From c13f2746956483845c1ec2cc62244b7bebcfe194 Mon Sep 17 00:00:00 2001 From: pietrzakkuba Date: Wed, 8 Dec 2021 21:18:20 +0100 Subject: [PATCH] reading leagues data from csv --- leagues.csv | 2 +- main.py | 61 +++++++++++++++++++++++----------------------------- read_data.py | 7 ++++++ test.py | 4 ---- 4 files changed, 35 insertions(+), 39 deletions(-) create mode 100644 read_data.py delete mode 100644 test.py diff --git a/leagues.csv b/leagues.csv index 41fec5c..f463abb 100644 --- a/leagues.csv +++ b/leagues.csv @@ -1,4 +1,4 @@ -league;country;clubs;goalsPerMatch;avgMarketValueInMln;totalMarketValueInMln;teamsInChampionsLeague;teamsInEuropaLeague;teamsInConferenceLeague;famousPlayers +leagueName;country;clubs;goalsPerMatch;avgMarketValueInMln;totalMarketValueInMln;teamsInChampionsLeague;teamsInEuropaLeague;teamsInConferenceLeague;famousPlayers Premier League;England;20;2.78;453.95;9080.0;4;2;1;35 LaLiga;Spain;20;2.45;246.89;4940.0;4;2;1;21 Serie A;Italy;20;3.05;245.69;4910.0;4;2;1;17 diff --git a/main.py b/main.py index 7eed1e0..7cb98a6 100644 --- a/main.py +++ b/main.py @@ -1,6 +1,7 @@ import numpy as np import skfuzzy as fuzz import matplotlib.pyplot as plt +from read_data import get_leagues_data # https://pythonhosted.org/scikit-fuzzy/auto_examples/plot_tipping_problem.html @@ -117,33 +118,33 @@ def activateFuzzyMembershipFunctions(values): clubs_mid_level = fuzz.interp_membership(unv_clubs, clubs_mid, values['clubs']) clubs_hig_level = fuzz.interp_membership(unv_clubs, clubs_hig, values['clubs']) - goals_low_level = fuzz.interp_membership(unv_goals, goals_low, values['goals']) - goals_mid_level = fuzz.interp_membership(unv_goals, goals_mid, values['goals']) - goals_hig_level = fuzz.interp_membership(unv_goals, goals_hig, values['goals']) + goals_low_level = fuzz.interp_membership(unv_goals, goals_low, values['goalsPerMatch']) + goals_mid_level = fuzz.interp_membership(unv_goals, goals_mid, values['goalsPerMatch']) + goals_hig_level = fuzz.interp_membership(unv_goals, goals_hig, values['goalsPerMatch']) - avgValue_low_level = fuzz.interp_membership(unv_avgValue, avgValue_low, values['avgValue']) - avgValue_mid_level = fuzz.interp_membership(unv_avgValue, avgValue_mid, values['avgValue']) - avgValue_hig_level = fuzz.interp_membership(unv_avgValue, avgValue_hig, values['avgValue']) + avgValue_low_level = fuzz.interp_membership(unv_avgValue, avgValue_low, values['avgMarketValueInMln']) + avgValue_mid_level = fuzz.interp_membership(unv_avgValue, avgValue_mid, values['avgMarketValueInMln']) + avgValue_hig_level = fuzz.interp_membership(unv_avgValue, avgValue_hig, values['avgMarketValueInMln']) - totValue_low_level = fuzz.interp_membership(unv_totValue, totValue_low, values['totValue']) - totValue_mid_level = fuzz.interp_membership(unv_totValue, totValue_mid, values['totValue']) - totValue_hig_level = fuzz.interp_membership(unv_totValue, totValue_hig, values['totValue']) + totValue_low_level = fuzz.interp_membership(unv_totValue, totValue_low, values['totalMarketValueInMln']) + totValue_mid_level = fuzz.interp_membership(unv_totValue, totValue_mid, values['totalMarketValueInMln']) + totValue_hig_level = fuzz.interp_membership(unv_totValue, totValue_hig, values['totalMarketValueInMln']) - players_low_level = fuzz.interp_membership(unv_players, players_low, values['players']) - players_mid_level = fuzz.interp_membership(unv_players, players_mid, values['players']) - players_hig_level = fuzz.interp_membership(unv_players, players_hig, values['players']) + players_low_level = fuzz.interp_membership(unv_players, players_low, values['famousPlayers']) + players_mid_level = fuzz.interp_membership(unv_players, players_mid, values['famousPlayers']) + players_hig_level = fuzz.interp_membership(unv_players, players_hig, values['famousPlayers']) - teamsChL_low_level = fuzz.interp_membership(unv_teamsChL, teamsChL_low, values['teamsChL']) - teamsChL_mid_level = fuzz.interp_membership(unv_teamsChL, teamsChL_mid, values['teamsChL']) - teamsChL_hig_level = fuzz.interp_membership(unv_teamsChL, teamsChL_hig, values['teamsChL']) + teamsChL_low_level = fuzz.interp_membership(unv_teamsChL, teamsChL_low, values['teamsInChampionsLeague']) + teamsChL_mid_level = fuzz.interp_membership(unv_teamsChL, teamsChL_mid, values['teamsInChampionsLeague']) + teamsChL_hig_level = fuzz.interp_membership(unv_teamsChL, teamsChL_hig, values['teamsInChampionsLeague']) - teamsEuL_low_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_low, values['teamsEuL']) - teamsEuL_mid_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_mid, values['teamsEuL']) - teamsEuL_hig_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_hig, values['teamsEuL']) + teamsEuL_low_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_low, values['teamsInEuropaLeague']) + teamsEuL_mid_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_mid, values['teamsInEuropaLeague']) + teamsEuL_hig_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_hig, values['teamsInEuropaLeague']) - teamsCfL_low_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_low, values['teamsCfL']) - teamsCfL_mid_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_mid, values['teamsCfL']) - teamsCfL_hig_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_hig, values['teamsCfL']) + teamsCfL_low_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_low, values['teamsInConferenceLeague']) + teamsCfL_mid_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_mid, values['teamsInConferenceLeague']) + teamsCfL_hig_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_hig, values['teamsInConferenceLeague']) def defineRules(): @@ -205,19 +206,11 @@ def defineRules(): if __name__ == "__main__": - values = {} - values['clubs'] = 18 - values['goals'] = 2.76 - values['avgValue'] = 14.16 - values['totValue'] = 254.90 - values['players'] = 0 - values['teamsChL'] = 1 - values['teamsEuL'] = 0 - values['teamsCfL'] = 3 - initFuzzyMembershipFunctions() - activateFuzzyMembershipFunctions(values) - result = defineRules() - print(f"Ekstraklasa score is: {result}") + leagues_data = get_leagues_data() + for league in leagues_data: + activateFuzzyMembershipFunctions(league) + result = defineRules() + print(f"{league['leagueName']} score is: {result}") #plt.show() \ No newline at end of file diff --git a/read_data.py b/read_data.py new file mode 100644 index 0000000..02c07af --- /dev/null +++ b/read_data.py @@ -0,0 +1,7 @@ +import pandas as pd + + +def get_leagues_data(): + df = pd.read_csv('leagues.csv', sep=";", header=0) + return [row for _, row in df.iterrows()] + diff --git a/test.py b/test.py deleted file mode 100644 index aba5d4a..0000000 --- a/test.py +++ /dev/null @@ -1,4 +0,0 @@ -import pandas as pd - -df = pd.read_csv('leagues.csv', sep=";", header=0) -print(df) \ No newline at end of file