{
 "tool": "skill:scanpy",
 "name": "scanpy",
 "kind": "Skill",
 "source": "Favz census",
 "built": "2026-10-05",
 "html": "https://favz.co/tools/skill-scanpy.html",
 "markdown": "https://favz.co/tools/skill-scanpy.md",
 "repos_now": 20,
 "repos_ever": 21,
 "still_have_it": 0.952,
 "share_of_census_repos_with_any_tool": 0.00017,
 "repos_by_month": [
  {
   "month": "2025-11",
   "repos_at_month_end": 1
  },
  {
   "month": "2026-02",
   "repos_at_month_end": 2
  },
  {
   "month": "2026-03",
   "repos_at_month_end": 10
  },
  {
   "month": "2026-04",
   "repos_at_month_end": 11
  },
  {
   "month": "2026-05",
   "repos_at_month_end": 14
  },
  {
   "month": "2026-07",
   "repos_at_month_end": 16
  },
  {
   "month": "2026-08",
   "repos_at_month_end": 17
  },
  {
   "month": "2026-09",
   "repos_at_month_end": 20
  }
 ],
 "note_on_last_days": "The last few days always look low, because repos found later fill them in.",
 "goes_with": [
  {
   "tool": "skill:biopython",
   "name": "biopython",
   "kind": "Skill",
   "repos_with_both": 19,
   "lift": 4984.18,
   "json": "https://favz.co/tools/skill-biopython.json"
  },
  {
   "tool": "skill:sympy",
   "name": "sympy",
   "kind": "Skill",
   "repos_with_both": 19,
   "lift": 4984.18,
   "json": "https://favz.co/tools/skill-sympy.json"
  },
  {
   "tool": "skill:polars",
   "name": "polars",
   "kind": "Skill",
   "repos_with_both": 19,
   "lift": 4767.47,
   "json": "https://favz.co/tools/skill-polars.json"
  },
  {
   "tool": "skill:seaborn",
   "name": "seaborn",
   "kind": "Skill",
   "repos_with_both": 19,
   "lift": 4386.07,
   "json": "https://favz.co/tools/skill-seaborn.json"
  },
  {
   "tool": "skill:statsmodels",
   "name": "statsmodels",
   "kind": "Skill",
   "repos_with_both": 19,
   "lift": 4217.38,
   "json": "https://favz.co/tools/skill-statsmodels.json"
  },
  {
   "tool": "skill:matplotlib",
   "name": "matplotlib",
   "kind": "Skill",
   "repos_with_both": 19,
   "lift": 3537.16,
   "json": "https://favz.co/tools/skill-matplotlib.json"
  },
  {
   "tool": "skill:scikit-learn",
   "name": "scikit-learn",
   "kind": "Skill",
   "repos_with_both": 19,
   "lift": 3426.62,
   "json": "https://favz.co/tools/skill-scikit-learn.json"
  },
  {
   "tool": "skill:plotly",
   "name": "plotly",
   "kind": "Skill",
   "repos_with_both": 13,
   "lift": 3410.22,
   "json": "https://favz.co/tools/skill-plotly.json"
  },
  {
   "tool": "skill:crewai",
   "name": "crewai",
   "kind": "Skill",
   "repos_with_both": 11,
   "lift": 2885.57,
   "json": "https://favz.co/tools/skill-crewai.json"
  },
  {
   "tool": "skill:ai-agents-architect",
   "name": "ai-agents-architect",
   "kind": "Skill",
   "repos_with_both": 10,
   "lift": 2885.57,
   "json": "https://favz.co/tools/skill-ai-agents-architect.json"
  },
  {
   "tool": "skill:airflow-dag-patterns",
   "name": "airflow-dag-patterns",
   "kind": "Skill",
   "repos_with_both": 10,
   "lift": 2885.57,
   "json": "https://favz.co/tools/skill-airflow-dag-patterns.json"
  },
  {
   "tool": "skill:bazel-build-optimization",
   "name": "bazel-build-optimization",
   "kind": "Skill",
   "repos_with_both": 10,
   "lift": 2885.57,
   "json": "https://favz.co/tools/skill-bazel-build-optimization.json"
  }
 ],
 "min_shared_repos_for_a_pair": 5,
 "same_pack": [
  {
   "tool": "skill:networkx",
   "name": "networkx",
   "json": "https://favz.co/tools/skill-networkx.json"
  }
 ]
}