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graph_config.toml
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graph_config.toml
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["All Pollutants vs Reference - Box Plot - MAE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["NO", "NO2", "CO2", "PM1", "PM2.5", "PM10"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Scaling Techniques" = ["None"]
"Split By" = ["Field"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Absolute Error"
[["All Pollutants vs Reference - Box Plot - MAE".Graphs]]
"Y Axis" = {"range" = [0, 17]}
[["All Pollutants vs Reference - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [0, 2.2]}
[["All Pollutants vs Reference - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [0, 1.05]}
["All Scaling vs Reference - Box Plot - MAE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["NO", "NO2", "CO2", "PM1", "PM2.5", "PM10"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Split By" = ["Scaling Method"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Absolute Error"
[["All Scaling vs Reference - Box Plot - MAE".Graphs]]
"Y Axis" = {"range" = [0, 16]}
[["All Scaling vs Reference - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [0, 1.45]}
[["All Scaling vs Reference - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [0, 1]}
["All Techniques - NO - Box Plot - MAE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["NO"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Split By" = ["Technique"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Absolute Error"
[["All Techniques - NO - Box Plot - MAE".Graphs]]
"Y Axis" = {"range" = [0, 15.2]}
[["All Techniques - NO - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [0, 2.2]}
[["All Techniques - NO - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [0, 1.2]}
["All Techniques - NO2 - Box Plot - MAE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["NO2"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Split By" = ["Technique"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Absolute Error"
[["All Techniques - NO2 - Box Plot - MAE".Graphs]]
"Y Axis" = {"range" = [0, 10]}
[["All Techniques - NO2 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [0, 1]}
[["All Techniques - NO2 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [0, 1]}
["All Techniques - CO2 - Box Plot - MAE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["CO2"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Split By" = ["Technique"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Absolute Error"
[["All Techniques - CO2 - Box Plot - MAE".Graphs]]
"Y Axis" = {"range" = [0, 15]}
[["All Techniques - CO2 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [0, 0.6]}
[["All Techniques - CO2 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [0, 1]}
["All Techniques - PM1 - Box Plot - MAE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["PM1"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Split By" = ["Technique"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Absolute Error"
[["All Techniques - PM1 - Box Plot - MAE".Graphs]]
"Y Axis" = {"range" = [0, 8.5]}
[["All Techniques - PM1 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [0, 1]}
[["All Techniques - PM1 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [0, 1]}
["All Techniques - PM2.5 - Box Plot - MAE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["PM2.5"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Split By" = ["Technique"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Absolute Error"
[["All Techniques - PM2.5 - Box Plot - MAE".Graphs]]
"Y Axis" = {"range" = [0, 8.5]}
[["All Techniques - PM2.5 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [0, 0.8]}
[["All Techniques - PM2.5 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [0, 1]}
["All Techniques - PM10 - Box Plot - MAE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["PM10"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Split By" = ["Technique"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Absolute Error"
[["All Techniques - PM10 - Box Plot - MAE".Graphs]]
"Y Axis" = {"range" = [0, 14]}
[["All Techniques - PM10 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [0, 0.6]}
[["All Techniques - PM10 - Box Plot - MAE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [0, 1]}
["All Pollutants vs Reference - Box Plot - MBE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["NO", "NO2", "CO2", "PM1", "PM2.5", "PM10"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Scaling Techniques" = ["None"]
"Split By" = ["Field"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Bias Error"
[["All Pollutants vs Reference - Box Plot - MBE".Graphs]]
"Y Axis" = {"range" = [-2, 2]}
[["All Pollutants vs Reference - Box Plot - MBE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [-0.7, 0.7]}
[["All Pollutants vs Reference - Box Plot - MBE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
"Y Axis" = {"range" = [-0.2, 0.2]}
["All Scaling vs Reference - Box Plot - MBE".Configuration]
Folders = ["ANT_REF_R801", "OSL_REF_KVN", "ZAG_REF_IMI", "Ispra"]
Fields = ["NO", "NO2", "CO2", "PM1", "PM2.5", "PM10"]
"Regression Techniques" = [
"Bayesian Automatic Relevance Detection (Default)",
"Bayesian Ridge Regression (Default)",
"Decision Tree (Default)",
"Elastic Net Regression (Cross Validated) (Default)",
"Expectile GAM (Default)",
"Extra Tree (Default)",
"Gradient Boosting Regression (Default)",
"Histogram-Based Gradient Boosting Regression (Default)",
"Huber Regression (Default)",
"Isotonic Regression (Default)",
"Lasso Regression (Cross Validated) (Default)",
"Least Angle Lasso Regression (Default)",
"Least Angle Regression (Default)",
"Linear GAM (Default)",
"Linear Regression (Default)",
"Linear Support Vector Regression (Default)",
"Multi-Layer Perceptron Regression (Default)",
"Nu-Support Vector Regression (Default)",
"Orthogonal Matching Pursuit (Default)",
"Passive Aggressive Regression (Default)",
"Ridge Regression (Cross Validated) (Default)",
"Stochastic Gradient Descent (Default)",
"Support Vector Regression (Default)",
"Theil-Sen Regression (Default)",
"XGBoost Random Forest Regression (Default)",
"XGBoost Regression (Default)"
]
"Split By" = ["Scaling Method"]
"Remove Outliers" = "Yes"
"Plot Type" = "Box Plot"
"Metric" = "Mean Bias Error"
[["All Scaling vs Reference - Box Plot - MBE".Graphs]]
"Y Axis" = {"range" = [-0.5, 0.5]}
[["All Scaling vs Reference - Box Plot - MBE".Graphs]]
"Normalise By" = "Reference Mean"
"Y Axis" = {"range" = [-0.1, 0.1]}
[["All Scaling vs Reference - Box Plot - MBE".Graphs]]
"Normalise By" = "Reference Standard Deviation"
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