{"adoption": {"forks": 1801, "observed_at": "2026-08-28T04:08:12.974718+00:00", "stars": 3647}, "canonical_url": "https://ross.abutalabs.com/products/scientific-python-lectures", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Lectures on scientific computing with python, as IPython notebooks.", "domain": ["data-science", "education", "tutorials", "programming-languages"], "enriched": true, "function": ["data-science", "data-visualization", "math", "developer-tools"], "health_score": 71, "homepage": null, "language": "Jupyter Notebook", "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["jrjohansson/scientific-python-lectures"], "name": "jrjohansson/scientific-python-lectures", "platform": ["python", "cross-platform"], "pushed_at": "2026-06-02T22:19:39+00:00", "repo": "jrjohansson/scientific-python-lectures", "stars": 3647, "tags": ["jupyter-notebooks", "numpy", "scipy", "matplotlib", "sympy", "scientific-computing", "lectures"], "topics": [], "urls": [], "use_cases": ["learn scientific computing with python", "numpy tutorial notebooks", "learn matplotlib plotting", "scipy lecture notes", "introduction to python programming course", "symbolic math with sympy tutorial"], "what_it_is": "A collection of IPython/Jupyter notebook lectures on scientific computing with Python, covering Python programming, NumPy, SciPy, Matplotlib, SymPy, C/Fortran integration, HPC, and revision control. Read-only versions are available online and a compiled PDF of all lectures is provided.", "when_to_avoid": ["you need up-to-date material reflecting the latest library APIs", "you want interactive exercises or graded assignments", "you need a maintained software library rather than educational content"], "when_to_choose": ["you want a free, notebook-based introduction to the Python scientific stack", "you prefer runnable examples in Jupyter over static docs", "you need course material covering NumPy, SciPy, Matplotlib, and SymPy in one place"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/scientific-python-lectures", "repo": "jrjohansson/scientific-python-lectures", "role": "main", "score": 70}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.974718+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:31:43.751018+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e9602fa0d2b21af3e8b3244812e40f7906d147ac04258b01756e4bffc251c9de", "fetched_at": "2026-08-28T04:08:12.974718+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jrjohansson/scientific-python-lectures"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 85, "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": 5025, "days_push": 92, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 70, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}