def func1():
#season 2016-2017
csv_file1 = open('TeamMatchups.csv', 'r')
reader1 = csv.reader(csv_file1)
i = 0
j = 0
noOfPredictions = 0
minutesPlayed = defaultdict(dict)
minutesPlayedEstimate = defaultdict(dict)
NumberMinutes = defaultdict(dict)
playerRating = defaultdict(dict)
plusminus = defaultdict(dict)
duplicate = defaultdict(dict)
tempTeam = defaultdict(dict)
check = defaultdict(dict)
TeamRating = defaultdict(dict)
HomeAdv = defaultdict(dict)
checklist = []
flog = 1
match = 0
avg = []
number = 0
flag = 0
Dray = []
James = []
Bruno = []
Curry = []
Jordan = []
CLE = []
for row1 in reader1:
plusminus1 = defaultdict(dict)
plusminus2 = defaultdict(dict)
if i > 0:
s = re.split('\W+', row1[2])
# print(s)
if len(s) == 2:
Team1 = s[0]
Team2 = s[1]
flag = 1
c = Team1 + Team2
HomeAdv[Team1] = 0
HomeAdv[Team2] = 100
if (flag == 1):
flag = 0
for fixedPlayer in minutesPlayed[Team1]:
minutesPlayed[Team1][fixedPlayer] = 0
plusminus1[fixedPlayer] = 0
for fixedPlayer in minutesPlayed[Team2]:
minutesPlayed[Team2][fixedPlayer] = 0
plusminus2[fixedPlayer] = 0
csv_file2 = open('PlayerDetails.csv', 'r')
reader2 = csv.reader(csv_file2)
for row2 in reader2:
if j > 0:
if (Team1 == row2[1]
or Team2 == row2[1]) and row1[1] == row2[2]:
# print(row2[0],"playername",row2[1],"team",row2[2],"date")
# time.sleep(2)
if int(row2[5]) != 0:
avg.append(int(row2[6]) / int(row2[5]))
number += 1
if Team1 == row2[1]:
minutesPlayed[Team1][row2[0] + Team1] = int(
row2[5]) / (int(row1[4]))
plusminus1[row2[0] + Team1] = int(row2[7])
if check[row2[0] + Team1] == {}:
playerRating[row2[0] + Team1] = 1000
#print(row2[0])
check[row2[0] + Team1] = 'Filled'
elif Team2 == row2[1]:
minutesPlayed[Team2][row2[0] + Team2] = int(
row2[5]) / (int(row1[4]))
plusminus2[row2[0] + Team2] = int(row2[7])
if check[row2[0] + Team2] == {}:
playerRating[row2[0] + Team2] = 1000
#print(row2[0])
check[row2[0] + Team2] = 'Filled'
else:
print(
"HHHHHHHHHEEEEEEEEEEELLLLLLLLLLOOOOOOOOOOOOOOOOOOOOOOOOOOO"
)
j = j + 1
j = 0
csv_file2.close()
checklist.append(c)
for fixedPlayer in minutesPlayed[Team1]:
if minutesPlayedEstimate[fixedPlayer] == {}:
#print(fixedPlayer)
minutesPlayedEstimate[fixedPlayer] = minutesPlayed[
Team1][fixedPlayer]
NumberMinutes[fixedPlayer] = 1
else:
minutesPlayedEstimate[fixedPlayer] = (
NumberMinutes[fixedPlayer] *
minutesPlayedEstimate[fixedPlayer] +
minutesPlayed[Team1][fixedPlayer]) / (
NumberMinutes[fixedPlayer] + 1)
NumberMinutes[
fixedPlayer] = NumberMinutes[fixedPlayer] + 1
for fixedPlayer in minutesPlayed[Team2]:
if minutesPlayedEstimate[fixedPlayer] == {}:
minutesPlayedEstimate[fixedPlayer] = minutesPlayed[
Team2][fixedPlayer]
NumberMinutes[fixedPlayer] = 1
else:
minutesPlayedEstimate[fixedPlayer] = (
NumberMinutes[fixedPlayer] *
minutesPlayedEstimate[fixedPlayer] +
minutesPlayed[Team2][fixedPlayer]) / (
NumberMinutes[fixedPlayer] + 1)
NumberMinutes[
fixedPlayer] = NumberMinutes[fixedPlayer] + 1
sum1 = 0
sum2 = 0
for fixedPlayer in minutesPlayed[Team1]:
sum1 += minutesPlayedEstimate[fixedPlayer]
for fixedPlayer in minutesPlayed[Team2]:
sum2 += minutesPlayedEstimate[fixedPlayer]
for fixedPlayer in minutesPlayed[Team1]:
minutesPlayedEstimate[fixedPlayer] = (
minutesPlayedEstimate[fixedPlayer] * 1) / sum1
#print(minutesPlayedEstimate[fixedPlayer])
#time.sleep(2)
for fixedPlayer in minutesPlayed[Team2]:
minutesPlayedEstimate[fixedPlayer] = (
minutesPlayedEstimate[fixedPlayer] * 1) / sum2
#print(minutesPlayedEstimate[fixedPlayer])
#time.sleep(2)
# rating update for the 2 teams
m1 = 0
m2 = 0
p1 = 0
p2 = 0
for players in minutesPlayed[Team1]:
m1 += playerRating[players] * minutesPlayedEstimate[players]
p1 += playerRating[players]
for players in minutesPlayed[Team2]:
m2 += playerRating[players] * minutesPlayedEstimate[players]
p2 += playerRating[players]
#print("%%%%%%%%%%%%%%%%% Before Update %%%%%%%%%%%%%%%%")
#print("Updated rating for {}".format(Team1), round(p1))
#print("updated rating for {}".format(Team2), round(p2))
#print("p2",p2)
#print("total1",p1+p2)
sumTeam = 0
for Teeam in minutesPlayed:
for player in minutesPlayed[Teeam]:
sumTeam = sumTeam + playerRating[player]
# print(Teeam,TeamRating[Teeam])
#print(Team1,p1)
#print(Team2,p2)
#print("total1",p1+p2)
#print("Sum of team rating1", sumTeam)
#time.sleep(2)
m1 += HomeAdv[Team1]
m2 += HomeAdv[Team2]
if m1 > m2:
outcome = 'W'
else:
outcome = 'L'
if outcome == row1[3]:
noOfPredictions = noOfPredictions + 1
W = 1
else:
W = 0
match = match + 1
print(Team1, m1, row1[3], Team2, m2, noOfPredictions, match,
"Prediction Rate", noOfPredictions / match)
playerRating = f.elo(playerRating, minutesPlayed, Team1, Team2,
int(row1[4]), plusminus1, plusminus2, 500,
10000)
m1 = 0
m2 = 0
p1 = 0
p2 = 0
for players in minutesPlayed[Team1]:
m1 += playerRating[players] * minutesPlayedEstimate[players]
p1 += playerRating[players]
for players in minutesPlayed[Team2]:
m2 += playerRating[players] * minutesPlayedEstimate[players]
p2 += playerRating[players]
if Team1 == "CLE":
CLE.append(m1)
print("UTA", m1)
elif Team2 == "CLE":
CLE.append(m2)
print("UTA", m2)
TeamRating[Team1] = m1
TeamRating[Team2] = m2
i = i + 1
time.sleep(5)
return (CLE)
outcome = 'L'
if outcome == row1[3]:
noOfPredictions = noOfPredictions + 1
W = 1
else:
W = 0
match = match + 1
if match == 1230:
print(K[k], N[n], noOfPredictions, match,
"Prediction Rate", noOfPredictions / match)
P[k][n] = (noOfPredictions / match) * 100
K1[no] = K[k]
N1[no] = N[n]
no += 1
playerRating = f.elo(playerRating,
minutesPlayed, Team1, Team2,
int(row1[4]), plusminus1, plusminus2,
K[k], N[n])
m1 = 0
m2 = 0
p1 = 0
p2 = 0
for players in minutesPlayed[Team1]:
m1 += playerRating[players] * minutesPlayedEstimate[
players]
p1 += playerRating[players]
for players in minutesPlayed[Team2]:
m2 += playerRating[players] * minutesPlayedEstimate[
players]
p2 += playerRating[players]
TeamRating[Team1] = m1
TeamRating[Team2] = m2
Team2 = s[1]
if row[3] == 'W':
s1 = 1
s2 = 0
else:
s1 = 0
s2 = 1
#if (s1 == 1 and teams_rating[Team1] > (teams_rating[Team2] + 100)) or (s2 == 1 and (100 + teams_rating[Team2]) > teams_rating[Team1]):
#accuracy += 1
r1 = teams_rating[Team1]
r2 = teams_rating[Team2] + 100
#y_true.append(s1)
#p=P(r1,r2)
#y_pred.append(p)
teams_rating[Team1], teams_rating[Team2] = f.elo(
teams_rating[Team1], teams_rating[Team2], K[k], s1, s2,
Team1, Team2)
#print(Team1, "rating", teams_rating[Team1], Team2, "rating", teams_rating[Team2])
# time.sleep(2)
j = j + 1
else:
j = 1
csv_file1 = open('TeamMatchups.csv', 'r')
reader1 = csv.reader(csv_file1)
j = 0
accuracy = 0
for row in reader1:
if j != 0 and j <= 615:
s = re.split('\W+', row[2])
#print(s)
if len(s) == 2:
m1 += HomeAdv[Team1]
m2 += HomeAdv[Team2]
if m1 > m2:
outcome = 'W'
else:
outcome = 'L'
if outcome == row1[3]:
noOfPredictions = noOfPredictions + 1
W = 1
else:
W = 0
match = match + 1
print(Team1, m1, row1[3], Team2, m2, noOfPredictions, match,
"Prediction Rate", noOfPredictions / match)
playerRating = f.elo(playerRating, minutesPlayed, Team1, Team2,
int(row1[4]), plusminus1, plusminus2, 500,
10000)
if Team1 == "UTA" or Team2 == "UTA":
#print(playerRating["Draymond GreenGSW"])
#Dray.append(playerRating["Draymond GreenGSW"])
if playerRating["Gordon HaywardUTA"] != {}:
print("Gordon Hayward", playerRating["Gordon HaywardUTA"])
Curry.append(playerRating["Gordon HaywardUTA"])
else:
Curry.append(0)
if Team1 == "CLE" or Team2 == "CLE":
James.append(playerRating["LeBron JamesCLE"])
if Team1 == "TOR" or Team2 == "TOR":
if playerRating["Bruno CabocloTOR"] != {}:
Bruno.append(playerRating["Bruno CabocloTOR"])
if Team1 == "LAC" or Team2 == "LAC":
