/
base_functions.py
92 lines (73 loc) · 1.75 KB
/
base_functions.py
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import openpyxl
from openpyxl import load_workbook
import os
from datetime import date, time
from datetime import datetime
import pandas as pd
from pandas import ExcelWriter
from functools import reduce
import pickle
def saveToExcel(df,filename,tab):
writer = ExcelWriter(filename)
df.to_excel(writer,tab)
writer.save()
def getDataSet(dataset):
df = pd.read_excel(dataset)
# print('Dataset Loaded')
return df
def getDataSetcsv(dataset):
df = pd.read_csv(dataset)
print('Dataset Loaded')
return df
def getDateCutoff(year):
# year = int(year)
if year == '2017':
return '2017-10-17'
if year == '2016':
return '2016-10-25'
if year == '2015':
return '2015-10-27'
else:
return('Invalid Year')
def getHomeIndex(df):
if df['HomeTeam'] == df['TEAM_ABBREVIATION']:
return (0)
else:
return (1)
def getHomeORTG(df):
if df['HomeIndex'] == 0:
return df['OFF_RATING']
def getAwayORTG(df):
if df['HomeIndex'] == 1:
return df['OFF_RATING']
def resetRest(df):
x = df['DaysRest']
x = x.days
if x > 3:
x = 3
return x
def VSresetRest(df):
x = df['vs_DaysRest']
x = x.days
if x > 3:
x = 3
return x
def getHomeDRTG(df):
if df['HomeIndex'] == 0:
return df['DEF_RATING']
def getAwayDRTG(df):
if df['HomeIndex'] == 1:
return df['DEF_RATING']
def getLocationORTG(df):
if df['HomeIndex'] == 0:
return df['HomeORTG']
else:
return df['AwayORTG']
def getLocationDRTG(df):
if df['HomeIndex'] == 0:
return df['HomeDRTG']
else:
return df['AwayDRTG']
def LoadModel(filename):
loaded_model = pickle.load(open(filename, 'rb'))
return loaded_model