{"adoption": {"forks": 356, "observed_at": "2026-08-28T04:05:03.186603+00:00", "stars": 1555}, "canonical_url": "https://ross.abutalabs.com/products/spark-testing-base", "card": {"archived": false, "artifact_type": "library", "description": "Base classes to use when writing tests with Spark", "domain": ["testing", "developer-tools", "big-data"], "enriched": true, "function": ["testing"], "health_score": 78, "homepage": null, "language": "Scala", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["holdenk/spark-testing-base"], "name": "holdenk/spark-testing-base", "platform": ["jvm", "python"], "pushed_at": "2026-08-07T22:41:59+00:00", "repo": "holdenk/spark-testing-base", "stars": 1555, "tags": ["apache-spark", "unit-testing", "local-mode-spark", "scala", "pyspark"], "topics": [], "urls": [], "use_cases": ["write unit tests for Spark jobs", "avoid boilerplate SparkContext setup in test suites", "test Spark DataFrames and RDDs", "test Spark SQL codegen", "run Spark tests in sbt or Maven builds"], "what_it_is": "A library providing base classes for writing tests for Apache Spark applications in Scala and Python. It handles the setup and teardown of local-mode Spark sessions so developers can focus on writing test logic.", "when_to_avoid": ["you don't use Apache Spark", "you need distributed cluster integration testing rather than local-mode tests"], "when_to_choose": ["you're building Spark applications in Scala or Python and need repeatable test infrastructure", "you want shared base classes for local-mode Spark testing across many test suites"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/spark-testing-base", "repo": "holdenk/spark-testing-base", "role": "main", "score": 66}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:03.186603+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:30:01.701798+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "869e250cac63082986a7e89caea47c35ade199ae139f548b6b9a8e29d959e2f0", "fetched_at": "2026-08-28T04:05:03.186603+00:00", "kind": "readme", "missing": false, "url": "https://github.com/holdenk/spark-testing-base"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 96, "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": 4233, "days_push": 26, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 66, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}