{"adoption": {"forks": 253, "observed_at": "2026-08-28T04:03:13.967830+00:00", "stars": 1014}, "canonical_url": "https://ross.abutalabs.com/products/palmerpenguins", "card": {"archived": false, "artifact_type": "dataset", "description": "A great intro dataset for data exploration & visualization (alternative to iris).", "domain": ["data-science", "education", "data-visualization"], "enriched": true, "function": ["data-science", "data-visualization", "machine-learning"], "health_score": 20, "homepage": "https://allisonhorst.github.io/palmerpenguins/", "language": "R", "license": "CC0-1.0", "license_family": "permissive", "maturity": "stable", "member_repos": ["allisonhorst/palmerpenguins"], "name": "allisonhorst/palmerpenguins", "platform": ["python", "cross-platform"], "pushed_at": "2024-09-19T22:20:38+00:00", "repo": "allisonhorst/palmerpenguins", "stars": 1014, "tags": ["r-package", "penguins", "teaching-dataset", "iris-alternative", "exploratory-data-analysis", "cran"], "topics": [], "urls": [], "use_cases": ["teaching data exploration and visualization to beginners", "finding an alternative to the iris dataset for classification examples", "practicing ggplot2 plotting with real ecological data", "demonstrating data cleaning with missing values", "learning R data frames and tibbles with a small real dataset", "introductory statistics and machine learning classification exercises"], "what_it_is": "An R package providing the Palmer Station Antarctica penguin dataset as a friendly alternative to the classic iris dataset for data exploration, visualization, and teaching. It includes a simplified dataset (penguins) and the raw version (penguins_raw) with measurements like bill length, flipper length, and body mass across three penguin species.", "when_to_avoid": ["you need large-scale or production ecological data", "you need a dataset outside R without loading the package", "you need time-series or high-dimensional data"], "when_to_choose": ["you need a small, clean, real-world dataset for teaching or tutorials", "you want a more interesting alternative to iris for classification or visualization demos", "you are writing R educational content about exploratory data analysis"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/palmerpenguins", "repo": "allisonhorst/palmerpenguins", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.967830+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:11:31.710022+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "652023d26bd650d9d247c2f4f05fa0c5d6797278c6119540eb933bf7fe363527", "fetched_at": "2026-08-28T04:03:13.967830+00:00", "kind": "readme", "missing": false, "url": "https://github.com/allisonhorst/palmerpenguins"}, {"content_hash": "8cee2325e59bf1d8cbdd78338a10f5718b3b527574cc70258bac0cbdcbb0a6b5", "fetched_at": "2026-08-29T13:10:47.072480+00:00", "kind": "homepage", "missing": false, "url": "https://allisonhorst.github.io/palmerpenguins/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2280, "days_push": 713, "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}}