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Project description

stakepd is a Python package that extends pandas with specialized tools for sports betting analytics. It provides custom DataFrame methods and utilities for modeling, analyzing, and simulating sports bets, odds, and outcomes.

Features

  • Sports betting-specific DataFrame extensions
  • Odds conversion and normalization
  • Bet simulation and bankroll management tools
  • Integration with pandas workflows

Installation

pip install stakepd

Usage

import pandas as pd
import stakepd

# Example: Calculate implied probabilities from odds
odds = pd.Series([2.0, 3.5, 1.8]) # A pandas Series of decimal odds
implied_probability = odds.implied_probability()
print(implied_probability)
# Output:
# 0    0.500000
# 1    0.285714
# 2    0.555556
# dtype: float64

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