{"adoption": {"forks": 270, "observed_at": "2026-08-28T04:05:47.240247+00:00", "stars": 1874}, "canonical_url": "https://ross.abutalabs.com/products/awesome-data-analysis", "card": {"archived": false, "artifact_type": "learning-resource", "description": "🚀 500+ curated resources for Data Analysis & Data Science: Python, SQL, Statistics, ML, AI, Visualization, Cheatsheets, Roadmaps, Interview Prep. For beginners and experts. ", "domain": ["data-science", "tutorials", "awesome-lists", "analytics", "education"], "enriched": true, "function": ["data-science", "data-visualization", "developer-tools"], "health_score": 78, "homepage": "https://pavelgrigoryevds.github.io/awesome-data-analysis/", "language": null, "license": "CC0-1.0", "license_family": "permissive", "maturity": "active", "member_repos": ["PavelGrigoryevDS/awesome-data-analysis"], "name": "PavelGrigoryevDS/awesome-data-analysis", "platform": ["cross-platform"], "pushed_at": "2026-08-09T10:44:21+00:00", "repo": "PavelGrigoryevDS/awesome-data-analysis", "stars": 1874, "tags": ["awesome-list", "curated-resources", "data-analysis", "pandas", "sql", "statistics", "interview-prep", "roadmaps", "cheatsheets", "web-server"], "topics": ["data-analysis", "data-science", "pandas", "python", "sql", "statistics", "big-data", "eda", "tutorials", "datasets", "ai", "analytics", "awesome-list", "dashboard", "data-visualization", "jupyter-notebook", "ml", "resources", "numpy", "business-intelligence"], "urls": [], "use_cases": ["find learning resources for data analysis", "get a data science roadmap as a beginner", "prepare for data analyst interviews", "discover pandas and numpy tutorials", "find cheatsheets for SQL and statistics", "locate datasets and practice notebooks", "explore data visualization and BI tools"], "what_it_is": "A curated awesome-list of 500+ resources for data analysis and data science, covering Python, SQL, statistics, ML, visualization, dashboards, and career prep. It is maintained as a GitHub repository with a companion web page for comfortable reading.", "when_to_avoid": ["you need runnable software rather than a list of links", "you need deep, opinionated tutorials on a single niche topic", "you require guaranteed up-to-date or vetted content for production decisions"], "when_to_choose": ["you want a broad, curated index of data science learning materials", "you are a beginner looking for roadmaps and structured study paths", "you need interview prep, cheatsheets, or dataset sources in one place"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-data-analysis", "repo": "PavelGrigoryevDS/awesome-data-analysis", "role": "main", "score": 61}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:47.240247+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:14:47.445348+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "421ac6135358fe2d8404955bf261af7b567244e42d86900670b7e5749701c27e", "fetched_at": "2026-08-28T04:05:47.240247+00:00", "kind": "readme", "missing": false, "url": "https://github.com/PavelGrigoryevDS/awesome-data-analysis"}, {"content_hash": "7ace58c37e3de9339efd4783cb28d547e647e2cba02353daf134ff8d16f3fa7a", "fetched_at": "2026-08-29T10:54:01.754823+00:00", "kind": "homepage", "missing": false, "url": "https://pavelgrigoryevds.github.io/awesome-data-analysis/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 96, "longevity": 28, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 399, "days_push": 24, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 61, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}