{"repo":"AmirhosseinHonardoust/Workout-Efficiency-Benchmark","free":true,"listed":false,"github":"https://github.com/AmirhosseinHonardoust/Workout-Efficiency-Benchmark","clone":"git clone https://github.com/AmirhosseinHonardoust/Workout-Efficiency-Benchmark.git","description":"Streamlit + Python pipeline that benchmarks gym workout efficiency (kcal/min) using present sessions only. Generates sortable workout-type benchmarks, distribution plots, fairness-aware gap analysis with uncertainty/low-sample flags, and a data-quality report to prevent misleading comparisons.","language":"Python","stars":10,"topics":["analytics","benchmarking","bias-audit","dashboard","data-analysis","data-quality","data-science","eda","fairness","fitness"],"license":"MIT","category":"dashboards-admin","readme_excerpt":"Workout Efficiency Benchmark Report Calories per Minute (kcal/min) + fairness-aware comparisons (present sessions only) A decision-safe benchmarking report for gym activity data: efficiency , distributions , segment gaps , and data quality , shipped as a reproducible pipeline + a Streamlit dashboard. --- Why this project exists “Calories burned” alone is not a benchmark. If one person burns 600 kcal in 60 minutes and another burns 600 kcal in 120 minutes, they produced the same total output but very different efficiency . This project turns a noisy workout dataset into a fairer and more interpretable report by: - Defining a simple benchmark metric: efficiency = calories / minute - Comparing workout types on robust statistics (median + IQR, not just means) - Showing how “global benchmarks” can mislead when segments differ - Adding fairness-aware “gap analysis” with uncertainty + low-sample flags - Producing a clean, navigable Streamlit dashboard and reproducible outputs This is not medical advice and not a physiological claim. It’s a data product : benchmarking and analytics. --- What you get (outputs) When you run the pipeline, you get: - Figures saved to: reports/figures/ - Structured outputs (JSON/CSV) saved to: outputs/ - A Streamlit dashboard to explore report + benchmarks + fairness + data quality Example pipeline log (typical): - Outputs: outputs/ - Figures: reports/figures/ - Present sessions used: 1250 (present rate ≈ 0.48 ) The report intentionally focuses on present","default_branch":null,"files":null,"tree":[],"storefront":"/r/AmirhosseinHonardoust","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/AmirhosseinHonardoust/Workout-Efficiency-Benchmark/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}