NCAA Baseball Super Regional (#1 Ole Miss @ #1 Arkansas):
How many RUNS will be SCORED during Innings 5-6?
Inputs To Solve
Runs per Game by Team (Ole Miss and Arkansas)
##### User Estimates #####
Ole_RperG = 482/59
Ark_RperG = 437/58
expected_total_Rs = Ole_RperG + Ark_RperG
print("Use %s + %s = %s as total expected Runs to be scored for the game."
% (round(Ole_RperG,2),round(Ark_RperG,2),round(expected_total_Rs,2)))
Use 8.17 + 7.53 = 15.7 as total expected Runs to be scored for the game.
## Inputs Defined in the Problem
period_of_innings = 2
Runs = 1
Method to Solve
Estimate lambda (rate of runs scored per 2 innings) and use the Poisson Distribution to compute the probabilty of zero and one run being scored by both teams any 2 innings:
lambda_ = expected_total_Rs * period_of_innings / 9
print("lambda = the total expected Runs scored by the Dodgers over %s innings" % period_of_innings)
print("lambda = %s * %s / %s" % (round(expected_total_Rs,2),period_of_innings,9))
print("lambda ~ %s" % (round(lambda_,2)))
lambda = the total expected Runs scored by the Dodgers over 2 innings
lambda = 15.7 * 2 / 9
lambda ~ 3.49
from scipy.stats import poisson
p_Runs_0or1 = poisson.cdf(Runs,lambda_)
Solution
print("The probabilty of zero or 1 run being scored in any 2 innings %s" % round(p_Runs_0or1,2))
The probabilty of zero or 1 run being scored in any 2 innings 0.14
Posted on 6/10/2019