tfdv.visualize_statistics
Stay organized with collections
Save and categorize content based on your preferences.
Visualize the input statistics using Facets.
tfdv.visualize_statistics(
lhs_statistics: statistics_pb2.DatasetFeatureStatisticsList,
rhs_statistics: Optional[statistics_pb2.DatasetFeatureStatisticsList] = None,
lhs_name: Text = 'lhs_statistics',
rhs_name: Text = 'rhs_statistics',
allowlist_features: Optional[List[types.FeaturePath]] = None,
denylist_features: Optional[List[types.FeaturePath]] = None
) -> None
Used in the notebooks
Args |
|---|
lhs_statistics
|
A DatasetFeatureStatisticsList protocol buffer.
|
rhs_statistics
|
An optional DatasetFeatureStatisticsList protocol buffer to
compare with lhs_statistics.
|
lhs_name
|
Name to use for the lhs_statistics dataset if a name is not
already provided within the protocol buffer.
|
rhs_name
|
Name to use for the rhs_statistics dataset if a name is not
already provided within the protocol buffer.
|
allowlist_features
|
Set of features to be visualized.
|
denylist_features
|
Set of features to ignore for visualization.
|
Raises |
|---|
TypeError
|
If the input argument is not of the expected type.
|
ValueError
|
If the input statistics protos does not have only one dataset.
|
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.
Last updated 2024-10-18 UTC.
[null,null,["Last updated 2024-10-18 UTC."],[],[],null,["# tfdv.visualize_statistics\n\n\u003cbr /\u003e\n\n|------------------------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/data-validation/blob/v1.16.1/tensorflow_data_validation/utils/display_util.py#L503-L541) |\n\nVisualize the input statistics using Facets. \n\n tfdv.visualize_statistics(\n lhs_statistics: statistics_pb2.DatasetFeatureStatisticsList,\n rhs_statistics: Optional[statistics_pb2.DatasetFeatureStatisticsList] = None,\n lhs_name: Text = 'lhs_statistics',\n rhs_name: Text = 'rhs_statistics',\n allowlist_features: Optional[List[types.FeaturePath]] = None,\n denylist_features: Optional[List[types.FeaturePath]] = None\n ) -\u003e None\n\n### Used in the notebooks\n\n| Used in the tutorials |\n|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| - [TensorFlow Data Validation](https://www.tensorflow.org/tfx/tutorials/data_validation/tfdv_basic) - [FaceSSD Fairness Indicators Example Colab](https://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Facessd_Fairness_Indicators_Example_Colab) - [Introduction to Fairness Indicators](https://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_Example_Colab) |\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Args ---- ||\n|----------------------|----------------------------------------------------------------------------------------------------------|\n| `lhs_statistics` | A DatasetFeatureStatisticsList protocol buffer. |\n| `rhs_statistics` | An optional DatasetFeatureStatisticsList protocol buffer to compare with lhs_statistics. |\n| `lhs_name` | Name to use for the lhs_statistics dataset if a name is not already provided within the protocol buffer. |\n| `rhs_name` | Name to use for the rhs_statistics dataset if a name is not already provided within the protocol buffer. |\n| `allowlist_features` | Set of features to be visualized. |\n| `denylist_features` | Set of features to ignore for visualization. |\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Raises ------ ||\n|--------------|----------------------------------------------------------------|\n| `TypeError` | If the input argument is not of the expected type. |\n| `ValueError` | If the input statistics protos does not have only one dataset. |\n\n\u003cbr /\u003e"]]
View source on GitHub