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

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@@ -57,7 +57,7 @@ Install the client library and create a Python application.
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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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## 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)

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