-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathstate.py
87 lines (63 loc) · 3.2 KB
/
state.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
import pandas as pd
from sklearn.preprocessing import StandardScaler
from keras.models import load_model
from joblib import dump, load
import pickle
from sklearn.preprocessing import scale
model = pickle.load(open(r"C:\Users\Mlej\futbol-prediction-bot\LogisticRegression.pkl","rb"))
season19 = pd.read_csv(r"C:\Users\Mlej\futbol-prediction-bot\csv\statsPerEPLTeam.csv")
def newDF(stateTracker):
home = stateTracker.HomeTeam
away = stateTracker.AwayTeam
df = pd.DataFrame({'HomeTeam' : home,'AwayTeam': away}, index=[0])
return df.reset_index(drop=True)
def output(number, dataFrame):
df = dataFrame
if number == 1:
x = df.iloc[0,0]
return x
elif number == -1:
x = df.iloc[0,1]
return x
else:
x = 'Draw'
return x
def preprocess(dataframe):
data = pd.DataFrame(columns=['HomeTeam', 'AwayTeam'], index=[0])
data = dataframe
HomeTeam = data.iloc[0,0]
AwayTeam = data.iloc[0,1]
data['HAS'] = season19[season19.Team == HomeTeam]['HAS'].reset_index(drop=True)
data['HDS'] = season19[season19.Team == HomeTeam]['HDS'].reset_index(drop=True)
data['AAS'] = season19[season19.Team == AwayTeam]['AAS'].reset_index(drop=True)
data['ADS'] = season19[season19.Team == AwayTeam]['ADS'].reset_index(drop=True)
data['HTYCI'] = season19[season19.Team==HomeTeam]['HTYCI'].reset_index(drop=True)
data['ATYCI'] = season19[season19.Team==AwayTeam]['ATYCI'].reset_index(drop=True)
data['HTRCI'] = season19[season19.Team==HomeTeam]['HTRCI'].reset_index(drop=True)
data['ATRCI'] = season19[season19.Team==AwayTeam]['ATRCI'].reset_index(drop=True)
data['HTSOTI'] = season19[season19.Team==HomeTeam]['HTSOTI'].reset_index(drop=True)
data['ATSOTI'] = season19[season19.Team==AwayTeam]['ATSOTI'].reset_index(drop=True)
data['HTFI'] = season19[season19.Team==HomeTeam]['HTFI'].reset_index(drop=True)
data['ATFI'] = season19[season19.Team==AwayTeam]['ATFI'].reset_index(drop=True)
data['HTSI'] = season19[season19.Team==HomeTeam]['HTSI'].reset_index(drop=True)
data['ATSI'] = season19[season19.Team==AwayTeam]['ATSI'].reset_index(drop=True)
data['HTCKI'] = season19[season19.Team==HomeTeam]['HTCKI'].reset_index(drop=True)
data['ATCKI'] = season19[season19.Team==AwayTeam]['ATCKI'].reset_index(drop=True)
data['HTCR'] = season19[season19.Team==HomeTeam]['HTCR'].reset_index(drop=True)
data['ATCR'] = season19[season19.Team==AwayTeam]['ATCR'].reset_index(drop=True)
return data
def predict(data):
predictData = data[['HAS', 'HDS', 'HTYCI', 'HTRCI', 'HTSOTI', 'HTFI', 'HTSI',
'HTCKI', 'HTCR', 'AAS', 'ADS', 'ATYCI', 'ATRCI', 'ATSOTI', 'ATFI',
'ATSI', 'ATCKI', 'ATCR']]
prediction = model.predict(predictData)
return prediction[0]
''' State Tracker class for keeping track of current states in the frontend '''
class StateTracker:
def __init__(self): #Verbose means using or expressed in more words than needed
# set the initial states
self.HomeTeam = ''
self.AwayTeam = ''
def updateState(self, request):
self.HomeTeam = request.form['HomeTeam']
self.AwayTeam = request.form['AwayTeam']