Update files
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@ -47,6 +47,7 @@ def get_win_team_name(row):
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def get_win_ratio(df, team_name, number_of_games):
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def get_win_ratio(df, team_name, number_of_games):
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df = df[(df["blueTeam_name"] == team_name) | (df["redTeam_name"] == team_name)]
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df = df[(df["blueTeam_name"] == team_name) | (df["redTeam_name"] == team_name)]
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df = df.head(number_of_games)
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df = df.head(number_of_games)
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return len(df[df["winTeam_name"] == team_name]) / len(df)
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return len(df[df["winTeam_name"] == team_name]) / len(df)
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@ -61,6 +62,7 @@ def get_last_5_games_win_ratio(df, team_name, number_of_games):
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def get_games_ids(df, team_name, number_of_games):
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def get_games_ids(df, team_name, number_of_games):
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df = df[(df["blueTeam_name"] == team_name) | (df["redTeam_name"] == team_name)]
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df = df[(df["blueTeam_name"] == team_name) | (df["redTeam_name"] == team_name)]
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df = df.head(number_of_games)
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df = df.head(number_of_games)
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return df["id"]
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return df["id"]
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@ -76,7 +78,6 @@ def get_kdas(df_player_stats, games_ids, team_name):
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players_kdas = players_kdas.values
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players_kdas = players_kdas.values
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players_kdas[players_kdas == inf] = 10
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players_kdas[players_kdas == inf] = 10
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players_kdas = nan_to_num(players_kdas, nan=1)
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players_kdas = nan_to_num(players_kdas, nan=1)
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players_kdas = players_kdas.mean()
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players_kdas = players_kdas.mean()
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kda.append(players_kdas)
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kda.append(players_kdas)
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@ -84,7 +85,7 @@ def get_kdas(df_player_stats, games_ids, team_name):
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return sum(kda) / len(kda)
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return sum(kda) / len(kda)
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def get_prediction(team_A, team_B, number_of_games_A, number_of_games_B, league, fuzzy_system):
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def get_prediction(team_A, team_B, number_of_games_A, number_of_games_B, league, fuzzy_system, team_a_win, verbose):
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df_lol = pd.read_csv(f"matchHistory.csv")
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df_lol = pd.read_csv(f"matchHistory.csv")
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df_lol = df_lol[df_lol["tournament"] == league]
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df_lol = df_lol[df_lol["tournament"] == league]
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@ -111,9 +112,12 @@ def get_prediction(team_A, team_B, number_of_games_A, number_of_games_B, league,
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adv_standings = (team_A_standings - team_B_standings) / 2 + 50
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adv_standings = (team_A_standings - team_B_standings) / 2 + 50
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adv_form = (team_A_form - team_B_form) / 2 + 50
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adv_form = (team_A_form - team_B_form) / 2 + 50
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adv_performance = (1 - (1 / (1 + kda_proportion))) * 100
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adv_performance = (1 - (1 / (1 + kda_proportion))) * 100
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if verbose is True:
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print("\n########## PREDICTION ##########")
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print("\n########## PREDICTION ##########")
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print(f"Advantage standings: {adv_standings}")
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print(f"Advantage standings: {adv_standings}")
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print(f"Advantage form: {adv_form}")
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print(f"Advantage form: {adv_form}")
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print(f"Advantage performance: {adv_performance}")
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print(f"Advantage performance: {adv_performance}")
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return make_inference(fuzzy_system, adv_standings, adv_form, 50)
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res = make_inference(fuzzy_system, adv_standings, adv_form, adv_performance)["RESULT"]
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return res
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@ -49,24 +49,18 @@ def create_fuzzy_system():
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universe_of_discourse=[0, 100]))
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universe_of_discourse=[0, 100]))
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RULE1 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS positive) THEN (RESULT IS team_a_surely_wins)"
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RULE2 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS negative) THEN (RESULT IS team_b_surely_wins)"
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RULE3 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS positive) THEN (RESULT IS team_a_most_likely_wins)"
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RULE4 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS negative) THEN (RESULT IS team_b_most_likely_wins)"
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RULE5 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_a_most_likely_wins)"
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RULE6 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_b_most_likely_wins)"
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RULE7 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_a_most_likely_wins)"
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RULE8 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_b_most_likely_wins)"
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RULE9 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS draw)"
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RULE1 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_a_surely_wins)"
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rules = [RULE1, RULE2, RULE3, RULE4, RULE5, RULE6, RULE7, RULE8, RULE9]
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RULE2 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_b_surely_wins)"
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FS.add_rules(rules)
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RULE3 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_a_most_likely_wins)"
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RULE4 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_b_most_likely_wins)"
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RULE5 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_a_most_likely_wins)"
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RULE6 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_b_most_likely_wins)"
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RULE7 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS draw)"
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RULE8 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_a_surely_wins)"
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RULE9 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_b_surely_wins)"
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RULE10 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_a_most_likely_wins)"
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RULE11 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_b_most_likely_wins)"
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RULE12 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_a_most_likely_wins)"
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RULE13 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_b_most_likely_wins)"
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RULE14 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_a_most_likely_wins)"
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RULE15 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_b_most_likely_wins)"
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FS.add_rules([RULE1, RULE2, RULE3, RULE4, RULE5, RULE6, RULE7, RULE8, RULE9, RULE10, RULE11, RULE12, RULE13, RULE14, RULE15])
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return FS
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return FS
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@ -75,4 +69,4 @@ def make_inference(FS, standings, form, performance):
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FS.set_variable("ADVANTAGE_FORM", form)
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FS.set_variable("ADVANTAGE_FORM", form)
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FS.set_variable("ADVANTAGE_PERFORMANCE", performance)
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FS.set_variable("ADVANTAGE_PERFORMANCE", performance)
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return FS.inference(["RESULT"])
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return FS.inference(["RESULT"], ignore_warnings=True)
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44
get_test_data.py
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44
get_test_data.py
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@ -0,0 +1,44 @@
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def get_test_data():
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team_a_win = [1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0,
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1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0,
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1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1]
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teams_a = ["TSM", "Team Liquid Honda", "CLG", "Cloud9", "FlyQuest", "Golden Guardians", "100 Thieves", "FlyQuest",
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"CLG", "Golden Guardians", "Immortals Progressive", "FlyQuest", "100 Thieves", "Dignitas",
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"Golden Guardians", "Immortals Progressive", "Dignitas", "Team Liquid Honda", "CLG", "100 Thieves",
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"SK Gaming", "MAD Lions", "Team Vitality", "Rogue", "G2 Esports", "Team Vitality", "Schalke 04 Esports",
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"Misfits Gaming", "Fnatic", "Rogue", "Misfits Gaming", "Schalke 04 Esports", "SK Gaming", "Fnatic",
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"Team Vitality",
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"Team ESCA Gaming", "Zero Tenacity", "Komil&Friends", "Topo Centras Iron Wolves", "AGO Rogue",
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"Team ESCA Gaming", "Devils.One", "Gentlemen's Gaming", "Zero Tenacity", "Goskilla",
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"Maturalni Forsaken",
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"Topo Centras Iron Wolves", "Team ESCA Gaming", "Gentlemen's Gaming", "Zero Tenacity"]
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teams_b = ["100 Thieves", "Evil Geniuses", "Dignitas", "Evil Geniuses", "TSM", "Immortals Progressive",
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"Team Liquid Honda", "Cloud9", "Immortals Progressive", "Dignitas", "Evil Geniuses", "Team Liquid Honda",
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"CLG", "TSM", "FlyQuest", "Cloud9", "Evil Geniuses", "Cloud9", "TSM", "Golden Guardians",
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"Schalke 04 Esports", "EXCEL", "Fnatic", "Misfits Gaming", "Astralis", "SK Gaming", "MAD Lions",
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"Astralis",
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"EXCEL", "G2 Esports", "EXCEL", "Rogue", "MAD Lions", "Astralis", "G2 Esports",
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"Gentlemen's Gaming", "Devils.One", "Maturalni Forsaken", "Goskilla", "Illuminar Gaming",
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"Komil&Friends",
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"Maturalni Forsaken", "Illuminar Gaming", "Topo Centras Iron Wolves", "AGO Rogue", "AGO Rogue",
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"Komil&Friends", "Illuminar Gaming", "Devils.One", "Goskilla"]
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team_a_games = [10, 10, 10, 10, 10, 10, 11, 11, 11, 11, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13,
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9, 9, 9, 9, 9, 10, 10, 10, 10, 10, 11, 11, 11, 11, 11,
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8, 8, 8, 8, 8, 9, 9, 9, 9, 9, 10, 10, 10, 10, 10]
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team_b_games = [10, 10, 10, 11, 11, 10, 11, 11, 11, 11, 12, 12, 12, 12, 13, 12, 13, 13, 13, 13,
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9, 9, 9, 9, 9, 10, 10, 10, 10, 10, 11, 11, 11, 11, 11,
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8, 8, 8, 8, 8, 9, 9, 9, 9, 9, 10, 10, 10, 10, 10]
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res_dict = {
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"team_a_win": team_a_win,
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"teams_a": teams_a,
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"teams_b": teams_b,
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"team_a_games": team_a_games,
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"team_b_games": team_b_games
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}
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return res_dict
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318
main.py
318
main.py
@ -1,306 +1,24 @@
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from DataOperations import *
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from DataOperations import *
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from get_test_data import get_test_data
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import numpy as np
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# Code prints results for 50 matches from 3 different leagues
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test_data = get_test_data()
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team_a_win = test_data["team_a_win"]
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teams_a = test_data["teams_a"]
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teams_b = test_data["teams_b"]
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team_a_games = test_data["team_a_games"]
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team_b_games = test_data["team_b_games"]
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FS = create_fuzzy_system()
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FS = create_fuzzy_system()
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print(get_prediction(team_A="TSM",
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team_B="100 Thieves",
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number_of_games_A=10,
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number_of_games_B=10,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="Team Liquid Honda",
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for x in range(50):
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team_B="Evil Geniuses",
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if x < 20:
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number_of_games_A=10,
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res = get_prediction(teams_a[x], teams_b[x], team_a_games[x], team_b_games[x], "lcs_summer_2020", FS, team_a_win[x], verbose=True)
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number_of_games_B=10,
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elif x < 35:
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league="lcs_summer_2020",
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res = get_prediction(teams_a[x], teams_b[x], team_a_games[x], team_b_games[x], "lec_summer_2021", FS, team_a_win[x], verbose=True)
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fuzzy_system=FS))
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else:
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res = get_prediction(teams_a[x], teams_b[x], team_a_games[x], team_b_games[x], "ultraliga_summer_2022", FS, team_a_win[x], verbose=True)
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print(get_prediction(team_A="CLG",
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print(f"Prediction: {res}")
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team_B="Dignitas",
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number_of_games_A=10,
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number_of_games_B=10,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="Cloud9",
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team_B="Evil Geniuses",
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number_of_games_A=10,
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number_of_games_B=11,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="FlyQuest",
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team_B="TSM",
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number_of_games_A=10,
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number_of_games_B=11,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="Golden Guardians",
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team_B="Immortals Progressive",
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number_of_games_A=10,
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number_of_games_B=10,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="100 Thieves",
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team_B="Team Liquid Honda",
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number_of_games_A=11,
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number_of_games_B=11,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="FlyQuest",
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team_B="Cloud9",
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number_of_games_A=11,
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number_of_games_B=11,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="CLG",
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team_B="Immortals Progressive",
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number_of_games_A=11,
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number_of_games_B=11,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="Golden Guardians",
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team_B="Dignitas",
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number_of_games_A=11,
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number_of_games_B=11,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="Immortals Progressive",
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team_B="Evil Geniuses",
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number_of_games_A=12,
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number_of_games_B=12,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="FlyQuest",
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team_B="Team Liquid Honda",
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number_of_games_A=12,
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number_of_games_B=12,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="100 Thieves",
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team_B="CLG",
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number_of_games_A=12,
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number_of_games_B=12,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="Dignitas",
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team_B="TSM",
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number_of_games_A=12,
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number_of_games_B=12,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="Golden Guardians",
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team_B="FlyQuest",
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number_of_games_A=12,
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number_of_games_B=13,
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league="lcs_summer_2020",
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fuzzy_system=FS))
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print(get_prediction(team_A="Immortals Progressive",
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team_B="Cloud9",
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number_of_games_A=13,
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number_of_games_B=12,
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league="lcs_summer_2020",
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fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Dignitas",
|
|
||||||
team_B="Evil Geniuses",
|
|
||||||
number_of_games_A=13,
|
|
||||||
number_of_games_B=13,
|
|
||||||
league="lcs_summer_2020",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Team Liquid Honda",
|
|
||||||
team_B="Cloud9",
|
|
||||||
number_of_games_A=13,
|
|
||||||
number_of_games_B=13,
|
|
||||||
league="lcs_summer_2020",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="CLG",
|
|
||||||
team_B="TSM",
|
|
||||||
number_of_games_A=13,
|
|
||||||
number_of_games_B=13,
|
|
||||||
league="lcs_summer_2020",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="100 Thieves",
|
|
||||||
team_B="Golden Guardians",
|
|
||||||
number_of_games_A=13,
|
|
||||||
number_of_games_B=13,
|
|
||||||
league="lcs_summer_2020",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="SK Gaming",
|
|
||||||
team_B="Schalke 04 Esports",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="MAD Lions",
|
|
||||||
team_B="EXCEL",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Team Vitality",
|
|
||||||
team_B="Fnatic",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Rogue",
|
|
||||||
team_B="Misfits Gaming",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="G2 Esports",
|
|
||||||
team_B="Astralis",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Team Vitality",
|
|
||||||
team_B="SK Gaming",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Schalke 04 Esports",
|
|
||||||
team_B="MAD Lions",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Misfits Gaming",
|
|
||||||
team_B="Astralis",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Fnatic",
|
|
||||||
team_B="EXCEL",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Rogue",
|
|
||||||
team_B="G2 Esports",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Misfits Gaming",
|
|
||||||
team_B="EXCEL",
|
|
||||||
number_of_games_A=11,
|
|
||||||
number_of_games_B=11,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Schalke 04 Esports",
|
|
||||||
team_B="Rogue",
|
|
||||||
number_of_games_A=11,
|
|
||||||
number_of_games_B=11,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="SK Gaming",
|
|
||||||
team_B="MAD Lions",
|
|
||||||
number_of_games_A=11,
|
|
||||||
number_of_games_B=11,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Fnatic",
|
|
||||||
team_B="Astralis",
|
|
||||||
number_of_games_A=11,
|
|
||||||
number_of_games_B=11,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Team Vitality",
|
|
||||||
team_B="G2 Esports",
|
|
||||||
number_of_games_A=11,
|
|
||||||
number_of_games_B=11,
|
|
||||||
league="lec_summer_2021",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Team ESCA Gaming",
|
|
||||||
team_B="Gentlemen's Gaming",
|
|
||||||
number_of_games_A=8,
|
|
||||||
number_of_games_B=8,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Zero Tenacity",
|
|
||||||
team_B="Devils.One",
|
|
||||||
number_of_games_A=8,
|
|
||||||
number_of_games_B=8,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Komil&Friends",
|
|
||||||
team_B="Maturalni Forsaken",
|
|
||||||
number_of_games_A=8,
|
|
||||||
number_of_games_B=8,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Topo Centras Iron Wolves",
|
|
||||||
team_B="Goskilla",
|
|
||||||
number_of_games_A=8,
|
|
||||||
number_of_games_B=8,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="AGO Rogue",
|
|
||||||
team_B="Illuminar Gaming",
|
|
||||||
number_of_games_A=8,
|
|
||||||
number_of_games_B=8,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Team ESCA Gaming",
|
|
||||||
team_B="Komil&Friends",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Devils.One",
|
|
||||||
team_B="Maturalni Forsaken",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Gentlemen's Gaming",
|
|
||||||
team_B="Illuminar Gaming",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Zero Tenacity",
|
|
||||||
team_B="Topo Centras Iron Wolves",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Goskilla",
|
|
||||||
team_B="AGO Rogue",
|
|
||||||
number_of_games_A=9,
|
|
||||||
number_of_games_B=9,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Maturalni Forsaken",
|
|
||||||
team_B="AGO Rogue",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Topo Centras Iron Wolves",
|
|
||||||
team_B="Komil&Friends",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Team ESCA Gaming",
|
|
||||||
team_B="Illuminar Gaming",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Gentlemen's Gaming",
|
|
||||||
team_B="Devils.One",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
print(get_prediction(team_A="Zero Tenacity",
|
|
||||||
team_B="Goskilla",
|
|
||||||
number_of_games_A=10,
|
|
||||||
number_of_games_B=10,
|
|
||||||
league="ultraliga_summer_2022",
|
|
||||||
fuzzy_system=FS))
|
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user