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260
main.py
260
main.py
@ -2,131 +2,163 @@ from fcl_parser import FCLParser
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import skfuzzy.control as ctrl
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import pandas as pd
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s1 = '2018/2019'
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s2 = '2019/2020'
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teams = pd.read_csv('teams_list.csv')
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matches = pd.read_csv('matches_list.csv')
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not_in_df = ['Podbeskidzie']
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matches_input = []
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for i in range(0,matches.shape[0]):
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team1 = matches['Team1'][i][:-1]
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team2 = matches['Team2'][i][1:-1]
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gameweek = matches['Gameweek'][i]
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season = matches['Season'][i]
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def test():
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s1 = '2018/2019'
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s2 = '2019/2020'
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teams = pd.read_csv('teams_list.csv')
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matches = pd.read_csv('matches_list.csv')
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points2017 = {
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"Legia Warszawa": 70,
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"Jagiellonia Białystok": 67,
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"Lech Poznań": 60,
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"Górnik Zabrze": 60,
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"Wisła Płock": 57,
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"Wisła Kraków": 55,
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"Zagłębie Lubin": 52,
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"Korona Kielce": 49,
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"Cracovia Kraków": 50,
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"Śląsk Wrocław": 50,
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"Pogoń Szczecin": 45,
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"Arka Gdynia": 43,
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"Lechia Gdańsk": 39,
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"Piast Gliwice": 37,
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"Miedź Legnica": 35,
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"Zagłębie Sosnowiec": 35,
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}
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not_in_df = ['Podbeskidzie']
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matches_input = []
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for i in range(0,matches.shape[0]):
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team1 = matches['Team1'][i][:-1]
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team2 = matches['Team2'][i][1:-1]
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gameweek = matches['Gameweek'][i]
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season = matches['Season'][i]
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points2017 = {
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"Legia Warszawa": 70,
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"Jagiellonia Białystok": 67,
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"Lech Poznań": 60,
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"Górnik Zabrze": 60,
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"Wisła Płock": 57,
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"Wisła Kraków": 55,
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"Zagłębie Lubin": 52,
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"Korona Kielce": 49,
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"Cracovia Kraków": 50,
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"Śląsk Wrocław": 50,
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"Pogoń Szczecin": 45,
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"Arka Gdynia": 43,
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"Lechia Gdańsk": 39,
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"Piast Gliwice": 37,
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"Miedź Legnica": 35,
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"Zagłębie Sosnowiec": 35,
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}
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if((team1 not in not_in_df) and (team2 not in not_in_df)):
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try:
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form_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Form.values[0]
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temp_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Points.values[0]
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xGform_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].xGform.values[0]
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form_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Form.values[0]
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temp_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Points.values[0]
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xGform_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].xGform.values[0]
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except:
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print(team1 + team2 + str(gameweek))
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if ((gameweek < 7) & (season==s1)):
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if((team1 not in not_in_df) and (team2 not in not_in_df)):
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try:
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t1 = points2017[team1]
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except:
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t1 = 35
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try:
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t2 = points2017[team2]
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except:
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t2 = 35
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points = t1 - t2
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elif ((gameweek < 7) & (season==s2)):
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try:
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t1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == 37) & (teams['Season'] == s1)].Points.values[0]
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except:
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t1 = 35
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try:
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t2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == 37) & (teams['Season'] == s1)].Points.values[0]
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except:
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t2 = 35
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points = t1 - t2
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else:
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points = temp_1 - temp_2
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#0.365234375
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form_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Form.values[0]
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temp_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Points.values[0]
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xGform_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].xGform.values[0]
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temp = teams.loc[ (teams['Team'] == team1) & (teams['Gameweek'] == gameweek)].Result.values[0]
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ground_truth = 0
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if(temp == 'W'):
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ground_truth = -1
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elif(temp == 'D'):
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form_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Form.values[0]
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temp_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Points.values[0]
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xGform_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].xGform.values[0]
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except:
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print(team1 + team2 + str(gameweek))
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if ((gameweek < 7) & (season==s1)):
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try:
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t1 = points2017[team1]
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except:
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t1 = 35
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try:
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t2 = points2017[team2]
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except:
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t2 = 35
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points = t1 - t2
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elif ((gameweek < 7) & (season==s2)):
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try:
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t1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == 37) & (teams['Season'] == s1)].Points.values[0]
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except:
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t1 = 35
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try:
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t2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == 37) & (teams['Season'] == s1)].Points.values[0]
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except:
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t2 = 35
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points = t1 - t2
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else:
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points = temp_1 - temp_2
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#0.365234375
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temp = teams.loc[ (teams['Team'] == team1) & (teams['Gameweek'] == gameweek)].Result.values[0]
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ground_truth = 0
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if(temp == 'W'):
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ground_truth = -1
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elif(temp == 'D'):
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ground_truth = 0
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else:
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ground_truth = 1
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matches_input.append([form_1, form_2, points, xGform_1, xGform_2, ground_truth])
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p = FCLParser() # Create the parser
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p.read_fcl_file('C:\Studia\LSR-master\lsr\worker.fcl')
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cs1 = ctrl.ControlSystem(p.rules)
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module = ctrl.ControlSystemSimulation(cs1)
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predictions = []
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for i in range(0,matches.shape[0]):
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module.input['form1'] = matches_input[i][0]
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module.input['form2'] = matches_input[i][1]
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module.input['points'] = matches_input[i][2]
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module.input['xGform1'] = matches_input[i][3]
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module.input['xGform2'] = matches_input[i][4]
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module.compute()
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x = module.output['result']
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x = float("{:.4f}".format(x))
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#y = int(round(x))
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if x > 0.1:
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y = 1
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elif x < -0.1:
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y = -1
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else:
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ground_truth = 1
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matches_input.append([form_1, form_2, points, xGform_1, xGform_2, ground_truth])
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y = 0
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predictions.append(y)
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print("|FCL: " +str(x) + "|ROUND: " + str(y) + "|GROUND: " + str(matches_input[i][5]) + "|PKT DIFFERENCE: " + str(matches_input[i][2])+'|')
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p = FCLParser() # Create the parser
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p.read_fcl_file('worker.fcl')
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num = 0
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cor = 0
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home_count = 0
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draw_count = 0
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away_count = 0
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cs1 = ctrl.ControlSystem(p.rules)
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module = ctrl.ControlSystemSimulation(cs1)
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predictions = []
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for i in range(0,matches.shape[0]):
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module.input['form1'] = matches_input[i][0]
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module.input['form2'] = matches_input[i][1]
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module.input['points'] = matches_input[i][2]
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module.input['xGform1'] = matches_input[i][3]
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module.input['xGform2'] = matches_input[i][4]
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module.compute()
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x = module.output['result']
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x = float("{:.4f}".format(x))
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for i in range(0,matches.shape[0]):
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if (matches_input[i][5] == -1): home_count+=1
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if (matches_input[i][5] == 0): draw_count += 1
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if (matches_input[i][5] == 1): away_count += 1
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if(predictions[i]==matches_input[i][5]):
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cor+=1
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num+=1
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else:
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num+=1
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from collections import Counter
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print("Predictions: " + str(Counter(predictions).keys()))
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print("Predictions: " + str(Counter(predictions).values()))
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print("GT: " + str(home_count) + " " + str(draw_count) + " " + str(away_count))
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print(float(cor/num))
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#y = int(round(x))
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if x > 0.1:
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y = 1
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elif x < -0.1:
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y = -1
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else:
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y = 0
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predictions.append(y)
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print("|FCL: " +str(x) + "|ROUND: " + str(y) + "|GROUND: " + str(matches_input[i][5]) + "|PKT DIFFERENCE: " + str(matches_input[i][2])+'|')
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if __name__ == "__main__":
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while True:
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p = FCLParser() # Create the parser
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p.read_fcl_file('C:\Studia\LSR-master\lsr\worker.fcl')
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num = 0
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cor = 0
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home_count = 0
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draw_count = 0
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away_count = 0
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cs1 = ctrl.ControlSystem(p.rules)
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module = ctrl.ControlSystemSimulation(cs1)
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print("Wpisz 'test' albo dodaj wartości (po przecinku): forma1, forma2, punkty, xGforma1, xGforma2")
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command = input()
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if command == "test":
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test()
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else:
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values = command.split(sep=',')
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module.input['form1'] = float(values[0])
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module.input['form2'] = float(values[1])
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module.input['points'] = float(values[2])
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module.input['xGform1'] = float(values[3])
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module.input['xGform2'] = float(values[4])
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module.compute()
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x = module.output['result']
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x = float("{:.4f}".format(x))
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print(x)
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if x > 0.1:
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print("Wygra drużyna 2")
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elif x < -0.1:
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print("Wygra drużyna 1")
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else:
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print("Będzie remis")
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for i in range(0,matches.shape[0]):
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if (matches_input[i][5] == -1): home_count+=1
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if (matches_input[i][5] == 0): draw_count += 1
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if (matches_input[i][5] == 1): away_count += 1
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if(predictions[i]==matches_input[i][5]):
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cor+=1
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num+=1
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else:
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num+=1
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from collections import Counter
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print("Predictions: " + str(Counter(predictions).keys()))
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print("Predictions: " + str(Counter(predictions).values()))
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print("GT: " + str(home_count) + " " + str(draw_count) + " " + str(away_count))
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print(float(cor/num))
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@ -60,8 +60,7 @@ RULEBLOCK
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ACCU : MAX;
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ACT : MIN;
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// 0.365234375
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//tego nic nie daje
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RULE 0 : if form1 is great and form2 is bad then result is home
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// rozbicie home
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RULE 3 : if form1 is great and form2 is avg and points is low then result is draw
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@ -73,7 +72,7 @@ RULEBLOCK
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RULE 7 : if form1 is great and form2 is great and points is avg then result is home
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RULE 8 : if form1 is great and form2 is great and points is high then result is home
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||||
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//rozbicie tego jednego home coś dało
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//rozbicie home
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RULE 31 : if form1 is avg and form2 is bad and points is low then result is draw
|
||||
RULE 32 : if form1 is avg and form2 is bad and points is avg then result is home
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RULE 33 : if form1 is avg and form2 is bad and points is high then result is home
|
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@ -92,7 +91,6 @@ RULEBLOCK
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RULE 62 : if form1 is bad and form2 is bad and points is avg then result is draw
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RULE 63 : if form1 is bad and form2 is bad and points is high then result is home
|
||||
|
||||
// to rozbicie nic nie daje
|
||||
RULE 66 : if form1 is bad and form2 is avg then result is away
|
||||
// rozbicie away
|
||||
RULE 67 : if form1 is bad and form2 is great and points is low then result is away
|
||||
|
||||
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Reference in New Issue
Block a user