tfdv.FeatureView
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View of a single feature.
tfdv.FeatureView(
stats_proto: statistics_pb2.FeatureNameStatistics
)
This class provides accessor methods, as well as access to the underlying
proto. Where possible, accessors should be used in place of proto access (for
example, x.numeric_statistics() instead of x.proto().num_stats) in order to
support future extension of the proto.
Methods
bytes_statistics
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bytes_statistics() -> Optional[statistics_pb2.BytesStatistics]
Retrieve byte statistics if available.
common_statistics
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common_statistics() -> Optional[statistics_pb2.CommonStatistics]
Retrieve common statistics if available.
custom_statistic
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custom_statistic(
name: str
) -> Optional[statistics_pb2.CustomStatistic]
Retrieve a custom_statistic by name.
numeric_statistics
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numeric_statistics() -> Optional[statistics_pb2.NumericStatistics]
Retrieve numeric statistics if available.
proto
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proto() -> statistics_pb2.FeatureNameStatistics
Retrieve the underlying proto.
string_statistics
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string_statistics() -> Optional[statistics_pb2.StringStatistics]
Retrieve string statistics if available.
struct_statistics
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struct_statistics() -> Optional[statistics_pb2.StructStatistics]
Retrieve struct statistics if available.
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Last updated 2024-10-18 UTC.
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2024-10-18 UTC."],[],[],null,["# tfdv.FeatureView\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/stats_util.py#L562-L628) |\n\nView of a single feature. \n\n tfdv.FeatureView(\n stats_proto: statistics_pb2.FeatureNameStatistics\n )\n\nThis class provides accessor methods, as well as access to the underlying\nproto. Where possible, accessors should be used in place of proto access (for\nexample, x.numeric_statistics() instead of x.proto().num_stats) in order to\nsupport future extension of the proto.\n\nMethods\n-------\n\n### `bytes_statistics`\n\n[View source](https://github.com/tensorflow/data-validation/blob/v1.16.1/tensorflow_data_validation/utils/stats_util.py#L605-L609) \n\n bytes_statistics() -\u003e Optional[statistics_pb2.BytesStatistics]\n\nRetrieve byte statistics if available.\n\n### `common_statistics`\n\n[View source](https://github.com/tensorflow/data-validation/blob/v1.16.1/tensorflow_data_validation/utils/stats_util.py#L617-L628) \n\n common_statistics() -\u003e Optional[statistics_pb2.CommonStatistics]\n\nRetrieve common statistics if available.\n\n### `custom_statistic`\n\n[View source](https://github.com/tensorflow/data-validation/blob/v1.16.1/tensorflow_data_validation/utils/stats_util.py#L578-L588) \n\n custom_statistic(\n name: str\n ) -\u003e Optional[statistics_pb2.CustomStatistic]\n\nRetrieve a custom_statistic by name.\n\n### `numeric_statistics`\n\n[View source](https://github.com/tensorflow/data-validation/blob/v1.16.1/tensorflow_data_validation/utils/stats_util.py#L593-L597) \n\n numeric_statistics() -\u003e Optional[statistics_pb2.NumericStatistics]\n\nRetrieve numeric statistics if available.\n\n### `proto`\n\n[View source](https://github.com/tensorflow/data-validation/blob/v1.16.1/tensorflow_data_validation/utils/stats_util.py#L574-L576) \n\n proto() -\u003e statistics_pb2.FeatureNameStatistics\n\nRetrieve the underlying proto.\n\n### `string_statistics`\n\n[View source](https://github.com/tensorflow/data-validation/blob/v1.16.1/tensorflow_data_validation/utils/stats_util.py#L599-L603) \n\n string_statistics() -\u003e Optional[statistics_pb2.StringStatistics]\n\nRetrieve string statistics if available.\n\n### `struct_statistics`\n\n[View source](https://github.com/tensorflow/data-validation/blob/v1.16.1/tensorflow_data_validation/utils/stats_util.py#L611-L615) \n\n struct_statistics() -\u003e Optional[statistics_pb2.StructStatistics]\n\nRetrieve struct statistics if available."]]
View source on GitHub