forked from s425077/PotatoPlan
ML fixes
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34a0e8bd3a
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3647b10dc5
@ -63,9 +63,7 @@ namespace Game1
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cropTypesNames[10] = "Tobacco";
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cropTypesNames[11] = "Wheat";
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Engine.init();
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@ -33,9 +33,9 @@ class CropTypesHolder
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cropTypes[1].Temparature = 30.1f;
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cropTypes[1].Humidity = 59.0f;
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cropTypes[1].Moisture = 41.7f;
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cropTypes[1].Nitrogen = 35 + 12.6f;
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cropTypes[1].Potassium = 20 + 5.3f;
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cropTypes[1].Phosphorous = 32 + 26.0f;
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cropTypes[1].Nitrogen = 21 + 12.6f;
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cropTypes[1].Potassium = 10 + 5.3f;
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cropTypes[1].Phosphorous = 20 + 26.0f;
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// Cotton
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@ -50,9 +50,9 @@ class CropTypesHolder
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cropTypes[2].Temparature = 30.4f;
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cropTypes[2].Humidity = 59.6f;
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cropTypes[2].Moisture = 63.2f;
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cropTypes[2].Nitrogen = 35 + 16.4f;
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cropTypes[2].Potassium = 20 + 3.3f;
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cropTypes[2].Phosphorous = 32 + 23.8f;
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cropTypes[2].Nitrogen = 21 + 16.4f;
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cropTypes[2].Potassium = 10 + 3.3f;
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cropTypes[2].Phosphorous = 20 + 23.8f;
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// Ground Nuts
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cropTypes[3] = new CropTypes();
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@ -63,9 +63,9 @@ class CropTypesHolder
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cropTypes[3].Temparature = 30.1f;
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cropTypes[3].Humidity = 59.1f;
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cropTypes[3].Moisture = 33.1f;
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cropTypes[3].Nitrogen = 35 + 23.3f;
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cropTypes[3].Potassium = 20 + 2.0f;
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cropTypes[3].Phosphorous = 32 + 21.6f;
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cropTypes[3].Nitrogen = 21 + 23.3f;
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cropTypes[3].Potassium = 10 + 2.0f;
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cropTypes[3].Phosphorous = 20 + 21.6f;
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// Maize
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@ -77,9 +77,9 @@ class CropTypesHolder
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cropTypes[4].Temparature = 29.0f;
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cropTypes[4].Humidity = 57.3f;
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cropTypes[4].Moisture = 42.2f;
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cropTypes[4].Nitrogen = 35 + 18.3f;
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cropTypes[4].Potassium = 20 + 5.7f;
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cropTypes[4].Phosphorous = 32 + 18.7f;
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cropTypes[4].Nitrogen = 21 + 18.3f;
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cropTypes[4].Potassium = 10 + 5.7f;
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cropTypes[4].Phosphorous = 20 + 18.7f;
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// Millets
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cropTypes[5] = new CropTypes();
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@ -92,9 +92,9 @@ class CropTypesHolder
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cropTypes[5].Temparature = 29.5f;
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cropTypes[5].Humidity = 57.3f;
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cropTypes[5].Moisture = 38.5f;
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cropTypes[5].Nitrogen = 35 + 23.2f;
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cropTypes[5].Potassium = 20 + 0.1f;
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cropTypes[5].Phosphorous = 32 + 14.4f;
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cropTypes[5].Nitrogen = 21 + 23.2f;
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cropTypes[5].Potassium = 10 + 0.1f;
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cropTypes[5].Phosphorous = 20 + 14.4f;
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//Oil Seeds
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cropTypes[6] = new CropTypes();
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@ -105,9 +105,9 @@ class CropTypesHolder
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cropTypes[6].Temparature = 30.3f;
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cropTypes[6].Humidity = 59.1f;
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cropTypes[6].Moisture = 32.1f;
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cropTypes[6].Nitrogen = 35 + 19.0f;
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cropTypes[6].Potassium = 20 + 2.3f;
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cropTypes[6].Phosphorous = 32 + 17.3f;
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cropTypes[6].Nitrogen = 21 + 19.0f;
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cropTypes[6].Potassium = 10 + 2.3f;
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cropTypes[6].Phosphorous = 20 + 17.3f;
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//Paddys
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cropTypes[7] = new CropTypes();
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@ -118,9 +118,9 @@ class CropTypesHolder
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cropTypes[7].Temparature = 31.2f;
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cropTypes[7].Humidity = 60.4f;
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cropTypes[7].Moisture = 41.5f;
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cropTypes[7].Nitrogen = 35 + 20.8f;
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cropTypes[7].Potassium = 20 + 3.7f;
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cropTypes[7].Phosphorous = 32 + 16.3f;
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cropTypes[7].Nitrogen = 21 + 20.8f;
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cropTypes[7].Potassium = 10 + 3.7f;
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cropTypes[7].Phosphorous = 20 + 16.3f;
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//Pulses
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cropTypes[8] = new CropTypes();
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@ -131,9 +131,9 @@ class CropTypesHolder
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cropTypes[8].Temparature = 27.8f;
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cropTypes[8].Humidity = 54.9f;
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cropTypes[8].Moisture = 34.1f;
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cropTypes[8].Nitrogen = 35 + 18.4f;
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cropTypes[8].Potassium = 20 + 4.2f;
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cropTypes[8].Phosphorous = 32 + 17.5f;
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cropTypes[8].Nitrogen = 21 + 18.4f;
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cropTypes[8].Potassium = 10 + 4.2f;
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cropTypes[8].Phosphorous = 20 + 17.5f;
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//Sugarcane
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cropTypes[9] = new CropTypes();
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@ -146,9 +146,9 @@ class CropTypesHolder
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cropTypes[9].Temparature = 30.0f;
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cropTypes[9].Humidity = 58.6f;
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cropTypes[9].Moisture = 51.2f;
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cropTypes[9].Nitrogen = 35 + 14.6f;
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cropTypes[9].Potassium = 20 + 4.2f;
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cropTypes[9].Phosphorous = 32 + 17.6f;
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cropTypes[9].Nitrogen = 21 + 14.6f;
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cropTypes[9].Potassium = 10 + 4.2f;
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cropTypes[9].Phosphorous = 20 + 17.6f;
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//Tobacco
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@ -160,9 +160,9 @@ class CropTypesHolder
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cropTypes[10].Temparature = 31.9f;
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cropTypes[10].Humidity = 62.4f;
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cropTypes[10].Moisture = 31.6f;
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cropTypes[10].Nitrogen = 35 + 19.1f;
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cropTypes[10].Potassium = 20 + 4.9f;
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cropTypes[10].Phosphorous = 32 + 19.3f;
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cropTypes[10].Nitrogen = 21 + 19.1f;
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cropTypes[10].Potassium = 10 + 4.9f;
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cropTypes[10].Phosphorous = 20 + 19.3f;
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//Wheat
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@ -174,9 +174,9 @@ class CropTypesHolder
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cropTypes[11].Temparature = 33.1f;
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cropTypes[11].Humidity = 63.8f;
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cropTypes[11].Moisture = 50.0f;
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cropTypes[11].Nitrogen = 35 + 23.3f;
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cropTypes[11].Potassium = 20 + 2.9f;
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cropTypes[11].Phosphorous = 32 + 14.4f;
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cropTypes[11].Nitrogen = 21 + 23.3f;
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cropTypes[11].Potassium = 10 + 2.9f;
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cropTypes[11].Phosphorous = 20 + 14.4f;
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}
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@ -55,13 +55,30 @@ class Crops
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soilProperties.Nitrogen += fertilizer.Nitrogen;
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soilProperties.Phosphorous += fertilizer.Phosphorus;
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soilProperties.Potassium += fertilizer.Potassium;
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if (soilProperties.Nitrogen > 42)
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soilProperties.Nitrogen = 42;
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if (soilProperties.Phosphorous > 42)
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soilProperties.Phosphorous = 42;
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if (soilProperties.Potassium > 19)
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soilProperties.Potassium = 19;
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}
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public bool isSaturated()
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{
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if (soilProperties.Nitrogen > 52 && (soilProperties.Phosphorous > 57 || soilProperties.Potassium > 25))
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if (soilProperties.Nitrogen > 40 && (soilProperties.Phosphorous > 40 || soilProperties.Potassium > 17))
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return true;
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if (soilProperties.Phosphorous > 57 && soilProperties.Potassium > 25)
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if (soilProperties.Phosphorous > 40 && soilProperties.Potassium > 17)
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return true;
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return false;
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}
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public bool isSaturated(int threshold)
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{
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if (soilProperties.Nitrogen > 40 - threshold && (soilProperties.Phosphorous > 40 - threshold || soilProperties.Potassium > 17 - (threshold * 17/40)))
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return true;
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if (soilProperties.Phosphorous > 40 - threshold && soilProperties.Potassium > 17 - (threshold *17/40))
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return true;
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return false;
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}
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@ -20,7 +20,7 @@ class SoilProperties
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public float NitrogenDegradeRate = 1.0f - (1.0f/55 * 40);
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public float PotassiumDegradeRate = 1.0f - (1.0f/28 * 23);
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public float PhosphorousDegradeRate = 1.0f - (1.0f/60 * 37);
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public int Capacity = 150;
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public int Capacity = 80;
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public void setSoilProperties()
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{
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@ -48,9 +48,9 @@ class SoilProperties
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Temperature = GetRandomNumber(22, 30);
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Humidity = Temperature * GetRandomNumber(1.9, 2.1);
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Moisture = GetRandomNumber(20, 70);
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Nitrogen = GetRandomNumber(4 , 55);
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Potassium = GetRandomNumber(0.01f, 28);
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Phosphorous = GetRandomNumber(0.01f, 60);
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Nitrogen = GetRandomNumber(4 , 42); //was 4, 60
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Potassium = GetRandomNumber(0.01f, 19); // was 0, 28
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Phosphorous = GetRandomNumber(0.01f, 42); // was 0, 60
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}
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public float GetRandomNumber(double minimum, double maximum)
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@ -9,7 +9,12 @@ using Microsoft.ML;
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static class Engine
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{
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private static MLContext mlContext = new MLContext(seed: 1);
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private static PredictionEngine<ModelInput, ModelOutput> PredictionEngine = MLModel.CreateEngine();
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private static PredictionEngine<ModelInput, ModelOutput> PredictionEngine;
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public static void init()
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{
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PredictionEngine = MLModel.CreateEngine();
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}
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public static string PredictFertilizer(Crops crop, CropTypes cropTypes)
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{
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@ -98,63 +98,63 @@ class FertilizerHolder
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{
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ID = 0,
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Name = "10-26-26",
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Nitrogen = 26.0f / 5,
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Phosphorus = 30 * 0.436f / 5,
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Potassium = 6 * 0.83f / 5
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Nitrogen = 17.21f / 5,
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Phosphorus = 12.14f / 5,
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Potassium = 0.64f / 5
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};
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FertilizerType[2] = new Fertilizer
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{
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ID = 1,
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Name = "14-35-14",
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Nitrogen = 24.0f / 5,
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Phosphorus = 17 * 0.436f / 5,
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Potassium = 22 * 0.83f / 5
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Nitrogen = 16.89f / 5,
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Phosphorus = 6.21f / 5,
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Potassium = 5.21f / 5
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};
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FertilizerType[3] = new Fertilizer
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{
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ID = 2,
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Name = "17-17-17",
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Nitrogen = 17.0f / 5,
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Phosphorus = 17 * 0.436f / 5,
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Potassium = 17 * 0.83f / 5
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Nitrogen = 14.92f / 5,
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Phosphorus = 14.42f / 5,
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Potassium = 3.0f / 5
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};
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FertilizerType[4] = new Fertilizer
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{
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ID = 3,
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Name = "20-20",
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Nitrogen = 10.0f / 5,
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Phosphorus = 10 * 0.436f / 5,
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Potassium = 20 * 0.83f / 5
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Nitrogen = 15.39f / 5,
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Phosphorus = 15.21f / 5,
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Potassium = 9.5f / 5
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};
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FertilizerType[5] = new Fertilizer
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{
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ID = 4,
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Name = "28-28",
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Nitrogen = 14.0f / 5,
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Phosphorus = 14 * 0.436f / 5,
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Potassium = 28 * 0.83f / 5
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Nitrogen = 9.67f / 5,
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Phosphorus = 10.47f / 5,
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Potassium = 9.5f / 5
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};
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FertilizerType[6] = new Fertilizer
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{
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ID = 5,
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Name = "DAP",
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Nitrogen = 12.0f / 5,
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Phosphorus = 18 * 0.436f / 5,
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Potassium = 34 * 0.83f / 5
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Nitrogen = 14.52f / 5,
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Phosphorus = 1.77f / 5,
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Potassium = 9.5f / 5
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};
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FertilizerType[7] = new Fertilizer
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{
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ID = 6,
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Name = "Urea",
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Nitrogen = 0.0f / 5,
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Phosphorus = 23 * 0.436f / 5,
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Potassium = 23 * 0.83f / 5
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Nitrogen = 1.81f / 5,
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Phosphorus = 21.0f / 5,
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Potassium = 9.5f / 5
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};
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}
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@ -63,7 +63,7 @@ class AI
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{
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if (farm.getCrop(x, y).getStatus() >= 2 && tractorPos != new Vector2(x, y))
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{
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if (farm.getCrop(x, y).isSaturated() || !farm.getCrop(x, y).belowCapacity())
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if (farm.getCrop(x, y).isSaturated(5) || !farm.getCrop(x, y).belowCapacity())
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{
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//do nothing
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}
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@ -93,17 +93,18 @@ class AI
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int y = (int)tractorPos.Y;
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Fertilizer fertilizer = new Fertilizer();
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fertilizerHolder.init();
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if (farm.getCrop(x, y).getStatus() >= 2)
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{
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fertilizer = fertilizerHolder.GetFertilizer(Engine.PredictFertilizer(farm.getCrop(x, y), farm.getPresetCropTypes(farm.getCrop(x, y).getCropType())));
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while (!(farm.getCrop(x, y).isSaturated()) && farm.getCrop(x, y).belowCapacity() && inventory.useItem(fertilizerHolder.GetFertilizerID(fertilizer.Name), 0))
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{
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farm.getCrop(x, y).Fertilize(fertilizer);
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fertilizer = fertilizerHolder.GetFertilizer(Engine.PredictFertilizer(farm.getCrop(x, y), farm.getPresetCropTypes(farm.getCrop(x, y).getCropType())));
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System.Threading.Thread.Sleep(5);
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}
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}
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if (farm.getCrop(x, y).getCropTimer() == 1)
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{
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if (farm.getCrop(x, y).getStatus() == 2)
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{
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fertilizer = fertilizerHolder.GetFertilizer(Engine.PredictFertilizer(farm.getCrop(x, y), farm.getPresetCropTypes(farm.getCrop(x, y).getCropType())));
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while (!(farm.getCrop(x, y).isSaturated()) && farm.getCrop(x, y).belowCapacity() && inventory.useItem(fertilizerHolder.GetFertilizerID(fertilizer.Name), 0))
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{
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farm.getCrop(x, y).Fertilize(fertilizer);
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fertilizer = fertilizerHolder.GetFertilizer(Engine.PredictFertilizer(farm.getCrop(x, y), farm.getPresetCropTypes(farm.getCrop(x, y).getCropType())));
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}
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}
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farm.setCropStatus(tractorPos.X, tractorPos.Y);
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if (farm.getCrop(x, y).getStatus() == 2)
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{
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@ -135,20 +136,20 @@ class AI
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CropTypes avgHold = holder.getPresetCropTypes(cropType);
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if (crop.getStatus() == 2)
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statusScore = 25;
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statusScore = 50;
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else if (crop.getStatus() == 3)
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statusScore = -100;
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else
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statusScore = 1;
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if (crop.getCropTimer() == 1)
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timerScore = 999;
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timerScore = 100;
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else
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statusScore = 0;
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score = (int)(crop.getProductionRate(avgHold) * 10);
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if (!crop.isSaturated())
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if (!crop.isSaturated(2))
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saturationScore = 5;
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else
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{
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