{"adoption": {"forks": 1795, "observed_at": "2026-08-28T04:11:04.521141+00:00", "stars": 13682}, "canonical_url": "https://ross.abutalabs.com/products/fg-data-profiling", "card": {"archived": false, "artifact_type": "library", "description": "1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames. ", "domain": ["data-science", "analytics", "data-visualization", "big-data"], "enriched": true, "function": ["data-science", "analytics", "data-visualization", "developer-tools"], "health_score": 85, "homepage": "https://docs.sdk.ydata.ai", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["Data-Centric-AI-Community/fg-data-profiling"], "name": "Data-Centric-AI-Community/fg-data-profiling", "platform": ["python", "cross-platform"], "pushed_at": "2026-04-22T23:26:39+00:00", "repo": "Data-Centric-AI-Community/fg-data-profiling", "stars": 13682, "tags": ["pandas", "spark", "eda", "data-profiling", "data-quality", "html-report", "jupyter", "exploratory-data-analysis"], "topics": ["pandas-profiling", "pandas-dataframe", "statistics", "jupyter-notebook", "exploration", "data-science", "python", "pandas", "machine-learning", "deep-learning", "exploratory-data-analysis", "eda", "data-quality", "html-report", "data-exploration", "data-analysis", "jupyter", "big-data-analytics", "data-profiling", "hacktoberfest"], "urls": [], "use_cases": ["profile a pandas dataframe with one line of code", "generate an eda report for a dataset", "check data quality before training a model", "explore missing values and correlations in a dataframe", "create an html summary of a csv dataset", "profile large spark dataframes", "summarize time-series data statistics"], "what_it_is": "A Python library that generates one-line data quality profiling and exploratory data analysis reports for Pandas and Spark DataFrames. It produces extended statistics summaries exportable to HTML and JSON, including support for time-series and text data.", "when_to_avoid": ["you need interactive dashboards with custom visualizations rather than generated reports", "you need a full data catalog integrated with databases and storage systems", "your project depends on the old pandas-profiling/ydata-profiling package name which no longer receives updates"], "when_to_choose": ["you need quick automated EDA for pandas or Spark DataFrames", "you want shareable HTML/JSON profiling reports", "you are doing data quality checks in a Jupyter notebook", "you need dataset statistics like distributions, correlations, and missing values without writing boilerplate"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/fg-data-profiling", "repo": "Data-Centric-AI-Community/fg-data-profiling", "role": "main", "score": 83}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:04.521141+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:13:07.488015+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "519d489d266443fd2ac6f26edea228465f9e3458404ab6391bc07ca366614a34", "fetched_at": "2026-08-28T04:11:04.521141+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Data-Centric-AI-Community/fg-data-profiling"}, {"content_hash": "36c6c3c2e4f9f7e35fb7fea86ea9bfd1cf7fe7061016698b1a017ae1cc7f4a36", "fetched_at": "2026-08-29T08:07:33.381912+00:00", "kind": "homepage", "missing": false, "url": "https://docs.sdk.ydata.ai"}, {"content_hash": "3d6225a08835fc3639a84897fcbae5dc757c60f41c7b1ac8444750f0dde891cd", "fetched_at": "2026-08-29T08:07:33.384487+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/fg-data-profiling/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 78, "longevity": 100, "rhythm": 80}, "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": 3889, "days_push": 133, "days_rel": 133, "gap_med": 25.5, "n_releases_24m": 17}, "score": 83, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}