class SimulationRunner:
def __init__(self):
configuration = SimulationConfiguration.base_configuration()
self.league_results = self._load_league_results("../Data/FD_Outcomes/FD_League_Results.csv")
self.player_stats = self._load_player_stats("../Stats_2012_15.pkl")
self.enricher = FantasyStatsEnricher()
self.enricher.enrich_player_stats(self.player_stats, self.league_results)
self.base_efppg = SimulationBuilder.base_efppg_from_configuration(configuration)
self.league_simulator = SimulationBuilder.league_simulator_from_configuration(configuration)
self._append_league_csv_names()
self.summarizer = SimulationSummarizer(self.league_results.copy())
def run_simulation(self):
self.player_stats = self.base_efppg.run_base_efppg()
self._simulate_all_leagues()
def _simulate_all_leagues(self):
league_results_grouped = self.league_results.groupby(["Cost_CSV"]).first()
league_results_grouped = league_results_grouped.reset_index()
league_results_grouped.apply(self._simulate_league, axis=1)
self.summarizer.write_result_to_pickle()
def _load_league_results(self, league_results_file):
result = pd.read_csv(league_results_file)
result["Date"] = result.apply(self._formatted_date, axis=1)
return result
def _load_player_stats(self, player_stats_file):
return pd.read_pickle(player_stats_file)
def _formatted_date(self, row):
return time.strptime(row["Date"], "%m/%d/%y")
def _append_league_csv_names(self):
self.league_results["Cost_CSV"] = self.league_results.apply(self._league_csv_from_row, axis=1)
def _league_csv_from_row(self, row):
csv_date = time.strftime("%m-%d-%Y", row["Date"])
return "FD_" + row["Type"] + "_" + csv_date + ".csv"
def _simulate_league(self, row):
cost_csv = row["Cost_CSV"]
player_costs = pd.read_csv("../Data/FD_Player_Costs/" + cost_csv)
league_results = self.league_simulator.simulate_league(
self.player_stats, player_costs, row["Type"], row["Date"]
)
print league_results
self.summarizer.append_league_statistics(league_results)
def __init__(self):
configuration = SimulationConfiguration.base_configuration()
self.league_results = self._load_league_results("../Data/FD_Outcomes/FD_League_Results.csv")
self.player_stats = self._load_player_stats("../Stats_2012_15.pkl")
self.enricher = FantasyStatsEnricher()
self.enricher.enrich_player_stats(self.player_stats, self.league_results)
self.base_efppg = SimulationBuilder.base_efppg_from_configuration(configuration)
self.league_simulator = SimulationBuilder.league_simulator_from_configuration(configuration)
self._append_league_csv_names()
self.summarizer = SimulationSummarizer(self.league_results.copy())
