{"adoption": {"forks": 597, "observed_at": "2026-08-28T04:09:32.617783+00:00", "stars": 5942}, "canonical_url": "https://ross.abutalabs.com/products/ultimate-python", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Ultimate Python study guide 🐍 🐍 🐍", "domain": ["programming-languages", "tutorials", "education"], "enriched": true, "function": ["developer-tools"], "health_score": 80, "homepage": "https://ultimatepython.org", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["huangsam/ultimate-python"], "name": "huangsam/ultimate-python", "platform": ["python", "cross-platform", "browser"], "pushed_at": "2026-08-26T21:15:41+00:00", "repo": "huangsam/ultimate-python", "stars": 5942, "tags": ["study-guide", "learn-python", "beginner-friendly", "hands-on", "standalone-modules", "multilingual"], "topics": ["python", "python3", "study", "programming-language", "newcomers", "professionals", "learn-to-code", "learning-by-doing", "learning-resources", "learning-python", "hacktoberfest", "replit", "international"], "urls": [], "use_cases": ["learn python from scratch", "brush up on core python concepts", "find hands-on python exercises", "teach python to newcomers", "practice python by modifying runnable examples", "get a zero-dependency python learning environment"], "what_it_is": "Ultimate Python is a free, open-source study guide for learning core Python through 43 standalone, heavily-commented executable modules. It uses only Python's built-in libraries so learners can run examples anywhere—Replit, an IDE, or a terminal—without installing dependencies.", "when_to_avoid": ["you need tutorials on third-party libraries like pandas, requests, or sqlalchemy", "you want a structured course with certifications or assessments", "you need advanced or domain-specific Python topics like web frameworks or data science"], "when_to_choose": ["you want to learn or revisit core Python with runnable, commented examples", "you prefer hands-on learning without installing third-party packages", "you need a beginner-friendly resource that works in the browser via Replit", "you want a multilingual study guide"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ultimate-python", "repo": "huangsam/ultimate-python", "role": "main", "score": 77}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:32.617783+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:50:45.818137+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b9979c95f8057d4c05c44604c23882893e1aae871950cdba07f8540d4f7af074", "fetched_at": "2026-08-28T04:09:32.617783+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huangsam/ultimate-python"}, {"content_hash": "66cb8667124eb2bee6b4abebc42f348aa75ed8cf6a22b5b7d2b711f2af1db8ad", "fetched_at": "2026-08-29T08:46:21.781783+00:00", "kind": "homepage", "missing": false, "url": "https://ultimatepython.org"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "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": 2314, "days_push": 7, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 77, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}