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import numpy as np | |
from fractions import Fraction | |
import pandas as pd | |
from odo import odo | |
def dec2percent (dec): | |
"""dec2percent(2) | |
""" | |
return np.reciprocal(float(dec)) | |
def fractional2percent (fractional): | |
"""fractional2percent(Fraction(3,1)) | |
""" | |
return float(fractional.denominator) /(fractional.denominator + fractional.numerator) | |
def moneyline2percent(moneyline): | |
percent = 0.0 | |
if np.sign(moneyline) < 0: | |
percent = (-1*moneyline) / ( -1.0*moneyline+100 ) | |
else: | |
percent = 100 / (moneyline + 100.0) | |
return percent | |
def percent2dec (percent): | |
"""percent2dec(.5) | |
""" | |
return np.reciprocal(percent) | |
def percent2fractional (percent): | |
return Fraction(np.reciprocal(percent)-1).limit_denominator(100) | |
def percent2moneyline(percent): | |
if percent > .5: | |
return (percent / (1 - percent) ) * -100 | |
else: | |
return ( (1 - percent) / percent ) * 100 | |
if __name__ == '__main__': | |
""" | |
parimutuel betting example with odds, payouts for win, place, show | |
""" | |
df = pd.DataFrame({ | |
'betters': ['fred', 'barney' ,'wilma', 'tom' ,'john' ,'jerry','tom','mo','larry','eddie'] | |
,'bets' : [100 ,200, 100, 50 ,20 ,30 ,100,20,40,60] | |
,'horse' : ['cigar' , 'brownie' , 'neptune', 'neptune','cigar','delroy','cigar','delroy','neptune','neptune'] | |
,'type' : ['win', 'win', 'win' ,'win', 'win', 'win' , 'place', 'place', 'place','place'] | |
}) | |
pdf = df[df.type=='place'] | |
sdf = df[df.type=='show'] | |
wdf = df[df.type=='win'] | |
bets = df[['bets','betters','horse','type']] | |
x= wdf.groupby('horse',as_index=False)['bets'].sum() | |
wdf= wdf.merge(x,on=['horse']) | |
wdf['pcttotal'] = wdf.bets_x / wdf.bets_y | |
wdf['payout'] = wdf.bets_x.sum() * wdf.pcttotal | |
wdf = wdf.rename(columns={'bets_x':'bets','bets_y': 'totamtperhorse'}) | |
wdf['decodds'] = wdf.bets.sum() / wdf.totamtperhorse | |
wdf['percent'] = wdf.decodds.apply(np.reciprocal) | |
wdf['moneyline'] = wdf.percent.apply(percent2moneyline) | |
wdf['fractional'] = wdf.percent.apply(percent2fractional) | |
wdf['fractional']=wdf.fractional.apply(str) | |
tote = wdf[['horse','fractional','decodds','percent','moneyline','totamtperhorse']].drop_duplicates() | |
def placeOrshow (pdf,*args): | |
"""placeOrshow(pdf,'cigar','neptune') | |
""" | |
pool = pdf.bets.sum() | |
z= pdf.groupby('horse',as_index=False)['bets'].sum() | |
pdf= pdf.merge(z,on=['horse']) | |
pdf= pdf[pdf.horse.isin(args)] | |
profit = pool - pdf.bets_x.sum() | |
pdf['pcttotal'] = pdf.bets_x / pdf.bets_y | |
split = len(args) - len(set(args).difference(set(pdf.horse)) ) | |
pdf['payout'] = profit / split * pdf.pcttotal + pdf.bets_x | |
return [pool,pdf] | |
odo(tote,'sqlite:///bettingwindow.db::toteboard') | |
odo(bets,'sqlite:///bettingwindow.db::bets') | |
print placeOrshow(pdf,'cigar','neptune') | |
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