{"adoption": {"forks": 101, "observed_at": "2026-08-28T04:04:45.562360+00:00", "stars": 1448}, "canonical_url": "https://ross.abutalabs.com/products/pydash", "card": {"archived": false, "artifact_type": "library", "description": "The kitchen sink of Python utility libraries for doing \"stuff\" in a functional way. Based on the Lo-Dash Javascript library.", "domain": ["developer-tools"], "enriched": true, "function": ["developer-tools"], "health_score": 79, "homepage": "http://pydash.readthedocs.io", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "stable", "member_repos": ["dgilland/pydash"], "name": "dgilland/pydash", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-22T01:31:57+00:00", "repo": "dgilland/pydash", "stars": 1448, "tags": ["lodash", "functional-programming", "utility-library", "collections", "chaining", "algorithms"], "topics": ["lodash", "utility", "functional", "python", "python3"], "urls": [], "use_cases": ["manipulate lists and dicts with functional helpers in Python", "use lodash-style utilities like chunk, flatten, and pluck in Python", "chain collection transformations in a functional style", "clean and transform nested dictionaries", "replace hand-rolled utility functions with a standard toolkit"], "what_it_is": "pydash is a Python utility library providing a large set of functional programming helpers, modeled on the Lo-Dash JavaScript library. It offers functions for manipulating lists, dictionaries, strings, and objects, with support for chaining.", "when_to_avoid": ["you need memory-efficient processing of large datasets (the author recommends fnc instead)", "you prefer native Python idioms like comprehensions and itertools", "you need a minimal dependency footprint"], "when_to_choose": ["you want a lodash/underscore-like utility belt in Python", "you frequently transform lists, dicts, and strings functionally", "you prefer a batteries-included utility library over writing helpers yourself"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/pydash", "repo": "dgilland/pydash", "role": "main", "score": 76}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:45.562360+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:36:03.305804+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5a3f6aa696ddac7aba3a7c9fa56b71ceee9b55d27e3189dd5df40b1d43570c16", "fetched_at": "2026-08-28T04:04:45.562360+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dgilland/pydash"}, {"content_hash": "3cb0a4afbfdb45357bcfa5343d3ecb70856793b44a0e4c6e7b3ba1bc4e1df8d1", "fetched_at": "2026-08-29T11:46:17.382697+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/pydash/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 98, "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": 4859, "days_push": 12, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 76, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}