polymarket-unified
CommunityRigorous academic polymarket analysis toolkit.
Data & Analytics#calibration#prediction-markets#polymarket#shapley#liquidity-analysis#loopy-belief-propagation#fictitious-play
Authorerongcao
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Polymarket Unified provides a unified, academically grounded toolkit for rigorous analysis of prediction markets by integrating core theoretical frameworks (HARA LMSR, Loopy Belief Propagation, Shapley signal aggregation, and equilibrium learning) into a single, scalable platform.
Core Features & Use Cases
- Comprehensive Frameworks: Implementations of HARA market making, Loopy BP for combinatorial markets, Monte Carlo Shapley, and fictitious play learning to analyze market dynamics.
- End-to-End Analysis: Ability to calibrate market efficiency, quantify trader contributions, assess performative bias, and generate reproducible reports for research or risk management.
- Use Case: Researchers can compare liquidity across gamma values, identify key traders, and study convergence of learning dynamics on multi-outcome markets.
Quick Start
Load an event dataset into the Polymarket Unified analysis tool and run the full pipeline to generate a structured report.
Dependency Matrix
Required Modules
numpyscipytqdm
Components
scripts
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: polymarket-unified Download link: https://github.com/erongcao/polymarket-unified/archive/main.zip#polymarket-unified Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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