{"adoption": {"forks": 753, "observed_at": "2026-08-28T04:06:54.729759+00:00", "stars": 2472}, "canonical_url": "https://ross.abutalabs.com/products/effectivepython", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Effective Python: Third Edition — Source Code and Errata for the Book", "domain": ["programming-languages", "tutorials", "developer-tools"], "enriched": true, "function": ["developer-tools"], "health_score": 29, "homepage": "https://effectivepython.com", "language": "Python", "license": null, "license_family": "other", "maturity": "stable", "member_repos": ["bslatkin/effectivepython"], "name": "bslatkin/effectivepython", "platform": ["python", "cross-platform"], "pushed_at": "2024-12-10T23:46:06+00:00", "repo": "bslatkin/effectivepython", "stars": 2472, "tags": ["book", "python-best-practices", "source-code", "errata", "educational"], "topics": [], "urls": [], "use_cases": ["learn python best practices from the effective python book", "run example code snippets from effective python third edition", "check errata for errors in the effective python book", "study idiomatic pythonic coding patterns", "find companion code for a python book I'm reading"], "what_it_is": "The official source code and errata repository for the book 'Effective Python: Third Edition' by Brett Slatkin. It contains runnable example code for all 125 items covering Pythonic best practices.", "when_to_avoid": ["you want a general-purpose Python library or framework to install", "you need a standalone Python tutorial not tied to a book", "you expect a maintained software tool with a license and releases"], "when_to_choose": ["you own or plan to read Effective Python Third Edition and want its companion code", "you want curated, runnable examples of Python best practices", "you need to verify or report errata for the book"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/effectivepython", "repo": "bslatkin/effectivepython", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.729759+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:28:32.308329+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf6956ddba00296c0c8cb9b524b45f088605793d510276db4ed990ba21ae055", "fetched_at": "2026-08-28T04:06:54.729759+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bslatkin/effectivepython"}, {"content_hash": "a3c26f456c9ceb4d57cc10dfb2c810f7c3f2ee3ad12a5097494e4a041e2fd952", "fetched_at": "2026-08-29T10:10:51.173546+00:00", "kind": "homepage", "missing": false, "url": "https://effectivepython.com"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4400, "days_push": 631, "days_rel": 688, "gap_med": null, "n_releases_24m": 1}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}