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Release 3.46.0 (#1080)
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‎CHANGELOG.md

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# Changelog
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# Version 3.46.0 (2023-05-03)
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## Added
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* Global key support to DataRow Metadata `bulk_upsert()` function
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## Notebooks
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* Removed dataset based projects from project setup notebook
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* Updated all links to annotation import and prediction notebooks in examples README
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# Version 3.45.0 (2023-04-27)
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## Changed
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* Reduce threshold for async batch creation to 1000 data rows

‎docs/source/conf.py

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copyright = '2021, Labelbox'
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author = 'Labelbox'
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release = '3.45.0'
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release = '3.46.0'
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# -- General configuration ---------------------------------------------------
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‎examples/README.md

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## [Label Export](label_export)
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| Notebook | Github | Google Colab | Learn more |
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| --------------------------- | --------------------------------- | ------------ | ---------- |
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| Image Annotation Export | [Github](label_export/images.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/label_export/images.ipynb) | [Reference](https://docs.labelbox.com/reference/label-output) |
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| Text Annotation Export | [Github](label_export/text.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/label_export/text.ipynb) | [Reference](https://docs.labelbox.com/reference/label-output) |
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| Video Annotation Export | [Github](label_export/video.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/label_export/video.ipynb) | [Reference](https://docs.labelbox.com/reference/label-output) |
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| Notebook | Github | Google Colab |
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| --------------------------- | --------------------------------- | ------------ |
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| Image Annotation Export | [Github](label_export/images.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/label_export/images.ipynb) |
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| Text Annotation Export | [Github](label_export/text.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/label_export/text.ipynb) |
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| Video Annotation Export | [Github](label_export/video.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/label_export/video.ipynb) |
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## Model Training
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## [Model Training](https://docs.labelbox.com/docs/integration-with-model-training-service)
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Train a model using data annotated on Labelbox
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| Notebook | Github | Google Colab | Learn more |
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| --------------------------- | --------------------------------- | ------------ | ---------- |
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| Image Annotation Import | [Github](annotation_import/image.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/image.ipynb) |
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| Text Annotation Import | [Github](annotation_import/text.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/text.ipynb) |
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| Tiled Imagery Annotation Import | [Github](annotation_import/tiled.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/tiled.ipynb) |
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| Video Model-Assisted Labeling | [Github](annotation_import/video.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/video.ipynb) |
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| PDF Annotation Import | [Github](annotation_import/pdf.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/pdf.ipynb) |
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| Image Annotation Import | [Github](annotation_import/image.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/image.ipynb) | [Docs](https://docs.labelbox.com/reference/import-image-annotations) |
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| Text Annotation Import | [Github](annotation_import/text.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/text.ipynb) | [Docs](https://docs.labelbox.com/reference/import-text-annotations) |
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| Tiled Imagery Annotation Import | [Github](annotation_import/tiled.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/tiled.ipynb) | [Docs](https://docs.labelbox.com/reference/import-geospatial-annotations) |
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| Video Annotation Import | [Github](annotation_import/video.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/video.ipynb) | [Docs](https://docs.labelbox.com/reference/import-video-annotations)|
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| PDF Annotation Import | [Github](annotation_import/pdf.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/pdf.ipynb) | [Docs](https://docs.labelbox.com/reference/import-document-annotations) |
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| Audio Annotation Import | [Github](annotation_import/audio.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/audio.ipynb) | [Docs](https://docs.labelbox.com/reference/import-audio-annotations) |
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| HTML Annotation Import | [Github](annotation_import/html.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/html.ipynb) | [Docs](https://docs.labelbox.com/reference/import-html-annotations) |
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| DICOM Annotation Import | [Github](annotation_import/dicom.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/dicom.ipynb) | [Docs](https://docs.labelbox.com/reference/import-dicom-annotations) |
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| Conversational Text Annotation Import | [Github](annotation_import/conversational.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/annotation_import/conversational.ipynb) | [Docs](https://docs.labelbox.com/reference/import-conversational-text-annotations) |
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## [Project Configuration](project_configuration)
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| Notebook | Github | Google Colab | Learn more |
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| Project Setup | [Github](project_configuration/project_setup.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/project_configuration/project_setup.ipynb) | [Docs](https://docs.labelbox.com/docs/project-setup) |
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| Queue Management | [Github](project_configuration/queue_management.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/project_configuration/queue_management.ipynb) | [Docs](https://docs.labelbox.com/docs/queue-customization) |
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| Webhooks | [Github](project_configuration/webhooks.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/project_configuration/webhooks.ipynb) | [Docs](https://docs.labelbox.com/docs/webhooks) |
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| Notebook | Github | Google Colab |
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| --------------------------- | --------------------------------- | ------------ |
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| Project Setup | [Github](project_configuration/project_setup.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/project_configuration/project_setup.ipynb) |
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| Queue Management | [Github](project_configuration/queue_management.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/project_configuration/queue_management.ipynb) |
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| Webhooks | [Github](project_configuration/webhooks.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/project_configuration/webhooks.ipynb) |
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## [Prediction Upload to a Model Run](prediction_upload)
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| Image Prediction upload | [Github](prediction_upload/image_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/image_predictions.ipynb) | [Docs](https://docs.labelbox.com/docs/upload-model_predictions) |
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| Text Prediction upload | [Github](prediction_upload/text_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/text_predictions.ipynb) | [Docs](https://docs.labelbox.com/docs/upload-model_predictions) |
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| Image Prediction upload | [Github](prediction_upload/image_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/image_predictions.ipynb) | [Docs](https://docs.labelbox.com/reference/upload-image-predictions) |
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| Text Prediction upload | [Github](prediction_upload/text_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/text_predictions.ipynb) | [Docs](https://docs.labelbox.com/reference/upload-text-predictions) |
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| Video Prediction upload | [Github](prediction_upload/video_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/video_predictions.ipynb) | [Docs](https://docs.labelbox.com/reference/upload-video-predictions) |
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| HTML Prediction upload | [Github](prediction_upload/html_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/html_predictions.ipynb) | [Docs](https://docs.labelbox.com/reference/upload-html-predictions) |
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| PDF Prediction upload | [Github](prediction_upload/pdf_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/pdf_predictions.ipynb) |
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| Geospatial Prediction upload | [Github](prediction_upload/geospatial_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/geospatial_predictions.ipynb) | [Docs](https://docs.labelbox.com/reference/upload-geospatial-predictions) |
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| Conversational Text Prediction upload | [Github](prediction_upload/conversational_predictions.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/prediction_upload/conversational_predictions.ipynb) |
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## [Model Diagnostics](model_diagnostics)
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| Model Diagnostics Guide | [Github](model_diagnostics/model_diagnostics_guide.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/model_diagnostics/model_diagnostics_guide.ipynb) | [Docs](https://docs.labelbox.com/docs/model-diagnostics) |
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| Model Diagnostics Demo | [Github](model_diagnostics/model_diagnostics_demo.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/model_diagnostics/model_diagnostics_demo.ipynb) |
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| Custom Metrics Basics | [Github](model_diagnostics/custom_metrics_basics.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/model_diagnostics/custom_metrics_basics.ipynb) | [Docs](https://docs.labelbox.com/docs/model-diagnostics) |
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| Custom Metrics Demo | [Github](model_diagnostics/custom_metrics_demo.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/model_diagnostics/custom_metrics_demo.ipynb) |
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## [Extras](extras)
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| Classification Confusion Matrix | [Github](extras/classification-confusion-matrix.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/master/examples/extras/classification-confusion-matrix.ipynb) | |

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