve-view=true) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/javascript/azure-ai-form-recognizer/5.0.0/index.html) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-2023-07-31&preserve-view=true&tabs=HTTP) | [Package (npm)](https://www.npmjs.com/package/@azure/ai-form-recognizer/v/5.0.0) | [Samples](https://github.com/witemple-msft/azure-sdk-for-js/tree/ai-form-recognizer/5.0.0-release/sdk/formrecognizer/ai-form-recognizer/samples/v5) |[Supported REST API versions](../../../sdk-overview-v3-1.md)
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[Client library](/javascript/api/overview/azure/ai-form-recognizer-readme?view=azure-node-latest&preserve-view=true) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-2023-07-31&preserve-view=true&tabs=HTTP) | [Package (npm)](https://www.npmjs.com/package/@azure/ai-form-recognizer/v/5.0.0) | [Samples](https://github.com/witemple-msft/azure-sdk-for-js/tree/ai-form-recognizer/5.0.0-release/sdk/formrecognizer/ai-form-recognizer/samples/v5) |[Supported REST API versions](../../../sdk-overview-v3-1.md)
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[Client library](/javascript/api/%40azure/ai-form-recognizer/) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/javascript/azure-ai-form-recognizer/4.0.0/index.html) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-v3.0%20(2022-08-31)&preserve-view=true&tabs=HTTP) | [Package (npm)](https://www.npmjs.com/package/@azure/ai-form-recognizer/v/5.0.0) | [Samples](https://github.com/witemple-msft/azure-sdk-for-js/tree/26e85928088c6ee46ff9b357b2af8158b9da8b49/sdk/formrecognizer/ai-form-recognizer/samples/v4-beta/javascript) |[Supported REST API versions](../../../sdk-overview-v3-0.md)
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[Client library](/javascript/api/%40azure/ai-form-recognizer/) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-v3.0%20(2022-08-31)&preserve-view=true&tabs=HTTP) | [Package (npm)](https://www.npmjs.com/package/@azure/ai-form-recognizer/v/5.0.0) | [Samples](https://github.com/witemple-msft/azure-sdk-for-js/tree/26e85928088c6ee46ff9b357b2af8158b9da8b49/sdk/formrecognizer/ai-form-recognizer/samples/v4-beta/javascript) |[Supported REST API versions](../../../sdk-overview-v3-0.md)
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## Prerequisites

articles/ai-services/document-intelligence/how-to-guides/includes/v3-0/python-sdk.md

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[Client library](/python/api/overview/azure/ai-formrecognizer-readme?view=azure-python&preserve-view=true) |[SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-formrecognizer/3.3.0/index.html) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-2023-07-31&preserve-view=true&tabs=HTTP) | [Package (PyPi)](https://pypi.org/project/azure-ai-formrecognizer/3.3.0/) | [Samples](https://github.com/Azure/azure-sdk-for-python/tree/azure-ai-formrecognizer_3.3.0/sdk/formrecognizer/azure-ai-formrecognizer/samples) | [Supported REST API versions](../../../sdk-overview-v3-1.md#supported-programming-languages)
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[Client library](/python/api/overview/azure/ai-formrecognizer-readme?view=azure-python&preserve-view=true) |[REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-2023-07-31&preserve-view=true&tabs=HTTP) | [Package (PyPi)](https://pypi.org/project/azure-ai-formrecognizer/3.3.0/) | [Samples](https://github.com/Azure/azure-sdk-for-python/tree/azure-ai-formrecognizer_3.3.0/sdk/formrecognizer/azure-ai-formrecognizer/samples) | [Supported REST API versions](../../../sdk-overview-v3-1.md#supported-programming-languages)
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[Client library](/python/api/overview/azure/ai-formrecognizer-readme?view=azure-python-previous&preserve-view=true) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-formrecognizer/3.2.0b6/index.html) | [REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-v3.0%20(2022-08-31)&preserve-view=true&tabs=HTTP) | [Package (PyPi)](https://pypi.org/project/azure-ai-formrecognizer/3.2.0b6/) | [Samples](https://github.com/Azure/azure-sdk-for-python/tree/azure-ai-formrecognizer_3.2.0b6/sdk/formrecognizer/azure-ai-formrecognizer/samples) | [Supported REST API versions](../../../sdk-overview-v3-0.md#supported-programming-languages)
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[Client library](/python/api/overview/azure/ai-formrecognizer-readme?view=azure-python-previous&preserve-view=true) |[REST API reference](/rest/api/aiservices/document-models/analyze-document?view=rest-aiservices-v3.0%20(2022-08-31)&preserve-view=true&tabs=HTTP) | [Package (PyPi)](https://pypi.org/project/azure-ai-formrecognizer/3.2.0b6/) | [Samples](https://github.com/Azure/azure-sdk-for-python/tree/azure-ai-formrecognizer_3.2.0b6/sdk/formrecognizer/azure-ai-formrecognizer/samples) | [Supported REST API versions](../../../sdk-overview-v3-0.md#supported-programming-languages)
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## Prerequisites

articles/ai-services/document-intelligence/how-to-guides/includes/v4-0/csharp-sdk.md

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[Client library](/dotnet/api/overview/azure/ai.documentintelligence-readme?view=azure-dotnet&preserve-view=true) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/dotnet/Azure.AI.DocumentIntelligence/1.0.0/index.html) | [REST API reference](/rest/api/aiservices/operation-groups?view=rest-aiservices-v4.0%20(2024-11-30)&preserve-view=true) | [Package](https://www.nuget.org/packages/Azure.AI.DocumentIntelligence/1.0.0)| [Samples]( https://github.com/Azure/azure-sdk-for-net/blob/main/sdk/documentintelligence/Azure.AI.DocumentIntelligence/samples/README.md)|[Supported REST API version](../../../sdk-overview-v4-0.md)
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[Client library](/dotnet/api/overview/azure/ai.documentintelligence-readme?view=azure-dotnet&preserve-view=true) |[REST API reference](/rest/api/aiservices/operation-groups?view=rest-aiservices-v4.0%20(2024-11-30)&preserve-view=true) | [Package](https://www.nuget.org/packages/Azure.AI.DocumentIntelligence/1.0.0)| [Samples]( https://github.com/Azure/azure-sdk-for-net/blob/main/sdk/documentintelligence/Azure.AI.DocumentIntelligence/samples/README.md)|[Supported REST API version](../../../sdk-overview-v4-0.md)
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articles/ai-services/document-intelligence/how-to-guides/includes/v4-0/java-sdk.md

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[Client library](/java/api/com.azure.ai.documentintelligence?view=azure-java-stable&preserve-view=true) | [SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/java/azure-ai-documentintelligence/1.0.0/index.html) | [REST API reference](/rest/api/aiservices/operation-groups?view=rest-aiservices-v4.0%20(2024-11-30)&preserve-view=true) | [Package (Maven)](https://central.sonatype.com/artifact/com.azure/azure-ai-documentintelligence/1.0.0) | [Samples](https://github.com/Azure/azure-sdk-for-java/blob/azure-ai-documentintelligence_1.0.0/sdk/documentintelligence/azure-ai-documentintelligence/src/samples/README.md) |[Supported REST API version](../../../sdk-overview-v4-0.md)
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[Client library](/java/api/com.azure.ai.documentintelligence?view=azure-java-stable&preserve-view=true) | [REST API reference](/rest/api/aiservices/operation-groups?view=rest-aiservices-v4.0%20(2024-11-30)&preserve-view=true) | [Package (Maven)](https://central.sonatype.com/artifact/com.azure/azure-ai-documentintelligence/1.0.0) | [Samples](https://github.com/Azure/azure-sdk-for-java/blob/azure-ai-documentintelligence_1.0.0/sdk/documentintelligence/azure-ai-documentintelligence/src/samples/README.md) |[Supported REST API version](../../../sdk-overview-v4-0.md)
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articles/ai-services/document-intelligence/how-to-guides/includes/v4-0/python-sdk.md

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[Client library](/python/api/overview/azure/ai-documentintelligence-readme?view=azure-python-preview&preserve-view=true) |[SDK reference](https://azuresdkdocs.blob.core.windows.net/$web/python/azure-ai-documentintelligence/1.0.0b4/index.html) | [REST API reference](/rest/api/aiservices/operation-groups?view=rest-aiservices-v4.0%20(2024-11-30)&preserve-view=true) | [Package (PyPi)](https://pypi.org/project/azure-ai-documentintelligence/1.0.0b4/) | [Samples](https://github.com/Azure/azure-sdk-for-python/tree/main/sdk/documentintelligence/azure-ai-documentintelligence/samples) | [Supported REST API version](../../../sdk-overview-v4-0.md#supported-programming-languages)
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[Client library](/python/api/overview/azure/ai-documentintelligence-readme?view=azure-python-preview&preserve-view=true) | [REST API reference](/rest/api/aiservices/operation-groups?view=rest-aiservices-v4.0%20(2024-11-30)&preserve-view=true) | [Package (PyPi)](https://pypi.org/project/azure-ai-documentintelligence/1.0.0b4/) | [Samples](https://github.com/Azure/azure-sdk-for-python/tree/main/sdk/documentintelligence/azure-ai-documentintelligence/samples) | [Supported REST API version](../../../sdk-overview-v4-0.md#supported-programming-languages)
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