├── fifa2018
    ├── readme.md
    ├── Fifa2018.Common
    │   ├── Fifa2018.Common.csproj
    │   ├── ManOfTheMatchPrediction.cs
    │   ├── TeamStatsReaderExtensions.cs
    │   └── TeamStatistics.cs
    ├── Fifa2018.Train
    │   ├── Fifa2018.Train.csproj
    │   └── Program.cs
    ├── Fifa2018.Predict
    │   ├── Fifa2018.Predict.csproj
    │   └── Program.cs
    ├── Fifa2018.sln
    └── .gitignore
├── WhatCardIsThis
    ├── Objects
    │   ├── CardPrediction.cs
    │   └── Card.cs
    ├── readme.md
    ├── WhatCardIsThis.csproj
    ├── WhatCardIsThis.sln
    └── Program.cs
└── .gitignore


/fifa2018/readme.md:
--------------------------------------------------------------------------------
1 | ## Dataset  
2 | 
3 | Download the dataset here: [https://www.kaggle.com/mathan/fifa-2018-match-statistics](https://www.kaggle.com/mathan/fifa-2018-match-statistics)
4 | 


--------------------------------------------------------------------------------
/WhatCardIsThis/Objects/CardPrediction.cs:
--------------------------------------------------------------------------------
 1 | namespace WhatCardIsThis.Objects
 2 | {
 3 |     using Microsoft.ML.Data;
 4 |     public class CardPrediction
 5 |     {
 6 |         [ColumnName("PredictedLabel")]
 7 |         public string Type { get; set; }
 8 | 
 9 |     }
10 | }


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.Common/Fifa2018.Common.csproj:
--------------------------------------------------------------------------------
 1 | <Project Sdk="Microsoft.NET.Sdk">
 2 | 
 3 |   <PropertyGroup>
 4 |     <TargetFramework>net5.0</TargetFramework>
 5 |   </PropertyGroup>
 6 | 
 7 |   <ItemGroup>
 8 |     <PackageReference Include="Microsoft.ML" Version="1.5.2" />
 9 |   </ItemGroup>
10 | 
11 | </Project>
12 | 


--------------------------------------------------------------------------------
/WhatCardIsThis/readme.md:
--------------------------------------------------------------------------------
 1 | What card is this? 
 2 | ==================
 3 | 
 4 | ## Steps: 
 5 | 
 6 | ### 1. Create a new console app  
 7 | 
 8 | ```
 9 | dotnet new console -n WhatCardIsThis
10 | ```
11 | 
12 | ### 2. Add the `Microsoft.ML` package
13 | 
14 | ```
15 | dotnet add package Microsoft.ML --version 1.5.2
16 | ```
17 | 


--------------------------------------------------------------------------------
/WhatCardIsThis/WhatCardIsThis.csproj:
--------------------------------------------------------------------------------
 1 | <Project Sdk="Microsoft.NET.Sdk">
 2 | 
 3 |   <PropertyGroup>
 4 |     <OutputType>Exe</OutputType>
 5 |     <TargetFramework>net5.0</TargetFramework>
 6 |   </PropertyGroup>
 7 | 
 8 |   <ItemGroup>
 9 |     <PackageReference Include="Microsoft.ML" Version="1.5.2" />
10 |   </ItemGroup>
11 | 
12 | </Project>
13 | 


--------------------------------------------------------------------------------
/WhatCardIsThis/Objects/Card.cs:
--------------------------------------------------------------------------------
 1 | namespace WhatCardIsThis.Objects
 2 | {
 3 |     using Microsoft.ML.Data;
 4 |     public class Card
 5 |     {
 6 |         [LoadColumn(0)]
 7 |         public string Id { get; set; }
 8 | 
 9 |         [LoadColumn(2)]
10 |         public string Type { get; set; }
11 | 
12 |         [LoadColumn(3)]
13 |         public string Description { get; set; }
14 |     }
15 | }


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.Train/Fifa2018.Train.csproj:
--------------------------------------------------------------------------------
 1 | <Project Sdk="Microsoft.NET.Sdk">
 2 | 
 3 |   <PropertyGroup>
 4 |     <OutputType>Exe</OutputType>
 5 |     <TargetFramework>net5.0</TargetFramework>
 6 |   </PropertyGroup>
 7 | 
 8 |   <ItemGroup>
 9 |     <PackageReference Include="Microsoft.ML" Version="1.5.2" />
10 |   </ItemGroup>
11 | 
12 |   <ItemGroup>
13 |     <ProjectReference Include="..\Fifa2018.Common\Fifa2018.Common.csproj" />
14 |   </ItemGroup>
15 | 
16 | </Project>
17 | 


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.Predict/Fifa2018.Predict.csproj:
--------------------------------------------------------------------------------
 1 | <Project Sdk="Microsoft.NET.Sdk">
 2 | 
 3 |   <PropertyGroup>
 4 |     <OutputType>Exe</OutputType>
 5 |     <TargetFramework>net5.0</TargetFramework>
 6 |   </PropertyGroup>
 7 | 
 8 |   <ItemGroup>
 9 |     <PackageReference Include="Microsoft.ML" Version="1.5.2" />
10 |   </ItemGroup>
11 | 
12 |   <ItemGroup>
13 |     <ProjectReference Include="..\Fifa2018.Common\Fifa2018.Common.csproj" />
14 |   </ItemGroup>
15 | 
16 | </Project>
17 | 


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.Common/ManOfTheMatchPrediction.cs:
--------------------------------------------------------------------------------
 1 | namespace Fifa2018.Common
 2 | {
 3 |     using Microsoft.ML.Data;
 4 |     public class ManOfTheMatchPrediction
 5 |     {
 6 |         [ColumnName("Label")]
 7 |         public bool ManOfTheMatch { get; set; }
 8 | 
 9 |         [ColumnName(nameof(ManOfTheMatchPrediction.Probability))]
10 |         public float Probability { get; set; }
11 | 
12 |         [ColumnName(nameof(ManOfTheMatchPrediction.Score))]
13 |         public float Score { get; set; }
14 |     }
15 | }
16 | 


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.Common/TeamStatsReaderExtensions.cs:
--------------------------------------------------------------------------------
 1 | using System;
 2 | using System.Collections.Generic;
 3 | using System.Linq;
 4 | using System.Text;
 5 | using System.Threading.Tasks;
 6 | 
 7 | namespace Fifa2018.Common
 8 | {
 9 |     using Microsoft.ML;
10 |     public static class TeamStatsReaderExtensions
11 |     {
12 |         public static IDataView ReadTeamStatistics(this DataOperationsCatalog data, string file)
13 |         {
14 |             return data.LoadFromTextFile<TeamStatistics>(file, separatorChar: ',', hasHeader: true);
15 |         }
16 |     }
17 | }
18 | 


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.Predict/Program.cs:
--------------------------------------------------------------------------------
 1 | using System;
 2 | 
 3 | namespace Fifa2018.Predict
 4 | {
 5 |     using Fifa2018.Common;
 6 |     using Microsoft.ML;
 7 |     class Program
 8 |     {
 9 |         static void Main(string[] args)
10 |         {
11 |             var mlContext = new MLContext();
12 |             var modelo = mlContext.Model.Load(args[0], out var schema);
13 |             var predictor = mlContext.Model.CreatePredictionEngine<TeamStatistics, ManOfTheMatchPrediction>(modelo);
14 | 
15 | 
16 |             for ( int i=0; i < 10; i++ )
17 |             {
18 |                 var statistics = new TeamStatistics
19 |                 {
20 |                     GoalScored = i
21 |                 };
22 | 
23 |                 var prediction = predictor.Predict(statistics);
24 | 
25 |                 Console.WriteLine($"Prediction for goals {statistics.GoalScored} {prediction.ManOfTheMatch} - {prediction.Score} - {prediction.Probability}");
26 |             }
27 |         }
28 |     }
29 | }
30 | 


--------------------------------------------------------------------------------
/WhatCardIsThis/WhatCardIsThis.sln:
--------------------------------------------------------------------------------
 1 | 
 2 | Microsoft Visual Studio Solution File, Format Version 12.00
 3 | # Visual Studio Version 16
 4 | VisualStudioVersion = 16.0.30711.63
 5 | MinimumVisualStudioVersion = 10.0.40219.1
 6 | Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "WhatCardIsThis", "WhatCardIsThis.csproj", "{29E11C1B-3C9F-43BB-BF39-0BBFE293DBBA}"
 7 | EndProject
 8 | Global
 9 | 	GlobalSection(SolutionConfigurationPlatforms) = preSolution
10 | 		Debug|Any CPU = Debug|Any CPU
11 | 		Release|Any CPU = Release|Any CPU
12 | 	EndGlobalSection
13 | 	GlobalSection(ProjectConfigurationPlatforms) = postSolution
14 | 		{29E11C1B-3C9F-43BB-BF39-0BBFE293DBBA}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
15 | 		{29E11C1B-3C9F-43BB-BF39-0BBFE293DBBA}.Debug|Any CPU.Build.0 = Debug|Any CPU
16 | 		{29E11C1B-3C9F-43BB-BF39-0BBFE293DBBA}.Release|Any CPU.ActiveCfg = Release|Any CPU
17 | 		{29E11C1B-3C9F-43BB-BF39-0BBFE293DBBA}.Release|Any CPU.Build.0 = Release|Any CPU
18 | 	EndGlobalSection
19 | 	GlobalSection(SolutionProperties) = preSolution
20 | 		HideSolutionNode = FALSE
21 | 	EndGlobalSection
22 | 	GlobalSection(ExtensibilityGlobals) = postSolution
23 | 		SolutionGuid = {71BC92B1-A2D2-4229-A58A-91BB5A08A570}
24 | 	EndGlobalSection
25 | EndGlobal
26 | 


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.sln:
--------------------------------------------------------------------------------
 1 | 
 2 | Microsoft Visual Studio Solution File, Format Version 12.00
 3 | # Visual Studio Version 16
 4 | VisualStudioVersion = 16.0.808.0
 5 | MinimumVisualStudioVersion = 10.0.40219.1
 6 | Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Fifa2018.Common", "Fifa2018.Common\Fifa2018.Common.csproj", "{F87F9321-29AA-4D7B-B0D5-A5AA0BE77B52}"
 7 | EndProject
 8 | Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Fifa2018.Predict", "Fifa2018.Predict\Fifa2018.Predict.csproj", "{B824C077-2450-4F07-9E29-F8D353D20FEC}"
 9 | EndProject
10 | Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Fifa2018.Train", "Fifa2018.Train\Fifa2018.Train.csproj", "{69A5C7B7-6427-43DE-BD50-2775A501D39C}"
11 | EndProject
12 | Global
13 | 	GlobalSection(SolutionConfigurationPlatforms) = preSolution
14 | 		Debug|Any CPU = Debug|Any CPU
15 | 		Release|Any CPU = Release|Any CPU
16 | 	EndGlobalSection
17 | 	GlobalSection(ProjectConfigurationPlatforms) = postSolution
18 | 		{F87F9321-29AA-4D7B-B0D5-A5AA0BE77B52}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
19 | 		{F87F9321-29AA-4D7B-B0D5-A5AA0BE77B52}.Debug|Any CPU.Build.0 = Debug|Any CPU
20 | 		{F87F9321-29AA-4D7B-B0D5-A5AA0BE77B52}.Release|Any CPU.ActiveCfg = Release|Any CPU
21 | 		{F87F9321-29AA-4D7B-B0D5-A5AA0BE77B52}.Release|Any CPU.Build.0 = Release|Any CPU
22 | 		{B824C077-2450-4F07-9E29-F8D353D20FEC}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
23 | 		{B824C077-2450-4F07-9E29-F8D353D20FEC}.Debug|Any CPU.Build.0 = Debug|Any CPU
24 | 		{B824C077-2450-4F07-9E29-F8D353D20FEC}.Release|Any CPU.ActiveCfg = Release|Any CPU
25 | 		{B824C077-2450-4F07-9E29-F8D353D20FEC}.Release|Any CPU.Build.0 = Release|Any CPU
26 | 		{69A5C7B7-6427-43DE-BD50-2775A501D39C}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
27 | 		{69A5C7B7-6427-43DE-BD50-2775A501D39C}.Debug|Any CPU.Build.0 = Debug|Any CPU
28 | 		{69A5C7B7-6427-43DE-BD50-2775A501D39C}.Release|Any CPU.ActiveCfg = Release|Any CPU
29 | 		{69A5C7B7-6427-43DE-BD50-2775A501D39C}.Release|Any CPU.Build.0 = Release|Any CPU
30 | 	EndGlobalSection
31 | 	GlobalSection(SolutionProperties) = preSolution
32 | 		HideSolutionNode = FALSE
33 | 	EndGlobalSection
34 | 	GlobalSection(ExtensibilityGlobals) = postSolution
35 | 		SolutionGuid = {AD638838-B0A8-4A4A-B7CB-F887D6AB59D8}
36 | 	EndGlobalSection
37 | EndGlobal
38 | 


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.Common/TeamStatistics.cs:
--------------------------------------------------------------------------------
 1 | namespace Fifa2018.Common
 2 | {
 3 |     using System;
 4 |     using Microsoft.ML.Data;
 5 | 
 6 |     public class TeamStatistics
 7 |     {
 8 |         [LoadColumn(0)]
 9 |         public string MatchDate { get; set; }
10 | 
11 |         [LoadColumn(1)]
12 |         public string Team { get; set; }
13 | 
14 |         [LoadColumn(2)]
15 |         public string Opponent { get; set; }
16 | 
17 |         [LoadColumn(3)]
18 |         public int GoalScored { get; set; }
19 | 
20 |         [LoadColumn(4)]
21 |         public int BallPosession { get; set; }
22 | 
23 |         [LoadColumn(5)]
24 |         public int Attempts { get; set; }
25 | 
26 |         [LoadColumn(6)]
27 |         public int OnTarget { get; set; }
28 | 
29 |         [LoadColumn(7)]
30 |         public int OffTarget { get; set; }
31 | 
32 |         [LoadColumn(8)]
33 |         public int Blocked { get; set; }
34 | 
35 |         [LoadColumn(9)]
36 |         public int Corners { get; set; }
37 | 
38 |         [LoadColumn(10)]
39 |         public int Offsides { get; set; }
40 | 
41 |         [LoadColumn(11)]
42 |         public int FreeKicks { get; set; }
43 | 
44 |         [LoadColumn(12)]
45 |         public int Saves { get; set; }
46 | 
47 |         [LoadColumn(13)]
48 |         public int PassAccuracy { get; set; }
49 | 
50 |         [LoadColumn(14)]
51 |         public int Passes { get; set; }
52 | 
53 |         [LoadColumn(15)]
54 |         public int DistanceCovered { get; set; }
55 | 
56 |         [LoadColumn(16)]
57 |         public int FoulsCommited { get; set; }
58 | 
59 |         [LoadColumn(17)]
60 |         public int YellowCards { get; set; }
61 | 
62 |         [LoadColumn(19)]
63 |         public int RedCards { get; set; }
64 | 
65 |         [LoadColumn(18)]
66 |         public int YellowAndRedCards { get; set; }
67 | 
68 |         [LoadColumn(20)]
69 |         public string ManOfTheMatch { get; set; }
70 | 
71 |         [LoadColumn(21)]
72 |         public int FirstGoalTime { get; set; }
73 | 
74 |         [LoadColumn(22)]
75 |         public string Round { get; set; }
76 | 
77 |         [LoadColumn(23)]
78 |         public string PenaltyShootout { get; set; }
79 | 
80 |         [LoadColumn(24)]
81 |         public int PenaltyShootoutGoals { get; set; }
82 | 
83 |         [LoadColumn(25)]
84 |         public int OwnGoals { get; set; }
85 | 
86 |         [LoadColumn(26)]
87 |         public int FirstOwnGoalTime { get; set; }
88 | 
89 |     }
90 | }
91 | 


--------------------------------------------------------------------------------
/WhatCardIsThis/Program.cs:
--------------------------------------------------------------------------------
 1 | namespace WhatCardIsThis
 2 | {
 3 |     using Microsoft.ML;
 4 |     using System;
 5 |     using WhatCardIsThis.Objects;
 6 | 
 7 |     class Program
 8 |     {
 9 |         const string DataInputPath = @"C:\Users\anton\github\ml.net\WhatCardIsThis\Data\cards.csv";
10 |         const string ModelPath = @"C:\Users\anton\github\ml.net\WhatCardIsThis\model.zip";
11 | 
12 | 
13 |         private static MLContext _mlContext;
14 |         private static PredictionEngine<Card, CardPrediction> _predEngine;
15 |         private static ITransformer _trainedModel;
16 |         static IDataView _trainingDataView;
17 | 
18 |         public static IEstimator<ITransformer> ProcessData()
19 |         {
20 |             var pipeline = _mlContext.Transforms.Conversion.MapValueToKey(outputColumnName: "Label", inputColumnName: nameof(Card.Type))
21 |                 .Append(_mlContext.Transforms.Text.FeaturizeText(outputColumnName: "Features", inputColumnName: nameof(Card.Description)))
22 |                 .AppendCacheCheckpoint(_mlContext);
23 | 
24 |             return pipeline;
25 |         }
26 | 
27 |         public static IEstimator<ITransformer> BuildAndTrainModel(IDataView trainingDataView, IEstimator<ITransformer> pipeline)
28 |         {
29 |             var trainingPipeline = pipeline.Append(_mlContext.MulticlassClassification.Trainers.SdcaMaximumEntropy("Label", "Features"))
30 |                 .Append(_mlContext.Transforms.Conversion.MapKeyToValue("PredictedLabel"));
31 | 
32 |             _trainedModel = trainingPipeline.Fit(trainingDataView);
33 |             _predEngine = _mlContext.Model.CreatePredictionEngine<Card, CardPrediction>(_trainedModel);
34 | 
35 |             return trainingPipeline;
36 |         }
37 | 
38 |         static void Main(string[] args)
39 |         {
40 |             _mlContext = new MLContext();
41 | 
42 |             // Read data
43 |             _trainingDataView = _mlContext.Data.LoadFromTextFile<Card>(DataInputPath, hasHeader: true, separatorChar: ',');
44 |             var dataSplit = _mlContext.Data.TrainTestSplit(_trainingDataView, testFraction: 0.2);
45 | 
46 |             var pipeline = ProcessData();
47 | 
48 |             var trainingPipeline = BuildAndTrainModel(dataSplit.TrainSet, pipeline);
49 | 
50 |             var aa =_predEngine.Predict(new Card { Description = "This legendary dragon is a powerful engine of destruction. Virtually invincible, very few have faced this awesome creature and lived to tell the tale." });
51 | 
52 |             _mlContext.Model.Save(_trainedModel, _trainingDataView.Schema, ModelPath);
53 | 
54 |             Console.WriteLine();
55 |         }
56 |     }
57 | }
58 | 


--------------------------------------------------------------------------------
/fifa2018/Fifa2018.Train/Program.cs:
--------------------------------------------------------------------------------
  1 | using System;
  2 | 
  3 | namespace Fifa2018.Train
  4 | {
  5 |     using Microsoft.ML;
  6 |     using System.Linq;
  7 |     using Fifa2018.Common;
  8 |     class Train
  9 |     {
 10 |         static void Main(string[] args)
 11 |         {
 12 |             var mlContext = new MLContext();
 13 | 
 14 |             var data = mlContext.Data.ReadTeamStatistics(args[0]);
 15 | 
 16 |             var trainingData = mlContext.Data.TrainTestSplit(data);
 17 | 
 18 |             var booleanMap = mlContext.Data.LoadFromEnumerable(new[]
 19 |             {
 20 |                 new { StringValue = "Yes", Value = true },
 21 |                 new { StringValue = "No", Value = false },
 22 |             });
 23 |             var transformLabel = mlContext.Transforms.Conversion.MapValue(
 24 |                 outputColumnName: "Label",
 25 |                 lookupMap: booleanMap,
 26 |                 keyColumn: booleanMap.Schema[0],
 27 |                 valueColumn: booleanMap.Schema[1],
 28 |                 inputColumnName: nameof(TeamStatistics.ManOfTheMatch)
 29 |             );
 30 | 
 31 |             var convertGoalScored = mlContext.Transforms.Conversion.ConvertType(
 32 |                 outputColumnName: nameof(TeamStatistics.GoalScored),
 33 |                 inputColumnName: nameof(TeamStatistics.GoalScored)
 34 |             );
 35 | 
 36 |             var convertBallPosession = mlContext.Transforms.Conversion.ConvertType(
 37 |                 outputColumnName: nameof(TeamStatistics.BallPosession),
 38 |                 inputColumnName: nameof(TeamStatistics.BallPosession)
 39 |             );
 40 | 
 41 |             var convertAttempts = mlContext.Transforms.Conversion.ConvertType(
 42 |                 outputColumnName: nameof(TeamStatistics.Attempts),
 43 |                 inputColumnName: nameof(TeamStatistics.Attempts)
 44 |             );
 45 | 
 46 |             var convertOnTarget = mlContext.Transforms.Conversion.ConvertType(
 47 |                 outputColumnName: nameof(TeamStatistics.OnTarget),
 48 |                 inputColumnName: nameof(TeamStatistics.OnTarget)
 49 |             );
 50 | 
 51 | 
 52 |             var scaleFeatures = mlContext.Transforms.NormalizeMeanVariance(
 53 |                 new InputOutputColumnPair[]
 54 |                 {
 55 |                     new InputOutputColumnPair(nameof(TeamStatistics.GoalScored), nameof(TeamStatistics.GoalScored)),
 56 |                     new InputOutputColumnPair(nameof(TeamStatistics.BallPosession), nameof(TeamStatistics.BallPosession)),
 57 |                     new InputOutputColumnPair(nameof(TeamStatistics.Attempts), nameof(TeamStatistics.Attempts)),
 58 |                     new InputOutputColumnPair(nameof(TeamStatistics.OnTarget), nameof(TeamStatistics.OnTarget)),
 59 |                 }
 60 |             );
 61 | 
 62 |             var appendFeatures = mlContext.Transforms.Concatenate(
 63 |                 outputColumnName: "Features",
 64 |                 nameof(TeamStatistics.GoalScored),
 65 |                 nameof(TeamStatistics.BallPosession),
 66 |                 nameof(TeamStatistics.Attempts),
 67 |                 nameof(TeamStatistics.OnTarget)
 68 |             );
 69 | 
 70 | 
 71 |             var classifier = mlContext.BinaryClassification.Trainers.LinearSvm(
 72 |                     labelColumnName: "Label"
 73 |                 );
 74 |             var transformPipeline = transformLabel
 75 |                 .Append(convertOnTarget)
 76 |                 .Append(convertGoalScored)
 77 |                 .Append(convertBallPosession)
 78 |                 .Append(convertAttempts)
 79 |                 .Append(scaleFeatures)
 80 |                 .Append(appendFeatures);
 81 | 
 82 |             var predictPipeline = transformPipeline.Append(classifier);
 83 |             var trainedModel = predictPipeline.Fit(trainingData.TrainSet);
 84 | 
 85 |             var metricas = mlContext.BinaryClassification.EvaluateNonCalibrated(
 86 |                 data: trainedModel.Transform(trainingData.TestSet),
 87 |                 labelColumnName: "Label"
 88 |             );
 89 | 
 90 |             Console.WriteLine("Metricas:");
 91 |             Console.WriteLine($"\tExactitud: {metricas.Accuracy:0.###}");
 92 |             Console.WriteLine($"\tPrecision: {metricas.PositivePrecision:0.###}");
 93 |             Console.WriteLine($"\tRecall:    {metricas.PositiveRecall:0.###}");
 94 | 
 95 |             mlContext.Model.Save(
 96 |                 model: trainedModel,
 97 |                 inputSchema: data.Schema,
 98 |                 filePath: args[1]
 99 |             );
100 |         }
101 |     }
102 | }
103 | 


--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
  1 | 
  2 | # Created by https://www.toptal.com/developers/gitignore/api/visualstudio,windows
  3 | # Edit at https://www.toptal.com/developers/gitignore?templates=visualstudio,windows
  4 | 
  5 | ### Windows ###
  6 | # Windows thumbnail cache files
  7 | Thumbs.db
  8 | Thumbs.db:encryptable
  9 | ehthumbs.db
 10 | ehthumbs_vista.db
 11 | 
 12 | # Dump file
 13 | *.stackdump
 14 | 
 15 | # Folder config file
 16 | [Dd]esktop.ini
 17 | 
 18 | # Recycle Bin used on file shares
 19 | $RECYCLE.BIN/
 20 | 
 21 | # Windows Installer files
 22 | *.cab
 23 | *.msi
 24 | *.msix
 25 | *.msm
 26 | *.msp
 27 | 
 28 | # Windows shortcuts
 29 | *.lnk
 30 | 
 31 | ### VisualStudio ###
 32 | ## Ignore Visual Studio temporary files, build results, and
 33 | ## files generated by popular Visual Studio add-ons.
 34 | ##
 35 | ## Get latest from https://github.com/github/gitignore/blob/master/VisualStudio.gitignore
 36 | 
 37 | # User-specific files
 38 | *.rsuser
 39 | *.suo
 40 | *.user
 41 | *.userosscache
 42 | *.sln.docstates
 43 | 
 44 | # User-specific files (MonoDevelop/Xamarin Studio)
 45 | *.userprefs
 46 | 
 47 | # Mono auto generated files
 48 | mono_crash.*
 49 | 
 50 | # Build results
 51 | [Dd]ebug/
 52 | [Dd]ebugPublic/
 53 | [Rr]elease/
 54 | [Rr]eleases/
 55 | x64/
 56 | x86/
 57 | [Aa][Rr][Mm]/
 58 | [Aa][Rr][Mm]64/
 59 | bld/
 60 | [Bb]in/
 61 | [Oo]bj/
 62 | [Ll]og/
 63 | [Ll]ogs/
 64 | 
 65 | # Visual Studio 2015/2017 cache/options directory
 66 | .vs/
 67 | # Uncomment if you have tasks that create the project's static files in wwwroot
 68 | #wwwroot/
 69 | 
 70 | # Visual Studio 2017 auto generated files
 71 | Generated\ Files/
 72 | 
 73 | # MSTest test Results
 74 | [Tt]est[Rr]esult*/
 75 | [Bb]uild[Ll]og.*
 76 | 
 77 | # NUnit
 78 | *.VisualState.xml
 79 | TestResult.xml
 80 | nunit-*.xml
 81 | 
 82 | # Build Results of an ATL Project
 83 | [Dd]ebugPS/
 84 | [Rr]eleasePS/
 85 | dlldata.c
 86 | 
 87 | # Benchmark Results
 88 | BenchmarkDotNet.Artifacts/
 89 | 
 90 | # .NET Core
 91 | project.lock.json
 92 | project.fragment.lock.json
 93 | artifacts/
 94 | 
 95 | # StyleCop
 96 | StyleCopReport.xml
 97 | 
 98 | # Files built by Visual Studio
 99 | *_i.c
100 | *_p.c
101 | *_h.h
102 | *.ilk
103 | *.meta
104 | *.obj
105 | *.iobj
106 | *.pch
107 | *.pdb
108 | *.ipdb
109 | *.pgc
110 | *.pgd
111 | *.rsp
112 | *.sbr
113 | *.tlb
114 | *.tli
115 | *.tlh
116 | *.tmp
117 | *.tmp_proj
118 | *_wpftmp.csproj
119 | *.log
120 | *.vspscc
121 | *.vssscc
122 | .builds
123 | *.pidb
124 | *.svclog
125 | *.scc
126 | 
127 | # Chutzpah Test files
128 | _Chutzpah*
129 | 
130 | # Visual C++ cache files
131 | ipch/
132 | *.aps
133 | *.ncb
134 | *.opendb
135 | *.opensdf
136 | *.sdf
137 | *.cachefile
138 | *.VC.db
139 | *.VC.VC.opendb
140 | 
141 | # Visual Studio profiler
142 | *.psess
143 | *.vsp
144 | *.vspx
145 | *.sap
146 | 
147 | # Visual Studio Trace Files
148 | *.e2e
149 | 
150 | # TFS 2012 Local Workspace
151 | $tf/
152 | 
153 | # Guidance Automation Toolkit
154 | *.gpState
155 | 
156 | # ReSharper is a .NET coding add-in
157 | _ReSharper*/
158 | *.[Rr]e[Ss]harper
159 | *.DotSettings.user
160 | 
161 | # TeamCity is a build add-in
162 | _TeamCity*
163 | 
164 | # DotCover is a Code Coverage Tool
165 | *.dotCover
166 | 
167 | # AxoCover is a Code Coverage Tool
168 | .axoCover/*
169 | !.axoCover/settings.json
170 | 
171 | # Coverlet is a free, cross platform Code Coverage Tool
172 | coverage*[.json, .xml, .info]
173 | 
174 | # Visual Studio code coverage results
175 | *.coverage
176 | *.coveragexml
177 | 
178 | # NCrunch
179 | _NCrunch_*
180 | .*crunch*.local.xml
181 | nCrunchTemp_*
182 | 
183 | # MightyMoose
184 | *.mm.*
185 | AutoTest.Net/
186 | 
187 | # Web workbench (sass)
188 | .sass-cache/
189 | 
190 | # Installshield output folder
191 | [Ee]xpress/
192 | 
193 | # DocProject is a documentation generator add-in
194 | DocProject/buildhelp/
195 | DocProject/Help/*.HxT
196 | DocProject/Help/*.HxC
197 | DocProject/Help/*.hhc
198 | DocProject/Help/*.hhk
199 | DocProject/Help/*.hhp
200 | DocProject/Help/Html2
201 | DocProject/Help/html
202 | 
203 | # Click-Once directory
204 | publish/
205 | 
206 | # Publish Web Output
207 | *.[Pp]ublish.xml
208 | *.azurePubxml
209 | # Note: Comment the next line if you want to checkin your web deploy settings,
210 | # but database connection strings (with potential passwords) will be unencrypted
211 | *.pubxml
212 | *.publishproj
213 | 
214 | # Microsoft Azure Web App publish settings. Comment the next line if you want to
215 | # checkin your Azure Web App publish settings, but sensitive information contained
216 | # in these scripts will be unencrypted
217 | PublishScripts/
218 | 
219 | # NuGet Packages
220 | *.nupkg
221 | # NuGet Symbol Packages
222 | *.snupkg
223 | # The packages folder can be ignored because of Package Restore
224 | **/[Pp]ackages/*
225 | # except build/, which is used as an MSBuild target.
226 | !**/[Pp]ackages/build/
227 | # Uncomment if necessary however generally it will be regenerated when needed
228 | #!**/[Pp]ackages/repositories.config
229 | # NuGet v3's project.json files produces more ignorable files
230 | *.nuget.props
231 | *.nuget.targets
232 | 
233 | # Microsoft Azure Build Output
234 | csx/
235 | *.build.csdef
236 | 
237 | # Microsoft Azure Emulator
238 | ecf/
239 | rcf/
240 | 
241 | # Windows Store app package directories and files
242 | AppPackages/
243 | BundleArtifacts/
244 | Package.StoreAssociation.xml
245 | _pkginfo.txt
246 | *.appx
247 | *.appxbundle
248 | *.appxupload
249 | 
250 | # Visual Studio cache files
251 | # files ending in .cache can be ignored
252 | *.[Cc]ache
253 | # but keep track of directories ending in .cache
254 | !?*.[Cc]ache/
255 | 
256 | # Others
257 | ClientBin/
258 | ~$*
259 | *~
260 | *.dbmdl
261 | *.dbproj.schemaview
262 | *.jfm
263 | *.pfx
264 | *.publishsettings
265 | orleans.codegen.cs
266 | 
267 | # Including strong name files can present a security risk
268 | # (https://github.com/github/gitignore/pull/2483#issue-259490424)
269 | #*.snk
270 | 
271 | # Since there are multiple workflows, uncomment next line to ignore bower_components
272 | # (https://github.com/github/gitignore/pull/1529#issuecomment-104372622)
273 | #bower_components/
274 | 
275 | # RIA/Silverlight projects
276 | Generated_Code/
277 | 
278 | # Backup & report files from converting an old project file
279 | # to a newer Visual Studio version. Backup files are not needed,
280 | # because we have git ;-)
281 | _UpgradeReport_Files/
282 | Backup*/
283 | UpgradeLog*.XML
284 | UpgradeLog*.htm
285 | ServiceFabricBackup/
286 | *.rptproj.bak
287 | 
288 | # SQL Server files
289 | *.mdf
290 | *.ldf
291 | *.ndf
292 | 
293 | # Business Intelligence projects
294 | *.rdl.data
295 | *.bim.layout
296 | *.bim_*.settings
297 | *.rptproj.rsuser
298 | *- [Bb]ackup.rdl
299 | *- [Bb]ackup ([0-9]).rdl
300 | *- [Bb]ackup ([0-9][0-9]).rdl
301 | 
302 | # Microsoft Fakes
303 | FakesAssemblies/
304 | 
305 | # GhostDoc plugin setting file
306 | *.GhostDoc.xml
307 | 
308 | # Node.js Tools for Visual Studio
309 | .ntvs_analysis.dat
310 | node_modules/
311 | 
312 | # Visual Studio 6 build log
313 | *.plg
314 | 
315 | # Visual Studio 6 workspace options file
316 | *.opt
317 | 
318 | # Visual Studio 6 auto-generated workspace file (contains which files were open etc.)
319 | *.vbw
320 | 
321 | # Visual Studio LightSwitch build output
322 | **/*.HTMLClient/GeneratedArtifacts
323 | **/*.DesktopClient/GeneratedArtifacts
324 | **/*.DesktopClient/ModelManifest.xml
325 | **/*.Server/GeneratedArtifacts
326 | **/*.Server/ModelManifest.xml
327 | _Pvt_Extensions
328 | 
329 | # Paket dependency manager
330 | .paket/paket.exe
331 | paket-files/
332 | 
333 | # FAKE - F# Make
334 | .fake/
335 | 
336 | # CodeRush personal settings
337 | .cr/personal
338 | 
339 | # Python Tools for Visual Studio (PTVS)
340 | __pycache__/
341 | *.pyc
342 | 
343 | # Cake - Uncomment if you are using it
344 | # tools/**
345 | # !tools/packages.config
346 | 
347 | # Tabs Studio
348 | *.tss
349 | 
350 | # Telerik's JustMock configuration file
351 | *.jmconfig
352 | 
353 | # BizTalk build output
354 | *.btp.cs
355 | *.btm.cs
356 | *.odx.cs
357 | *.xsd.cs
358 | 
359 | # OpenCover UI analysis results
360 | OpenCover/
361 | 
362 | # Azure Stream Analytics local run output
363 | ASALocalRun/
364 | 
365 | # MSBuild Binary and Structured Log
366 | *.binlog
367 | 
368 | # NVidia Nsight GPU debugger configuration file
369 | *.nvuser
370 | 
371 | # MFractors (Xamarin productivity tool) working folder
372 | .mfractor/
373 | 
374 | # Local History for Visual Studio
375 | .localhistory/
376 | 
377 | # BeatPulse healthcheck temp database
378 | healthchecksdb
379 | 
380 | # Backup folder for Package Reference Convert tool in Visual Studio 2017
381 | MigrationBackup/
382 | 
383 | # Ionide (cross platform F# VS Code tools) working folder
384 | .ionide/
385 | 
386 | # End of https://www.toptal.com/developers/gitignore/api/visualstudio,windows
387 | 


--------------------------------------------------------------------------------
/fifa2018/.gitignore:
--------------------------------------------------------------------------------
  1 | fifa2018.csv
  2 | 
  3 | # globs
  4 | Makefile.in
  5 | *.userprefs
  6 | *.usertasks
  7 | config.make
  8 | config.status
  9 | aclocal.m4
 10 | install-sh
 11 | autom4te.cache/
 12 | *.tar.gz
 13 | tarballs/
 14 | test-results/
 15 | 
 16 | # Mac bundle stuff
 17 | *.dmg
 18 | *.app
 19 | 
 20 | # content below from: https://github.com/github/gitignore/blob/main/Global/macOS.gitignore
 21 | # General
 22 | .DS_Store
 23 | .AppleDouble
 24 | .LSOverride
 25 | 
 26 | # Icon must end with two \r
 27 | Icon
 28 | 
 29 | 
 30 | # Thumbnails
 31 | ._*
 32 | 
 33 | # Files that might appear in the root of a volume
 34 | .DocumentRevisions-V100
 35 | .fseventsd
 36 | .Spotlight-V100
 37 | .TemporaryItems
 38 | .Trashes
 39 | .VolumeIcon.icns
 40 | .com.apple.timemachine.donotpresent
 41 | 
 42 | # Directories potentially created on remote AFP share
 43 | .AppleDB
 44 | .AppleDesktop
 45 | Network Trash Folder
 46 | Temporary Items
 47 | .apdisk
 48 | 
 49 | # content below from: https://github.com/github/gitignore/blob/main/Global/Windows.gitignore
 50 | # Windows thumbnail cache files
 51 | Thumbs.db
 52 | ehthumbs.db
 53 | ehthumbs_vista.db
 54 | 
 55 | # Dump file
 56 | *.stackdump
 57 | 
 58 | # Folder config file
 59 | [Dd]esktop.ini
 60 | 
 61 | # Recycle Bin used on file shares
 62 | $RECYCLE.BIN/
 63 | 
 64 | # Windows Installer files
 65 | *.cab
 66 | *.msi
 67 | *.msix
 68 | *.msm
 69 | *.msp
 70 | 
 71 | # Windows shortcuts
 72 | *.lnk
 73 | 
 74 | # content below from: https://github.com/github/gitignore/blob/master/VisualStudio.gitignore
 75 | ## Ignore Visual Studio temporary files, build results, and
 76 | ## files generated by popular Visual Studio add-ons.
 77 | ##
 78 | ## Get latest from https://github.com/github/gitignore/blob/master/VisualStudio.gitignore
 79 | 
 80 | # User-specific files
 81 | *.suo
 82 | *.user
 83 | *.userosscache
 84 | *.sln.docstates
 85 | 
 86 | # User-specific files (MonoDevelop/Xamarin Studio)
 87 | *.userprefs
 88 | 
 89 | # Build results
 90 | [Dd]ebug/
 91 | [Dd]ebugPublic/
 92 | [Rr]elease/
 93 | [Rr]eleases/
 94 | x64/
 95 | x86/
 96 | bld/
 97 | [Bb]in/
 98 | [Oo]bj/
 99 | [Ll]og/
100 | 
101 | # Visual Studio 2015/2017 cache/options directory
102 | .vs/
103 | # Uncomment if you have tasks that create the project's static files in wwwroot
104 | #wwwroot/
105 | 
106 | # Visual Studio 2017 auto generated files
107 | Generated\ Files/
108 | 
109 | # MSTest test Results
110 | [Tt]est[Rr]esult*/
111 | [Bb]uild[Ll]og.*
112 | 
113 | # NUNIT
114 | *.VisualState.xml
115 | TestResult.xml
116 | 
117 | # Build Results of an ATL Project
118 | [Dd]ebugPS/
119 | [Rr]eleasePS/
120 | dlldata.c
121 | 
122 | # Benchmark Results
123 | BenchmarkDotNet.Artifacts/
124 | 
125 | # .NET Core
126 | project.lock.json
127 | project.fragment.lock.json
128 | artifacts/
129 | 
130 | # StyleCop
131 | StyleCopReport.xml
132 | 
133 | # Files built by Visual Studio
134 | *_i.c
135 | *_p.c
136 | *_h.h
137 | *.ilk
138 | *.meta
139 | *.obj
140 | *.iobj
141 | *.pch
142 | *.pdb
143 | *.ipdb
144 | *.pgc
145 | *.pgd
146 | *.rsp
147 | *.sbr
148 | *.tlb
149 | *.tli
150 | *.tlh
151 | *.tmp
152 | *.tmp_proj
153 | *_wpftmp.csproj
154 | *.log
155 | *.vspscc
156 | *.vssscc
157 | .builds
158 | *.pidb
159 | *.svclog
160 | *.scc
161 | 
162 | # Chutzpah Test files
163 | _Chutzpah*
164 | 
165 | # Visual C++ cache files
166 | ipch/
167 | *.aps
168 | *.ncb
169 | *.opendb
170 | *.opensdf
171 | *.sdf
172 | *.cachefile
173 | *.VC.db
174 | *.VC.VC.opendb
175 | 
176 | # Visual Studio profiler
177 | *.psess
178 | *.vsp
179 | *.vspx
180 | *.sap
181 | 
182 | # Visual Studio Trace Files
183 | *.e2e
184 | 
185 | # TFS 2012 Local Workspace
186 | $tf/
187 | 
188 | # Guidance Automation Toolkit
189 | *.gpState
190 | 
191 | # ReSharper is a .NET coding add-in
192 | _ReSharper*/
193 | *.[Rr]e[Ss]harper
194 | *.DotSettings.user
195 | 
196 | # JustCode is a .NET coding add-in
197 | .JustCode
198 | 
199 | # TeamCity is a build add-in
200 | _TeamCity*
201 | 
202 | # DotCover is a Code Coverage Tool
203 | *.dotCover
204 | 
205 | # AxoCover is a Code Coverage Tool
206 | .axoCover/*
207 | !.axoCover/settings.json
208 | 
209 | # Visual Studio code coverage results
210 | *.coverage
211 | *.coveragexml
212 | 
213 | # NCrunch
214 | _NCrunch_*
215 | .*crunch*.local.xml
216 | nCrunchTemp_*
217 | 
218 | # MightyMoose
219 | *.mm.*
220 | AutoTest.Net/
221 | 
222 | # Web workbench (sass)
223 | .sass-cache/
224 | 
225 | # Installshield output folder
226 | [Ee]xpress/
227 | 
228 | # DocProject is a documentation generator add-in
229 | DocProject/buildhelp/
230 | DocProject/Help/*.HxT
231 | DocProject/Help/*.HxC
232 | DocProject/Help/*.hhc
233 | DocProject/Help/*.hhk
234 | DocProject/Help/*.hhp
235 | DocProject/Help/Html2
236 | DocProject/Help/html
237 | 
238 | # Click-Once directory
239 | publish/
240 | 
241 | # Publish Web Output
242 | *.[Pp]ublish.xml
243 | *.azurePubxml
244 | # Note: Comment the next line if you want to checkin your web deploy settings,
245 | # but database connection strings (with potential passwords) will be unencrypted
246 | *.pubxml
247 | *.publishproj
248 | 
249 | # Microsoft Azure Web App publish settings. Comment the next line if you want to
250 | # checkin your Azure Web App publish settings, but sensitive information contained
251 | # in these scripts will be unencrypted
252 | PublishScripts/
253 | 
254 | # NuGet Packages
255 | *.nupkg
256 | # The packages folder can be ignored because of Package Restore
257 | **/[Pp]ackages/*
258 | # except build/, which is used as an MSBuild target.
259 | !**/[Pp]ackages/build/
260 | # Uncomment if necessary however generally it will be regenerated when needed
261 | #!**/[Pp]ackages/repositories.config
262 | # NuGet v3's project.json files produces more ignorable files
263 | *.nuget.props
264 | *.nuget.targets
265 | 
266 | # Microsoft Azure Build Output
267 | csx/
268 | *.build.csdef
269 | 
270 | # Microsoft Azure Emulator
271 | ecf/
272 | rcf/
273 | 
274 | # Windows Store app package directories and files
275 | AppPackages/
276 | BundleArtifacts/
277 | Package.StoreAssociation.xml
278 | _pkginfo.txt
279 | *.appx
280 | 
281 | # Visual Studio cache files
282 | # files ending in .cache can be ignored
283 | *.[Cc]ache
284 | # but keep track of directories ending in .cache
285 | !*.[Cc]ache/
286 | 
287 | # Others
288 | ClientBin/
289 | ~$*
290 | *~
291 | *.dbmdl
292 | *.dbproj.schemaview
293 | *.jfm
294 | *.pfx
295 | *.publishsettings
296 | orleans.codegen.cs
297 | 
298 | # Including strong name files can present a security risk
299 | # (https://github.com/github/gitignore/pull/2483#issue-259490424)
300 | #*.snk
301 | 
302 | # Since there are multiple workflows, uncomment next line to ignore bower_components
303 | # (https://github.com/github/gitignore/pull/1529#issuecomment-104372622)
304 | #bower_components/
305 | 
306 | # RIA/Silverlight projects
307 | Generated_Code/
308 | 
309 | # Backup & report files from converting an old project file
310 | # to a newer Visual Studio version. Backup files are not needed,
311 | # because we have git ;-)
312 | _UpgradeReport_Files/
313 | Backup*/
314 | UpgradeLog*.XML
315 | UpgradeLog*.htm
316 | ServiceFabricBackup/
317 | *.rptproj.bak
318 | 
319 | # SQL Server files
320 | *.mdf
321 | *.ldf
322 | *.ndf
323 | 
324 | # Business Intelligence projects
325 | *.rdl.data
326 | *.bim.layout
327 | *.bim_*.settings
328 | *.rptproj.rsuser
329 | 
330 | # Microsoft Fakes
331 | FakesAssemblies/
332 | 
333 | # GhostDoc plugin setting file
334 | *.GhostDoc.xml
335 | 
336 | # Node.js Tools for Visual Studio
337 | .ntvs_analysis.dat
338 | node_modules/
339 | 
340 | # Visual Studio 6 build log
341 | *.plg
342 | 
343 | # Visual Studio 6 workspace options file
344 | *.opt
345 | 
346 | # Visual Studio 6 auto-generated workspace file (contains which files were open etc.)
347 | *.vbw
348 | 
349 | # Visual Studio LightSwitch build output
350 | **/*.HTMLClient/GeneratedArtifacts
351 | **/*.DesktopClient/GeneratedArtifacts
352 | **/*.DesktopClient/ModelManifest.xml
353 | **/*.Server/GeneratedArtifacts
354 | **/*.Server/ModelManifest.xml
355 | _Pvt_Extensions
356 | 
357 | # Paket dependency manager
358 | .paket/paket.exe
359 | paket-files/
360 | 
361 | # FAKE - F# Make
362 | .fake/
363 | 
364 | # JetBrains Rider
365 | .idea/
366 | *.sln.iml
367 | 
368 | # CodeRush personal settings
369 | .cr/personal
370 | 
371 | # Python Tools for Visual Studio (PTVS)
372 | __pycache__/
373 | *.pyc
374 | 
375 | # Cake - Uncomment if you are using it
376 | # tools/**
377 | # !tools/packages.config
378 | 
379 | # Tabs Studio
380 | *.tss
381 | 
382 | # Telerik's JustMock configuration file
383 | *.jmconfig
384 | 
385 | # BizTalk build output
386 | *.btp.cs
387 | *.btm.cs
388 | *.odx.cs
389 | *.xsd.cs
390 | 
391 | # OpenCover UI analysis results
392 | OpenCover/
393 | 
394 | # Azure Stream Analytics local run output
395 | ASALocalRun/
396 | 
397 | # MSBuild Binary and Structured Log
398 | *.binlog
399 | 
400 | # NVidia Nsight GPU debugger configuration file
401 | *.nvuser
402 | 
403 | # MFractors (Xamarin productivity tool) working folder
404 | .mfractor/
405 | 
406 | # Local History for Visual Studio
407 | .localhistory/
408 | 
409 | ###  
410 | 
411 | .vscode/*
412 | fifa2018.csv
413 | 
414 | 


--------------------------------------------------------------------------------