{"adoption": {"forks": 173, "observed_at": "2026-08-28T04:03:12.553989+00:00", "stars": 1008}, "canonical_url": "https://ross.abutalabs.com/products/graspologic", "card": {"archived": false, "artifact_type": "library", "description": "Python package for graph statistics", "domain": ["data-science", "machine-learning", "mathematics"], "enriched": true, "function": ["machine-learning", "data-science", "math", "analytics"], "health_score": 88, "homepage": "https://graspologic-org.github.io/graspologic/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["graspologic-org/graspologic"], "name": "graspologic-org/graspologic", "platform": ["python", "windows", "cross-platform"], "pushed_at": "2026-06-18T23:46:40+00:00", "repo": "graspologic-org/graspologic", "stars": 1008, "tags": ["graph-statistics", "network-analysis", "networkx", "graph-embeddings", "graph-matching", "community-detection", "algorithms", "linux", "macos"], "topics": ["graph", "data-science", "networks", "python", "machine-learning", "graph-statistics"], "urls": [], "use_cases": ["analyze statistics of a social network graph", "embed graphs into low-dimensional vector representations", "cluster nodes in a network", "match or align two graphs", "run statistical inference on network data", "detect communities in a graph", "simulate random graph models"], "what_it_is": "graspologic is a Python package providing algorithms and utilities for graph (network) statistics, including embedding, clustering, matching, and inference on graphs. It originated from the merger of Johns Hopkins NeuroData's GraSPy and Microsoft Research's topologic libraries.", "when_to_avoid": ["you only need basic graph manipulation like shortest paths or traversal (use networkx)", "you need distributed or out-of-core graph processing at massive scale", "you need a non-Python or GPU-accelerated graph analytics stack"], "when_to_choose": ["you need specialized graph statistical algorithms beyond basic networkx operations", "you want graph embeddings, spectral methods, or graph matching in Python", "you are doing research or data science on network-structured data"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/graspologic", "repo": "graspologic-org/graspologic", "role": "main", "score": 76}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.553989+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:12:09.663066+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8496acb7efb13143766a87bfde1ed9affab497016d00ae70052dd4d96ae5c987", "fetched_at": "2026-08-28T04:03:12.553989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/graspologic-org/graspologic"}, {"content_hash": "743a9d314cfca2e011d815d4532aeedcf103e155327e7a1aeef726870dddeb3e", "fetched_at": "2026-08-29T13:12:35.759033+00:00", "kind": "homepage", "missing": false, "url": "https://graspologic-org.github.io/graspologic/"}, {"content_hash": "6dd460ed9b48552ef965279bd6e1e5cdeedefcf77fb3948b5ef12fa3e3cea39e", "fetched_at": "2026-08-29T13:12:35.761484+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/graspologic/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 88, "longevity": 100, "rhythm": 47}, "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": 2917, "days_push": 76, "days_rel": 359, "gap_med": 4.5, "n_releases_24m": 3}, "score": 76, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}