Fixes and fixes
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Final_evaluation.md
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Final_evaluation.md
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# Final Evaluation
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## Introduction
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Final evaluation doc.
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WIP
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@ -207,18 +207,18 @@ class Crops
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public void degradeSoil()
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public void degradeSoil()
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{
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{
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Random r = new Random();
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if (soilProperties.Nitrogen > 4.0f)
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if (soilProperties.Nitrogen > 4.0f)
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{
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{
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soilProperties.Nitrogen = soilProperties.Nitrogen - (soilProperties.NitrogenDegradeRate * (float)Math.Pow(ProductionRate, 2));
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soilProperties.Nitrogen = soilProperties.Nitrogen - ((soilProperties.NitrogenDegradeRate * (float)Math.Pow(ProductionRate, 2)) * (float)Math.Pow((r.NextDouble() + 0.5f), 2));
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}
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}
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if (soilProperties.Phosphorous > 0.1f)
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if (soilProperties.Phosphorous > 0.1f)
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{
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{
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soilProperties.Phosphorous = soilProperties.Phosphorous - (soilProperties.PhosphorousDegradeRate * (float)Math.Pow(ProductionRate, 2));
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soilProperties.Phosphorous = soilProperties.Phosphorous - ((soilProperties.PhosphorousDegradeRate * (float)Math.Pow(ProductionRate, 2)) * (float)Math.Pow((r.NextDouble() + 0.5f), 2));
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}
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}
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if (soilProperties.Potassium > 0.1f)
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if (soilProperties.Potassium > 0.1f)
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{
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{
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soilProperties.Potassium = soilProperties.Potassium - (soilProperties.PotassiumDegradeRate * (float)Math.Pow(ProductionRate, 2));
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soilProperties.Potassium = soilProperties.Potassium - ((soilProperties.PotassiumDegradeRate * (float)Math.Pow(ProductionRate, 2)) * (float)Math.Pow((r.NextDouble() + 0.5f), 2));
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}
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}
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}
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}
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@ -77,8 +77,13 @@ class Farm
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init(Size, housepos);
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init(Size, housepos);
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RainPosition.X = r.Next(0, 1900);
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RainPosition.X = r.Next(0, 1900);
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RainPosition.Y = r.Next(0, 1950);
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RainPosition.Y = r.Next(0, 1950);
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WindSpeed.X = GetRandomNumber(-1f, 1f) / 500;
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float coef = GetRandomNumber(-1f, 1f);
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WindSpeed.Y = GetRandomNumber(-1f, 1f) / 500;
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if (coef < 0)
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coef = -1.0f;
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else
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coef = 1.0f;
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WindSpeed.X = GetRandomNumber(0.9f, 1f) / 50 * coef;
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WindSpeed.Y = GetRandomNumber(0.9f, 1f) / 50 * coef;
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//RainfallMap = PerlinNoise.LoadImage("C:\\Users\\Joel\\source\\repos\\Oskars Repo\\Game1\\Content\\Rainfall.png");
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//RainfallMap = PerlinNoise.LoadImage("C:\\Users\\Joel\\source\\repos\\Oskars Repo\\Game1\\Content\\Rainfall.png");
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RainfallMap = PerlinNoise.LoadImage("C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/Rainfall.png");
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RainfallMap = PerlinNoise.LoadImage("C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/Rainfall.png");
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}
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}
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@ -215,17 +220,17 @@ class Farm
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private void updateRainMapPosition(Vector2 Size)
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private void updateRainMapPosition(Vector2 Size)
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{
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{
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float x, y;
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double x, y;
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x = WindSpeed.X + GetRandomNumber(-1f, 1f) / 20000;
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x = WindSpeed.X + GetRandomNumber(-1f, 1f) / 20000;
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y = WindSpeed.Y + GetRandomNumber(-1f, 1f) / 20000;
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y = WindSpeed.Y + GetRandomNumber(-1f, 1f) / 20000;
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if (x <= 0.02f && x >= -0.02f)
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if (x <= 0.02f && x >= -0.02f)
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{
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{
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WindSpeed.X = x;
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WindSpeed.X = (float)x;
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}
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}
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if (y < 0.02f && y > -0.02f)
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if (y < 0.02f && y > -0.02f)
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{
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{
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WindSpeed.Y = y;
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WindSpeed.Y = (float)y;
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}
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}
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if (WindSpeed.X > 0 && RainPosition.X < 2000)
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if (WindSpeed.X > 0 && RainPosition.X < 2000)
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@ -19,9 +19,9 @@ class SoilProperties
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public float Phosphorous;
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public float Phosphorous;
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public float Rainfall;
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public float Rainfall;
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public float prevRainfall;
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public float prevRainfall;
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public float NitrogenDegradeRate = 1.0f - (1.0f/55 * 40);
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public float NitrogenDegradeRate = 0.8f;
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public float PotassiumDegradeRate = 1.0f - (1.0f/28 * 23);
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public float PotassiumDegradeRate = 0.3f;
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public float PhosphorousDegradeRate = 1.0f - (1.0f/60 * 37);
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public float PhosphorousDegradeRate = 0.6f;
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public int Capacity = 80;
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public int Capacity = 80;
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public int Area;
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public int Area;
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@ -11,7 +11,7 @@ using Microsoft.ML.Trainers.LightGbm;
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class MLModel
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class MLModel
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{
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{
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private static MLContext mlContext = new MLContext(seed: 1);
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private static MLContext mlContext = new MLContext(seed: 1);
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/*
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private static string path = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/Fertilizer_Prediction.csv";
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private static string path = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/Fertilizer_Prediction.csv";
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private static string modelpath = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodel";
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private static string modelpath = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodel";
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private static string report = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report";
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private static string report = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report";
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@ -19,7 +19,7 @@ class MLModel
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private static string pathBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/BigFertPredict.csv";
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private static string pathBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/BigFertPredict.csv";
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private static string modelpathBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodelBig";
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private static string modelpathBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodelBig";
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private static string reportBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report_BigModel";
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private static string reportBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report_BigModel";
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*/
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/*
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private static string pathBig = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/BigFertPredict.csv";
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private static string pathBig = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/BigFertPredict.csv";
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private static string modelpathBig = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/MLmodelBig";
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private static string modelpathBig = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/MLmodelBig";
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private static string reportBig = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/report_BigModel";
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private static string reportBig = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/report_BigModel";
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@ -27,7 +27,7 @@ class MLModel
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private static string path = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/Fertilizer_Prediction.csv";
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private static string path = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/Fertilizer_Prediction.csv";
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private static string modelpath = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/MLmodel";
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private static string modelpath = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/MLmodel";
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private static string report = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/report";
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private static string report = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/report";
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*/
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// Loading data, creatin and saving ML model for smaller dataset (100)
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// Loading data, creatin and saving ML model for smaller dataset (100)
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public static void CreateModel()
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public static void CreateModel()
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{
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{
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@ -13,7 +13,7 @@ namespace Game1.Sources.ML_Joel
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class Model
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class Model
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{
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{
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private static MLContext mlContext = new MLContext(seed: 1);
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private static MLContext mlContext = new MLContext(seed: 1);
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/*
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private static string path = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/Rainfall.csv";
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private static string path = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/Rainfall.csv";
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private static string modelpath = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodel_Joel";
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private static string modelpath = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodel_Joel";
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private static string report = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report_Joel";
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private static string report = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report_Joel";
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private static string path_area = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/Rainfall_area.csv";
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private static string path_area = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/Rainfall_area.csv";
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private static string modelpath_area = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodel_Joel_area";
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private static string modelpath_area = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodel_Joel_area";
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private static string report_area = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report_Joel_area";
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private static string report_area = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report_Joel_area";
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*/
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/*
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private static string path = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/Rainfall.csv";
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private static string path = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/Rainfall.csv";
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private static string modelpath = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/MLmodel_Joel";
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private static string modelpath = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/MLmodel_Joel";
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private static string report = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/report_Joel";
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private static string report = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/report_Joel";
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@ -30,7 +30,7 @@ namespace Game1.Sources.ML_Joel
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private static string path_area = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/Rainfall_area.csv";
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private static string path_area = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/Rainfall_area.csv";
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private static string modelpath_area = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/MLmodel_Joel_area";
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private static string modelpath_area = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/MLmodel_Joel_area";
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private static string report_area = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/report_Joel_area";
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private static string report_area = "C:/Users/Joel/source/repos/Oskars Repo/Game1/Content/ML/report_Joel_area";
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*/
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// Loading data, creatin and saving ML model for smaller dataset (100)
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// Loading data, creatin and saving ML model for smaller dataset (100)
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public static void CreateModel()
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public static void CreateModel()
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{
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{
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@ -16,6 +16,7 @@ class Inventory
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private int[] totalFertilizerUsed = new int[8];
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private int[] totalFertilizerUsed = new int[8];
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private Cargo cargo = new Cargo();
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private Cargo cargo = new Cargo();
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private Cargo itemStorage = new Cargo();
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private Cargo itemStorage = new Cargo();
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private int Refills = 0;
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// Item list by index:
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// Item list by index:
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// ---------------------------------------
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// ---------------------------------------
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@ -128,17 +129,63 @@ class Inventory
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for (int i = 0; i <= 10; i++)
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for (int i = 0; i <= 10; i++)
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while (useItem(i, 1, true)) ;
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while (useItem(i, 1, true)) ;
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}
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}
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public void fillWithFertilizer()
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public void fillWithFertilizer()
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{
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{
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int i = 0;
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Refills++;
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while (getWeight() < getMaxWeight())
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int fert_amount = 7;
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float weightPerFertilizer = maxWeight / fert_amount;
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float min = weightPerFertilizer / 10;
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float max = (2 * weightPerFertilizer) - min;
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float expectedUse = Refills * weightPerFertilizer;
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double[] useFactor = new double[fert_amount];
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for (int i = 0; i < fert_amount; i++)
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{
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{
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if (i > 6)
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if (Refills <= 1)
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i = 0;
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useFactor[i] = weightPerFertilizer;
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addItem(i, 0);
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else
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i++;
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if (totalFertilizerUsed[i] / expectedUse + 0.85f > 1.0f)
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useFactor[i] = Math.Round(Math.Pow((totalFertilizerUsed[i] / expectedUse) + 0.50f, 0.6f + Math.Min(Refills / 6.0f, 1.0f)) * weightPerFertilizer);
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else
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useFactor[i] = Math.Round(Math.Pow((totalFertilizerUsed[i] / expectedUse) + 0.50f, 1.0f + Math.Min(Refills / 6.0f, 1.8f)) * weightPerFertilizer);
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if (useFactor[i] < min)
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useFactor[i] = min;
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else if (useFactor[i] > max)
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useFactor[i] = max;
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}
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int j = 0;
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bool change = false;
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while (getWeight() < getMaxWeight() - fert_amount)
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{
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if (useFactor[j] > 0)
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{
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addItem(j, 0);
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useFactor[j]--;
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change = true;
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}
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j++;
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if (j >= fert_amount)
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{
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if (!change)
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break;
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else
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{
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j = 0;
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change = false;
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}
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}
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}
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int m = 0;
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while (getWeight() < getMaxWeight()- fert_amount)
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{
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if (m > 6)
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m = 0;
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addItem(m, 0);
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m++;
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}
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}
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}
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}
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