LSR/main.py

from fcl_parser import FCLParser
import skfuzzy.control as ctrl
import pandas as pd


def test():
    s1 = '2018/2019'
    s2 = '2019/2020'
    teams = pd.read_csv('teams_list.csv')
    matches = pd.read_csv('matches_list.csv')

    not_in_df = ['Podbeskidzie']
    matches_input = []
    for i in range(0,matches.shape[0]):
        team1 = matches['Team1'][i][:-1]
        team2 = matches['Team2'][i][1:-1]
        gameweek = matches['Gameweek'][i]
        season = matches['Season'][i]

        points2017 = {
            "Legia Warszawa": 70,
            "Jagiellonia Białystok": 67,
            "Lech Poznań": 60,
            "Górnik Zabrze": 60,
            "Wisła Płock": 57,
            "Wisła Kraków": 55,
            "Zagłębie Lubin": 52,
            "Korona Kielce": 49,
            "Cracovia Kraków": 50,
            "Śląsk Wrocław": 50,
            "Pogoń Szczecin": 45,
            "Arka Gdynia": 43,
            "Lechia Gdańsk": 39,
            "Piast Gliwice": 37,
            "Miedź Legnica": 35,
            "Zagłębie Sosnowiec": 35,
        }


        if((team1 not in not_in_df) and (team2 not in not_in_df)):
            try:

                form_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Form.values[0]
                temp_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Points.values[0]
                xGform_1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].xGform.values[0]

                form_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Form.values[0]
                temp_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].Points.values[0]
                xGform_2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == gameweek) & (teams['Season'] == season)].xGform.values[0]

            except:
                print(team1 + team2 + str(gameweek))

            if ((gameweek < 7) & (season==s1)):
                try:
                    t1 = points2017[team1]
                except:
                    t1 = 35
                try:
                    t2 = points2017[team2]
                except:
                    t2 = 35
                points = t1 - t2

            elif ((gameweek < 7) & (season==s2)):
                try:
                    t1 = teams.loc[(teams['Team'] == team1) & (teams['Gameweek'] == 37) & (teams['Season'] == s1)].Points.values[0]
                except:
                    t1 = 35
                try:
                    t2 = teams.loc[(teams['Team'] == team2) & (teams['Gameweek'] == 37) & (teams['Season'] == s1)].Points.values[0]
                except:
                    t2 = 35
                points = t1 - t2
            else:
                points = temp_1 - temp_2
            #0.365234375

            temp = teams.loc[ (teams['Team'] == team1) & (teams['Gameweek'] == gameweek)].Result.values[0]
            ground_truth = 0
            if(temp == 'W'):
                ground_truth = -1
            elif(temp == 'D'):
                ground_truth = 0
            else:
                ground_truth = 1
            matches_input.append([form_1, form_2, points, xGform_1, xGform_2, ground_truth])

    p = FCLParser()    # Create the parser
    p.read_fcl_file('C:\Studia\LSR-master\lsr\worker.fcl')

    cs1 = ctrl.ControlSystem(p.rules)
    module = ctrl.ControlSystemSimulation(cs1)
    predictions = []
    for i in range(0,matches.shape[0]):
        module.input['form1'] = matches_input[i][0]
        module.input['form2'] = matches_input[i][1]
        module.input['points'] = matches_input[i][2]
        module.input['xGform1'] = matches_input[i][3]
        module.input['xGform2'] = matches_input[i][4]
        module.compute()
        x = module.output['result']
        x = float("{:.4f}".format(x))

        #y = int(round(x))
        if x > 0.1:
            y = 1
        elif x < -0.1:
            y = -1
        else:
            y = 0
        predictions.append(y)
        print("|FCL: " +str(x) + "|ROUND: " + str(y) + "|GROUND: " + str(matches_input[i][5]) + "|PKT DIFFERENCE: " + str(matches_input[i][2])+'|')

    num = 0
    cor = 0
    home_count = 0
    draw_count = 0
    away_count = 0

    for i in range(0,matches.shape[0]):
        if (matches_input[i][5] == -1): home_count+=1
        if (matches_input[i][5] == 0): draw_count += 1
        if (matches_input[i][5] == 1): away_count += 1
        if(predictions[i]==matches_input[i][5]):
            cor+=1
            num+=1
        else:
            num+=1
    from collections import Counter
    print("Predictions: " + str(Counter(predictions).keys()))
    print("Predictions: " + str(Counter(predictions).values()))
    print("GT: " + str(home_count) + " " + str(draw_count) + " " + str(away_count))
    print(float(cor/num))

if __name__ == "__main__":
    while True:
        p = FCLParser()  # Create the parser
        p.read_fcl_file('C:\Studia\LSR-master\lsr\worker.fcl')

        cs1 = ctrl.ControlSystem(p.rules)
        module = ctrl.ControlSystemSimulation(cs1)
        print("Wpisz 'test' albo dodaj wartości (po przecinku): forma1, forma2, punkty, xGforma1, xGforma2")
        command = input()
        if command == "test":
            test()
        else:
            values = command.split(sep=',')
            module.input['form1'] = float(values[0])
            module.input['form2'] = float(values[1])
            module.input['points'] = float(values[2])
            module.input['xGform1'] = float(values[3])
            module.input['xGform2'] = float(values[4])
            module.compute()
            x = module.output['result']
            x = float("{:.4f}".format(x))
            print(x)
            if x > 0.1:
                print("Wygra drużyna 2")
            elif x < -0.1:
                print("Wygra drużyna 1")
            else:
                print("Będzie remis")