__author__ = 'mstock' import numpy import random as rand # Change r declarations (rand.random()) sims = 1 pbata1 = {} pbata2 = {} pbata3 = {} pbata4 = {} pbata5 = {} pbata6 = {} pbata7 = {} pbata8 = {} pbata9 = {} ppitb1 = {} ppitb2 = {} ppitb3 = {} ppitb4 = {} ppitb5 = {} statbata1 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} statbata2 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} statbata3 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} statbata4 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} statbata5 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} statbata6 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} statbata7 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} statbata8 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} statbata9 = {'H' : 0, '1B' : 0, '2B' : 0, '3B' : 0, 'HR' : 0, 'outs' : 0, 'K' : 0, 'BB' : 0, 'SB' : 0, 'CS': 0, 'R' : 0, 'RBI' : 0} teamABat = [pbata1, pbata2, pbata3, pbata4, pbata5, pbata6, pbata7, pbata8, pbata9] teamAPit = [] teamBBat = [] teamBPit = [ppitb1, ppitb2, ppitb3, ppitb4, ppitb5] teamA = [teamABat,teamAPit] teamB = [teamBBat, teamBPit] teams = [teamA, teamB] statsBattersA = [statbata1] statsBattersB = [0] teamsBatters = [statsBattersA,statsBattersB] teamsScore = [0, 0] global basesFill basesFill = [0, 0, 0] global nOuts nOuts = 0 global t t = 0 def importA(): teams[0][0][0]['name'] = 'McCann' teams[0][0][0]['position'] = 'C' teams[0][0][0]['hitP'] = 0.218 teams[0][0][0]['hitT1B'] = 0.582 teams[0][0][0]['hitT2B'] = 0.154 teams[0][0][0]['hitT3B'] = 0.011 teams[0][0][0]['hitTHR'] = 0.253 teams[0][0][0]['outP'] = 0.676 teams[0][0][0]['outTK'] = 0.280 teams[0][0][0]['outTOO'] = 0.699 teams[0][0][0]['outTSac'] = 0.021 teams[0][0][0]['outDP'] = 0.025 teams[0][0][0]['walkP'] = 0.106 teams[0][0][0]['sbO2'] = 0.000 teams[0][0][0]['sb2'] = 0.000 teams[0][0][0]['sbO3'] = 0.000 teams[0][0][0]['sb3'] = 0.000 teams[0][0][0]['1stS2'] = 0.800 teams[0][0][0]['1stS3'] = 0.200 teams[0][0][0]['1stD3'] = 0.714 teams[0][0][0]['1stDH'] = 0.143 teams[0][0][0]['2ndS3'] = 0.625 teams[0][0][0]['2ndSH'] = 0.375 def importB(): teams[1][1][0]['name'] = 'Evoaldi' teams[1][1][0]['position'] = 'P' teams[1][1][0]['hitP'] = 0.260 teams[1][1][0]['hitT1B'] = 0.790 teams[1][1][0]['hitT2B'] = 0.142 teams[1][1][0]['hitT3B'] = 0.006 teams[1][1][0]['hitTHR'] = 0.062 teams[1][1][0]['outP'] = 0.668 teams[1][1][0]['outTK'] = 0.257 teams[1][1][0]['outTOO'] = 0.728 teams[1][1][0]['outTSac'] = 0.014 teams[1][1][0]['outDP'] = 0.043 teams[1][1][0]['walkP'] = 0.072 def setPlayer(): playerIndex = 0 return playerIndex def getRunner1B(): i1B = 0 return i1B def getRunner2B(): i2B = 0 return i2B def getRunner3B(): i3B = 0 return i3B def setTeam(): teamIndex = 0 global t t = teamIndex return teamIndex def plateAppearance(i): r = rand.random() global basesFill newBases = basesFill global nOuts if r <= hit(): bases = hitType() newBases = basesStatus(bases, basesFill) print bases if bases == "1B": teamsBatters[t][i]['1B'] += 1 elif bases == "2B": teamsBatters[t][i]['2B'] += 1 elif bases == "3B": teamsBatters[t][i]['3B'] += 1 elif bases == "HR": teamsBatters[t][i]['HR'] += 1 teamsBatters[t][i]['H'] += 1 elif r <= hit() + out() and r > hit(): teamsBatters[t][i]['outs'] += 1 outs = outType() print outs if outs == "K": teamsBatters[t][i]['K'] += 1 newBases = basesStatus(outs, basesFill) elif r <= hit() + out() + walk() and r > hit() + out(): teamsBatters[t][i]['BB'] += 1 bb = "Walk" print "Walk" newBases = basesStatus(bb, basesFill) # includes HBP basesFill = newBases print basesFill print def basesStatus(bases, basesFill): global nOuts newBasesFill = basesFill if bases == "1B": firstto2nd = teams[t][0][getRunner1B()]['1stS2'] firstto3rd = teams[t][0][getRunner1B()]['1stS3'] secto3rd = teams[t][0][getRunner2B()]['2ndS3'] sectoH = teams[t][0][getRunner2B()]['2ndSH'] r = rand.random() firston2nd = firston3rd = secon3rd = seconH = False if r <= firstto2nd: firston2nd = True elif r <= firstto2nd + firstto3rd and r > firstto2nd: firston3rd = True r = rand.random() if r <= secto3rd: secon3rd = True elif r <= sectoH + secto3rd and r > secto3rd: seconH = True if basesFill == [0, 0, 0]: newBasesFill = [1, 0, 0] elif basesFill == [1, 0, 0]: if firston2nd: newBasesFill = [1, 1, 0] elif firston3rd: newBasesFill = [1, 0, 1] else: newBasesFill = [1, 0, 0] nOuts += 1 elif basesFill == [0, 1, 0]: if seconH: teamsScore[t] += 1 newBasesFill = [1, 0, 0] elif secon3rd: newBasesFill = [1, 0, 1] else: newBasesFill = [1, 0, 0] nOuts += 1 elif basesFill == [0, 0, 1]: teamsScore[t] += 1 newBasesFill = [1, 0, 0] elif basesFill == [1, 1, 0]: if seconH: teamsScore[t] += 1 if firston3rd: newBasesFill = [1, 0, 1] elif firston2nd: newBasesFill = [1, 1, 0] else: nOuts += 1 newBasesFill = [1, 0, 0] elif secon3rd: newBasesFill = [1, 1, 1] else: nOuts += 1 if firston3rd: newBasesFill = [1, 0, 1] else: newBasesFill = [1, 1, 0] elif basesFill == [1, 0, 1]: teamsScore[t] += 1 if firston3rd: newBasesFill = [1, 0, 1] elif firston2nd: newBasesFill = [1, 1, 0] else: nOuts += 1 newBasesFill = [1, 0, 0] elif basesFill == [0, 1, 1]: teamsScore[t] += 1 if seconH: teamsScore[t] += 1 newBasesFill = [1, 0, 0] elif secon3rd: newBasesFill = [1, 0, 1] else: newBasesFill = [1, 0, 0] elif basesFill == [1, 1, 1]: teamsScore[t] += 1 if seconH: teamsScore[t] += 1 if firston2nd: newBasesFill = [1, 1, 0] elif firston3rd: newBasesFill = [1, 0, 1] else: newBasesFill == [1, 1, 1] elif bases == "2B": firstto3rd = teams[t][0][getRunner1B()]['1stD3'] firsttoH = teams[t][0][getRunner1B()]['1stDH'] r = rand.random() firston3rd = firstonH = False if r <= firstto3rd: firston3rd = True elif r <= firstto3rd + firsttoH and r > firstto3rd: firstonH = True if basesFill == [0, 0, 0]: newBasesFill = [0, 1, 0] elif basesFill == [1, 0, 0]: if firston3rd: newBasesFill = [0, 1, 1] elif firstonH: teamsScore[t] += 1 newBasesFill = [0, 1, 0] else: nOuts += 1 newBasesFill = [0, 1, 0] elif basesFill == [0, 1, 0]: teamsScore[t] += 1 newBasesFill = [0, 1, 0] elif basesFill == [0, 0, 1]: teamsScore[t] += 1 newBasesFill = [0, 1, 0] elif basesFill == [1, 1, 0]: teamsScore[t] += 1 if firston3rd: newBasesFill = [0, 1, 1] elif firstonH: teamsScore[t] += 1 newBasesFill = [0, 1, 0] else: nOuts += 1 newBasesFill = [0, 1, 0] elif basesFill == [1, 0, 1]: teamsScore[t] += 1 if firston3rd: newBasesFill = [0, 1, 1] elif firstonH: teamsScore[t] += 1 newBasesFill = [0, 1, 0] else: nOuts += 1 newBasesFill = [0, 1, 0] elif basesFill == [0, 1, 1]: teamsScore[t] += 2 newBasesFill = [0, 1, 0] elif basesFill == [1, 1, 1]: teamsScore[t] += 2 if firston3rd: newBasesFill = [0, 1, 1] elif firstonH: teamsScore[t] += 1 newBasesFill = [0, 1, 0] else: nOuts += 1 newBasesFill = [0, 1, 0] elif bases == "3B": if basesFill == [0, 0, 0]: newBasesFill = [0, 0, 1] elif basesFill == [1, 0, 0]: teamsScore[t] += 1 newBasesFill = [0, 0, 1] elif basesFill == [0, 1, 0]: teamsScore[t] += 1 newBasesFill == [0, 0, 1] elif basesFill == [0, 0, 1]: teamsScore[t] += 1 newBasesFill == [0, 0, 1] elif basesFill == [1, 1, 0]: teamsScore[t] += 2 newBasesFill = [0, 0, 1] elif basesFill == [1, 0, 1]: teamsScore[t] += 2 newBasesFill = [0, 0, 1] elif basesFill == [0, 1, 1]: teamsScore[t] += 2 newBasesFill = [0, 0, 1] elif basesFill == [1, 1, 1]: teamsScore[t] += 3 newBasesFill = [0, 0, 1] elif bases == "HR": if basesFill == [0, 0, 0]: teamsScore[t] += 1 newBasesFill = [0, 0, 0] elif basesFill == [1, 0, 0]: teamsScore[t] += 2 newBasesFill = [0, 0, 0] elif basesFill == [0, 1, 0]: teamsScore[t] += 2 newBasesFill == [0, 0, 0] elif basesFill == [0, 0, 1]: teamsScore[t] += 2 newBasesFill == [0, 0, 0] elif basesFill == [1, 1, 0]: teamsScore[t] += 3 newBasesFill = [0, 0, 0] elif basesFill == [1, 0, 1]: teamsScore[t] += 3 newBasesFill = [0, 0, 0] elif basesFill == [0, 1, 1]: teamsScore[t] += 3 newBasesFill = [0, 0, 0] elif basesFill == [1, 1, 1]: teamsScore[t] += 4 newBasesFill = [0, 0, 0] elif bases == "OO": if basesFill[0] == 1 and nOuts < 2: bFill2 = basesFill[1] bFill3 = basesFill[2] dpPer = dp() r = rand.random() if r <= dpPer: if bFill3 == 1 and nOuts == 0: teamsScore[t] += 1 newBasesFill = [0, 0, bFill2] nOuts += 2 else: nOuts += 1 newBasesFill[0] = 1 newBasesFill[1] = 0 if bFill3 == 1: teamsScore[t] += 1 if bFill2 == 1: newBasesFill[2] = 1 else: nOuts += 1 elif bases == "Sac": if basesFill[2] == 1 and nOuts < 2: teamsScore[t] += 1 newBasesFill[1] = basesFill[1] newBasesFill[0] = basesFill[0] elif basesFill[0] == 1 or basesFill[1] == 1: newBasesFill[1] = basesFill[0] newBasesFill[2] = basesFill[1] nOuts += 1 elif bases == "K": nOuts += 1 elif bases == "Walk": if basesFill == [1, 0, 0] or basesFill == [1, 0, 1]: newBasesFill[1] = 1 elif basesFill == [1, 1, 0]: newBasesFill = [1, 1, 1] if basesFill == [1, 1, 1]: teamsScore[t] += 1 newBasesFill[0] = 1 return newBasesFill def checkOuts(): endInn = False if nOuts == 3: endInn = True return endInn def steal(): global nOuts if basesFill == [1, 0, 0] or basesFill == [1, 0, 1]: r = rand.random() if r <= teams[t][0][getRunner1B()]['sbO2']: r = rand.random() if r <= teams[t][0][getRunner1B()]['sb2']: teamsBatters[t][getRunner1B()]['SB'] += 1 basesFill[1] = 1 basesFill[0] = 0 else: teamsBatters[t][getRunner1B()]['CS'] += 1 basesFill[0] = 0 nOuts += 1 elif basesFill == [0, 1, 0] or basesFill == [1, 1, 0]: r = rand.random() if r <= teams[t][0][getRunner2B()]['sbO3']: r = rand.random() if r <= teams[t][0][getRunner2B()]['sb3']: teamsBatters[t][getRunner2B()]['SB'] += 1 basesFill[2] = 1 basesFill[1] = 0 else: teamsBatters[t][getRunner2B()]['CS'] += 1 basesFill[1] = 0 nOuts += 1 def hitType(): r = rand.random() type = "none" types = ["1B", "2B", "3B", "HR"] t = setTeam() i = setPlayer() single = (teams[t][0][i]['hitT1B'] + teams[t+1][1][i]['hitT1B']) / 2.0 double = (teams[t][0][i]['hitT2B'] + teams[t+1][1][i]['hitT2B']) / 2.0 triple = (teams[t][0][i]['hitT3B'] + teams[t+1][1][i]['hitT3B']) / 2.0 homer = (teams[t][0][i]['hitTHR'] + teams[t+1][1][i]['hitTHR']) / 2.0 hitProbs = [single, double, triple, homer] index = 0 for i in range(4): if i == 0 and r <= hitProbs[i]: type = types[i] elif r <= index + hitProbs[i] and r > index: type = types[i] index += hitProbs[i] return type def hit(): playerBA = teams[setTeam()][0][setPlayer()]['hitP'] pitcherBA = teams[setTeam()+1][1][setPlayer()]['hitP'] hitSuccess = (playerBA + pitcherBA) / 2.0 return hitSuccess def out(): playerOA = teams[setTeam()][0][setPlayer()]['outP'] pitcherOA = teams[setTeam()+1][1][setPlayer()]['outP'] outSuccess = (playerOA + pitcherOA) / 2.0 return outSuccess def outType(): r = rand.random() type = "OO" types = ["K", "OO", "Sac"] t = setTeam() i = setPlayer() if basesFill == [0,0,0]: sacProb = 0 else: sacProb = teams[t][0][i]['outTSac'] outProbs = [teams[t][0][i]['outTK'],teams[t][0][i]['outTOO'],sacProb] index = 0 for i in range(3): if i == 0 and r <= outProbs[i]: type = types[i] elif r <= index + outProbs[i] and r > index: type = types[i] index += outProbs[i] return type def walk(): playerWA = teams[setTeam()][0][setPlayer()]['walkP'] pitcherWA = teams[setTeam()+1][1][setPlayer()]['walkP'] walkSuccess = (playerWA + pitcherWA) / 2.0 return walkSuccess def dp(): playerDPA = teams[setTeam()][0][setPlayer()]['outDP'] pitcherDPA = teams[setTeam()+1][1][setPlayer()]['outDP'] dpSuccess = (playerDPA + pitcherDPA) / 2.0 return dpSuccess def run(): importA() importB() setTeam() for i in range(sims): for o in range(1,10): global nOuts while not checkOuts(): steal() plateAppearance(setPlayer()) print "Score: ", teamsScore[0] print nOuts nOuts = 0 global basesFill basesFill = [0, 0, 0] print teamsBatters[t][setPlayer()] print float (teamsScore[0]) / sims whip = teamsBatters[t][setPlayer()]['BB'] + teamsBatters[t][setPlayer()]['H'] print float (whip) / (sims * 9) run() # Need to track R, RBI
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