{"adoption": {"forks": 1196, "observed_at": "2026-08-28T04:08:35.958577+00:00", "stars": 4121}, "canonical_url": "https://ross.abutalabs.com/products/fluent-python-example-code", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Example code for Fluent Python, 2nd edition (O'Reilly 2022) ", "domain": ["programming-languages", "tutorials", "developer-tools"], "enriched": true, "function": ["developer-tools"], "health_score": 73, "homepage": "https://amzn.to/3J48u2J", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["fluentpython/example-code-2e", "fluentpython/example-code"], "name": "Fluent Python example code", "platform": ["python", "cross-platform"], "pushed_at": "2026-06-17T01:01:07+00:00", "repo": "fluentpython/example-code-2e", "stars": 4121, "tags": ["book-examples", "python-idioms", "fluent-python", "archived", "oreilly"], "topics": ["python", "python3", "concurrency", "iterators", "metaprogramming", "special-methods"], "urls": [{"kind": "homepage", "url": "https://amzn.to/3J48u2J"}], "use_cases": ["learning idiomatic Python from the Fluent Python book", "running companion examples while reading Fluent Python 1st edition", "studying Python data model, descriptors, and coroutines examples", "comparing 1st edition code with 2nd edition examples", "exploring Pythonic design patterns with runnable snippets"], "what_it_is": "Example code repository accompanying the first edition of the book 'Fluent Python' by Luciano Ramalho (O'Reilly, 2015). It is archived and no longer updated; the second edition examples live in fluentpython/example-code-2e.", "when_to_avoid": ["you are reading the second edition of Fluent Python (use example-code-2e instead)", "you need maintained, guaranteed-working code for production", "you need a tutorial or course rather than raw example files"], "when_to_choose": ["you are reading the first edition of Fluent Python and want its exact code", "you want MIT-licensed reference snippets of classic Python idioms"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/repos/fluentpython/example-code-2e", "repo": "fluentpython/example-code-2e", "role": "main", "score": 71}, {"path": "/repos/fluentpython/example-code", "repo": "fluentpython/example-code", "role": "mirror", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:35.958577+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:55:36.991090+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4a054ffda19ebbcfa87e1e10b6c405a991111e8de5d52b3986e93379a855aed1", "fetched_at": "2026-08-28T04:08:35.958577+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fluentpython/example-code-2e"}, {"content_hash": "77a33e6b39cb8545274bd64cd2681432ff3fa7a8856d0a97b5c33ddc9ab9ef50", "fetched_at": "2026-08-29T08:50:49.047528+00:00", "kind": "homepage", "missing": false, "url": "https://amzn.to/3J48u2J"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 87, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2722, "days_push": 78, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 71, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}