def sim_scheduled_games(sch_game_dicts, n):
"""
"""
# print sch_game_dicts.keys()
# print
prediction_dict = {}
CandP = CombosAndPermuts()
trifs = CandP.get_trifectas()
str_trifs = [str(x[0]) + str(x[1]) + str(x[2]) for x in trifs]
#[x for x in range(1, self.numPlayers +1)]
win = [x[0] for x in trifs] ; place = [x[1] for x in trifs] ; show = [x[2] for x in trifs]
wpsTable = pd.DataFrame(data = {'First':win,'Second':place, 'Third':show}, index = str_trifs)
#print wpsTable.head()
#print wpsTable.columns.values.tolist()
for game_name,game_data in sch_game_dicts.items():
pwin_dict = rds.get_pwin_dict()
point_percentage_data = None
player_list = []
enh_player_list = []
#print game
# for el in game:
# print el
enh_player_list = get_enhanced_player_list(game_data)
#print game_name, enh_player_list
if enh_player_list != None:
#print
#print game_name
for player_dict in enh_player_list:
player_list.append(':'.join(ut.sorted_and_lowered(player_dict['name'])))
# point_percentage_data = sc.runGame_get_WPS_frequencies(player_list, n)
point_percentage_data = sc.runGame_get_WPS_frequencies(player_list, pwin_dict, n)
prediction_dict[game_name] = point_percentage_data
pred_dict_df = pd.DataFrame.from_dict(prediction_dict)
#print pred_dict_df.head()
full_df = pd.merge(wpsTable, pred_dict_df, left_index = True, right_index = True )
#print full_df.head()
#print prediction_dict
fh.write_dict(fh.prediction_dict_file_path,prediction_dict)
for game_name in sch_game_dicts.keys():
try:
# if game_name in full_df.colnames(full_df):
full_df[game_name] = full_df[game_name]/n
except:
pass
#print full_df.columns.values.tolist()
return full_df, prediction_dict
def simulate_scheduled_games_freq(sch_game_dicts, n = 12):
"""
"""
prediction_dict = {}
for game_name,game_data in sch_game_dicts.items():
pwin_dict = rds.get_pwin_dict()
point_percentage_data = None
player_list = []
enh_player_list = []
#print game
# for el in game:
# print el
enh_player_list = get_enhanced_player_list(game_data)
#print enh_player_list
if enh_player_list != None:
#print
#print game_name
for player_dict in enh_player_list:
player_list.append(':'.join(ut.sorted_and_lowered(player_dict['name'])))
# point_percentage_data = sc.runGame_get_WPS_frequencies(player_list, n)
point_percentage_data = sc.runGame_get_WPS_frequencies(player_list, pwin_dict, n)
prediction_dict[game_name] = point_percentage_data
#print prediction_dict
fh.write_dict(fh.prediction_dict_file_path,prediction_dict)
return prediction_dict
