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Overview

A practical, Sleeper-integrated toolkit that builds your own season projections, ranks players by VORP with risk bands, and runs a live draft assistant GUI that reacts to every pick in real time (mock drafts or your actual league). It supports mock draft support, roster-aware recommendations, and configurable strategy knobs.

Features

Sleeper integration

  • Pull league settings and scoring
  • Track picks in mock or live drafts
  • Map Sleeper player metadata to ADP
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Data pipeline

  • Clean FantasyPros ADP and merge with Sleeper players
  • Build custom projections from your league’s history + (optionally) Sleeper projections for the upcoming year

Projection engine

  • Empirical per-player distributions from past games
  • Optional blending with Sleeper weekly projections (PPR/your scoring)
  • Monte Carlo simulation of the season to get player projections (e.g., 1,000 sims × 14 weeks) → mean, p10, p90, std, VORP
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Live Draft Assistant GUI

  • Real-time suggestions with risk bars (p10–p90)
  • Roster-aware ranking, position need weighting, and ADP reach penalty
  • Strategy controls (early QB/TE caps, defer K/DEF, need weights, etc.)
  • Tooltips with variance (CV%) and simulated finish distribution
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Mock Draft CLI

  • Test the end-to-end flow with Sleeper’s mock draft rooms
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Requirements

  • Python: 3.9-3.12
  • Packages:
pip install pandas numpy requests scipy sv-ttk

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