{"data":{"slug":"analytics-bi","name":"Analytics & BI Software","description":"Business intelligence, dashboards, and product analytics platforms.","parent":{"slug":"data-ai","name":"Data & AI"},"children":[],"signalWeights":{"price_level":0.058,"reliability":0.07,"capabilities":0.187,"github_stars":0.029,"integrations":0.105,"github_activity":0.105,"release_cadence":0.058,"security_posture":0.07,"package_downloads":0.152,"pricing_transparency":0.094,"stackoverflow_activity":0.07},"entities":[{"slug":"numpy","name":"numpy","tagline":"","homepage":"https://numpy.org","category":{"slug":"analytics-bi","name":"Analytics & BI Software"},"vendor":{"name":"Numpy","primaryDomain":null},"score":{"composite":48.8,"confidence":0.33,"confidenceBand":"low","breakdown":{"capabilities":{"value":28.9,"weight":0.187,"present":true,"contribution":5.4},"github_stars":{"value":85.1,"weight":0.029,"present":true,"contribution":2.5},"integrations":{"value":37.4,"weight":0.105,"present":true,"contribution":3.9},"github_activity":{"value":63.1,"weight":0.105,"present":true,"contribution":6.6},"release_cadence":{"value":89.4,"weight":0.058,"present":true,"contribution":5.2},"security_posture":{"value":0,"weight":0.07,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.152,"present":false,"contribution":0},"stackoverflow_activity":{"value":0,"weight":0.07,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:46:41.999Z"},"uri":"https://www.vioscale.ai/software/numpy"}],"uri":"https://www.vioscale.ai/categories/analytics-bi","entityCount":1},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-08-06T23:13:08.344Z","disclaimer":"Independent, evidence-based. Every fact carries provenance.","profile":"balanced","weights":{"price_level":0.058,"reliability":0.07,"capabilities":0.187,"github_stars":0.029,"integrations":0.105,"github_activity":0.105,"release_cadence":0.058,"security_posture":0.07,"package_downloads":0.152,"pricing_transparency":0.094,"stackoverflow_activity":0.07}}}