Format code for flake8

.vs/ProjectSettings.json

@@ -1,3 +0,0 @@
-{
-  "CurrentProjectSetting": null
-}

.vs/VSWorkspaceState.json

@@ -1,6 +0,0 @@
-{
-  "ExpandedNodes": [
-    ""
-  ],
-  "PreviewInSolutionExplorer": false
-}

.vscode/launch.json

@@ -1,19 +0,0 @@
-{
-    "configurations": [
-        {
-            "name": "Docker: Python - General",
-            "type": "docker",
-            "request": "launch",
-            "preLaunchTask": "docker-run: debug",
-            "python": {
-                "pathMappings": [
-                    {
-                        "localRoot": "${workspaceFolder}",
-                        "remoteRoot": "/app"
-                    }
-                ],
-                "projectType": "general"
-            }
-        }
-    ]
-}

.vscode/tasks.json

@@ -1,26 +0,0 @@
-{
-	"version": "2.0.0",
-	"tasks": [
-		{
-			"type": "docker-build",
-			"label": "docker-build",
-			"platform": "python",
-			"dockerBuild": {
-				"tag": "airqualityforecast:latest",
-				"dockerfile": "${workspaceFolder}/Dockerfile",
-				"context": "${workspaceFolder}",
-				"pull": true
-			}
-		},
-		{
-			"type": "docker-run",
-			"label": "docker-run: debug",
-			"dependsOn": [
-				"docker-build"
-			],
-			"python": {
-				"file": "air-quality-forecast\\model_development.py"
-			}
-		}
-	]
-}

extra_scripts/shap_values.py

@@ -1,5 +1,3 @@
-import os
-import sys
 from prediction import PredictorModels
 import pandas as pd
 import shap
@@ -54,17 +52,16 @@ if __name__ == "__main__":
 
     shap_values = explainer.shap_values(x_test)
     n_outputs = shap_values.shape[2] 
-    
-    
+
     for i in range(n_outputs):
         print(f"Generating summary plot for {output_features[i]}")
         plt.figure(figsize=(33, 16))
-        
+
         shap.summary_plot(shap_values[:, :, i], x_test, plot_type="dot", show=False)
-        
+
         plt.title(f"SHAP Summary Plot for {output_features[i]}")
-        
+
         plt.savefig(f"shap_summary_plot_{output_features[i].replace(' ', '_').replace('-', '')}.png", format='png', dpi=300, bbox_inches='tight')
-    
+
         plt.close()
 """