Repository navigation
OrtoBuildingDetectionModelConsoleApp
public class OrtoBuildingDetectionModelInheritance System.Object → OrtoBuildingDetectionModel
The prediction engine used to make single predictions on ModelInput.
public static readonly Lazy<PredictionEngine<ModelInput,ModelOutput>> PredictEngine;System.Lazy<Microsoft.ML.PredictionEngine<ModelInput,ModelOutput>>
Indicates whether quoting is allowed in the retraining dataset file.
public const bool RetrainAllowQuoting = False;The path to the training dataset used for retraining the model.
public const string RetrainFilePath = "C:\Users\jakub\Downloads\GIS\ML.tsv";Indicates whether the retraining dataset file contains a header row.
public const bool RetrainHasHeader = True;The separator character used in the retraining dataset file.
public const char RetrainSeparatorChar = ' ';build the pipeline that is used from model builder. Use this function to retrain model.
public static Microsoft.ML.IEstimator<Microsoft.ML.ITransformer> BuildPipeline(Microsoft.ML.MLContext mlContext);mlContext Microsoft.ML.MLContext
The common context for all ML.NET operations.
Microsoft.ML.IEstimator<Microsoft.ML.ITransformer>
The training pipeline as an Microsoft.ML.IEstimator<>.
Permutation feature importance (PFI) is a technique to determine the importance of features in a trained machine learning model. PFI works by taking a labeled dataset, choosing a feature, and permuting the values for that feature across all the examples, so that each example now has a random value for the feature and the original values for all other features. The evaluation metric (e.g. R-squared) is then calculated for this modified dataset, and the change in the evaluation metric from the original dataset is computed. The larger the change in the evaluation metric, the more important the feature is to the model.
PFI typically takes a long time to compute, as the evaluation metric is calculated many times to determine the importance of each feature.
public static System.Collections.Generic.List<System.Tuple<string,double>> CalculatePFI(Microsoft.ML.MLContext mlContext, Microsoft.ML.IDataView trainData, Microsoft.ML.ITransformer model, string labelColumnName);mlContext Microsoft.ML.MLContext
The common context for all ML.NET operations.
trainData Microsoft.ML.IDataView
IDataView used to evaluate the model.
model Microsoft.ML.ITransformer
Model to evaluate.
labelColumnName System.String
Label column being predicted.
System.Collections.Generic.List<System.Tuple<System.String,System.Double>>
A list of each feature and its importance.
Load an IDataView from a file path.
public static Microsoft.ML.IDataView LoadIDataViewFromFile(Microsoft.ML.MLContext mlContext, string inputDataFilePath, char separatorChar, bool hasHeader, bool allowQuoting);mlContext Microsoft.ML.MLContext
The common context for all ML.NET operations.
inputDataFilePath System.String
Path to the data file for training.
separatorChar System.Char
Separator character for delimited training file.
hasHeader System.Boolean
Boolean if training file has a header.
allowQuoting System.Boolean
Boolean if quoting is allowed in the training file.
Microsoft.ML.IDataView
IDataView with loaded training data.
R Squared is a measure of variation between the values predicted by the model and the true values. In a "perfect" model, there would be no variation between predictions and true values.
Here we will plot the predicted values vs the true values for the trained model. This RegressionChart.html is then saved to the location specified by folderPath.
See more information on R Squared at https://en\.wikipedia\.org/wiki/Coefficient\_of\_determination\.
public static void PlotRSquaredValues(Microsoft.ML.IDataView trainData, Microsoft.ML.ITransformer model, string labelColumnName, string folderPath);trainData Microsoft.ML.IDataView
IDataView used to train the model.
model Microsoft.ML.ITransformer
Model used for predictions.
labelColumnName System.String
Name of the predicted label column.
folderPath System.String
The path to the folder where the regression chart HTML file will be saved.
Use this method to predict on ModelInput.
public static OrtoBuildingDetectionModelConsoleApp.OrtoBuildingDetectionModel.ModelOutput Predict(OrtoBuildingDetectionModelConsoleApp.OrtoBuildingDetectionModel.ModelInput input);input ModelInput
model input.
ModelOutput
<seealso cref="T:OrtoBuildingDetectionModelConsoleApp.OrtoBuildingDetectionModel.ModelOutput" />
Retrain model using the pipeline generated as part of the training process.
public static Microsoft.ML.ITransformer RetrainModel(Microsoft.ML.MLContext mlContext, Microsoft.ML.IDataView trainData);mlContext Microsoft.ML.MLContext
The common context for all ML.NET operations.
trainData Microsoft.ML.IDataView
The training dataset to use for retraining the model.
Microsoft.ML.ITransformer
The retrained machine learning model as an Microsoft.ML.ITransformer.
Save a model at the specified path.
public static void SaveModel(Microsoft.ML.MLContext mlContext, Microsoft.ML.ITransformer model, Microsoft.ML.IDataView data, string modelSavePath);mlContext Microsoft.ML.MLContext
The common context for all ML.NET operations.
model Microsoft.ML.ITransformer
Model to save.
IDataView used to train the model.
modelSavePath System.String
File path for saving the model. Should be similar to "C:\YourPath\ModelName.mlnet.
Train a new model with the provided dataset.
public static void Train(string outputModelPath, string inputDataFilePath="C:\\Users\\jakub\\Downloads\\GIS\\ML.tsv", char separatorChar='\t', bool hasHeader=true, bool allowQuoting=false);outputModelPath System.String
File path for saving the model. Should be similar to "C:\YourPath\ModelName.mlnet"
inputDataFilePath System.String
Path to the data file for training.
separatorChar System.Char
Separator character for delimited training file.
hasHeader System.Boolean
Boolean if training file has a header.
allowQuoting System.Boolean
Boolean if quoting is allowed in the training file.
model input class for OrtoBuildingDetectionModel.
public class OrtoBuildingDetectionModel.ModelInputInheritance System.Object → ModelInput
Gets or sets the area.
public float Area { get; set; }Gets or sets the BoundingBox Height.
public float BoundingBox_Height { get; set; }Gets or sets the BoundingBox Width.
public float BoundingBox_Width { get; set; }Gets or sets the BoundingBox X.
public float BoundingBox_X { get; set; }Gets or sets the BoundingBox Y.
public float BoundingBox_Y { get; set; }Gets or sets the Building General Function.
public float Building_General_Function { get; set; }Gets or sets the Building Phase.
public float Building_Phase { get; set; }Gets or sets the County.
public float County { get; set; }Gets or sets the location X-coordinate.
public float Location_X { get; set; }Gets or sets the location Y-coordinate.
public float Location_Y { get; set; }Gets or sets the Municipality.
public float Municipality { get; set; }Gets or sets the population value for the year 2008.
public float Polpulation_2008 { get; set; }Gets or sets the population value for the year 2009.
public float Polpulation_2009 { get; set; }Gets or sets the population value for the year 2010.
public float Polpulation_2010 { get; set; }Gets or sets the population value for the year 2011.
public float Polpulation_2011 { get; set; }Gets or sets the population value for the year 2012.
public float Polpulation_2012 { get; set; }Gets or sets the population value for the year 2013.
public float Polpulation_2013 { get; set; }Gets or sets the population value for the year 2014.
public float Polpulation_2014 { get; set; }Gets or sets the population value for the year 2015.
public float Polpulation_2015 { get; set; }Gets or sets the population value for the year 2016.
public float Polpulation_2016 { get; set; }Gets or sets the population value for the year 2017.
public float Polpulation_2017 { get; set; }Gets or sets the population value for the year 2018.
public float Polpulation_2018 { get; set; }Gets or sets the population value for the year 2019.
public float Polpulation_2019 { get; set; }Gets or sets the population value for the year 2020.
public float Polpulation_2020 { get; set; }Gets or sets the population value for the year 2021.
public float Polpulation_2021 { get; set; }Gets or sets the population value for the year 2022.
public float Polpulation_2022 { get; set; }Gets or sets the population value for the year 2023.
public float Polpulation_2023 { get; set; }Gets or sets the population value for the year 2024.
public float Polpulation_2024 { get; set; }Gets or sets the population value for the year 2025.
public float Polpulation_2025 { get; set; }Gets or sets the predicted bounding box height for the year 2008.
public float Prediction_BoundingBox_Height_2008 { get; set; }Gets or sets the predicted bounding box height for the year 2009.
public float Prediction_BoundingBox_Height_2009 { get; set; }Gets or sets the predicted bounding box height for the year 2010.
public float Prediction_BoundingBox_Height_2010 { get; set; }Gets or sets the predicted bounding box height for the year 2011.
public float Prediction_BoundingBox_Height_2011 { get; set; }Gets or sets the predicted bounding box height for the year 2012.
public float Prediction_BoundingBox_Height_2012 { get; set; }Gets or sets the predicted bounding box height for the year 2013.
public float Prediction_BoundingBox_Height_2013 { get; set; }Gets or sets the predicted bounding box height for the year 2014.
public float Prediction_BoundingBox_Height_2014 { get; set; }Gets or sets the predicted bounding box height for the year 2015.
public float Prediction_BoundingBox_Height_2015 { get; set; }Gets or sets the predicted bounding box height for the year 2016.
public float Prediction_BoundingBox_Height_2016 { get; set; }Gets or sets the predicted bounding box height for the year 2017.
public float Prediction_BoundingBox_Height_2017 { get; set; }Gets or sets the predicted bounding box height for the year 2018.
public float Prediction_BoundingBox_Height_2018 { get; set; }Gets or sets the predicted bounding box height for the year 2019.
public float Prediction_BoundingBox_Height_2019 { get; set; }Gets or sets the predicted bounding box height for the year 2020.
public float Prediction_BoundingBox_Height_2020 { get; set; }Gets or sets the predicted bounding box height for the year 2021.
public float Prediction_BoundingBox_Height_2021 { get; set; }Gets or sets the predicted bounding box height for the year 2022.
public float Prediction_BoundingBox_Height_2022 { get; set; }Gets or sets the predicted bounding box height for the year 2023.
public float Prediction_BoundingBox_Height_2023 { get; set; }Gets or sets the predicted bounding box height for the year 2024.
public float Prediction_BoundingBox_Height_2024 { get; set; }Gets or sets the predicted bounding box height for the year 2025.
public float Prediction_BoundingBox_Height_2025 { get; set; }Gets or sets the predicted bounding box width for the year 2008.
public float Prediction_BoundingBox_Width_2008 { get; set; }Gets or sets the predicted bounding box width for the year 2009.
public float Prediction_BoundingBox_Width_2009 { get; set; }Gets or sets the predicted bounding box width for the year 2010.
public float Prediction_BoundingBox_Width_2010 { get; set; }Gets or sets the predicted bounding box width for the year 2011.
public float Prediction_BoundingBox_Width_2011 { get; set; }Gets or sets the predicted bounding box width for the year 2012.
public float Prediction_BoundingBox_Width_2012 { get; set; }Gets or sets the predicted bounding box width for the year 2013.
public float Prediction_BoundingBox_Width_2013 { get; set; }Gets or sets the predicted bounding box width for the year 2014.
public float Prediction_BoundingBox_Width_2014 { get; set; }Gets or sets the predicted bounding box width for the year 2015.
public float Prediction_BoundingBox_Width_2015 { get; set; }Gets or sets the predicted bounding box width for the year 2016.
public float Prediction_BoundingBox_Width_2016 { get; set; }Gets or sets the predicted bounding box width for the year 2017.
public float Prediction_BoundingBox_Width_2017 { get; set; }Gets or sets the predicted bounding box width for the year 2018.
public float Prediction_BoundingBox_Width_2018 { get; set; }Gets or sets the predicted bounding box width for the year 2019.
public float Prediction_BoundingBox_Width_2019 { get; set; }Gets or sets the predicted bounding box width for the year 2020.
public float Prediction_BoundingBox_Width_2020 { get; set; }Gets or sets the predicted bounding box width for the year 2021.
public float Prediction_BoundingBox_Width_2021 { get; set; }Gets or sets the predicted bounding box width for the year 2022.
public float Prediction_BoundingBox_Width_2022 { get; set; }Gets or sets the predicted bounding box width for the year 2023.
public float Prediction_BoundingBox_Width_2023 { get; set; }Gets or sets the predicted bounding box width for the year 2024.
public float Prediction_BoundingBox_Width_2024 { get; set; }Gets or sets the predicted bounding box width for the year 2025.
public float Prediction_BoundingBox_Width_2025 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2008.
public float Prediction_BoundingBox_X_2008 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2009.
public float Prediction_BoundingBox_X_2009 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2010.
public float Prediction_BoundingBox_X_2010 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2011.
public float Prediction_BoundingBox_X_2011 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2012.
public float Prediction_BoundingBox_X_2012 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2013.
public float Prediction_BoundingBox_X_2013 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2014.
public float Prediction_BoundingBox_X_2014 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2015.
public float Prediction_BoundingBox_X_2015 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2016.
public float Prediction_BoundingBox_X_2016 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2017.
public float Prediction_BoundingBox_X_2017 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2018.
public float Prediction_BoundingBox_X_2018 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2019.
public float Prediction_BoundingBox_X_2019 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2020.
public float Prediction_BoundingBox_X_2020 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2021.
public float Prediction_BoundingBox_X_2021 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2022.
public float Prediction_BoundingBox_X_2022 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2023.
public float Prediction_BoundingBox_X_2023 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2024.
public float Prediction_BoundingBox_X_2024 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2025.
public float Prediction_BoundingBox_X_2025 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2008.
public float Prediction_BoundingBox_Y_2008 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2009.
public float Prediction_BoundingBox_Y_2009 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2010.
public float Prediction_BoundingBox_Y_2010 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2011.
public float Prediction_BoundingBox_Y_2011 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2012.
public float Prediction_BoundingBox_Y_2012 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2013.
public float Prediction_BoundingBox_Y_2013 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2014.
public float Prediction_BoundingBox_Y_2014 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2015.
public float Prediction_BoundingBox_Y_2015 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2016.
public float Prediction_BoundingBox_Y_2016 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2017.
public float Prediction_BoundingBox_Y_2017 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2018.
public float Prediction_BoundingBox_Y_2018 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2019.
public float Prediction_BoundingBox_Y_2019 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2020.
public float Prediction_BoundingBox_Y_2020 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2021.
public float Prediction_BoundingBox_Y_2021 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2022.
public float Prediction_BoundingBox_Y_2022 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2023.
public float Prediction_BoundingBox_Y_2023 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2024.
public float Prediction_BoundingBox_Y_2024 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2025.
public float Prediction_BoundingBox_Y_2025 { get; set; }Gets or sets the prediction confidence value for the year 2008.
public float Prediction_Confidence_2008 { get; set; }Gets or sets the prediction confidence value for the year 2009.
public float Prediction_Confidence_2009 { get; set; }Gets or sets the prediction confidence value for the year 2010.
public float Prediction_Confidence_2010 { get; set; }Gets or sets the prediction confidence value for the year 2011.
public float Prediction_Confidence_2011 { get; set; }Gets or sets the prediction confidence value for the year 2012.
public float Prediction_Confidence_2012 { get; set; }Gets or sets the prediction confidence value for the year 2013.
public float Prediction_Confidence_2013 { get; set; }Gets or sets the prediction confidence value for the year 2014.
public float Prediction_Confidence_2014 { get; set; }Gets or sets the prediction confidence value for the year 2015.
public float Prediction_Confidence_2015 { get; set; }Gets or sets the prediction confidence value for the year 2016.
public float Prediction_Confidence_2016 { get; set; }Gets or sets the prediction confidence value for the year 2017.
public float Prediction_Confidence_2017 { get; set; }Gets or sets the prediction confidence value for the year 2018.
public float Prediction_Confidence_2018 { get; set; }Gets or sets the prediction confidence value for the year 2019.
public float Prediction_Confidence_2019 { get; set; }Gets or sets the prediction confidence value for the year 2020.
public float Prediction_Confidence_2020 { get; set; }Gets or sets the prediction confidence value for the year 2021.
public float Prediction_Confidence_2021 { get; set; }Gets or sets the prediction confidence value for the year 2022.
public float Prediction_Confidence_2022 { get; set; }Gets or sets the prediction confidence value for the year 2023.
public float Prediction_Confidence_2023 { get; set; }Gets or sets the prediction confidence value for the year 2024.
public float Prediction_Confidence_2024 { get; set; }Gets or sets the prediction confidence value for the year 2025.
public float Prediction_Confidence_2025 { get; set; }Gets or sets the reference identifier.
public string Reference { get; set; }Gets or sets the number of storeys.
public float Storeys { get; set; }Gets or sets the Subdivision.
public float Subdivision { get; set; }Gets or sets the Subdivision Calculated Occupancy.
public float Subdivision_Calculated_Occupancy { get; set; }Gets or sets the Subdivision Calculated Occupancy Area.
public float Subdivision_Calculated_Occupancy_Area { get; set; }Gets or sets the Voivodeship.
public float Voivodeship { get; set; }Gets or sets the year the building was built.
public float Year_Built { get; set; }model output class for OrtoBuildingDetectionModel.
public class OrtoBuildingDetectionModel.ModelOutputInheritance System.Object → ModelOutput
Gets or sets the area.
public float Area { get; set; }Gets or sets the BoundingBox Height.
public float BoundingBox_Height { get; set; }Gets or sets the BoundingBox Width.
public float BoundingBox_Width { get; set; }Gets or sets the BoundingBox X.
public float BoundingBox_X { get; set; }Gets or sets the BoundingBox Y.
public float BoundingBox_Y { get; set; }Gets or sets the Building General Function.
public float Building_General_Function { get; set; }Gets or sets the Building Phase.
public float Building_Phase { get; set; }Gets or sets the County.
public float County { get; set; }Gets or sets the features vector used by the model.
public float[] Features { get; set; }Gets or sets the location X-coordinate.
public float Location_X { get; set; }Gets or sets the location Y-coordinate.
public float Location_Y { get; set; }Gets or sets the Municipality.
public float Municipality { get; set; }Gets or sets the population value for the year 2008.
public float Polpulation_2008 { get; set; }Gets or sets the population value for the year 2009.
public float Polpulation_2009 { get; set; }Gets or sets the population value for the year 2010.
public float Polpulation_2010 { get; set; }Gets or sets the population value for the year 2011.
public float Polpulation_2011 { get; set; }Gets or sets the population value for the year 2012.
public float Polpulation_2012 { get; set; }Gets or sets the population value for the year 2013.
public float Polpulation_2013 { get; set; }Gets or sets the population value for the year 2014.
public float Polpulation_2014 { get; set; }Gets or sets the population value for the year 2015.
public float Polpulation_2015 { get; set; }Gets or sets the population value for the year 2016.
public float Polpulation_2016 { get; set; }Gets or sets the population value for the year 2017.
public float Polpulation_2017 { get; set; }Gets or sets the population value for the year 2018.
public float Polpulation_2018 { get; set; }Gets or sets the population value for the year 2019.
public float Polpulation_2019 { get; set; }Gets or sets the population value for the year 2020.
public float Polpulation_2020 { get; set; }Gets or sets the population value for the year 2021.
public float Polpulation_2021 { get; set; }Gets or sets the population value for the year 2022.
public float Polpulation_2022 { get; set; }Gets or sets the population value for the year 2023.
public float Polpulation_2023 { get; set; }Gets or sets the population value for the year 2024.
public float Polpulation_2024 { get; set; }Gets or sets the population value for the year 2025.
public float Polpulation_2025 { get; set; }Gets or sets the predicted bounding box height for the year 2008.
public float Prediction_BoundingBox_Height_2008 { get; set; }Gets or sets the predicted bounding box height for the year 2009.
public float Prediction_BoundingBox_Height_2009 { get; set; }Gets or sets the predicted bounding box height for the year 2010.
public float Prediction_BoundingBox_Height_2010 { get; set; }Gets or sets the predicted bounding box height for the year 2011.
public float Prediction_BoundingBox_Height_2011 { get; set; }Gets or sets the predicted bounding box height for the year 2012.
public float Prediction_BoundingBox_Height_2012 { get; set; }Gets or sets the predicted bounding box height for the year 2013.
public float Prediction_BoundingBox_Height_2013 { get; set; }Gets or sets the predicted bounding box height for the year 2014.
public float Prediction_BoundingBox_Height_2014 { get; set; }Gets or sets the predicted bounding box height for the year 2015.
public float Prediction_BoundingBox_Height_2015 { get; set; }Gets or sets the predicted bounding box height for the year 2016.
public float Prediction_BoundingBox_Height_2016 { get; set; }Gets or sets the predicted bounding box height for the year 2017.
public float Prediction_BoundingBox_Height_2017 { get; set; }Gets or sets the predicted bounding box height for the year 2018.
public float Prediction_BoundingBox_Height_2018 { get; set; }Gets or sets the predicted bounding box height for the year 2019.
public float Prediction_BoundingBox_Height_2019 { get; set; }Gets or sets the predicted bounding box height for the year 2020.
public float Prediction_BoundingBox_Height_2020 { get; set; }Gets or sets the predicted bounding box height for the year 2021.
public float Prediction_BoundingBox_Height_2021 { get; set; }Gets or sets the predicted bounding box height for the year 2022.
public float Prediction_BoundingBox_Height_2022 { get; set; }Gets or sets the predicted bounding box height for the year 2023.
public float Prediction_BoundingBox_Height_2023 { get; set; }Gets or sets the predicted bounding box height for the year 2024.
public float Prediction_BoundingBox_Height_2024 { get; set; }Gets or sets the predicted bounding box height for the year 2025.
public float Prediction_BoundingBox_Height_2025 { get; set; }Gets or sets the predicted bounding box width for the year 2008.
public float Prediction_BoundingBox_Width_2008 { get; set; }Gets or sets the predicted bounding box width for the year 2009.
public float Prediction_BoundingBox_Width_2009 { get; set; }Gets or sets the predicted bounding box width for the year 2010.
public float Prediction_BoundingBox_Width_2010 { get; set; }Gets or sets the predicted bounding box width for the year 2011.
public float Prediction_BoundingBox_Width_2011 { get; set; }Gets or sets the predicted bounding box width for the year 2012.
public float Prediction_BoundingBox_Width_2012 { get; set; }Gets or sets the predicted bounding box width for the year 2013.
public float Prediction_BoundingBox_Width_2013 { get; set; }Gets or sets the predicted bounding box width for the year 2014.
public float Prediction_BoundingBox_Width_2014 { get; set; }Gets or sets the predicted bounding box width for the year 2015.
public float Prediction_BoundingBox_Width_2015 { get; set; }Gets or sets the predicted bounding box width for the year 2016.
public float Prediction_BoundingBox_Width_2016 { get; set; }Gets or sets the predicted bounding box width for the year 2017.
public float Prediction_BoundingBox_Width_2017 { get; set; }Gets or sets the predicted bounding box width for the year 2018.
public float Prediction_BoundingBox_Width_2018 { get; set; }Gets or sets the predicted bounding box width for the year 2019.
public float Prediction_BoundingBox_Width_2019 { get; set; }Gets or sets the predicted bounding box width for the year 2020.
public float Prediction_BoundingBox_Width_2020 { get; set; }Gets or sets the predicted bounding box width for the year 2021.
public float Prediction_BoundingBox_Width_2021 { get; set; }Gets or sets the predicted bounding box width for the year 2022.
public float Prediction_BoundingBox_Width_2022 { get; set; }Gets or sets the predicted bounding box width for the year 2023.
public float Prediction_BoundingBox_Width_2023 { get; set; }Gets or sets the predicted bounding box width for the year 2024.
public float Prediction_BoundingBox_Width_2024 { get; set; }Gets or sets the predicted bounding box width for the year 2025.
public float Prediction_BoundingBox_Width_2025 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2008.
public float Prediction_BoundingBox_X_2008 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2009.
public float Prediction_BoundingBox_X_2009 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2010.
public float Prediction_BoundingBox_X_2010 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2011.
public float Prediction_BoundingBox_X_2011 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2012.
public float Prediction_BoundingBox_X_2012 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2013.
public float Prediction_BoundingBox_X_2013 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2014.
public float Prediction_BoundingBox_X_2014 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2015.
public float Prediction_BoundingBox_X_2015 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2016.
public float Prediction_BoundingBox_X_2016 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2017.
public float Prediction_BoundingBox_X_2017 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2018.
public float Prediction_BoundingBox_X_2018 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2019.
public float Prediction_BoundingBox_X_2019 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2020.
public float Prediction_BoundingBox_X_2020 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2021.
public float Prediction_BoundingBox_X_2021 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2022.
public float Prediction_BoundingBox_X_2022 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2023.
public float Prediction_BoundingBox_X_2023 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2024.
public float Prediction_BoundingBox_X_2024 { get; set; }Gets or sets the predicted bounding box X-coordinate for the year 2025.
public float Prediction_BoundingBox_X_2025 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2008.
public float Prediction_BoundingBox_Y_2008 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2009.
public float Prediction_BoundingBox_Y_2009 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2010.
public float Prediction_BoundingBox_Y_2010 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2011.
public float Prediction_BoundingBox_Y_2011 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2012.
public float Prediction_BoundingBox_Y_2012 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2013.
public float Prediction_BoundingBox_Y_2013 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2014.
public float Prediction_BoundingBox_Y_2014 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2015.
public float Prediction_BoundingBox_Y_2015 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2016.
public float Prediction_BoundingBox_Y_2016 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2017.
public float Prediction_BoundingBox_Y_2017 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2018.
public float Prediction_BoundingBox_Y_2018 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2019.
public float Prediction_BoundingBox_Y_2019 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2020.
public float Prediction_BoundingBox_Y_2020 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2021.
public float Prediction_BoundingBox_Y_2021 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2022.
public float Prediction_BoundingBox_Y_2022 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2023.
public float Prediction_BoundingBox_Y_2023 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2024.
public float Prediction_BoundingBox_Y_2024 { get; set; }Gets or sets the predicted bounding box Y-coordinate for the year 2025.
public float Prediction_BoundingBox_Y_2025 { get; set; }Gets or sets the prediction confidence value for the year 2008.
public float Prediction_Confidence_2008 { get; set; }Gets or sets the prediction confidence value for the year 2009.
public float Prediction_Confidence_2009 { get; set; }Gets or sets the prediction confidence value for the year 2010.
public float Prediction_Confidence_2010 { get; set; }Gets or sets the prediction confidence value for the year 2011.
public float Prediction_Confidence_2011 { get; set; }Gets or sets the prediction confidence value for the year 2012.
public float Prediction_Confidence_2012 { get; set; }Gets or sets the prediction confidence value for the year 2013.
public float Prediction_Confidence_2013 { get; set; }Gets or sets the prediction confidence value for the year 2014.
public float Prediction_Confidence_2014 { get; set; }Gets or sets the prediction confidence value for the year 2015.
public float Prediction_Confidence_2015 { get; set; }Gets or sets the prediction confidence value for the year 2016.
public float Prediction_Confidence_2016 { get; set; }Gets or sets the prediction confidence value for the year 2017.
public float Prediction_Confidence_2017 { get; set; }Gets or sets the prediction confidence value for the year 2018.
public float Prediction_Confidence_2018 { get; set; }Gets or sets the prediction confidence value for the year 2019.
public float Prediction_Confidence_2019 { get; set; }Gets or sets the prediction confidence value for the year 2020.
public float Prediction_Confidence_2020 { get; set; }Gets or sets the prediction confidence value for the year 2021.
public float Prediction_Confidence_2021 { get; set; }Gets or sets the prediction confidence value for the year 2022.
public float Prediction_Confidence_2022 { get; set; }Gets or sets the prediction confidence value for the year 2023.
public float Prediction_Confidence_2023 { get; set; }Gets or sets the prediction confidence value for the year 2024.
public float Prediction_Confidence_2024 { get; set; }Gets or sets the prediction confidence value for the year 2025.
public float Prediction_Confidence_2025 { get; set; }Gets or sets the reference identifier.
public float[] Reference { get; set; }Gets or sets the prediction score.
public float Score { get; set; }Gets or sets the number of storeys.
public float Storeys { get; set; }Gets or sets the Subdivision.
public float Subdivision { get; set; }Gets or sets the Subdivision Calculated Occupancy.
public float Subdivision_Calculated_Occupancy { get; set; }Gets or sets the Subdivision Calculated Occupancy Area.
public float Subdivision_Calculated_Occupancy_Area { get; set; }Gets or sets the Voivodeship.
public float Voivodeship { get; set; }Gets or sets the year the building was built.
public float Year_Built { get; set; }