{"adoption": {"forks": 667, "observed_at": "2026-08-28T04:07:42.435149+00:00", "stars": 3093}, "canonical_url": "https://ross.abutalabs.com/products/cufflinks", "card": {"archived": false, "artifact_type": "library", "description": "Productivity Tools for Plotly + Pandas", "domain": ["data-visualization", "data-science"], "enriched": true, "function": ["data-visualization", "charts"], "health_score": 20, "homepage": null, "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["santosjorge/cufflinks"], "name": "santosjorge/cufflinks", "platform": ["python"], "pushed_at": "2024-07-03T14:15:42+00:00", "repo": "santosjorge/cufflinks", "stars": 3093, "tags": ["plotly", "pandas", "plotting", "interactive-charts", "technical-analysis"], "topics": [], "urls": [], "use_cases": ["plot pandas dataframes as interactive plotly charts", "create candlestick charts with range sliders from ohlc data", "add technical analysis indicators like bollinger bands and macd to charts", "quickly visualize dataframe columns without writing plotly figure code", "generate interactive financial charts in jupyter notebooks"], "what_it_is": "Cufflinks is a Python library that binds Plotly's interactive charting with pandas DataFrames for easy plotting via an iplot helper. It supports chart kinds like scatter, candlestick, and QuantFigures with on-demand technical analysis studies.", "when_to_avoid": ["you need a general-purpose plotting library independent of pandas", "you require active development or support for the latest plotly versions beyond 4.x", "you need matplotlib-style static publication figures"], "when_to_choose": ["you want plotly-quality interactive charts directly from pandas dataframes with minimal code", "you need financial charting with technical analysis studies in python", "you work in jupyter notebooks and want quick dataframe visualization"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/cufflinks", "repo": "santosjorge/cufflinks", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:42.435149+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:27:19.822780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "391478f522f9078fc470aed0c58c2b1c6c1b3bfa9f5520cc128d2e437b34bda3", "fetched_at": "2026-08-28T04:07:42.435149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/santosjorge/cufflinks"}, {"content_hash": "07713b082edcfc43b7043f39c1bd19632a09f621c4700c16e46f30471c9d63cb", "fetched_at": "2026-08-29T09:42:32.587395+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cufflinks/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4305, "days_push": 791, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}