{"adoption": {"forks": 1590, "observed_at": "2026-08-28T04:08:54.534836+00:00", "stars": 4581}, "canonical_url": "https://ross.abutalabs.com/products/tensorflow-datasets", "card": {"archived": false, "artifact_type": "dataset", "description": "TFDS is a collection of datasets ready to use with TensorFlow, Jax, ...", "domain": ["machine-learning", "data-science", "deep-learning"], "enriched": true, "function": ["machine-learning", "data-science", "etl"], "health_score": 98, "homepage": "https://www.tensorflow.org/datasets", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "stable", "member_repos": ["tensorflow/datasets"], "name": "tensorflow/datasets", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-21T16:29:09+00:00", "repo": "tensorflow/datasets", "stars": 4581, "tags": ["tensorflow", "jax", "tfdata", "datasets", "numpy", "input-pipelines"], "topics": ["tensorflow", "machine-learning", "data", "datasets", "numpy", "jax", "dataset"], "urls": [], "use_cases": ["load mnist for training a model", "get standard benchmark datasets for machine learning experiments", "build reproducible input pipelines in tensorflow or jax", "download and prepare public datasets with one line of code", "share a custom dataset in a versioned format with teammates", "convert a tf.data pipeline into a shareable dataset"], "what_it_is": "TensorFlow Datasets (TFDS) is a curated collection of ready-to-use public datasets exposed as tf.data.Dataset objects for TensorFlow, JAX, and other Python ML frameworks. It handles downloading, preparation, versioning, and deterministic, high-performance input pipelines.", "when_to_avoid": ["your data is proprietary or highly custom with no existing builder", "you work outside the Python ML ecosystem", "you need datasets for frameworks with incompatible formats and don't want tf.data"], "when_to_choose": ["you need common ML datasets (vision, text, audio) with minimal setup", "you want deterministic, reproducible splits and ordering across users", "you train models in TensorFlow or JAX and want fast tf.data pipelines", "you need versioned, documented datasets for research citations"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/tensorflow-datasets", "repo": "tensorflow/datasets", "role": "main", "score": 85}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.534836+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:19:54.124091+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8ce81906e6d0d15bbcfbdd02607cb56e9af1d00362c9307636de83e36a6dc26e", "fetched_at": "2026-08-28T04:08:54.534836+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorflow/datasets"}, {"content_hash": "8d98a33eb27ff1563877820226a3fb355c5e23ba972ae157ab22f3c22cf08110", "fetched_at": "2026-08-29T09:05:29.142027+00:00", "kind": "homepage", "missing": false, "url": "https://www.tensorflow.org/datasets"}, {"content_hash": "584a762da89156a14cc3659e1a30f1a6571947c05babbeb091e9c10f489c0dff", "fetched_at": "2026-08-29T09:05:29.151236+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/install"}, {"content_hash": "6977825696fefb20460121e52d739ed121d732947a9f85a3201ac344d6a6fc09", "fetched_at": "2026-08-29T09:05:29.154952+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/tfx/api_docs"}, {"content_hash": "817250744d91826023793a9b1ede5523adcdba03680263c9a4e68d73359cfdb6", "fetched_at": "2026-08-29T09:05:29.158109+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about"}, {"content_hash": "e6701029eec0e9a35d14874d100d571f544ce154d70e0deafc4b9c3bf2ec52b6", "fetched_at": "2026-08-29T09:05:29.159966+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/about/case-studies"}, {"content_hash": "2ddcdb431d39f6e4deeb26ce14c6ae59c9c40f38aeb6fe4b95423761bbe45c0c", "fetched_at": "2026-08-29T09:05:29.161837+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/api_docs/python/tfds/all_symbols"}, {"content_hash": "77d394fa76e70e83a46dc8798f30fa1a6f62fee208fac8dcb6e0a1861447dc26", "fetched_at": "2026-08-29T09:05:29.156465+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/community/contribute"}, {"content_hash": "092a1ef85535c0ce714de3063ddc61d267b6fec24fdcae7cfe3fa1e12823b922", "fetched_at": "2026-08-29T09:05:29.163540+00:00", "kind": "site_page", "missing": false, "url": "https://www.tensorflow.org/datasets/format_specific_dataset_builders"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 98, "longevity": 100, "rhythm": 59}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2914, "days_push": 12, "days_rel": 117, "gap_med": 133, "n_releases_24m": 4}, "score": 85, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}