EPL (Manchester United @ Wolves): Will a GOAL be SCORED during the 70th-85th MINUTE?
4:27PM
Yes: Goal scored during 70-85th minute
No: No goal scored during the 70-85th minute
Inputs To Solve
Goals per Game by Club for 2018-2019 Season
##### User Estimates #####
MU_GperG = 65/39
Wol_GperG = 47/38
total_GOALs = MU_GperG + Wol_GperG
print("The total expected GOALS for Manchester United is %s" % round(MU_GperG,3))
print("The total expected GOALS for the Wolves is %s" % round(Wol_GperG,3))
print('')
print("The total expected GOALS for the match is %s" % round(total_GOALs,3))
The total expected GOALS for Manchester United is 1.667
The total expected GOALS for the Wolves is 1.237
The total expected GOALS for the match is 2.904
## Inputs Defined in the Problem
time_of_game = 15/90
goals = 0
Method to Solve
- [1] Estimate lambda_goals - expected arrival rate of GOALS both teams in a 15 minute span.
- [2] Use the lambda_goals and the Poisson Distribution to compute the probability of ZERO goals being scored in the 70-85 minute of the match (p_0)
## [1]
lambda_goals = total_GOALs * time_of_game
print("lambda_goals ~ the total expected GOALS scored during 15m for both teams")
print("lambda_goals ~ %s * %s" % (round(total_GOALs,3),round(time_of_game,3)))
print("lambda_goals ~ %s" % (round(lambda_goals,3)))
lambda_goals ~ the total expected GOALS scored during 15m for both teams
lambda_goals ~ 2.904 * 0.167
lambda_goals ~ 0.484
## [2]
import math
p_0 = math.exp(-lambda_goals)*(lambda_goals**goals)/(math.factorial(goals))
print("The probability of k events occurring in an Poisson interval = e^(-lambda) * ((lambda^k)/k!)")
print('where k = 0 and lambda = %s' % round(lambda_goals,3))
print('')
print("p_0 = e^(-%s) * (%s^%s)/%s!" % (round(lambda_goals,3),round(lambda_goals,3),goals,goals))
The probability of k events occurring in an Poisson interval = e^(-lambda) * ((lambda^k)/k!)
where k = 0 and lambda = 0.484
p_0 = e^(-0.484) * (0.484^0)/0!
Solution
print("The probability Zero goals scored in the 70-85th minute is ~%s" % round(p_0,3))
The probability Zero goals scored in the 70-85th minute is ~0.616
Info
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email: krellabsinc@gmail.com
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import sys
print(sys.version)
3.6.5 |Anaconda, Inc.| (default, Mar 29 2018, 13:32:41) [MSC v.1900 64 bit (AMD64)]
Posted on 8/19/2019