# Setup a range from 1% probability to 100% probability p = np.arange(0.01, 1, 0.005) print('Probabilities: ', p[0:2], p[-2:]) # Convert probabilities to odds 0.01 / (1-0.01) <=> (0.99) odds = p / (1-p) print('Odds: ', odds[0:2], odds[-2:]) # Get the natural log of those odds log_odds = np.log(odds) print('Log Odds: ', log_odds[0:2], log_odds[-2:])