{"adoption": {"forks": 596, "observed_at": "2026-08-28T04:04:01.440888+00:00", "stars": 1217}, "canonical_url": "https://ross.abutalabs.com/products/swirl", "card": {"archived": false, "artifact_type": "learning-resource", "description": ":cyclone: Learn R, in R.", "domain": ["education", "data-science", "programming-languages", "tutorials"], "enriched": true, "function": ["developer-tools", "data-science"], "health_score": 20, "homepage": "http://swirlstats.com", "language": "R", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["swirldev/swirl", "swirldev/swirl_courses"], "name": "swirl", "platform": ["cross-platform", "cli"], "pushed_at": "2023-10-27T18:00:31+00:00", "repo": "swirldev/swirl", "stars": 1217, "tags": ["r-language", "interactive-learning", "r-console", "statistics", "self-paced-courses", "data-science-education", "education"], "topics": ["r"], "urls": [{"kind": "homepage", "url": "http://swirlstats.com"}, {"kind": "site_page", "url": "https://swirlstats.com/faq.html"}], "use_cases": ["learn R programming interactively in the R console", "practice regression modeling in R", "learn data cleaning with dplyr and tidyr", "study statistical inference concepts like hypothesis testing and confidence intervals", "teach an R class with self-paced lessons", "author custom interactive R courses"], "what_it_is": "A collection of interactive courses for the swirl R package, which teaches R programming and data science directly inside the R console. Courses range from beginner R programming to regression models, data cleaning, and statistical inference.", "when_to_avoid": ["you need to learn languages other than R", "you want video-based or GUI-driven courses rather than console interaction", "you need a full learning management system with instructor dashboards", "you are not willing to install R (and ideally RStudio) first"], "when_to_choose": ["you want to learn R or data science hands-on without leaving the R console", "you are a beginner seeking self-paced, feedback-driven R lessons", "you are an instructor wanting interactive in-class R exercises", "you want free open-source course content for statistics and R"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/repos/swirldev/swirl", "repo": "swirldev/swirl", "role": "main", "score": 23}, {"path": "/repos/swirldev/swirl_courses", "repo": "swirldev/swirl_courses", "role": "examples", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:01.440888+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:19:51.065652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8f4a2d609c47a295d9b36e5dd7008d8e73257e9ae9bb782553cab8cddd62b533", "fetched_at": "2026-08-28T04:04:01.440888+00:00", "kind": "readme", "missing": false, "url": "https://github.com/swirldev/swirl"}, {"content_hash": "fdfcf1117811f8a8b93e28252a57656167b7c137ad811170bdace012973a9770", "fetched_at": "2026-08-29T09:05:02.368945+00:00", "kind": "homepage", "missing": false, "url": "http://swirlstats.com"}, {"content_hash": "9e831d70bbf3c9aec5aff175ee2428eb5b3eb580d66b2448219cc27d1342fc9b", "fetched_at": "2026-08-29T09:05:02.378282+00:00", "kind": "site_page", "missing": false, "url": "https://swirlstats.com/faq.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4708, "days_push": 1041, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}