some cleanups in stock market prediction

src/app/(dashboard)/dashboard/stockmarketprediction/_components/model-metadata.tsx

@@ -1,5 +1,4 @@
 import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card"
-import { Progress } from "@/components/ui/progress"
 import { Separator } from "@/components/ui/separator"
 import { format } from "date-fns"
 import {ModelMetadataType} from "@/lib/types/stock_prediction";
@@ -55,7 +54,7 @@ export default function ModelMetadata({ metadata }: ModelMetadataProps) {
       <Card>
         <CardHeader>
           <CardTitle>Model Performance</CardTitle>
-          <CardDescription>Accuracy and error metrics</CardDescription>
+          <CardDescription>error metrics</CardDescription>
         </CardHeader>
         <CardContent className="space-y-6">
           {/* <div>
@@ -70,19 +69,9 @@ export default function ModelMetadata({ metadata }: ModelMetadataProps) {
               <p className="text-sm font-medium">Mean Absolute Error (MAE)</p>
               <p className="text-sm font-medium">{metadata.maeScore.toFixed(5)}</p>
             </div>
-            <Progress value={100 - metadata.maeScore * 10} className="h-2" />
+            {/* <Progress value={100 - metadata.maeScore * 10} className="h-2" /> */}
             <p className="text-xs text-muted-foreground mt-1">Average error in price predictions</p>
           </div>
-          <div>
-            <div className="flex items-center justify-between mb-2">
-              <p className="text-sm font-medium">R² Score</p>
-              {/* <p className="text-sm font-medium">{metadata.r2Score.toFixed(2)}</p> */}
-            </div>
-            {/* <Progress value={metadata.r2Score * 100} className="h-2" /> */}
-            <p className="text-xs text-muted-foreground mt-1">
-              Proportion of variance explained by the model (1.0 is perfect)
-            </p>
-          </div>
         </CardContent>
       </Card>
     </div>

src/app/(dashboard)/dashboard/stockmarketprediction/_components/stock-dashboard.tsx

@@ -158,7 +158,7 @@ export default function StockDashboard() {
                 <div className="flex flex-col items-center justify-center h-[70vh]">
                     <div
                         className="animate-spin rounded-full h-12 w-12 border-t-2 border-b-2 border-blue-500 mb-4"></div>
-                    <p className="text-gray-300">Predicting stock close prices...</p>
+                    <p className="text-gray-300">Getting Predictions for {selectedCompany} </p>
                 </div>
 
             </div>

src/app/(dashboard)/dashboard/stockmarketprediction/_components/stock-prediction-chart.tsx

@@ -57,7 +57,9 @@ export default function StockPredictionChart({historicalData, predictionData}: S
                         if (value === null) return ["-", name]
                         return name === "Price" || name === "Predicted" ? [`$${value}`, name] : [`$${value}`, name]
                     }}
-                    labelFormatter={(label) => `Date: ${label}`}
+                    labelFormatter={(label) => (
+                        <span style={{ color: "blue" }}>{`Date: ${label}`}</span>
+                    )}
                 />
                 <Legend/>
                 <Line

src/lib/const.ts

@@ -1 +1 @@
-export const BACKEND_BASE_URL = "http://localhost:8000";
+export const BACKEND_BASE_URL = "http://localhost:8000";