{"slug":"jaechang-hits-dask-parallel-computing","source_name":"jaechang-hits/dask-parallel-computing","name":"Jaechang Hits/Dask Parallel Computing","description":"Parallel/distributed computing for larger-than-RAM data. Components: DataFrames (parallel pandas), Arrays (parallel NumPy), Bags, Futures, Schedulers. Scales laptop to HPC cluster. For single-machine speed use polars; for out-of-core without cluster use vaex.","version":1,"lift":{"pass_rate_delta_pts":13.64,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":299.5,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-23T23:13:46.281435+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":13.64,"with_pass_pct":100,"without_pass_pct":86.4,"tokens_delta_pct":299.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-23T23:13:46.281435+00:00","run_id":"ce413ab6-4760-4a84-9e5c-f04abffff49d","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"BSD-3-Clause","install_count":0,"manifest_hash":"0ac5e23d40f1f01d9970601051b6d30ed792d5ab8dd55fac7813d461978db028","raw_url":"https://app.decimal.ai/s/jaechang-hits-dask-parallel-computing/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jaechang-hits-dask-parallel-computing"}