{"adoption": {"forks": 1562, "observed_at": "2026-08-28T04:04:03.126699+00:00", "stars": 1226}, "canonical_url": "https://ross.abutalabs.com/products/solutions", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Solutions for projects.", "domain": ["data-science", "education", "tutorials"], "enriched": true, "function": ["data-science", "machine-learning", "data-visualization", "etl"], "health_score": 69, "homepage": null, "language": "Jupyter Notebook", "license": null, "license_family": "other", "maturity": "active", "member_repos": ["dataquestio/solutions"], "name": "dataquestio/solutions", "platform": ["python"], "pushed_at": "2026-05-11T12:38:50+00:00", "repo": "dataquestio/solutions", "stars": 1226, "tags": ["jupyter-notebooks", "guided-projects", "solutions", "dataquest", "learning-exercises"], "topics": [], "urls": [], "use_cases": ["check my solution to a Dataquest guided project", "learn data analysis with worked Jupyter notebook examples", "see example solutions for predicting bike rentals", "study SQL practice exercises with SQLite", "find reference notebooks for data visualization projects", "learn machine learning through guided Kaggle-style projects"], "what_it_is": "A collection of Jupyter Notebook solutions for the guided projects on Dataquest.io's data science courses. Each notebook demonstrates one possible approach to a project covering data analysis, visualization, SQL, and machine learning.", "when_to_avoid": ["you need production-ready or maintained software", "you want a course curriculum rather than solution notebooks", "you need a library or tool to install"], "when_to_choose": ["you are a Dataquest student stuck on a guided project and want to compare approaches", "you want hands-on example notebooks for learning Python data science", "you want to see one way to solve common data analysis tasks"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/solutions", "repo": "dataquestio/solutions", "role": "main", "score": 69}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:03.126699+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:15:19.006845+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "76e8fc03672e980ead9482952cfea67c86cdc790b7283a4c4b712d980eed8a98", "fetched_at": "2026-08-28T04:04:03.126699+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dataquestio/solutions"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 81, "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": 3897, "days_push": 114, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 69, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}