From d9ff997ea3056e68b0dff16f79560c9d6c16cbdc Mon Sep 17 00:00:00 2001 From: BOTLester <58360400+BOTLester@users.noreply.github.com> Date: Wed, 6 May 2020 16:27:14 +0200 Subject: [PATCH] Implemented Tree based ML algorithm --- Game1.sln | 6 + Game1/Content/ML/BigFertPredict.csv | 1600 +++++++++++++++++ Game1/Content/ML/Fertilizer_Prediction.csv | 100 ++ Game1/Content/ML/MLmodel | Bin 0 -> 10583124 bytes Game1/Content/ML/MLmodelBig | Bin 0 -> 860648 bytes Game1/Content/ML/report | 3 + Game1/Content/ML/report_BigModel | 3 + Game1/Content/MLmodel | Bin 0 -> 10605710 bytes Game1/Game1.csproj | 138 +- Game1/Properties/Resources.Designer.cs | 84 + Game1/Properties/Resources.resx | 124 ++ Game1/Resources/TextFile1.txt | 0 Game1/Sources/ML/Data/FertPredictDataset.csv | 1600 +++++++++++++++++ .../Sources/ML/Data/Fertilizer Prediction.csv | 100 ++ Game1/Sources/ML/InOut/BigModelInput.cs | 43 + Game1/Sources/ML/InOut/BigModelOutput.cs | 15 + Game1/Sources/ML/InOut/ModelInput.cs | 40 + Game1/Sources/ML/InOut/ModelOutput.cs | 17 + Game1/Sources/ML/MLModel.cs | 180 ++ Game1/Sources/Pathing/A-Star/Astar.cs | 1 + Game1/app.config | 29 +- Game1/packages.config | 15 - MigrationBackup/7a07b01e/Game1/Game1.csproj | 210 +++ .../7a07b01e/Game1/NuGetUpgradeLog.html | 174 ++ .../7a07b01e/Game1/packages.config | 18 + 25 files changed, 4421 insertions(+), 79 deletions(-) create mode 100644 Game1/Content/ML/BigFertPredict.csv create mode 100644 Game1/Content/ML/Fertilizer_Prediction.csv create mode 100644 Game1/Content/ML/MLmodel create mode 100644 Game1/Content/ML/MLmodelBig create mode 100644 Game1/Content/ML/report create mode 100644 Game1/Content/ML/report_BigModel create mode 100644 Game1/Content/MLmodel create mode 100644 Game1/Properties/Resources.Designer.cs create mode 100644 Game1/Properties/Resources.resx create mode 100644 Game1/Resources/TextFile1.txt create mode 100644 Game1/Sources/ML/Data/FertPredictDataset.csv create mode 100644 Game1/Sources/ML/Data/Fertilizer Prediction.csv create mode 100644 Game1/Sources/ML/InOut/BigModelInput.cs create mode 100644 Game1/Sources/ML/InOut/BigModelOutput.cs create mode 100644 Game1/Sources/ML/InOut/ModelInput.cs create mode 100644 Game1/Sources/ML/InOut/ModelOutput.cs create mode 100644 Game1/Sources/ML/MLModel.cs delete mode 100644 Game1/packages.config create mode 100644 MigrationBackup/7a07b01e/Game1/Game1.csproj create mode 100644 MigrationBackup/7a07b01e/Game1/NuGetUpgradeLog.html create mode 100644 MigrationBackup/7a07b01e/Game1/packages.config diff --git a/Game1.sln b/Game1.sln index cc8e21a..ef74ef7 100644 --- a/Game1.sln +++ b/Game1.sln @@ -7,12 +7,18 @@ Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Game1", "Game1\Game1.csproj EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution + Debug|x64 = Debug|x64 Debug|x86 = Debug|x86 + Release|x64 = Release|x64 Release|x86 = Release|x86 EndGlobalSection GlobalSection(ProjectConfigurationPlatforms) = postSolution + {650E4519-2DEF-496F-AC3B-3C794DC7CF0D}.Debug|x64.ActiveCfg = Debug|x64 + {650E4519-2DEF-496F-AC3B-3C794DC7CF0D}.Debug|x64.Build.0 = Debug|x64 {650E4519-2DEF-496F-AC3B-3C794DC7CF0D}.Debug|x86.ActiveCfg = Debug|x86 {650E4519-2DEF-496F-AC3B-3C794DC7CF0D}.Debug|x86.Build.0 = Debug|x86 + {650E4519-2DEF-496F-AC3B-3C794DC7CF0D}.Release|x64.ActiveCfg = Release|x64 + {650E4519-2DEF-496F-AC3B-3C794DC7CF0D}.Release|x64.Build.0 = Release|x64 {650E4519-2DEF-496F-AC3B-3C794DC7CF0D}.Release|x86.ActiveCfg = Release|x86 {650E4519-2DEF-496F-AC3B-3C794DC7CF0D}.Release|x86.Build.0 = Release|x86 EndGlobalSection diff --git a/Game1/Content/ML/BigFertPredict.csv b/Game1/Content/ML/BigFertPredict.csv new file mode 100644 index 0000000..edfc95f --- /dev/null +++ b/Game1/Content/ML/BigFertPredict.csv @@ -0,0 +1,1600 @@ +Ca,Mg,K,S,N,Lime,C,P,Moisture,class +0.7,0.6,0.8,0.8,0.7,0.8,0.3,0.1,0.9,4 +0.5,0.5,0.4,0.3,0.5,0.7,0.5,0.7,0.8,2 +0.6,0.8,0.1,0.3,0.7,0.5,0.5,0.6,0.6,2 +0.7,0.7,0.7,0.5,0.8,0.7,0.4,0.1,0.7,4 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+1,100 @@ +Temparature,Humidity ,Moisture,Soil Type,Crop Type,Nitrogen,Potassium,Phosphorous,Fertilizer Name +26,52,38,Sandy,Maize,37,0,0,Urea +29,52,45,Loamy,Sugarcane,12,0,36,DAP +34,65,62,Black,Cotton,7,9,30,14-35-14 +32,62,34,Red,Tobacco,22,0,20,28-28 +28,54,46,Clayey,Paddy,35,0,0,Urea +26,52,35,Sandy,Barley,12,10,13,17-17-17 +25,50,64,Red,Cotton,9,0,10,20-20 +33,64,50,Loamy,Wheat,41,0,0,Urea +30,60,42,Sandy,Millets,21,0,18,28-28 +29,58,33,Black,Oil seeds,9,7,30,14-35-14 +27,54,28,Clayey,Pulses,13,0,40,DAP +31,62,48,Sandy,Maize,14,15,12,17-17-17 +25,50,65,Loamy,Cotton,36,0,0,Urea +32,62,41,Clayey,Paddy,24,0,22,28-28 +26,52,31,Red,Ground Nuts,14,0,41,DAP +31,62,49,Black,Sugarcane,10,13,14,17-17-17 +33,64,34,Clayey,Pulses,38,0,0,Urea +25,50,39,Sandy,Barley,21,0,19,28-28 +28,54,65,Black,Cotton,39,0,0,Urea +29,58,52,Loamy,Wheat,13,0,36,DAP +30,60,44,Sandy,Millets,10,0,9,20-20 +34,65,53,Loamy,Sugarcane,12,14,12,17-17-17 +35,68,33,Red,Tobacco,11,0,37,DAP +28,54,37,Black,Millets,36,0,0,Urea +33,64,39,Clayey,Paddy,13,0,10,20-20 +26,52,44,Sandy,Maize,23,0,20,28-28 +30,60,63,Red,Cotton,9,9,29,14-35-14 +32,62,30,Loamy,Sugarcane,38,0,0,Urea +37,70,32,Black,Oil seeds,12,0,39,DAP +26,52,36,Clayey,Pulses,14,0,13,20-20 +29,58,40,Red,Ground Nuts,24,0,23,28-28 +30,60,27,Loamy,Sugarcane,12,0,40,DAP +34,65,38,Clayey,Paddy,39,0,0,Urea +36,68,38,Sandy,Barley,7,9,30,14-35-14 +26,52,48,Loamy,Wheat,23,0,19,28-28 +28,54,35,Black,Millets,41,0,0,Urea +30,60,61,Loamy,Cotton,8,10,31,14-35-14 +37,70,37,Clayey,Paddy,12,0,41,DAP +25,50,26,Red,Ground Nuts,15,14,11,17-17-17 +29,58,34,Sandy,Millets,15,0,37,DAP +27,54,30,Clayey,Pulses,13,0,13,20-20 +30,60,58,Loamy,Sugarcane,10,7,32,14-35-14 +32,62,34,Red,Tobacco,22,0,24,28-28 +34,65,60,Black,Sugarcane,35,0,0,Urea +35,67,42,Sandy,Barley,10,0,35,DAP +38,70,48,Loamy,Wheat,8,8,28,14-35-14 +26,52,32,Black,Oil seeds,12,0,8,20-20 +29,58,43,Clayey,Paddy,24,0,18,28-28 +30,60,29,Red,Ground Nuts,41,0,0,Urea +33,64,51,Sandy,Maize,5,9,29,14-35-14 +34,65,31,Red,Tobacco,23,0,21,28-28 +36,68,33,Black,Oil seeds,13,0,14,20-20 +28,54,38,Clayey,Pulses,40,0,0,Urea +30,60,47,Sandy,Barley,12,0,42,DAP +31,62,63,Red,Cotton,11,12,15,17-17-17 +27,53,43,Black,Millets,23,0,24,28-28 +34,65,54,Loamy,Wheat,38,0,0,Urea +29,58,37,Sandy,Millets,8,0,15,20-20 +25,50,56,Loamy,Sugarcane,11,13,15,17-17-17 +32,62,34,Red,Ground Nuts,15,0,37,DAP +28,54,41,Clayey,Paddy,36,0,0,Urea +30,60,49,Loamy,Wheat,13,0,9,20-20 +34,65,64,Black,Cotton,24,0,20,28-28 +28,54,47,Sandy,Barley,5,18,15,10-26-26 +27,53,35,Black,Oil seeds,37,0,0,Urea +36,68,62,Red,Cotton,15,0,40,DAP +34,65,57,Black,Sugarcane,9,0,13,20-20 +29,58,55,Loamy,Sugarcane,8,8,33,14-35-14 +25,50,40,Clayey,Pulses,6,19,16,10-26-26 +30,60,38,Sandy,Millets,10,0,14,20-20 +26,52,39,Clayey,Pulses,21,0,23,28-28 +31,62,32,Red,Tobacco,39,0,0,Urea +34,65,48,Loamy,Wheat,23,0,19,28-28 +27,53,34,Black,Oil seeds,42,0,0,Urea +33,64,31,Red,Ground Nuts,13,0,39,DAP +29,58,42,Clayey,Paddy,9,10,22,14-35-14 +30,60,47,Sandy,Maize,22,0,21,28-28 +27,53,59,Loamy,Sugarcane,10,0,15,20-20 +26,52,36,Clayey,Pulses,7,16,20,10-26-26 +34,65,63,Red,Cotton,14,0,38,DAP +28,54,43,Clayey,Paddy,10,8,29,14-35-14 +30,60,40,Sandy,Millets,41,0,0,Urea +29,58,65,Black,Cotton,14,0,35,DAP +26,52,59,Loamy,Sugarcane,11,0,9,20-20 +31,62,44,Sandy,Barley,21,0,28,28-28 +35,67,28,Clayey,Pulses,8,7,31,14-35-14 +29,58,30,Red,Tobacco,13,17,16,10-26-26 +27,53,30,Black,Millets,35,0,0,Urea +36,68,50,Loamy,Wheat,12,18,19,10-26-26 +29,58,61,Loamy,Cotton,11,0,38,DAP +30,60,26,Black,Oil seeds,8,9,30,14-35-14 +34,65,45,Clayey,Paddy,6,19,21,10-26-26 +36,68,41,Red,Ground Nuts,41,0,0,Urea +28,54,25,Sandy,Maize,9,10,30,14-35-14 +25,50,32,Clayey,Pulses,24,0,19,28-28 +30,60,27,Red,Tobacco,4,17,17,10-26-26 +38,72,51,Loamy,Wheat,39,0,0,Urea +36,60,43,Sandy,Millets,15,0,41,DAP +29,58,57,Black,Sugarcane,12,0,10,20-20 diff --git a/Game1/Content/ML/MLmodel b/Game1/Content/ML/MLmodel new file mode 100644 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