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Logic update

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Piotr Kopycki 2021-12-27 16:01:23 +01:00
parent 3d0e2d9889
commit 8cbb72de73
5 changed files with 391 additions and 194 deletions
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leagues-backup.csv Normal file
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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
Bundesliga;Germany;18;3.04;233.67;4210.0;4;2;1;15
Ligue 1;France;20;2.83;185.93;3720.0;3;2;1;10
Liga Bwin;Portugal;18;2.66;64.83;1170.0;3;1;2;0
Eredivisie;Netherlands;18;2.97;51.78;932.08;2;1;2;0
Bundesliga;Austria;12;2.95;27.67;332.0;2;1;2;1
Premiership;Scotland;12;2.52;22.98;275.78;2;1;2;0
Premier Liga;Russia;16;2.69;60.99;975.8;2;1;2;0
Premier Liga;Ukraine;16;2.67;28.07;449.18;2;1;2;0
Super liga Srbije;Serbia;16;2.74;11.60;185.58;1;0;3;0
Jupiler Pro League;Belgium;18;3.08;46.38;834.9;2;1;2;0
Super League;Switzerland;10;3.30;28.59;285.93;1;0;3;0
Protathlima Cyta;Cyprus;12;2.23;11.00;131.95;1;1;2;0
1.HNL;Croatia;10;2.95;25.51;255.11;1;0;3;0
Fortuna Liga;Czech Republic;16;3.08;15.60;249.63;2;1;2;0
Super Lig;Turkey;20;2.63;46.27;925.45;2;1;2;0
Super League 1;Greece;14;2.60;25.19;352.68;1;0;3;0
Superligaen;Denmark;12;2.74;20.14;241.68;2;1;2;0
Eliteserien;Norway;16;3.04;8.46;135.43;1;0;3;0
Ligat ha'Al;Israel;14;2.38;8.88;124.38;1;0;3;0
Allsvenskan;Sweden;16;2.63;11.33;181.29;1;0;3;0
efbet Liga;Bulgaria;14;2.41;8.50;118.94;1;0;3;0
Premyer Liqa;Azerbaijan;8;2.69;6.36;50.91;1;0;3;0
Liga 1;Romania;16;2.12;12.31;196.89;1;0;3;0
Ekstraklasa;Poland;18;2.76;14.16;254.90;1;0;3;0
NB I.;Hungary;12;3.19;11.11;133.38;1;0;3;0
Fortuna Liga;Slovakia;12;2.74;6.75;81.04;1;0;3;0
Premier Liga;Kazakhstan;14;2.57;7.92;110.85;1;0;3;0
Prva Liga;Slovenia;10;2.45;5.41;54.12;1;0;3;0
Vysheyshaya Liga;Belarus;16;2.71;4.92;78.73;1;0;3;0
Divizia Nationala;Moldova;8;3.26;4.96;39.67;1;0;3;0
A Lyga;Lithuania;10;2.74;2.69;26.88;1;0;3;0
Premijer Liga;Bosnia-Herzegovina;12;2.27;3.78;45.41;1;0;3;0
Veikkausliiga;Finland;12;2.35;3.25;38.99;1;0;3;0
BGL Ligue;Luxembourg;16;3.38;1.69;27.06;1;0;3;0
Virsliga;Latvia;9;3.02;3.09;27.80;1;0;3;0
BKT Superliga e Kosovës;Kosovo;10;2.11;2.34;22.43;1;0;2;0
Premier Division;Republic of Ireland;10;2.54;1.35;13.46;1;0;3;0
Premiership;Northern Ireland;12;2.85;1.96;23.50;1;0;3;0
Kategoria Superiore;Albania;10;2.52;4.15;41.50;1;0;3;0
Bardzragujn khumb;Armenia;10;2.45;4.08;40.79;1;0;3;0
Betri-deildin;Faroe Islands;10;3.63;1.13;11.29;1;0;2;0
Premium Liiga;Estonia;10;3.29;2.48;24.81;1;0;2;0
Premier League;Malta;12;2.87;2.97;35.65;1;0;3;0
Crystalbet Erovnuli Liga;Georgia;10;2.53;3.70;37.00;1;0;3;0
Prva liga;North Macedonia;12;2.41;2.71;32.57;1;0;3;0
Cymru Premier;Wales;12;2.78;1.13;13.57;1;0;3;0
Gibraltar National League;Gibraltar;11;3.68;1.01;11.11;1;0;3;0
Pepsi Max deild;Iceland;12;2.83;1.75;20.98;1;0;3;0
1. CFL;Montenegro;10;2.46;2.69;26.90;1;0;3;0
Primera Divisió;Andorra;8;2.80;1.38;11.05;1;0;2;0
Camp. Sammarinese;San Marino;15;2.67;0.33;4.99;1;0;2;0
1 leagueName country clubs goalsPerMatch avgMarketValueInMln totalMarketValueInMln teamsInChampionsLeague teamsInEuropaLeague teamsInConferenceLeague famousPlayers
2 Premier League England 20 2.78 453.95 9080.0 4 2 1 35
3 LaLiga Spain 20 2.45 246.89 4940.0 4 2 1 21
4 Serie A Italy 20 3.05 245.69 4910.0 4 2 1 17
5 Bundesliga Germany 18 3.04 233.67 4210.0 4 2 1 15
6 Ligue 1 France 20 2.83 185.93 3720.0 3 2 1 10
7 Liga Bwin Portugal 18 2.66 64.83 1170.0 3 1 2 0
8 Eredivisie Netherlands 18 2.97 51.78 932.08 2 1 2 0
9 Bundesliga Austria 12 2.95 27.67 332.0 2 1 2 1
10 Premiership Scotland 12 2.52 22.98 275.78 2 1 2 0
11 Premier Liga Russia 16 2.69 60.99 975.8 2 1 2 0
12 Premier Liga Ukraine 16 2.67 28.07 449.18 2 1 2 0
13 Super liga Srbije Serbia 16 2.74 11.60 185.58 1 0 3 0
14 Jupiler Pro League Belgium 18 3.08 46.38 834.9 2 1 2 0
15 Super League Switzerland 10 3.30 28.59 285.93 1 0 3 0
16 Protathlima Cyta Cyprus 12 2.23 11.00 131.95 1 1 2 0
17 1.HNL Croatia 10 2.95 25.51 255.11 1 0 3 0
18 Fortuna Liga Czech Republic 16 3.08 15.60 249.63 2 1 2 0
19 Super Lig Turkey 20 2.63 46.27 925.45 2 1 2 0
20 Super League 1 Greece 14 2.60 25.19 352.68 1 0 3 0
21 Superligaen Denmark 12 2.74 20.14 241.68 2 1 2 0
22 Eliteserien Norway 16 3.04 8.46 135.43 1 0 3 0
23 Ligat ha'Al Israel 14 2.38 8.88 124.38 1 0 3 0
24 Allsvenskan Sweden 16 2.63 11.33 181.29 1 0 3 0
25 efbet Liga Bulgaria 14 2.41 8.50 118.94 1 0 3 0
26 Premyer Liqa Azerbaijan 8 2.69 6.36 50.91 1 0 3 0
27 Liga 1 Romania 16 2.12 12.31 196.89 1 0 3 0
28 Ekstraklasa Poland 18 2.76 14.16 254.90 1 0 3 0
29 NB I. Hungary 12 3.19 11.11 133.38 1 0 3 0
30 Fortuna Liga Slovakia 12 2.74 6.75 81.04 1 0 3 0
31 Premier Liga Kazakhstan 14 2.57 7.92 110.85 1 0 3 0
32 Prva Liga Slovenia 10 2.45 5.41 54.12 1 0 3 0
33 Vysheyshaya Liga Belarus 16 2.71 4.92 78.73 1 0 3 0
34 Divizia Nationala Moldova 8 3.26 4.96 39.67 1 0 3 0
35 A Lyga Lithuania 10 2.74 2.69 26.88 1 0 3 0
36 Premijer Liga Bosnia-Herzegovina 12 2.27 3.78 45.41 1 0 3 0
37 Veikkausliiga Finland 12 2.35 3.25 38.99 1 0 3 0
38 BGL Ligue Luxembourg 16 3.38 1.69 27.06 1 0 3 0
39 Virsliga Latvia 9 3.02 3.09 27.80 1 0 3 0
40 BKT Superliga e Kosovës Kosovo 10 2.11 2.34 22.43 1 0 2 0
41 Premier Division Republic of Ireland 10 2.54 1.35 13.46 1 0 3 0
42 Premiership Northern Ireland 12 2.85 1.96 23.50 1 0 3 0
43 Kategoria Superiore Albania 10 2.52 4.15 41.50 1 0 3 0
44 Bardzragujn khumb Armenia 10 2.45 4.08 40.79 1 0 3 0
45 Betri-deildin Faroe Islands 10 3.63 1.13 11.29 1 0 2 0
46 Premium Liiga Estonia 10 3.29 2.48 24.81 1 0 2 0
47 Premier League Malta 12 2.87 2.97 35.65 1 0 3 0
48 Crystalbet Erovnuli Liga Georgia 10 2.53 3.70 37.00 1 0 3 0
49 Prva liga North Macedonia 12 2.41 2.71 32.57 1 0 3 0
50 Cymru Premier Wales 12 2.78 1.13 13.57 1 0 3 0
51 Gibraltar National League Gibraltar 11 3.68 1.01 11.11 1 0 3 0
52 Pepsi Max deild Iceland 12 2.83 1.75 20.98 1 0 3 0
53 1. CFL Montenegro 10 2.46 2.69 26.90 1 0 3 0
54 Primera Divisió Andorra 8 2.80 1.38 11.05 1 0 2 0
55 Camp. Sammarinese San Marino 15 2.67 0.33 4.99 1 0 2 0

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leagues.csv
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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
Bundesliga;Germany;18;3.04;233.67;4210.0;4;2;1;15
Ligue 1;France;20;2.83;185.93;3720.0;3;2;1;10
Liga Bwin;Portugal;18;2.66;64.83;1170.0;3;1;2;0
Eredivisie;Netherlands;18;2.97;51.78;932.08;2;1;2;0
Bundesliga;Austria;12;2.95;27.67;332.0;2;1;2;1
Premiership;Scotland;12;2.52;22.98;275.78;2;1;2;0
Premier Liga;Russia;16;2.69;60.99;975.8;2;1;2;0
Premier Liga;Ukraine;16;2.67;28.07;449.18;2;1;2;0
Super liga Srbije;Serbia;16;2.74;11.60;185.58;1;0;3;0
Jupiler Pro League;Belgium;18;3.08;46.38;834.9;2;1;2;0
Super League;Switzerland;10;3.30;28.59;285.93;1;0;3;0
Protathlima Cyta;Cyprus;12;2.23;11.00;131.95;1;1;2;0
1.HNL;Croatia;10;2.95;25.51;255.11;1;0;3;0
Fortuna Liga;Czech Republic;16;3.08;15.60;249.63;2;1;2;0
Super Lig;Turkey;20;2.63;46.27;925.45;2;1;2;0
Super League 1;Greece;14;2.60;25.19;352.68;1;0;3;0
Superligaen;Denmark;12;2.74;20.14;241.68;2;1;2;0
Eliteserien;Norway;16;3.04;8.46;135.43;1;0;3;0
Ligat ha'Al;Israel;14;2.38;8.88;124.38;1;0;3;0
Allsvenskan;Sweden;16;2.63;11.33;181.29;1;0;3;0
efbet Liga;Bulgaria;14;2.41;8.50;118.94;1;0;3;0
Premyer Liqa;Azerbaijan;8;2.69;6.36;50.91;1;0;3;0
Liga 1;Romania;16;2.12;12.31;196.89;1;0;3;0
Ekstraklasa;Poland;18;2.76;14.16;254.90;1;0;3;0
NB I.;Hungary;12;3.19;11.11;133.38;1;0;3;0
Fortuna Liga;Slovakia;12;2.74;6.75;81.04;1;0;3;0
Premier Liga;Kazakhstan;14;2.57;7.92;110.85;1;0;3;0
Prva Liga;Slovenia;10;2.45;5.41;54.12;1;0;3;0
Vysheyshaya Liga;Belarus;16;2.71;4.92;78.73;1;0;3;0
Divizia Nationala;Moldova;8;3.26;4.96;39.67;1;0;3;0
A Lyga;Lithuania;10;2.74;2.69;26.88;1;0;3;0
Premijer Liga;Bosnia-Herzegovina;12;2.27;3.78;45.41;1;0;3;0
Veikkausliiga;Finland;12;2.35;3.25;38.99;1;0;3;0
BGL Ligue;Luxembourg;16;3.38;1.69;27.06;1;0;3;0
Virsliga;Latvia;9;3.02;3.09;27.80;1;0;3;0
BKT Superliga e Kosovës;Kosovo;10;2.11;2.34;22.43;1;0;2;0
Premier Division;Republic of Ireland;10;2.54;1.35;13.46;1;0;3;0
Premiership;Northern Ireland;12;2.85;1.96;23.50;1;0;3;0
Kategoria Superiore;Albania;10;2.52;4.15;41.50;1;0;3;0
Bardzragujn khumb;Armenia;10;2.45;4.08;40.79;1;0;3;0
Betri-deildin;Faroe Islands;10;3.63;1.13;11.29;1;0;2;0
Premium Liiga;Estonia;10;3.29;2.48;24.81;1;0;2;0
Premier League;Malta;12;2.87;2.97;35.65;1;0;3;0
Crystalbet Erovnuli Liga;Georgia;10;2.53;3.70;37.00;1;0;3;0
Prva liga;North Macedonia;12;2.41;2.71;32.57;1;0;3;0
Cymru Premier;Wales;12;2.78;1.13;13.57;1;0;3;0
Gibraltar National League;Gibraltar;11;3.68;1.01;11.11;1;0;3;0
Pepsi Max deild;Iceland;12;2.83;1.75;20.98;1;0;3;0
1. CFL;Montenegro;10;2.46;2.69;26.90;1;0;3;0
Primera Divisió;Andorra;8;2.80;1.38;11.05;1;0;2;0
Camp. Sammarinese;San Marino;15;2.67;0.33;4.99;1;0;2;0
leagueName;country;clubs;goalsPerMatch;avgMarketValueInMln;teamsInChampionsLeague;teamsInEuropaLeague;teamsInConferenceLeague;famousPlayers
Premier League;England;20;2.78;453.95;4;2;1;35
LaLiga;Spain;20;2.45;246.89;4;2;1;21
Serie A;Italy;20;3.05;245.69;4;2;1;17
Bundesliga;Germany;18;3.04;233.67;4;2;1;15
Ligue 1;France;20;2.83;185.93;3;2;1;10
Liga Bwin;Portugal;18;2.66;64.83;3;1;2;0
Eredivisie;Netherlands;18;2.97;51.78;2;1;2;0
Bundesliga;Austria;12;2.95;27.67;2;1;2;1
Premiership;Scotland;12;2.52;22.98;2;1;2;0
Premier Liga;Russia;16;2.69;60.99;2;1;2;0
Premier Liga;Ukraine;16;2.67;28.07;2;1;2;0
Super liga Srbije;Serbia;16;2.74;11.60;1;0;3;0
Jupiler Pro League;Belgium;18;3.08;46.38;2;1;2;0
Super League;Switzerland;10;3.30;28.59;1;0;3;0
Protathlima Cyta;Cyprus;12;2.23;11.00;1;1;2;0
1.HNL;Croatia;10;2.95;25.51;1;0;3;0
Fortuna Liga;Czech Republic;16;3.08;15.60;2;1;2;0
Super Lig;Turkey;20;2.63;46.27;2;1;2;0
Super League 1;Greece;14;2.60;25.19;1;0;3;0
Superligaen;Denmark;12;2.74;20.14;2;1;2;0
Eliteserien;Norway;16;3.04;8.46;1;0;3;0
Ligat ha'Al;Israel;14;2.38;8.88;1;0;3;0
Allsvenskan;Sweden;16;2.63;11.33;1;0;3;0
efbet Liga;Bulgaria;14;2.41;8.50;1;0;3;0
Premyer Liqa;Azerbaijan;8;2.69;6.36;1;0;3;0
Liga 1;Romania;16;2.12;12.31;1;0;3;0
Ekstraklasa;Poland;18;2.76;14.16;1;0;3;0
NB I.;Hungary;12;3.19;11.11;1;0;3;0
Fortuna Liga;Slovakia;12;2.74;6.75;1;0;3;0
Premier Liga;Kazakhstan;14;2.57;7.92;1;0;3;0
Prva Liga;Slovenia;10;2.45;5.41;1;0;3;0
Vysheyshaya Liga;Belarus;16;2.71;4.92;1;0;3;0
Divizia Nationala;Moldova;8;3.26;4.96;1;0;3;0
A Lyga;Lithuania;10;2.74;2.69;1;0;3;0
Premijer Liga;Bosnia-Herzegovina;12;2.27;3.78;1;0;3;0
Veikkausliiga;Finland;12;2.35;3.25;1;0;3;0
BGL Ligue;Luxembourg;16;3.38;1.69;1;0;3;0
Virsliga;Latvia;9;3.02;3.09;1;0;3;0
BKT Superliga e Kosovës;Kosovo;10;2.11;2.34;1;0;2;0
Premier Division;Republic of Ireland;10;2.54;1.35;1;0;3;0
Premiership;Northern Ireland;12;2.85;1.96;1;0;3;0
Kategoria Superiore;Albania;10;2.52;4.15;1;0;3;0
Bardzragujn khumb;Armenia;10;2.45;4.08;1;0;3;0
Betri-deildin;Faroe Islands;10;3.63;1.13;1;0;2;0
Premium Liiga;Estonia;10;3.29;2.48;1;0;2;0
Premier League;Malta;12;2.87;2.97;1;0;3;0
Crystalbet Erovnuli Liga;Georgia;10;2.53;3.70;1;0;3;0
Prva liga;North Macedonia;12;2.41;2.71;1;0;3;0
Cymru Premier;Wales;12;2.78;1.13;1;0;3;0
Gibraltar National League;Gibraltar;11;3.68;1.01;1;0;3;0
Pepsi Max deild;Iceland;12;2.83;1.75;1;0;3;0
1. CFL;Montenegro;10;2.46;2.69;1;0;3;0
Primera Divisió;Andorra;8;2.80;1.38;1;0;2;0
Camp. Sammarinese;San Marino;15;2.67;0.33;1;0;2;0
1 leagueName country clubs goalsPerMatch avgMarketValueInMln totalMarketValueInMln teamsInChampionsLeague teamsInEuropaLeague teamsInConferenceLeague famousPlayers
2 Premier League England 20 2.78 453.95 9080.0 4 2 1 35
3 LaLiga Spain 20 2.45 246.89 4940.0 4 2 1 21
4 Serie A Italy 20 3.05 245.69 4910.0 4 2 1 17
5 Bundesliga Germany 18 3.04 233.67 4210.0 4 2 1 15
6 Ligue 1 France 20 2.83 185.93 3720.0 3 2 1 10
7 Liga Bwin Portugal 18 2.66 64.83 1170.0 3 1 2 0
8 Eredivisie Netherlands 18 2.97 51.78 932.08 2 1 2 0
9 Bundesliga Austria 12 2.95 27.67 332.0 2 1 2 1
10 Premiership Scotland 12 2.52 22.98 275.78 2 1 2 0
11 Premier Liga Russia 16 2.69 60.99 975.8 2 1 2 0
12 Premier Liga Ukraine 16 2.67 28.07 449.18 2 1 2 0
13 Super liga Srbije Serbia 16 2.74 11.60 185.58 1 0 3 0
14 Jupiler Pro League Belgium 18 3.08 46.38 834.9 2 1 2 0
15 Super League Switzerland 10 3.30 28.59 285.93 1 0 3 0
16 Protathlima Cyta Cyprus 12 2.23 11.00 131.95 1 1 2 0
17 1.HNL Croatia 10 2.95 25.51 255.11 1 0 3 0
18 Fortuna Liga Czech Republic 16 3.08 15.60 249.63 2 1 2 0
19 Super Lig Turkey 20 2.63 46.27 925.45 2 1 2 0
20 Super League 1 Greece 14 2.60 25.19 352.68 1 0 3 0
21 Superligaen Denmark 12 2.74 20.14 241.68 2 1 2 0
22 Eliteserien Norway 16 3.04 8.46 135.43 1 0 3 0
23 Ligat ha'Al Israel 14 2.38 8.88 124.38 1 0 3 0
24 Allsvenskan Sweden 16 2.63 11.33 181.29 1 0 3 0
25 efbet Liga Bulgaria 14 2.41 8.50 118.94 1 0 3 0
26 Premyer Liqa Azerbaijan 8 2.69 6.36 50.91 1 0 3 0
27 Liga 1 Romania 16 2.12 12.31 196.89 1 0 3 0
28 Ekstraklasa Poland 18 2.76 14.16 254.90 1 0 3 0
29 NB I. Hungary 12 3.19 11.11 133.38 1 0 3 0
30 Fortuna Liga Slovakia 12 2.74 6.75 81.04 1 0 3 0
31 Premier Liga Kazakhstan 14 2.57 7.92 110.85 1 0 3 0
32 Prva Liga Slovenia 10 2.45 5.41 54.12 1 0 3 0
33 Vysheyshaya Liga Belarus 16 2.71 4.92 78.73 1 0 3 0
34 Divizia Nationala Moldova 8 3.26 4.96 39.67 1 0 3 0
35 A Lyga Lithuania 10 2.74 2.69 26.88 1 0 3 0
36 Premijer Liga Bosnia-Herzegovina 12 2.27 3.78 45.41 1 0 3 0
37 Veikkausliiga Finland 12 2.35 3.25 38.99 1 0 3 0
38 BGL Ligue Luxembourg 16 3.38 1.69 27.06 1 0 3 0
39 Virsliga Latvia 9 3.02 3.09 27.80 1 0 3 0
40 BKT Superliga e Kosovës Kosovo 10 2.11 2.34 22.43 1 0 2 0
41 Premier Division Republic of Ireland 10 2.54 1.35 13.46 1 0 3 0
42 Premiership Northern Ireland 12 2.85 1.96 23.50 1 0 3 0
43 Kategoria Superiore Albania 10 2.52 4.15 41.50 1 0 3 0
44 Bardzragujn khumb Armenia 10 2.45 4.08 40.79 1 0 3 0
45 Betri-deildin Faroe Islands 10 3.63 1.13 11.29 1 0 2 0
46 Premium Liiga Estonia 10 3.29 2.48 24.81 1 0 2 0
47 Premier League Malta 12 2.87 2.97 35.65 1 0 3 0
48 Crystalbet Erovnuli Liga Georgia 10 2.53 3.70 37.00 1 0 3 0
49 Prva liga North Macedonia 12 2.41 2.71 32.57 1 0 3 0
50 Cymru Premier Wales 12 2.78 1.13 13.57 1 0 3 0
51 Gibraltar National League Gibraltar 11 3.68 1.01 11.11 1 0 3 0
52 Pepsi Max deild Iceland 12 2.83 1.75 20.98 1 0 3 0
53 1. CFL Montenegro 10 2.46 2.69 26.90 1 0 3 0
54 Primera Divisió Andorra 8 2.80 1.38 11.05 1 0 2 0
55 Camp. Sammarinese San Marino 15 2.67 0.33 4.99 1 0 2 0

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main.py
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@ -6,188 +6,223 @@ from read_data import get_leagues_data
# https://pythonhosted.org/scikit-fuzzy/auto_examples/plot_tipping_problem.html
# Variables for universes
unv_clubs = unv_goals = unv_avgValue = unv_totValue = unv_players = unv_teamsChL = unv_teamsEuL = unv_teamsCfL = unv_score = None
unv_clubs = unv_goals = unv_avgValue = unv_players = unv_teamsChL = unv_teamsEuL = unv_teamsCfL = unv_score = None
# Variables for fuzzy membership functions
clubs_low = clubs_mid = clubs_hig = None
goals_low = goals_mid = goals_hig = None
avgValue_low = avgValue_mid = avgValue_hig = None
totValue_low = totValue_mid = totValue_hig = None
players_low = players_mid = players_hig = None
teamsChL_low = teamsChL_mid = teamsChL_hig = None
teamsEuL_low = teamsEuL_mid = teamsEuL_hig = None
teamsCfL_low = teamsCfL_mid = teamsCfL_hig = None
score_low = score_mid = score_hig = None
clubs_few = clubs_some = clubs_several = clubs_many = None
goals_few = goals_moderate = goals_many = None
avgValue_vpoor = avgValue_poor = avgValue_mpoor = avgValue_moderate = avgValue_mrich = avgValue_rich = avgValue_vrich = None
players_none = players_few = players_moderate = players_many = None
teamsChL_min = teamsChL_mid = teamsChL_max = None
teamsEuL_min = teamsEuL_mid = teamsEuL_max = None
teamsCfL_min = teamsCfL_mid = teamsCfL_max = None
score_tragic = score_bad = score_moderate = score_good = score_best = None
# Activations of fuzzy membership functions
clubs_low_level = clubs_mid_level = clubs_hig_level = None
goals_low_level = goals_mid_level = goals_hig_level = None
avgValue_low_level = avgValue_mid_level = avgValue_hig_level = None
totValue_low_level = totValue_mid_level = totValue_hig_level = None
players_low_level = players_mid_level = players_hig_level = None
teamsChL_low_level = teamsChL_mid_level = teamsChL_hig_level = None
teamsEuL_low_level = teamsEuL_mid_level = teamsEuL_hig_level = None
teamsCfL_low_level = teamsCfL_mid_level = teamsCfL_hig_level = None
clubs_few_level = clubs_some_level = clubs_several_level = clubs_many_level = None
goals_few_level = goals_moderate_level = goals_many_level = None
avgValue_vpoor_level = avgValue_poor_level = avgValue_mpoor_level = avgValue_moderate_level = avgValue_mrich_level = avgValue_rich_level = avgValue_vrich_level = None
players_none_level = players_few_level = players_moderate_level = players_many_level = None
teamsChL_min_level = teamsChL_mid_level = teamsChL_max_level = None
teamsEuL_min_level = teamsEuL_mid_level = teamsEuL_max_level = None
teamsCfL_min_level = teamsCfL_mid_level = teamsCfL_max_level = None
def initFuzzyMembershipFunctions():
global unv_clubs, unv_goals, unv_avgValue, unv_totValue, unv_players, unv_teamsChL, unv_teamsEuL, unv_teamsCfL, unv_score
global clubs_low, clubs_mid, clubs_hig
global goals_low, goals_mid, goals_hig
global avgValue_low, avgValue_mid, avgValue_hig
global totValue_low, totValue_mid, totValue_hig
global players_low, players_mid, players_hig
global teamsChL_low, teamsChL_mid, teamsChL_hig
global teamsEuL_low, teamsEuL_mid, teamsEuL_hig
global teamsCfL_low, teamsCfL_mid, teamsCfL_hig
global score_low, score_mid, score_hig
global unv_clubs, unv_goals, unv_avgValue, unv_players, unv_teamsChL, unv_teamsEuL, unv_teamsCfL, unv_score
global clubs_few, clubs_some, clubs_several, clubs_many
global goals_few, goals_moderate, goals_many
global avgValue_vpoor, avgValue_poor, avgValue_mpoor, avgValue_moderate, avgValue_mrich, avgValue_rich, avgValue_vrich
global players_none, players_few, players_moderate, players_many
global teamsChL_min, teamsChL_mid, teamsChL_max
global teamsEuL_min, teamsEuL_mid, teamsEuL_max
global teamsCfL_min, teamsCfL_mid, teamsCfL_max
global score_tragic, score_bad, score_moderate, score_good, score_best
# Universes for variables
unv_clubs = np.arange(2, 31, 1)
unv_goals = np.arange(2, 4, 0.01)
unv_avgValue = np.arange(0.01, 500.0, 0.01)
unv_totValue = np.arange(0.01, 10000.0, 0.01)
unv_players = np.arange(0, 100, 1)
unv_teamsChL = np.arange(0, 10, 1)
unv_teamsEuL = np.arange(0, 10, 1)
unv_teamsCfL = np.arange(0, 10, 1)
unv_goals = np.arange(0.99, 5.01, 0.01)
unv_avgValue = np.arange(0.01, 500.01, 0.01)
unv_players = np.arange(0, 101, 1)
unv_teamsChL = np.arange(0, 6, 1)
unv_teamsEuL = np.arange(0, 6, 1)
unv_teamsCfL = np.arange(0, 6, 1)
# Result score universum
unv_score = np.arange(0, 100, 1)
unv_score = np.arange(0, 101, 1)
# Generate fuzzy membership functions
# trimf - triangular function
# trapmf - trapezoidal function
clubs_low = fuzz.trapmf(unv_clubs, [2, 2, 10, 14])
clubs_mid = fuzz.trapmf(unv_clubs, [10, 12, 16, 18])
clubs_hig = fuzz.trapmf(unv_clubs, [14, 16, 30, 30])
clubs_few = fuzz.trapmf(unv_clubs, [2, 2, 5, 8])
clubs_some = fuzz.trapmf(unv_clubs, [3, 6, 9, 12])
clubs_several = fuzz.trapmf(unv_clubs, [8, 11, 15, 18])
clubs_many = fuzz.trapmf(unv_clubs, [15, 18, 30, 30])
goals_low = fuzz.trapmf(unv_goals, [2.0, 2.0, 2.5, 3.0])
goals_mid = fuzz.trapmf(unv_goals, [2.0, 2.5, 3.0, 3.5])
goals_hig = fuzz.trapmf(unv_goals, [3.0, 3.5, 4.0, 4.0])
goals_few = fuzz.trapmf(unv_goals, [1.0, 1.0, 2.0, 3.0])
goals_moderate = fuzz.trimf(unv_goals, [2.5, 3.0, 3.5])
goals_many = fuzz.trapmf(unv_goals, [3.0, 3.5, 5.0, 5.0])
avgValue_vpoor = fuzz.trapmf(unv_avgValue, [0.01, 0.01, 1.0, 2.0])
avgValue_poor = fuzz.trimf(unv_avgValue, [1.0, 5.0, 15.0])
avgValue_mpoor = fuzz.trimf(unv_avgValue, [7.5, 20.0, 50.0])
avgValue_moderate = fuzz.trimf(unv_avgValue, [20.0, 50.0, 100.0])
avgValue_mrich = fuzz.trimf(unv_avgValue, [50.0, 100.0, 175.0])
avgValue_rich = fuzz.trimf(unv_avgValue, [150.0, 200.0, 275.0])
avgValue_vrich = fuzz.trapmf(unv_avgValue, [200.0, 300.0, 500.0, 500.0])
avgValue_low = fuzz.trapmf(unv_avgValue, [0.01, 0.01, 100.0, 150.0])
avgValue_mid = fuzz.trapmf(unv_avgValue, [100.0, 150.0, 350.0, 400.0])
avgValue_hig = fuzz.trapmf(unv_avgValue, [350.0, 400.0, 500.0, 500.0])
players_none = fuzz.trimf(unv_players, [0, 0, 1])
players_few = fuzz.trapmf(unv_players, [1, 5, 10, 15])
players_moderate = fuzz.trapmf(unv_players, [10, 15, 20, 25])
players_many = fuzz.trapmf(unv_players, [20, 25, 100, 100])
totValue_low = fuzz.trapmf(unv_totValue, [0.01, 0.01, 1000.0, 2000.0])
totValue_mid = fuzz.trapmf(unv_totValue, [1000.0, 2000.0, 7000.0, 8000.0])
totValue_hig = fuzz.trapmf(unv_totValue, [7000.0, 8000.0, 10000.0, 10000.0])
teamsChL_min = fuzz.trapmf(unv_teamsChL, [0, 0, 1, 2])
teamsChL_mid = fuzz.trapmf(unv_teamsChL, [1, 2, 3, 4])
teamsChL_max = fuzz.trapmf(unv_teamsChL, [3, 4, 5, 5])
players_low = fuzz.trapmf(unv_players, [0, 0, 5, 10])
players_mid = fuzz.trapmf(unv_players, [5, 10, 15, 20])
players_hig = fuzz.trapmf(unv_players, [15, 20, 100, 100])
teamsEuL_min = fuzz.trimf(unv_teamsEuL, [0, 0, 1])
teamsEuL_mid = fuzz.trimf(unv_teamsEuL, [0, 1, 2])
teamsEuL_max = fuzz.trapmf(unv_teamsEuL, [1, 2, 5, 5])
teamsChL_low = fuzz.trapmf(unv_teamsChL, [0, 0, 1, 2])
teamsChL_mid = fuzz.trimf(unv_teamsChL, [1, 2, 3])
teamsChL_hig = fuzz.trapmf(unv_teamsChL, [2, 3, 10, 10])
teamsEuL_low = fuzz.trapmf(unv_teamsEuL, [0, 0, 1, 2])
teamsEuL_mid = fuzz.trimf(unv_teamsEuL, [1, 2, 3])
teamsEuL_hig = fuzz.trapmf(unv_teamsEuL, [2, 3, 10, 10])
teamsCfL_low = fuzz.trapmf(unv_teamsCfL, [0, 0, 1, 2])
teamsCfL_min = fuzz.trapmf(unv_teamsCfL, [0, 0, 1, 2])
teamsCfL_mid = fuzz.trimf(unv_teamsCfL, [1, 2, 3])
teamsCfL_hig = fuzz.trapmf(unv_teamsCfL, [2, 3, 10, 10])
teamsCfL_max = fuzz.trapmf(unv_teamsCfL, [2, 3, 5, 5])
score_low = fuzz.trapmf(unv_score, [0, 0, 20, 40])
score_mid = fuzz.trapmf(unv_score, [20, 40, 60, 80])
score_hig = fuzz.trapmf(unv_score, [60, 80, 100, 100])
score_tragic = fuzz.trapmf(unv_score, [0, 0, 15, 25])
score_bad = fuzz.trapmf(unv_score, [15, 25, 35, 45])
score_moderate = fuzz.trapmf(unv_score, [35, 45, 55, 65])
score_good = fuzz.trapmf(unv_score, [55, 65, 75, 85])
score_best = fuzz.trapmf(unv_score, [75, 85, 100, 100])
def activateFuzzyMembershipFunctions(values):
global unv_clubs, unv_goals, unv_avgValue, unv_totValue, unv_players, unv_teamsChL, unv_teamsEuL, unv_teamsCfL
global clubs_low, clubs_mid, clubs_hig
global goals_low, goals_mid, goals_hig
global avgValue_low, avgValue_mid, avgValue_hig
global totValue_low, totValue_mid, totValue_hig
global players_low, players_mid, players_hig
global teamsChL_low, teamsChL_mid, teamsChL_hig
global teamsEuL_low, teamsEuL_mid, teamsEuL_hig
global teamsCfL_low, teamsCfL_mid, teamsCfL_hig
global clubs_low_level, clubs_mid_level, clubs_hig_level
global goals_low_level, goals_mid_level, goals_hig_level
global avgValue_low_level, avgValue_mid_level, avgValue_hig_level
global totValue_low_level, totValue_mid_level, totValue_hig_level
global players_low_level, players_mid_level, players_hig_level
global teamsChL_low_level, teamsChL_mid_level, teamsChL_hig_level
global teamsEuL_low_level, teamsEuL_mid_level, teamsEuL_hig_level
global teamsCfL_low_level, teamsCfL_mid_level, teamsCfL_hig_level
global unv_clubs, unv_goals, unv_avgValue, unv_players, unv_teamsChL, unv_teamsEuL, unv_teamsCfL
global clubs_few, clubs_some, clubs_several, clubs_many
global goals_few, goals_moderate, goals_many
global avgValue_vpoor, avgValue_poor, avgValue_mpoor, avgValue_moderate, avgValue_mrich, avgValue_rich, avgValue_vrich
global players_none, players_few, players_moderate, players_many
global teamsChL_min, teamsChL_mid, teamsChL_max
global teamsEuL_min, teamsEuL_mid, teamsEuL_max
global teamsCfL_min, teamsCfL_mid, teamsCfL_max
global clubs_few_level, clubs_some_level, clubs_several_level, clubs_many_level
global goals_few_level, goals_moderate_level, goals_many_level
global avgValue_vpoor_level, avgValue_poor_level, avgValue_mpoor_level, avgValue_moderate_level, avgValue_mrich_level, avgValue_rich_level, avgValue_vrich_level
global players_none_level, players_few_level, players_moderate_level, players_many_level
global teamsChL_min_level, teamsChL_mid_level, teamsChL_max_level
global teamsEuL_min_level, teamsEuL_mid_level, teamsEuL_max_level
global teamsCfL_min_level, teamsCfL_mid_level, teamsCfL_max_level
# Activation of fuzzy membership functions at given values.
clubs_low_level = fuzz.interp_membership(unv_clubs, clubs_low, values['clubs'])
clubs_mid_level = fuzz.interp_membership(unv_clubs, clubs_mid, values['clubs'])
clubs_hig_level = fuzz.interp_membership(unv_clubs, clubs_hig, values['clubs'])
clubs_few_level = fuzz.interp_membership(unv_clubs, clubs_few, values['clubs'])
clubs_some_level = fuzz.interp_membership(unv_clubs, clubs_some, values['clubs'])
clubs_several_level = fuzz.interp_membership(unv_clubs, clubs_several, values['clubs'])
clubs_many_level = fuzz.interp_membership(unv_clubs, clubs_many, values['clubs'])
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'])
goals_few_level = fuzz.interp_membership(unv_goals, goals_few, values['goalsPerMatch'])
goals_moderate_level = fuzz.interp_membership(unv_goals, goals_moderate, values['goalsPerMatch'])
goals_many_level = fuzz.interp_membership(unv_goals, goals_many, values['goalsPerMatch'])
avgValue_vpoor_level = fuzz.interp_membership(unv_avgValue, avgValue_vpoor, values['avgMarketValueInMln'])
avgValue_poor_level = fuzz.interp_membership(unv_avgValue, avgValue_poor, values['avgMarketValueInMln'])
avgValue_mpoor_level = fuzz.interp_membership(unv_avgValue, avgValue_mpoor, values['avgMarketValueInMln'])
avgValue_moderate_level = fuzz.interp_membership(unv_avgValue, avgValue_moderate, values['avgMarketValueInMln'])
avgValue_mrich_level = fuzz.interp_membership(unv_avgValue, avgValue_mrich, values['avgMarketValueInMln'])
avgValue_rich_level = fuzz.interp_membership(unv_avgValue, avgValue_rich, values['avgMarketValueInMln'])
avgValue_vrich_level = fuzz.interp_membership(unv_avgValue, avgValue_vrich, values['avgMarketValueInMln'])
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'])
players_none_level = fuzz.interp_membership(unv_players, players_none, values['famousPlayers'])
players_few_level = fuzz.interp_membership(unv_players, players_few, values['famousPlayers'])
players_moderate_level = fuzz.interp_membership(unv_players, players_moderate, values['famousPlayers'])
players_many_level = fuzz.interp_membership(unv_players, players_many, values['famousPlayers'])
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['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['teamsInChampionsLeague'])
teamsChL_min_level = fuzz.interp_membership(unv_teamsChL, teamsChL_min, 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'])
teamsChL_max_level = fuzz.interp_membership(unv_teamsChL, teamsChL_max, values['teamsInChampionsLeague'])
teamsEuL_low_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_low, values['teamsInEuropaLeague'])
teamsEuL_min_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_min, 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'])
teamsEuL_max_level = fuzz.interp_membership(unv_teamsEuL, teamsEuL_max, values['teamsInEuropaLeague'])
teamsCfL_low_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_low, values['teamsInConferenceLeague'])
teamsCfL_min_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_min, 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'])
teamsCfL_max_level = fuzz.interp_membership(unv_teamsCfL, teamsCfL_max, values['teamsInConferenceLeague'])
def defineRules():
global clubs_low_level, clubs_mid_level, clubs_hig_level
global goals_low_level, goals_mid_level, goals_hig_level
global avgValue_low_level, avgValue_mid_level, avgValue_hig_level
global totValue_low_level, totValue_mid_level, totValue_hig_level
global players_low_level, players_mid_level, players_hig_level
global teamsChL_low_level, teamsChL_mid_level, teamsChL_hig_level
global teamsEuL_low_level, teamsEuL_mid_level, teamsEuL_hig_level
global teamsCfL_low_level, teamsCfL_mid_level, teamsCfL_hig_level
global score_low, score_mid, score_hig, unv_score
global clubs_few_level, clubs_some_level, clubs_several_level, clubs_many_level
global goals_few_level, goals_moderate_level, goals_many_level
global avgValue_vpoor_level, avgValue_poor_level, avgValue_mpoor_level, avgValue_moderate_level, avgValue_mrich_level, avgValue_rich_level, avgValue_vrich_level
global players_none_level, players_few_level, players_moderate_level, players_many_level
global teamsChL_min_level, teamsChL_mid_level, teamsChL_max_level
global teamsEuL_min_level, teamsEuL_mid_level, teamsEuL_max_level
global teamsCfL_min_level, teamsCfL_mid_level, teamsCfL_max_level
global score_tragic, score_bad, score_moderate, score_good, score_best, unv_score
# OR
active_rule1 = np.fmax(clubs_low_level,
np.fmax(goals_low_level,
np.fmax(avgValue_low_level,
np.fmax(totValue_low_level,
np.fmax(players_low_level,
np.fmax(teamsChL_low_level,
np.fmax(teamsEuL_low_level, teamsCfL_low_level)))))))
active_rule1 = np.fmax(clubs_some_level,
np.fmax(clubs_few_level,
np.fmax(goals_few_level,
np.fmax(avgValue_mpoor_level,
np.fmax(avgValue_poor_level,
np.fmax(avgValue_vpoor_level,
np.fmax(players_none_level,
np.fmax(teamsChL_min_level,
np.fmax(teamsEuL_min_level,
np.fmax(teamsCfL_max_level, teamsCfL_mid_level))))))))))
active_rule2 = np.fmax(clubs_mid_level,
np.fmax(goals_mid_level,
np.fmax(avgValue_mid_level,
np.fmax(totValue_mid_level,
np.fmax(players_mid_level,
np.fmax(teamsChL_mid_level,
np.fmax(teamsEuL_mid_level, teamsCfL_mid_level)))))))
active_rule2 = np.fmax(clubs_several_level,
np.fmax(clubs_some_level,
np.fmax(clubs_few_level,
np.fmax(goals_moderate_level,
np.fmax(goals_few_level,
np.fmax(avgValue_moderate_level,
np.fmax(avgValue_mpoor_level,
np.fmax(avgValue_poor_level,
np.fmax(players_few_level,
np.fmax(players_none_level,
np.fmax(teamsChL_min_level,
np.fmax(teamsEuL_min_level,
np.fmax(teamsCfL_max_level, teamsCfL_mid_level)))))))))))))
active_rule3 = np.fmax(clubs_hig_level,
np.fmax(goals_hig_level,
np.fmax(avgValue_hig_level,
np.fmax(totValue_hig_level,
np.fmax(players_hig_level,
np.fmax(teamsChL_hig_level,
np.fmax(teamsEuL_hig_level, teamsCfL_hig_level)))))))
active_rule3 = np.fmax(clubs_several_level,
np.fmax(clubs_some_level,
np.fmax(goals_moderate_level,
np.fmax(avgValue_mrich_level,
np.fmax(avgValue_moderate_level,
np.fmax(avgValue_mpoor_level,
np.fmax(players_moderate_level,
np.fmax(players_few_level,
np.fmax(teamsChL_mid_level,
np.fmax(teamsChL_min_level,
np.fmax(teamsEuL_mid_level,
np.fmax(teamsEuL_min_level,
np.fmax(teamsCfL_max_level, teamsCfL_mid_level)))))))))))))
score_activation_low = np.fmin(active_rule1, score_low)
score_activation_mid = np.fmin(active_rule2, score_mid)
score_activation_hig = np.fmin(active_rule3, score_hig)
active_rule4 = np.fmax(clubs_many_level,
np.fmax(clubs_several_level,
np.fmax(goals_many_level,
np.fmax(goals_moderate_level,
np.fmax(avgValue_vrich_level,
np.fmax(avgValue_rich_level,
np.fmax(avgValue_mrich_level,
np.fmax(players_many_level,
np.fmax(players_moderate_level,
np.fmax(teamsChL_mid_level,
np.fmax(teamsEuL_mid_level, teamsCfL_mid_level)))))))))))
active_rule5 = np.fmax(clubs_many_level,
np.fmax(goals_many_level,
np.fmax(avgValue_vrich_level,
np.fmax(players_many_level,
np.fmax(teamsChL_max_level,
np.fmax(teamsEuL_max_level, teamsCfL_min_level))))))
aggregated_rules = np.fmax(score_activation_low, np.fmax(score_activation_mid, score_activation_hig))
score_activation_tragic = np.fmin(active_rule1, score_tragic)
score_activation_bad = np.fmin(active_rule2, score_bad)
score_activation_moderate = np.fmin(active_rule3, score_moderate)
score_activation_good = np.fmin(active_rule4, score_good)
score_activation_best = np.fmin(active_rule5, score_best)
aggregated_rules = np.fmax(score_activation_tragic, np.fmax(score_activation_bad, np.fmax(score_activation_moderate, np.fmax(score_activation_good, score_activation_best))))
# active_rule1 = np.fmax(qual_level_lo, serv_level_lo)
# tip_activation_lo = np.fmin(active_rule1, tip_lo) # removed entirely to 0
@ -221,7 +256,6 @@ if __name__ == "__main__":
'clubs': input('Podaj liczbę klubów grających w lidze:\n'),
'goalsPerMatch': input('Podaj średnią liczbę goli na mecz:\n'),
'avgMarketValueInMln': input('Podaj średnią wartośc klubu w lidze (w milionach):\n'),
'totalMarketValueInMln': input('Podaj całkowitą wartość ligi (w milionach):\n'),
'teamsInChampionsLeague': input('Podaj liczbę klubów grających w Lidze Mistrzów:\n'),
'teamsInEuropaLeague': input('Podaj liczbę klubów grających w Lidze Europy:\n'),
'teamsInConferenceLeague': input('Podaj liczbę klubów grających w Lidze Konferencji:\n'),

54
res.csv Normal file
View File

@ -0,0 +1,54 @@
Premier League score is, 1.0
LaLiga score is, 1.0
Serie A score is, 1.0
Bundesliga score is, 1.0
Ligue 1 score is, 0.6926977372958362
Liga Bwin score is, 1.0
Eredivisie score is, 1.0
Bundesliga score is, 0.5057471264367834
Premiership score is, 0.5057471264367834
Premier Liga score is, 0.8734130372900716
Premier Liga score is, 0.8734130372900716
Super liga Srbije score is, 0.7140096618357546
Jupiler Pro League score is, 1.0
Super League score is, 1.0
Protathlima Cyta score is, 0.5057471264367834
1.HNL score is, 0.5403828197945835
Fortuna Liga score is, 0.8734130372900716
Super Lig score is, 1.0
Super League 1 score is, 0.5057471264367834
Superligaen score is, 0.5057471264367834
Eliteserien score is, 0.8434674958254214
Ligat ha'Al score is, 0.5057471264367834
Allsvenskan score is, 0.7140096618357546
efbet Liga score is, 0.5057471264367834
Premyer Liqa score is, 0.97034078807242
Liga 1 score is, 0.7140096618357546
Ekstraklasa score is, 1.0
NB I. score is, 0.9248363528865283
Fortuna Liga score is, 0.5057471264367834
Premier Liga score is, 0.5057471264367834
Prva Liga score is, 0.6908378245957848
Vysheyshaya Liga score is, 0.7140096618357546
Divizia Nationala score is, 0.8463231347289373
A Lyga score is, 0.6908378245957848
Premijer Liga score is, 0.5057471264367834
Veikkausliiga score is, 0.5057471264367834
BGL Ligue score is, 1.0
Virsliga score is, 0.5321408915795232
BKT Superliga e Kosovës score is, 0.5057471264367834
Premier Division score is, 0.6908378245957848
Premiership score is, 0.5057471264367834
Kategoria Superiore score is, 0.6908378245957848
Bardzragujn khumb score is, 0.6908378245957848
Betri-deildin score is, 1.0
Premium Liiga score is, 1.0
Premier League score is, 0.5057471264367834
Crystalbet Erovnuli Liga score is, 0.6908378245957848
Prva liga score is, 0.5057471264367834
Cymru Premier score is, 0.5057471264367834
Gibraltar National League score is, 1.0
Pepsi Max deild score is, 0.5057471264367834
1. CFL score is, 0.6908378245957848
Primera Divisió score is, 0.5057471264367834
Camp. Sammarinese score is, 0.5057471264367834
1 Premier League score is 1.0
2 LaLiga score is 1.0
3 Serie A score is 1.0
4 Bundesliga score is 1.0
5 Ligue 1 score is 0.6926977372958362
6 Liga Bwin score is 1.0
7 Eredivisie score is 1.0
8 Bundesliga score is 0.5057471264367834
9 Premiership score is 0.5057471264367834
10 Premier Liga score is 0.8734130372900716
11 Premier Liga score is 0.8734130372900716
12 Super liga Srbije score is 0.7140096618357546
13 Jupiler Pro League score is 1.0
14 Super League score is 1.0
15 Protathlima Cyta score is 0.5057471264367834
16 1.HNL score is 0.5403828197945835
17 Fortuna Liga score is 0.8734130372900716
18 Super Lig score is 1.0
19 Super League 1 score is 0.5057471264367834
20 Superligaen score is 0.5057471264367834
21 Eliteserien score is 0.8434674958254214
22 Ligat ha'Al score is 0.5057471264367834
23 Allsvenskan score is 0.7140096618357546
24 efbet Liga score is 0.5057471264367834
25 Premyer Liqa score is 0.97034078807242
26 Liga 1 score is 0.7140096618357546
27 Ekstraklasa score is 1.0
28 NB I. score is 0.9248363528865283
29 Fortuna Liga score is 0.5057471264367834
30 Premier Liga score is 0.5057471264367834
31 Prva Liga score is 0.6908378245957848
32 Vysheyshaya Liga score is 0.7140096618357546
33 Divizia Nationala score is 0.8463231347289373
34 A Lyga score is 0.6908378245957848
35 Premijer Liga score is 0.5057471264367834
36 Veikkausliiga score is 0.5057471264367834
37 BGL Ligue score is 1.0
38 Virsliga score is 0.5321408915795232
39 BKT Superliga e Kosovës score is 0.5057471264367834
40 Premier Division score is 0.6908378245957848
41 Premiership score is 0.5057471264367834
42 Kategoria Superiore score is 0.6908378245957848
43 Bardzragujn khumb score is 0.6908378245957848
44 Betri-deildin score is 1.0
45 Premium Liiga score is 1.0
46 Premier League score is 0.5057471264367834
47 Crystalbet Erovnuli Liga score is 0.6908378245957848
48 Prva liga score is 0.5057471264367834
49 Cymru Premier score is 0.5057471264367834
50 Gibraltar National League score is 1.0
51 Pepsi Max deild score is 0.5057471264367834
52 1. CFL score is 0.6908378245957848
53 Primera Divisió score is 0.5057471264367834
54 Camp. Sammarinese score is 0.5057471264367834

54
res2.csv Normal file
View File

@ -0,0 +1,54 @@
Premier League score is, 0.6041054792357513
LaLiga score is, 0.8
Serie A score is, 0.5403828197945849
Bundesliga score is, 0.531043470166621
Ligue 1 score is, 0.6926977372958362
Liga Bwin score is, 1.0
Eredivisie score is, 1.0
Bundesliga score is, 0.5057471264367834
Premiership score is, 0.5057471264367834
Premier Liga score is, 0.8734130372900716
Premier Liga score is, 0.8734130372900716
Super liga Srbije score is, 0.7140096618357546
Jupiler Pro League score is, 1.0
Super League score is, 1.0
Protathlima Cyta score is, 0.5057471264367834
1.HNL score is, 0.5403828197945835
Fortuna Liga score is, 0.8734130372900716
Super Lig score is, 1.0
Super League 1 score is, 0.5057471264367834
Superligaen score is, 0.5057471264367834
Eliteserien score is, 0.8434674958254214
Ligat ha'Al score is, 0.5057471264367834
Allsvenskan score is, 0.7140096618357546
efbet Liga score is, 0.5057471264367834
Premyer Liqa score is, 0.97034078807242
Liga 1 score is, 0.7140096618357546
Ekstraklasa score is, 1.0
NB I. score is, 0.9248363528865283
Fortuna Liga score is, 0.5057471264367834
Premier Liga score is, 0.5057471264367834
Prva Liga score is, 0.6908378245957848
Vysheyshaya Liga score is, 0.7140096618357546
Divizia Nationala score is, 0.8463231347289373
A Lyga score is, 0.6908378245957848
Premijer Liga score is, 0.5057471264367834
Veikkausliiga score is, 0.5057471264367834
BGL Ligue score is, 1.0
Virsliga score is, 0.5321408915795232
BKT Superliga e Kosovës score is, 0.5057471264367834
Premier Division score is, 0.6908378245957848
Premiership score is, 0.5057471264367834
Kategoria Superiore score is, 0.6908378245957848
Bardzragujn khumb score is, 0.6908378245957848
Betri-deildin score is, 1.0
Premium Liiga score is, 1.0
Premier League score is, 0.5057471264367834
Crystalbet Erovnuli Liga score is, 0.6908378245957848
Prva liga score is, 0.5057471264367834
Cymru Premier score is, 0.5057471264367834
Gibraltar National League score is, 1.0
Pepsi Max deild score is, 0.5057471264367834
1. CFL score is, 0.6908378245957848
Primera Divisió score is, 0.5057471264367834
Camp. Sammarinese score is, 0.5057471264367834
1 Premier League score is 0.6041054792357513
2 LaLiga score is 0.8
3 Serie A score is 0.5403828197945849
4 Bundesliga score is 0.531043470166621
5 Ligue 1 score is 0.6926977372958362
6 Liga Bwin score is 1.0
7 Eredivisie score is 1.0
8 Bundesliga score is 0.5057471264367834
9 Premiership score is 0.5057471264367834
10 Premier Liga score is 0.8734130372900716
11 Premier Liga score is 0.8734130372900716
12 Super liga Srbije score is 0.7140096618357546
13 Jupiler Pro League score is 1.0
14 Super League score is 1.0
15 Protathlima Cyta score is 0.5057471264367834
16 1.HNL score is 0.5403828197945835
17 Fortuna Liga score is 0.8734130372900716
18 Super Lig score is 1.0
19 Super League 1 score is 0.5057471264367834
20 Superligaen score is 0.5057471264367834
21 Eliteserien score is 0.8434674958254214
22 Ligat ha'Al score is 0.5057471264367834
23 Allsvenskan score is 0.7140096618357546
24 efbet Liga score is 0.5057471264367834
25 Premyer Liqa score is 0.97034078807242
26 Liga 1 score is 0.7140096618357546
27 Ekstraklasa score is 1.0
28 NB I. score is 0.9248363528865283
29 Fortuna Liga score is 0.5057471264367834
30 Premier Liga score is 0.5057471264367834
31 Prva Liga score is 0.6908378245957848
32 Vysheyshaya Liga score is 0.7140096618357546
33 Divizia Nationala score is 0.8463231347289373
34 A Lyga score is 0.6908378245957848
35 Premijer Liga score is 0.5057471264367834
36 Veikkausliiga score is 0.5057471264367834
37 BGL Ligue score is 1.0
38 Virsliga score is 0.5321408915795232
39 BKT Superliga e Kosovës score is 0.5057471264367834
40 Premier Division score is 0.6908378245957848
41 Premiership score is 0.5057471264367834
42 Kategoria Superiore score is 0.6908378245957848
43 Bardzragujn khumb score is 0.6908378245957848
44 Betri-deildin score is 1.0
45 Premium Liiga score is 1.0
46 Premier League score is 0.5057471264367834
47 Crystalbet Erovnuli Liga score is 0.6908378245957848
48 Prva liga score is 0.5057471264367834
49 Cymru Premier score is 0.5057471264367834
50 Gibraltar National League score is 1.0
51 Pepsi Max deild score is 0.5057471264367834
52 1. CFL score is 0.6908378245957848
53 Primera Divisió score is 0.5057471264367834
54 Camp. Sammarinese score is 0.5057471264367834