{"adoption": {"forks": 1149, "observed_at": "2026-08-28T04:03:37.879933+00:00", "stars": 1112}, "canonical_url": "https://ross.abutalabs.com/products/project-walkthroughs", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Data science, machine learning, and web development project code for https://www.youtube.com/c/Dataquestio .", "domain": ["data-science", "machine-learning", "education", "tutorials"], "enriched": true, "function": ["data-science", "machine-learning", "data-visualization"], "health_score": 20, "homepage": null, "language": "Jupyter Notebook", "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["dataquestio/project-walkthroughs"], "name": "dataquestio/project-walkthroughs", "platform": ["python"], "pushed_at": "2023-08-05T08:04:42+00:00", "repo": "dataquestio/project-walkthroughs", "stars": 1112, "tags": ["jupyter-notebooks", "pandas", "portfolio-projects", "youtube-walkthroughs", "dataquest"], "topics": ["data-science", "machine-learning", "pandas", "python"], "urls": [], "use_cases": ["learn data science through guided projects", "build portfolio projects in python and pandas", "practice machine learning with real datasets", "follow along with dataquest youtube walkthroughs", "improve pandas and data cleaning skills"], "what_it_is": "A collection of Jupyter notebooks, code, and datasets accompanying Dataquest's live project walkthroughs on YouTube. It guides learners through building complete end-to-end data science and machine learning projects for their portfolios.", "when_to_avoid": ["you need production-ready or maintained software", "you want advanced or cutting-edge machine learning techniques", "you need a licensed library for commercial use"], "when_to_choose": ["you want end-to-end guided projects to build a data science portfolio", "you are learning pandas and machine learning fundamentals", "you want to follow along with Dataquest's YouTube walkthroughs"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/project-walkthroughs", "repo": "dataquestio/project-walkthroughs", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:37.879933+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:42:42.897881+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24f37c382cfb4b43440b9ced7f505fe521fc5168e191b9c5be37a0269316f378", "fetched_at": "2026-08-28T04:03:37.879933+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/project-walkthroughs"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1734, "days_push": 1124, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}