From 30d135ba0e1549e133bd376530cae72a77e8ec0c Mon Sep 17 00:00:00 2001
From: Sosokker <sirinza29@gmail.com>
Date: Tue, 8 Apr 2025 01:21:07 +0700
Subject: [PATCH] refactor: remove unrelated files and restructure

---
 .../(routes)/data-pipeline/create/page.tsx    | 407 ++++++++++
 frontend/app/(routes)/data-pipeline/page.tsx  | 242 ++++++
 .../data-pipeline/property-listings/page.tsx  | 687 +++++++++++++++++
 .../app/(routes)/documentation/loading.tsx    |   4 +
 .../(routes)/documentation/models/page.tsx    | 408 ++++++++++
 frontend/app/(routes)/documentation/page.tsx  | 454 +++++++++++
 .../app/(routes)/map-explanation/page.tsx     | 703 -----------------
 frontend/app/(routes)/map/layout.tsx          |  21 -
 frontend/app/(routes)/map/page.tsx            |  73 --
 frontend/app/(routes)/maps/page.tsx           | 720 ++++++++++++++++++
 frontend/app/(routes)/models/page.tsx         | 500 ++++++++++++
 .../app/(routes)/price-prediction/page.tsx    | 704 +++++++++++++++++
 .../app/(routes)/properties/[id]/page.tsx     | 609 +++++++++++++++
 frontend/app/(routes)/properties/loading.tsx  |   4 +
 frontend/app/(routes)/properties/page.tsx     | 457 +++++++++++
 frontend/app/globals.css                      | 112 +--
 frontend/app/layout.tsx                       |  42 +-
 frontend/app/loading.tsx                      |  40 +
 frontend/app/page.tsx                         | 226 +++++-
 frontend/components.json                      |  10 +-
 frontend/components/common/PageLayout.tsx     |  29 -
 .../components/common/ThemeController.tsx     | 144 ----
 frontend/components/common/ThemeProvider.tsx  |  23 -
 frontend/components/common/ThemeToggle.tsx    |  57 --
 frontend/components/mode-toggle.tsx           |  28 +
 frontend/components/page-header.tsx           |  51 ++
 frontend/components/sidebar.tsx               | 114 +++
 frontend/components/theme-provider.tsx        |  11 +
 frontend/features/map/api/mapApi.ts           |  65 --
 .../map/components/analytics-overlay.tsx      | 120 ---
 .../map/components/analytics-panel.tsx        |  10 -
 .../features/map/components/area-chart.tsx    |  73 --
 frontend/features/map/components/chat-bot.tsx |   8 -
 .../map/components/filters-overlay.tsx        | 164 ----
 .../features/map/components/map-container.tsx |  75 --
 .../features/map/components/map-header.tsx    |  40 -
 .../features/map/components/map-sidebar.tsx   | 144 ----
 .../overlay-system/overlay-context.tsx        | 230 ------
 .../overlay-system/overlay-dock.tsx           |  67 --
 .../map/components/overlay-system/overlay.tsx | 219 ------
 .../map/components/property-filters.tsx       |   8 -
 .../features/map/hooks/useMapInteractions.ts  |  38 -
 frontend/features/map/types/index.ts          |  41 -
 frontend/features/map/utils/mapHelpers.ts     |  26 -
 .../model-explanation/api/explanationApi.ts   |  51 --
 .../components/feature-importance-chart.tsx   |  71 --
 .../components/price-comparison-chart.tsx     |  94 ---
 .../features/model-explanation/types/index.ts |  50 --
 frontend/hooks/use-mobile.tsx                 |  42 +-
 frontend/hooks/use-toast.ts                   | 157 ++--
 frontend/public/map.png                       | Bin 0 -> 456426 bytes
 frontend/services/apiClient.ts                | 193 +++--
 frontend/types/api.ts                         | 200 ++++-
 frontend/types/index.ts                       |  26 +-
 frontend/types/user.ts                        |  56 ++
 55 files changed, 6102 insertions(+), 3046 deletions(-)
 create mode 100644 frontend/app/(routes)/data-pipeline/create/page.tsx
 create mode 100644 frontend/app/(routes)/data-pipeline/page.tsx
 create mode 100644 frontend/app/(routes)/data-pipeline/property-listings/page.tsx
 create mode 100644 frontend/app/(routes)/documentation/loading.tsx
 create mode 100644 frontend/app/(routes)/documentation/models/page.tsx
 create mode 100644 frontend/app/(routes)/documentation/page.tsx
 delete mode 100644 frontend/app/(routes)/map-explanation/page.tsx
 delete mode 100644 frontend/app/(routes)/map/layout.tsx
 delete mode 100644 frontend/app/(routes)/map/page.tsx
 create mode 100644 frontend/app/(routes)/maps/page.tsx
 create mode 100644 frontend/app/(routes)/models/page.tsx
 create mode 100644 frontend/app/(routes)/price-prediction/page.tsx
 create mode 100644 frontend/app/(routes)/properties/[id]/page.tsx
 create mode 100644 frontend/app/(routes)/properties/loading.tsx
 create mode 100644 frontend/app/(routes)/properties/page.tsx
 create mode 100644 frontend/app/loading.tsx
 delete mode 100644 frontend/components/common/PageLayout.tsx
 delete mode 100644 frontend/components/common/ThemeController.tsx
 delete mode 100644 frontend/components/common/ThemeProvider.tsx
 delete mode 100644 frontend/components/common/ThemeToggle.tsx
 create mode 100644 frontend/components/mode-toggle.tsx
 create mode 100644 frontend/components/page-header.tsx
 create mode 100644 frontend/components/sidebar.tsx
 create mode 100644 frontend/components/theme-provider.tsx
 delete mode 100644 frontend/features/map/api/mapApi.ts
 delete mode 100644 frontend/features/map/components/analytics-overlay.tsx
 delete mode 100644 frontend/features/map/components/analytics-panel.tsx
 delete mode 100644 frontend/features/map/components/area-chart.tsx
 delete mode 100644 frontend/features/map/components/chat-bot.tsx
 delete mode 100644 frontend/features/map/components/filters-overlay.tsx
 delete mode 100644 frontend/features/map/components/map-container.tsx
 delete mode 100644 frontend/features/map/components/map-header.tsx
 delete mode 100644 frontend/features/map/components/map-sidebar.tsx
 delete mode 100644 frontend/features/map/components/overlay-system/overlay-context.tsx
 delete mode 100644 frontend/features/map/components/overlay-system/overlay-dock.tsx
 delete mode 100644 frontend/features/map/components/overlay-system/overlay.tsx
 delete mode 100644 frontend/features/map/components/property-filters.tsx
 delete mode 100644 frontend/features/map/hooks/useMapInteractions.ts
 delete mode 100644 frontend/features/map/types/index.ts
 delete mode 100644 frontend/features/map/utils/mapHelpers.ts
 delete mode 100644 frontend/features/model-explanation/api/explanationApi.ts
 delete mode 100644 frontend/features/model-explanation/components/feature-importance-chart.tsx
 delete mode 100644 frontend/features/model-explanation/components/price-comparison-chart.tsx
 delete mode 100644 frontend/features/model-explanation/types/index.ts
 create mode 100644 frontend/public/map.png
 create mode 100644 frontend/types/user.ts

diff --git a/frontend/app/(routes)/data-pipeline/create/page.tsx b/frontend/app/(routes)/data-pipeline/create/page.tsx
new file mode 100644
index 0000000..a382632
--- /dev/null
+++ b/frontend/app/(routes)/data-pipeline/create/page.tsx
@@ -0,0 +1,407 @@
+import { Button } from "@/components/ui/button"
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card"
+import { Input } from "@/components/ui/input"
+import { Label } from "@/components/ui/label"
+import { Textarea } from "@/components/ui/textarea"
+import { ArrowLeft, Globe, FileUp, DatabaseIcon, Plus, Trash2, BrainCircuit } from "lucide-react"
+import Link from "next/link"
+import PageHeader from "@/components/page-header"
+import { Badge } from "@/components/ui/badge"
+import { Accordion, AccordionContent, AccordionItem, AccordionTrigger } from "@/components/ui/accordion"
+import { Switch } from "@/components/ui/switch"
+
+export default function CreatePipelinePage() {
+  return (
+    <div className="container mx-auto p-6">
+      <PageHeader
+        title="Create Data Pipeline"
+        description="Set up a new automated data collection pipeline"
+        breadcrumb={[
+          { title: "Home", href: "/" },
+          { title: "Data Pipeline", href: "/data-pipeline" },
+          { title: "Create", href: "/data-pipeline/create" },
+        ]}
+      />
+
+      <div className="mt-6">
+        <Link href="/data-pipeline">
+          <Button variant="outline" className="mb-6">
+            <ArrowLeft className="mr-2 h-4 w-4" />
+            Back to Pipelines
+          </Button>
+        </Link>
+
+        <div className="grid gap-6 md:grid-cols-2">
+          <div>
+            <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <CardTitle>Pipeline Details</CardTitle>
+                <CardDescription>Basic information about your data pipeline</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <div className="space-y-4">
+                  <div className="space-y-2">
+                    <Label htmlFor="name">Pipeline Name</Label>
+                    <Input id="name" placeholder="e.g., Property Listings Pipeline" />
+                  </div>
+
+                  <div className="space-y-2">
+                    <Label htmlFor="description">Description</Label>
+                    <Textarea
+                      id="description"
+                      placeholder="Describe what this pipeline collects and how it will be used"
+                      rows={4}
+                    />
+                  </div>
+
+                  <div className="space-y-2">
+                    <Label htmlFor="tags">Tags (optional)</Label>
+                    <Input id="tags" placeholder="e.g., real-estate, properties, listings" />
+                    <p className="text-xs text-muted-foreground mt-1">Separate tags with commas</p>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+
+            <Card className="mt-6 border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <div>
+                  <CardTitle className="text-lg flex items-center">
+                    <BrainCircuit className="mr-2 h-5 w-5 text-primary" />
+                    AI Assistant
+                  </CardTitle>
+                  <CardDescription>Customize how AI processes your data</CardDescription>
+                </div>
+              </CardHeader>
+              <CardContent>
+                <div className="space-y-4">
+                  <div className="space-y-2">
+                    <Label htmlFor="ai-prompt">Additional Instructions for AI</Label>
+                    <Textarea
+                      id="ai-prompt"
+                      placeholder="E.g., Focus on extracting pricing trends, ignore promotional content, prioritize property features..."
+                      rows={4}
+                      className="border-primary/20"
+                    />
+                    <p className="text-xs text-muted-foreground mt-1">
+                      Provide specific instructions to guide the AI in processing your data sources
+                    </p>
+                  </div>
+
+                  <div className="space-y-3 pt-2">
+                    <div className="flex items-center justify-between">
+                      <div className="space-y-0.5">
+                        <Label htmlFor="detect-fields">Auto-detect common fields</Label>
+                        <p className="text-xs text-muted-foreground">Automatically identify price, location, etc.</p>
+                      </div>
+                      <Switch id="detect-fields" defaultChecked />
+                    </div>
+
+                    <div className="flex items-center justify-between">
+                      <div className="space-y-0.5">
+                        <Label htmlFor="suggest-mappings">Suggest field mappings</Label>
+                        <p className="text-xs text-muted-foreground">
+                          Get AI suggestions for matching fields across sources
+                        </p>
+                      </div>
+                      <Switch id="suggest-mappings" defaultChecked />
+                    </div>
+
+                    <div className="flex items-center justify-between">
+                      <div className="space-y-0.5">
+                        <Label htmlFor="deduplicate">Deduplicate records</Label>
+                        <p className="text-xs text-muted-foreground">Remove duplicate entries automatically</p>
+                      </div>
+                      <Switch id="deduplicate" defaultChecked />
+                    </div>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+          </div>
+
+          <div>
+            <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <CardTitle>Data Sources</CardTitle>
+                <CardDescription>Add one or more data sources to your pipeline</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <Accordion type="single" collapsible className="w-full" defaultValue="source-1">
+                  <AccordionItem value="source-1" className="border rounded-md mb-4 data-source-card active">
+                    <AccordionTrigger className="px-4">
+                      <div className="flex items-center">
+                        <Globe className="mr-2 h-5 w-5 text-primary" />
+                        <span>Website Source #1</span>
+                      </div>
+                    </AccordionTrigger>
+                    <AccordionContent className="px-4 pb-4">
+                      <div className="space-y-4">
+                        <div className="space-y-2">
+                          <Label htmlFor="url-1">Website URL</Label>
+                          <Input id="url-1" placeholder="https://example.com/listings" />
+                        </div>
+
+                        <div className="space-y-2">
+                          <div className="flex items-center justify-between">
+                            <Label htmlFor="additional-urls-1">Additional URLs (optional)</Label>
+                            <Badge variant="outline" className="text-xs">
+                              Pattern Detection
+                            </Badge>
+                          </div>
+                          <Textarea
+                            id="additional-urls-1"
+                            placeholder="https://example.com/listings/page2&#10;https://example.com/listings/page3"
+                            rows={3}
+                          />
+                          <p className="text-xs text-muted-foreground mt-1">
+                            Add multiple URLs from the same website (one per line)
+                          </p>
+                        </div>
+
+                        <div className="flex justify-end">
+                          <Button variant="outline" size="sm" className="text-destructive">
+                            <Trash2 className="mr-2 h-4 w-4" />
+                            Remove Source
+                          </Button>
+                        </div>
+                      </div>
+                    </AccordionContent>
+                  </AccordionItem>
+
+                  <AccordionItem value="source-2" className="border rounded-md mb-4 data-source-card">
+                    <AccordionTrigger className="px-4">
+                      <div className="flex items-center">
+                        <FileUp className="mr-2 h-5 w-5 text-primary" />
+                        <span>File Upload Source #1</span>
+                      </div>
+                    </AccordionTrigger>
+                    <AccordionContent className="px-4 pb-4">
+                      <div className="space-y-4">
+                        <div className="space-y-2">
+                          <Label htmlFor="file-upload-1">Upload File</Label>
+                          <div className="flex items-center justify-center p-6 border-2 border-dashed rounded-lg">
+                            <div className="text-center">
+                              <p className="text-sm text-muted-foreground">
+                                Drag and drop your file here, or click to browse
+                              </p>
+                              <Button variant="outline" className="mt-2">
+                                Select File
+                              </Button>
+                            </div>
+                          </div>
+                          <p className="text-xs text-muted-foreground mt-1">
+                            Supported formats: CSV, JSON, Excel, XML (up to 50MB)
+                          </p>
+                        </div>
+
+                        <div className="flex justify-end">
+                          <Button variant="outline" size="sm" className="text-destructive">
+                            <Trash2 className="mr-2 h-4 w-4" />
+                            Remove Source
+                          </Button>
+                        </div>
+                      </div>
+                    </AccordionContent>
+                  </AccordionItem>
+
+                  <AccordionItem value="source-3" className="border rounded-md mb-4 data-source-card">
+                    <AccordionTrigger className="px-4">
+                      <div className="flex items-center">
+                        <DatabaseIcon className="mr-2 h-5 w-5 text-primary" />
+                        <span>API Source #1</span>
+                      </div>
+                    </AccordionTrigger>
+                    <AccordionContent className="px-4 pb-4">
+                      <div className="space-y-4">
+                        <div className="space-y-2">
+                          <Label htmlFor="api-url-1">API Endpoint URL</Label>
+                          <Input id="api-url-1" placeholder="https://api.example.com/data" />
+                        </div>
+
+                        <div className="space-y-2">
+                          <Label htmlFor="auth-type-1">Authentication Type</Label>
+                          <select
+                            id="auth-type-1"
+                            className="flex h-10 w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background file:border-0 file:bg-transparent file:text-sm file:font-medium placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50"
+                          >
+                            <option value="none">None</option>
+                            <option value="basic">Basic Auth</option>
+                            <option value="bearer">Bearer Token</option>
+                            <option value="api-key">API Key</option>
+                          </select>
+                        </div>
+
+                        <div className="flex justify-end">
+                          <Button variant="outline" size="sm" className="text-destructive">
+                            <Trash2 className="mr-2 h-4 w-4" />
+                            Remove Source
+                          </Button>
+                        </div>
+                      </div>
+                    </AccordionContent>
+                  </AccordionItem>
+                </Accordion>
+
+                <div className="flex flex-col gap-2 mt-4">
+                  <Button variant="outline" className="w-full justify-start gap-2">
+                    <Plus className="h-4 w-4" />
+                    Add Website Source
+                  </Button>
+                  <Button variant="outline" className="w-full justify-start gap-2">
+                    <Plus className="h-4 w-4" />
+                    Add File Upload Source
+                  </Button>
+                  <Button variant="outline" className="w-full justify-start gap-2">
+                    <Plus className="h-4 w-4" />
+                    Add API Source
+                  </Button>
+                </div>
+              </CardContent>
+            </Card>
+
+            <Card className="mt-6 border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <CardTitle>Schedule & Automation</CardTitle>
+                <CardDescription>Configure when and how your pipeline should run</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <div className="grid gap-6 md:grid-cols-2">
+                  <div className="space-y-4">
+                    <div className="space-y-2">
+                      <Label htmlFor="frequency">Run Frequency</Label>
+                      <select
+                        id="frequency"
+                        className="flex h-10 w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background file:border-0 file:bg-transparent file:text-sm file:font-medium placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50"
+                      >
+                        <option value="manual">Manual (Run on demand)</option>
+                        <option value="hourly">Hourly</option>
+                        <option value="daily">Daily</option>
+                        <option value="weekly">Weekly</option>
+                        <option value="monthly">Monthly</option>
+                        <option value="custom">Custom Schedule</option>
+                      </select>
+                    </div>
+
+                    <div className="space-y-2">
+                      <Label htmlFor="timezone">Timezone</Label>
+                      <select
+                        id="timezone"
+                        className="flex h-10 w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background file:border-0 file:bg-transparent file:text-sm file:font-medium placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50"
+                      >
+                        <option value="utc">UTC</option>
+                        <option value="est">Eastern Time (ET)</option>
+                        <option value="cst">Central Time (CT)</option>
+                        <option value="mst">Mountain Time (MT)</option>
+                        <option value="pst">Pacific Time (PT)</option>
+                      </select>
+                    </div>
+
+                    <div className="space-y-2">
+                      <Label htmlFor="max-records">Collection Limits</Label>
+                      <div className="space-y-3">
+                        <div className="flex items-center space-x-2">
+                          <input
+                            type="checkbox"
+                            id="limit-records"
+                            className="h-4 w-4 rounded border-gray-300 text-primary focus:ring-primary"
+                          />
+                          <div className="flex-1">
+                            <Label htmlFor="limit-records" className="text-sm font-normal">
+                              Limit total records
+                            </Label>
+                            <Input id="max-records" type="number" placeholder="e.g., 1000" className="mt-1" />
+                          </div>
+                        </div>
+
+                        <div className="flex items-center space-x-2">
+                          <input
+                            type="checkbox"
+                            id="stop-no-new"
+                            className="h-4 w-4 rounded border-gray-300 text-primary focus:ring-primary"
+                          />
+                          <Label htmlFor="stop-no-new" className="text-sm font-normal">
+                            Stop when no new records found
+                          </Label>
+                        </div>
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="space-y-4">
+                    <div className="space-y-2">
+                      <Label htmlFor="notifications">Notifications</Label>
+                      <div className="space-y-2">
+                        <div className="flex items-center space-x-2">
+                          <input
+                            type="checkbox"
+                            id="notify-complete"
+                            className="h-4 w-4 rounded border-gray-300 text-primary focus:ring-primary"
+                            defaultChecked
+                          />
+                          <Label htmlFor="notify-complete" className="text-sm font-normal">
+                            Notify when pipeline completes
+                          </Label>
+                        </div>
+                        <div className="flex items-center space-x-2">
+                          <input
+                            type="checkbox"
+                            id="notify-error"
+                            className="h-4 w-4 rounded border-gray-300 text-primary focus:ring-primary"
+                            defaultChecked
+                          />
+                          <Label htmlFor="notify-error" className="text-sm font-normal">
+                            Notify on errors
+                          </Label>
+                        </div>
+                        <div className="mt-2">
+                          <Input id="email" type="email" placeholder="Email for notifications" />
+                        </div>
+                      </div>
+                    </div>
+
+                    <div className="space-y-2">
+                      <Label htmlFor="retry-settings">Retry Settings</Label>
+                      <div className="space-y-3">
+                        <div className="flex items-center justify-between">
+                          <Label htmlFor="retry-attempts" className="text-sm font-normal">
+                            Retry Attempts
+                          </Label>
+                          <Input
+                            id="retry-attempts"
+                            type="number"
+                            placeholder="e.g., 3"
+                            defaultValue="3"
+                            className="w-24"
+                          />
+                        </div>
+                        <div className="flex items-center justify-between">
+                          <Label htmlFor="retry-delay" className="text-sm font-normal">
+                            Delay Between Retries (minutes)
+                          </Label>
+                          <Input
+                            id="retry-delay"
+                            type="number"
+                            placeholder="e.g., 5"
+                            defaultValue="5"
+                            className="w-24"
+                          />
+                        </div>
+                      </div>
+                    </div>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+          </div>
+        </div>
+
+        <div className="mt-6 flex justify-end space-x-4">
+          <Button variant="outline">Save as Draft</Button>
+          <Button>Create Pipeline</Button>
+        </div>
+      </div>
+    </div>
+  )
+}
+
diff --git a/frontend/app/(routes)/data-pipeline/page.tsx b/frontend/app/(routes)/data-pipeline/page.tsx
new file mode 100644
index 0000000..2acdf94
--- /dev/null
+++ b/frontend/app/(routes)/data-pipeline/page.tsx
@@ -0,0 +1,242 @@
+import { Button } from "@/components/ui/button"
+import { Card, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from "@/components/ui/card"
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"
+import { Badge } from "@/components/ui/badge"
+import { Clock, Database, Play, Plus, RefreshCw, Pause, AlertTriangle, Copy } from "lucide-react"
+import Link from "next/link"
+import PageHeader from "@/components/page-header"
+
+export default function DataPipelinePage() {
+  return (
+    <div className="container mx-auto p-6">
+      <PageHeader
+        title="Data Pipelines"
+        description="Manage your automated data collection pipelines"
+        breadcrumb={[
+          { title: "Home", href: "/" },
+          { title: "Data Pipeline", href: "/data-pipeline" },
+        ]}
+      />
+
+      <div className="flex justify-between items-center mt-6">
+        <Tabs defaultValue="active" className="w-full">
+          <TabsList>
+            <TabsTrigger value="active">Active Pipelines</TabsTrigger>
+            <TabsTrigger value="paused">Paused</TabsTrigger>
+            <TabsTrigger value="all">All Pipelines</TabsTrigger>
+          </TabsList>
+
+          <div className="flex justify-end mt-4">
+            <Link href="/data-pipeline/create">
+              <Button className="gap-2">
+                <Plus className="h-4 w-4" />
+                Create Pipeline
+              </Button>
+            </Link>
+          </div>
+
+          <TabsContent value="active" className="mt-4">
+            <div className="grid gap-6 md:grid-cols-2 lg:grid-cols-3">
+              <PipelineCard
+                title="Property Listings"
+                description="Scrapes real estate listings from multiple websites"
+                status="active"
+                lastRun="2 hours ago"
+                nextRun="Tomorrow at 9:00 AM"
+                sources={3}
+                records={1240}
+                aiPowered={true}
+              />
+
+              <PipelineCard
+                title="Rental Market Data"
+                description="Collects rental prices and availability"
+                status="active"
+                lastRun="Yesterday"
+                nextRun="In 3 days"
+                sources={2}
+                records={830}
+                aiPowered={true}
+              />
+
+              <PipelineCard
+                title="Price Comparison"
+                description="Tracks property price changes over time"
+                status="error"
+                lastRun="2 days ago"
+                nextRun="Scheduled retry in 12 hours"
+                sources={4}
+                records={1560}
+                error="Connection timeout on 1 source"
+              />
+            </div>
+          </TabsContent>
+
+          <TabsContent value="paused" className="mt-4">
+            <div className="grid gap-6 md:grid-cols-2 lg:grid-cols-3">
+              <PipelineCard
+                title="Commercial Properties"
+                description="Collects data on commercial real estate"
+                status="paused"
+                lastRun="1 week ago"
+                nextRun="Paused"
+                sources={2}
+                records={450}
+              />
+            </div>
+          </TabsContent>
+
+          <TabsContent value="all" className="mt-4">
+            <div className="grid gap-6 md:grid-cols-2 lg:grid-cols-3">
+              <PipelineCard
+                title="Property Listings"
+                description="Scrapes real estate listings from multiple websites"
+                status="active"
+                lastRun="2 hours ago"
+                nextRun="Tomorrow at 9:00 AM"
+                sources={3}
+                records={1240}
+                aiPowered={true}
+              />
+
+              <PipelineCard
+                title="Rental Market Data"
+                description="Collects rental prices and availability"
+                status="active"
+                lastRun="Yesterday"
+                nextRun="In 3 days"
+                sources={2}
+                records={830}
+                aiPowered={true}
+              />
+
+              <PipelineCard
+                title="Price Comparison"
+                description="Tracks property price changes over time"
+                status="error"
+                lastRun="2 days ago"
+                nextRun="Scheduled retry in 12 hours"
+                sources={4}
+                records={1560}
+                error="Connection timeout on 1 source"
+              />
+
+              <PipelineCard
+                title="Commercial Properties"
+                description="Collects data on commercial real estate"
+                status="paused"
+                lastRun="1 week ago"
+                nextRun="Paused"
+                sources={2}
+                records={450}
+              />
+            </div>
+          </TabsContent>
+        </Tabs>
+      </div>
+    </div>
+  )
+}
+
+interface PipelineCardProps {
+  title: string
+  description: string
+  status: "active" | "paused" | "error"
+  lastRun: string
+  nextRun: string
+  sources: number
+  records: number
+  error?: string
+  aiPowered?: boolean
+}
+
+function PipelineCard({
+  title,
+  description,
+  status,
+  lastRun,
+  nextRun,
+  sources,
+  records,
+  error,
+  aiPowered,
+}: PipelineCardProps) {
+  return (
+    <Card className={`pipeline-card ${status === "active" ? "border-2 border-green-500 dark:border-green-600" : ""}`}>
+      <CardHeader className="pb-2">
+        <div className="flex justify-between items-start">
+          <CardTitle className="text-lg">{title}</CardTitle>
+          <StatusBadge status={status} />
+        </div>
+        <CardDescription>{description}</CardDescription>
+      </CardHeader>
+      <CardContent>
+        <div className="space-y-2">
+          <div className="flex items-center text-sm">
+            <Clock className="h-4 w-4 mr-2 text-muted-foreground" />
+            <span className="text-muted-foreground">Last run:</span>
+            <span className="ml-1 font-medium">{lastRun}</span>
+          </div>
+          <div className="flex items-center text-sm">
+            <RefreshCw className="h-4 w-4 mr-2 text-muted-foreground" />
+            <span className="text-muted-foreground">Next run:</span>
+            <span className="ml-1 font-medium">{nextRun}</span>
+          </div>
+          <div className="flex items-center text-sm">
+            <Database className="h-4 w-4 mr-2 text-muted-foreground" />
+            <span className="text-muted-foreground">Sources:</span>
+            <span className="ml-1 font-medium">{sources}</span>
+            <span className="mx-2">•</span>
+            <span className="text-muted-foreground">Records:</span>
+            <span className="ml-1 font-medium">{records}</span>
+          </div>
+          {error && (
+            <div className="flex items-center text-sm text-destructive mt-2">
+              <AlertTriangle className="h-4 w-4 mr-2" />
+              {error}
+            </div>
+          )}
+        </div>
+      </CardContent>
+      <CardFooter className="flex justify-between">
+        <Link href={`/data-pipeline/${title.toLowerCase().replace(/\s+/g, "-")}`}>
+          <Button variant="outline" size="sm">
+            View Details
+          </Button>
+        </Link>
+        <div className="flex gap-2">
+          <Button variant="outline" size="icon" className="h-8 w-8 text-primary border-primary/20 hover:border-primary">
+            <Copy className="h-4 w-4" />
+          </Button>
+          {status === "active" ? (
+            <Button variant="outline" size="icon" className="h-8 w-8 border-primary/20 hover:border-primary">
+              <Pause className="h-4 w-4" />
+            </Button>
+          ) : (
+            <Button variant="outline" size="icon" className="h-8 w-8 border-primary/20 hover:border-primary">
+              <Play className="h-4 w-4" />
+            </Button>
+          )}
+          <Button variant="outline" size="icon" className="h-8 w-8 border-primary/20 hover:border-primary">
+            <RefreshCw className="h-4 w-4" />
+          </Button>
+        </div>
+      </CardFooter>
+    </Card>
+  )
+}
+
+function StatusBadge({ status }: { status: "active" | "paused" | "error" }) {
+  if (status === "active") {
+    return (
+      <Badge variant="default" className="bg-green-500 hover:bg-green-600 dark:bg-green-600 dark:hover:bg-green-700">
+        Active
+      </Badge>
+    )
+  } else if (status === "paused") {
+    return <Badge variant="secondary">Paused</Badge>
+  } else {
+    return <Badge variant="destructive">Error</Badge>
+  }
+}
+
diff --git a/frontend/app/(routes)/data-pipeline/property-listings/page.tsx b/frontend/app/(routes)/data-pipeline/property-listings/page.tsx
new file mode 100644
index 0000000..66f1370
--- /dev/null
+++ b/frontend/app/(routes)/data-pipeline/property-listings/page.tsx
@@ -0,0 +1,687 @@
+import { Button } from "@/components/ui/button"
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card"
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"
+import { Badge } from "@/components/ui/badge"
+import { ArrowLeft, Download, Edit, Play, Trash, Copy, Check, Plus } from "lucide-react"
+import Link from "next/link"
+import PageHeader from "@/components/page-header"
+import { Accordion, AccordionContent, AccordionItem, AccordionTrigger } from "@/components/ui/accordion"
+import { Input } from "@/components/ui/input"
+import { Label } from "@/components/ui/label"
+
+export default function PipelineDetailsPage() {
+  return (
+    <div className="container mx-auto p-6">
+      <PageHeader
+        title="Property Listings Pipeline"
+        breadcrumb={[
+          { title: "Home", href: "/" },
+          { title: "Data Pipeline", href: "/data-pipeline" },
+          { title: "Property Listings", href: "/data-pipeline/property-listings" },
+        ]}
+      />
+
+      <div className="flex justify-between items-center mt-6">
+        <Link href="/data-pipeline">
+          <Button variant="outline">
+            <ArrowLeft className="mr-2 h-4 w-4" />
+            Back to Pipelines
+          </Button>
+        </Link>
+
+        <div className="flex space-x-2">
+          <Button variant="outline" className="gap-2 border-primary/20 hover:border-primary">
+            <Copy className="h-4 w-4" />
+            Clone
+          </Button>
+          <Button variant="outline" className="gap-2 border-primary/20 hover:border-primary">
+            <Edit className="h-4 w-4" />
+            Edit
+          </Button>
+          <Button variant="outline" className="gap-2 border-primary/20 hover:border-primary">
+            <Play className="h-4 w-4" />
+            Run Now
+          </Button>
+          <Button variant="destructive" size="icon">
+            <Trash className="h-4 w-4" />
+          </Button>
+        </div>
+      </div>
+
+      <div className="grid gap-6 md:grid-cols-3 mt-6">
+        <Card className="border-2 border-green-500 dark:border-green-600">
+          <CardHeader>
+            <CardTitle className="text-lg">Pipeline Status</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <div className="space-y-4">
+              <div className="flex justify-between items-center">
+                <span className="text-muted-foreground">Status:</span>
+                <Badge
+                  variant="default"
+                  className="bg-green-500 hover:bg-green-600 dark:bg-green-600 dark:hover:bg-green-700"
+                >
+                  Active
+                </Badge>
+              </div>
+              <div className="flex justify-between items-center">
+                <span className="text-muted-foreground">Last Run:</span>
+                <span>2 hours ago</span>
+              </div>
+              <div className="flex justify-between items-center">
+                <span className="text-muted-foreground">Next Run:</span>
+                <span>Tomorrow at 9:00 AM</span>
+              </div>
+              <div className="flex justify-between items-center">
+                <span className="text-muted-foreground">Run Frequency:</span>
+                <span>Daily</span>
+              </div>
+              <div className="flex justify-between items-center">
+                <span className="text-muted-foreground">Total Records:</span>
+                <span>1,240</span>
+              </div>
+            </div>
+          </CardContent>
+        </Card>
+
+        <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+          <CardHeader>
+            <CardTitle className="text-lg">Data Sources</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <div className="space-y-4">
+              <div className="p-3 border-2 rounded-md hover:border-highlight-border transition-all duration-200">
+                <div className="flex justify-between items-center">
+                  <span className="font-medium">example-realty.com</span>
+                  <Badge>Website</Badge>
+                </div>
+                <p className="text-sm text-muted-foreground mt-1">Last updated: 2 hours ago</p>
+                <p className="text-sm mt-1">540 records</p>
+              </div>
+
+              <div className="p-3 border-2 rounded-md hover:border-highlight-border transition-all duration-200">
+                <div className="flex justify-between items-center">
+                  <span className="font-medium">property-listings.com</span>
+                  <Badge>Website</Badge>
+                </div>
+                <p className="text-sm text-muted-foreground mt-1">Last updated: 2 hours ago</p>
+                <p className="text-sm mt-1">420 records</p>
+              </div>
+
+              <div className="p-3 border-2 rounded-md hover:border-highlight-border transition-all duration-200">
+                <div className="flex justify-between items-center">
+                  <span className="font-medium">real-estate-api.com</span>
+                  <Badge>API</Badge>
+                </div>
+                <p className="text-sm text-muted-foreground mt-1">Last updated: 2 hours ago</p>
+                <p className="text-sm mt-1">280 records</p>
+              </div>
+            </div>
+          </CardContent>
+        </Card>
+
+        <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+          <CardHeader>
+            <CardTitle className="text-lg">Export Options</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <div className="space-y-4">
+              <Accordion type="single" collapsible className="w-full" defaultValue="format-1">
+                <AccordionItem value="format-1" className="border-0">
+                  <div className="border rounded-md p-2 hover:border-highlight-border transition-all duration-200">
+                    <AccordionTrigger className="py-1 px-2">
+                      <div className="flex items-center">
+                        <Download className="mr-2 h-4 w-4 text-primary" />
+                        <span>Export as JSON</span>
+                      </div>
+                    </AccordionTrigger>
+                    <AccordionContent className="pt-2 pb-1 px-2">
+                      <div className="space-y-2">
+                        <div className="flex items-center space-x-2">
+                          <input type="checkbox" id="pretty-json" className="h-4 w-4" defaultChecked />
+                          <label htmlFor="pretty-json" className="text-sm">
+                            Pretty print
+                          </label>
+                        </div>
+                        <Button size="sm" className="w-full">
+                          Download JSON
+                        </Button>
+                      </div>
+                    </AccordionContent>
+                  </div>
+                </AccordionItem>
+
+                <AccordionItem value="format-2" className="border-0">
+                  <div className="border rounded-md p-2 hover:border-highlight-border transition-all duration-200">
+                    <AccordionTrigger className="py-1 px-2">
+                      <div className="flex items-center">
+                        <Download className="mr-2 h-4 w-4 text-primary" />
+                        <span>Export as CSV</span>
+                      </div>
+                    </AccordionTrigger>
+                    <AccordionContent className="pt-2 pb-1 px-2">
+                      <div className="space-y-2">
+                        <div className="flex items-center space-x-2">
+                          <input type="checkbox" id="include-headers" className="h-4 w-4" defaultChecked />
+                          <label htmlFor="include-headers" className="text-sm">
+                            Include headers
+                          </label>
+                        </div>
+                        <Button size="sm" className="w-full">
+                          Download CSV
+                        </Button>
+                      </div>
+                    </AccordionContent>
+                  </div>
+                </AccordionItem>
+
+                <AccordionItem value="format-3" className="border-0">
+                  <div className="border rounded-md p-2 hover:border-highlight-border transition-all duration-200">
+                    <AccordionTrigger className="py-1 px-2">
+                      <div className="flex items-center">
+                        <Download className="mr-2 h-4 w-4 text-primary" />
+                        <span>Export as SQLite</span>
+                      </div>
+                    </AccordionTrigger>
+                    <AccordionContent className="pt-2 pb-1 px-2">
+                      <Button size="sm" className="w-full">
+                        Download SQLite
+                      </Button>
+                    </AccordionContent>
+                  </div>
+                </AccordionItem>
+
+                <AccordionItem value="format-4" className="border-0">
+                  <div className="border rounded-md p-2 hover:border-highlight-border transition-all duration-200">
+                    <AccordionTrigger className="py-1 px-2">
+                      <div className="flex items-center">
+                        <Download className="mr-2 h-4 w-4 text-primary" />
+                        <span>Export as YAML</span>
+                      </div>
+                    </AccordionTrigger>
+                    <AccordionContent className="pt-2 pb-1 px-2">
+                      <Button size="sm" className="w-full">
+                        Download YAML
+                      </Button>
+                    </AccordionContent>
+                  </div>
+                </AccordionItem>
+              </Accordion>
+            </div>
+          </CardContent>
+        </Card>
+      </div>
+
+      <div className="mt-6">
+        <Tabs defaultValue="schema">
+          <TabsList>
+            <TabsTrigger value="schema">Data Schema</TabsTrigger>
+            <TabsTrigger value="preview">Data Preview</TabsTrigger>
+            <TabsTrigger value="output">Output Configuration</TabsTrigger>
+            <TabsTrigger value="history">Run History</TabsTrigger>
+            <TabsTrigger value="settings">Settings</TabsTrigger>
+          </TabsList>
+
+          <TabsContent value="schema" className="mt-4">
+            <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <div className="flex justify-between items-center">
+                  <div>
+                    <CardTitle>Data Schema & Field Management</CardTitle>
+                    <CardDescription>Customize fields detected from your data sources</CardDescription>
+                  </div>
+                </div>
+              </CardHeader>
+              <CardContent>
+                <div className="space-y-4">
+                  <div className="flex items-center justify-between">
+                    <h3 className="text-sm font-medium">Detected Fields</h3>
+                    <Button variant="outline" size="sm">
+                      Refresh Detection
+                    </Button>
+                  </div>
+
+                  <div className="border rounded-md p-4">
+                    <div className="space-y-3">
+                      <div className="field-mapping-item flex items-center">
+                        <input type="checkbox" id="field-title" className="h-4 w-4 mr-3" defaultChecked />
+                        <div className="flex-1">
+                          <div className="flex items-center">
+                            <Label htmlFor="field-title" className="font-medium">
+                              Title
+                            </Label>
+                            <Badge className="ml-2 bg-green-500 text-white">Auto-detected</Badge>
+                          </div>
+                          <p className="text-xs text-muted-foreground">Property title or name</p>
+                        </div>
+                        <select className="h-8 rounded-md border border-input bg-background px-2 py-1 text-xs">
+                          <option>String</option>
+                          <option>Number</option>
+                          <option>Boolean</option>
+                          <option>Date</option>
+                        </select>
+                      </div>
+
+                      <div className="field-mapping-item flex items-center">
+                        <input type="checkbox" id="field-price" className="h-4 w-4 mr-3" defaultChecked />
+                        <div className="flex-1">
+                          <div className="flex items-center">
+                            <Label htmlFor="field-price" className="font-medium">
+                              Price
+                            </Label>
+                            <Badge className="ml-2 bg-green-500 text-white">Auto-detected</Badge>
+                          </div>
+                          <p className="text-xs text-muted-foreground">Property price</p>
+                        </div>
+                        <select className="h-8 rounded-md border border-input bg-background px-2 py-1 text-xs">
+                          <option>Number</option>
+                          <option>String</option>
+                          <option>Boolean</option>
+                          <option>Date</option>
+                        </select>
+                      </div>
+
+                      <div className="field-mapping-item flex items-center">
+                        <input type="checkbox" id="field-location" className="h-4 w-4 mr-3" defaultChecked />
+                        <div className="flex-1">
+                          <div className="flex items-center">
+                            <Label htmlFor="field-location" className="font-medium">
+                              Location
+                            </Label>
+                            <Badge className="ml-2 bg-green-500 text-white">Auto-detected</Badge>
+                          </div>
+                          <p className="text-xs text-muted-foreground">Property location</p>
+                        </div>
+                        <select className="h-8 rounded-md border border-input bg-background px-2 py-1 text-xs">
+                          <option>String</option>
+                          <option>Number</option>
+                          <option>Boolean</option>
+                          <option>Date</option>
+                        </select>
+                      </div>
+
+                      <div className="field-mapping-item flex items-center">
+                        <input type="checkbox" id="field-bedrooms" className="h-4 w-4 mr-3" defaultChecked />
+                        <div className="flex-1">
+                          <div className="flex items-center">
+                            <Label htmlFor="field-bedrooms" className="font-medium">
+                              Bedrooms
+                            </Label>
+                            <Badge className="ml-2 bg-green-500 text-white">Auto-detected</Badge>
+                          </div>
+                          <p className="text-xs text-muted-foreground">Number of bedrooms</p>
+                        </div>
+                        <select className="h-8 rounded-md border border-input bg-background px-2 py-1 text-xs">
+                          <option>Number</option>
+                          <option>String</option>
+                          <option>Boolean</option>
+                          <option>Date</option>
+                        </select>
+                      </div>
+
+                      <div className="field-mapping-item flex items-center">
+                        <input type="checkbox" id="field-bathrooms" className="h-4 w-4 mr-3" defaultChecked />
+                        <div className="flex-1">
+                          <div className="flex items-center">
+                            <Label htmlFor="field-bathrooms" className="font-medium">
+                              Bathrooms
+                            </Label>
+                            <Badge className="ml-2 bg-green-500 text-white">Auto-detected</Badge>
+                          </div>
+                          <p className="text-xs text-muted-foreground">Number of bathrooms</p>
+                        </div>
+                        <select className="h-8 rounded-md border border-input bg-background px-2 py-1 text-xs">
+                          <option>Number</option>
+                          <option>String</option>
+                          <option>Boolean</option>
+                          <option>Date</option>
+                        </select>
+                      </div>
+
+                      <div className="field-mapping-item flex items-center border-dashed">
+                        <input type="checkbox" id="field-custom" className="h-4 w-4 mr-3" />
+                        <div className="flex-1">
+                          <Input placeholder="Add custom field" className="border-none text-sm p-0 h-6" />
+                        </div>
+                        <Button variant="ghost" size="sm" className="h-8 px-2">
+                          <Plus className="h-4 w-4" />
+                        </Button>
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="space-y-2 mt-4">
+                    <Label htmlFor="derived-fields">Derived Fields</Label>
+                    <Card className="border border-dashed">
+                      <CardHeader className="py-3">
+                        <CardTitle className="text-sm">Create calculated fields</CardTitle>
+                        <CardDescription>Use formulas to generate new fields from existing data</CardDescription>
+                      </CardHeader>
+                      <CardContent className="py-0">
+                        <div className="space-y-3">
+                          <div className="field-mapping-item">
+                            <div className="flex items-center justify-between">
+                              <Label className="font-medium">Price Per Square Foot</Label>
+                              <Badge variant="outline">Derived</Badge>
+                            </div>
+                            <div className="flex items-center mt-2">
+                              <span className="text-xs text-muted-foreground mr-2">Formula:</span>
+                              <code className="text-xs bg-muted/50 p-1 rounded">price / squareFeet</code>
+                            </div>
+                          </div>
+
+                          <Button variant="outline" size="sm" className="w-full">
+                            <Plus className="h-4 w-4 mr-2" />
+                            Add Derived Field
+                          </Button>
+                        </div>
+                      </CardContent>
+                    </Card>
+                  </div>
+
+                  <div className="flex justify-end">
+                    <Button variant="outline" className="gap-2 mr-2">
+                      Reset to Default
+                    </Button>
+                    <Button>Save Field Configuration</Button>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+          </TabsContent>
+
+          <TabsContent value="preview" className="mt-4">
+            <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <CardTitle>Data Preview</CardTitle>
+                <CardDescription>Sample of the collected data</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <div className="border rounded-md overflow-x-auto">
+                  <table className="w-full">
+                    <thead className="bg-muted">
+                      <tr>
+                        <th className="px-4 py-2 text-left text-sm font-medium">ID</th>
+                        <th className="px-4 py-2 text-left text-sm font-medium">Title</th>
+                        <th className="px-4 py-2 text-left text-sm font-medium">Price</th>
+                        <th className="px-4 py-2 text-left text-sm font-medium">Bedrooms</th>
+                        <th className="px-4 py-2 text-left text-sm font-medium">Bathrooms</th>
+                        <th className="px-4 py-2 text-left text-sm font-medium">Location</th>
+                        <th className="px-4 py-2 text-left text-sm font-medium">Sq. Ft.</th>
+                      </tr>
+                    </thead>
+                    <tbody className="divide-y">
+                      <tr>
+                        <td className="px-4 py-2 text-sm">P001</td>
+                        <td className="px-4 py-2 text-sm">Modern Apartment</td>
+                        <td className="px-4 py-2 text-sm">$350,000</td>
+                        <td className="px-4 py-2 text-sm">2</td>
+                        <td className="px-4 py-2 text-sm">2</td>
+                        <td className="px-4 py-2 text-sm">Downtown</td>
+                        <td className="px-4 py-2 text-sm">1,200</td>
+                      </tr>
+                      <tr>
+                        <td className="px-4 py-2 text-sm">P002</td>
+                        <td className="px-4 py-2 text-sm">Luxury Villa</td>
+                        <td className="px-4 py-2 text-sm">$1,250,000</td>
+                        <td className="px-4 py-2 text-sm">5</td>
+                        <td className="px-4 py-2 text-sm">4</td>
+                        <td className="px-4 py-2 text-sm">Suburbs</td>
+                        <td className="px-4 py-2 text-sm">3,500</td>
+                      </tr>
+                      <tr>
+                        <td className="px-4 py-2 text-sm">P003</td>
+                        <td className="px-4 py-2 text-sm">Cozy Studio</td>
+                        <td className="px-4 py-2 text-sm">$180,000</td>
+                        <td className="px-4 py-2 text-sm">1</td>
+                        <td className="px-4 py-2 text-sm">1</td>
+                        <td className="px-4 py-2 text-sm">City Center</td>
+                        <td className="px-4 py-2 text-sm">650</td>
+                      </tr>
+                    </tbody>
+                  </table>
+                </div>
+              </CardContent>
+            </Card>
+          </TabsContent>
+
+          <TabsContent value="output" className="mt-4">
+            <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <CardTitle>Output Configuration</CardTitle>
+                <CardDescription>Configure how your data will be structured and exported</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <div className="space-y-4">
+                  <div className="space-y-2">
+                    <Label>Output Format</Label>
+                    <div className="grid grid-cols-2 gap-2">
+                      <div className="border rounded-md p-3 data-source-card active">
+                        <div className="flex items-center justify-between">
+                          <span className="font-medium">JSON</span>
+                          <Check className="h-4 w-4 text-primary" />
+                        </div>
+                        <p className="text-xs text-muted-foreground mt-1">Structured data format</p>
+                      </div>
+                      <div className="border rounded-md p-3 data-source-card">
+                        <span className="font-medium">CSV</span>
+                        <p className="text-xs text-muted-foreground mt-1">Spreadsheet compatible</p>
+                      </div>
+                      <div className="border rounded-md p-3 data-source-card">
+                        <span className="font-medium">SQLite</span>
+                        <p className="text-xs text-muted-foreground mt-1">Portable database</p>
+                      </div>
+                      <div className="border rounded-md p-3 data-source-card">
+                        <span className="font-medium">YAML</span>
+                        <p className="text-xs text-muted-foreground mt-1">Human-readable format</p>
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="space-y-2">
+                    <div className="flex items-center justify-between">
+                      <Label>Format Preview</Label>
+                      <Badge variant="outline">Sample Data</Badge>
+                    </div>
+                    <div className="bg-muted/50 p-3 rounded-md overflow-x-auto">
+                      <pre className="text-xs">
+                        {`{
+  "properties": [
+    {
+      "id": "P001",
+      "title": "Modern Apartment",
+      "price": 350000,
+      "bedrooms": 2,
+      "location": "Downtown"
+    },
+    {
+      "id": "P002",
+      "title": "Luxury Villa",
+      "price": 1250000,
+      "bedrooms": 5,
+      "location": "Suburbs"
+    }
+  ]
+}`}
+                      </pre>
+                    </div>
+                  </div>
+
+                  <div className="flex justify-end">
+                    <Button className="gap-2">
+                      <Download className="h-4 w-4" />
+                      Export Data
+                    </Button>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+          </TabsContent>
+
+          <TabsContent value="history" className="mt-4">
+            <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <CardTitle>Run History</CardTitle>
+                <CardDescription>History of pipeline executions</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <div className="space-y-4">
+                  <div className="border rounded-md overflow-hidden">
+                    <table className="w-full">
+                      <thead className="bg-muted">
+                        <tr>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Run ID</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Date</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Status</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Duration</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Records</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Actions</th>
+                        </tr>
+                      </thead>
+                      <tbody className="divide-y">
+                        <tr>
+                          <td className="px-4 py-2 text-sm">RUN-123</td>
+                          <td className="px-4 py-2 text-sm">Today, 10:30 AM</td>
+                          <td className="px-4 py-2 text-sm">
+                            <Badge variant="default" className="bg-success hover:bg-success">
+                              Success
+                            </Badge>
+                          </td>
+                          <td className="px-4 py-2 text-sm">2m 15s</td>
+                          <td className="px-4 py-2 text-sm">1,240</td>
+                          <td className="px-4 py-2 text-sm">
+                            <Button variant="outline" size="sm">
+                              View Log
+                            </Button>
+                          </td>
+                        </tr>
+                        <tr>
+                          <td className="px-4 py-2 text-sm">RUN-122</td>
+                          <td className="px-4 py-2 text-sm">Yesterday, 10:30 AM</td>
+                          <td className="px-4 py-2 text-sm">
+                            <Badge variant="default" className="bg-success hover:bg-success">
+                              Success
+                            </Badge>
+                          </td>
+                          <td className="px-4 py-2 text-sm">2m 10s</td>
+                          <td className="px-4 py-2 text-sm">1,235</td>
+                          <td className="px-4 py-2 text-sm">
+                            <Button variant="outline" size="sm">
+                              View Log
+                            </Button>
+                          </td>
+                        </tr>
+                        <tr>
+                          <td className="px-4 py-2 text-sm">RUN-121</td>
+                          <td className="px-4 py-2 text-sm">2 days ago, 10:30 AM</td>
+                          <td className="px-4 py-2 text-sm">
+                            <Badge variant="default" className="bg-success hover:bg-success">
+                              Success
+                            </Badge>
+                          </td>
+                          <td className="px-4 py-2 text-sm">2m 05s</td>
+                          <td className="px-4 py-2 text-sm">1,228</td>
+                          <td className="px-4 py-2 text-sm">
+                            <Button variant="outline" size="sm">
+                              View Log
+                            </Button>
+                          </td>
+                        </tr>
+                      </tbody>
+                    </table>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+          </TabsContent>
+
+          <TabsContent value="settings" className="mt-4">
+            <Card className="border-2 hover:border-highlight-border transition-all duration-200">
+              <CardHeader>
+                <CardTitle>Pipeline Settings</CardTitle>
+                <CardDescription>Configure pipeline behavior</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <div className="space-y-6">
+                  <div className="space-y-2">
+                    <h3 className="text-lg font-medium">Scheduling</h3>
+                    <div className="grid gap-4 md:grid-cols-2">
+                      <div className="space-y-2">
+                        <Label htmlFor="frequency">Run Frequency</Label>
+                        <select
+                          id="frequency"
+                          className="flex h-10 w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background file:border-0 file:bg-transparent file:text-sm file:font-medium placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50"
+                          defaultValue="daily"
+                        >
+                          <option value="manual">Manual (Run on demand)</option>
+                          <option value="hourly">Hourly</option>
+                          <option value="daily">Daily</option>
+                          <option value="weekly">Weekly</option>
+                          <option value="monthly">Monthly</option>
+                          <option value="custom">Custom Schedule</option>
+                        </select>
+                      </div>
+
+                      <div className="space-y-2">
+                        <Label htmlFor="time">Run Time</Label>
+                        <Input id="time" type="time" defaultValue="09:00" />
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="space-y-2">
+                    <h3 className="text-lg font-medium">Data Collection</h3>
+                    <div className="grid gap-4 md:grid-cols-2">
+                      <div className="space-y-2">
+                        <Label htmlFor="max-records">Maximum Records</Label>
+                        <Input id="max-records" type="number" defaultValue="2000" />
+                      </div>
+
+                      <div className="space-y-2">
+                        <Label htmlFor="retry-attempts">Retry Attempts</Label>
+                        <Input id="retry-attempts" type="number" defaultValue="3" />
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="space-y-2">
+                    <h3 className="text-lg font-medium">Notifications</h3>
+                    <div className="space-y-2">
+                      <div className="flex items-center space-x-2">
+                        <input
+                          type="checkbox"
+                          id="notify-complete"
+                          className="h-4 w-4 rounded border-gray-300 text-primary focus:ring-primary"
+                          defaultChecked
+                        />
+                        <Label htmlFor="notify-complete" className="text-sm font-normal">
+                          Notify when pipeline completes
+                        </Label>
+                      </div>
+                      <div className="flex items-center space-x-2">
+                        <input
+                          type="checkbox"
+                          id="notify-error"
+                          className="h-4 w-4 rounded border-gray-300 text-primary focus:ring-primary"
+                          defaultChecked
+                        />
+                        <Label htmlFor="notify-error" className="text-sm font-normal">
+                          Notify on errors
+                        </Label>
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="flex justify-end">
+                    <Button>Save Settings</Button>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+          </TabsContent>
+        </Tabs>
+      </div>
+    </div>
+  )
+}
+
diff --git a/frontend/app/(routes)/documentation/loading.tsx b/frontend/app/(routes)/documentation/loading.tsx
new file mode 100644
index 0000000..cec067b
--- /dev/null
+++ b/frontend/app/(routes)/documentation/loading.tsx
@@ -0,0 +1,4 @@
+export default function Loading() {
+  return null
+}
+
diff --git a/frontend/app/(routes)/documentation/models/page.tsx b/frontend/app/(routes)/documentation/models/page.tsx
new file mode 100644
index 0000000..623a430
--- /dev/null
+++ b/frontend/app/(routes)/documentation/models/page.tsx
@@ -0,0 +1,408 @@
+import { Button } from "@/components/ui/button"
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card"
+import { Badge } from "@/components/ui/badge"
+import {
+  ArrowLeft,
+  BrainCircuit,
+  Database,
+  Play,
+  Sliders,
+  ArrowRight,
+  Info,
+  AlertTriangle,
+  HelpCircle,
+} from "lucide-react"
+import Link from "next/link"
+import PageHeader from "@/components/page-header"
+
+export default function ModelsDocumentationPage() {
+  return (
+    <div className="container mx-auto p-6">
+      <PageHeader
+        title="Models Documentation"
+        description="Learn how to use and train AI models for property analysis"
+        breadcrumb={[
+          { title: "Home", href: "/" },
+          { title: "Documentation", href: "/documentation" },
+          { title: "Models", href: "/documentation/models" },
+        ]}
+      />
+
+      <div className="flex mb-6">
+        <Link href="/documentation">
+          <Button variant="outline" size="sm" className="gap-2">
+            <ArrowLeft className="h-4 w-4" />
+            Back to Documentation
+          </Button>
+        </Link>
+      </div>
+
+      <div className="grid gap-6 md:grid-cols-3">
+        <div className="md:col-span-2 space-y-6">
+          <Card>
+            <CardHeader>
+              <CardTitle>Understanding Models</CardTitle>
+              <CardDescription>Learn about the different types of models available</CardDescription>
+            </CardHeader>
+            <CardContent className="space-y-4">
+              <p>
+                BorBann uses machine learning models to analyze property data and make predictions. These models are
+                trained on historical property data and can be used to predict property prices, identify trends, and
+                provide insights.
+              </p>
+
+              <h3 className="text-lg font-medium mt-4">Types of Models</h3>
+              <div className="space-y-3">
+                <div className="p-3 border rounded-md">
+                  <h4 className="font-medium flex items-center gap-2">
+                    Regression Models
+                    <Badge variant="outline">Standard ML Model v2.4</Badge>
+                  </h4>
+                  <p className="text-sm text-muted-foreground mt-1">
+                    Used for predicting continuous values like property prices. These models analyze various features to
+                    estimate a property's value.
+                  </p>
+                </div>
+
+                <div className="p-3 border rounded-md">
+                  <h4 className="font-medium flex items-center gap-2">
+                    Neural Networks
+                    <Badge variant="outline">Enhanced Neural Network v1.8</Badge>
+                  </h4>
+                  <p className="text-sm text-muted-foreground mt-1">
+                    Deep learning models that can capture complex patterns in property data. Ideal for analyzing
+                    multiple factors simultaneously.
+                  </p>
+                </div>
+
+                <div className="p-3 border rounded-md">
+                  <h4 className="font-medium flex items-center gap-2">
+                    Geospatial Models
+                    <Badge variant="outline">Geospatial Regression v3.1</Badge>
+                  </h4>
+                  <p className="text-sm text-muted-foreground mt-1">
+                    Specialized models that incorporate location data and spatial relationships between properties.
+                  </p>
+                </div>
+
+                <div className="p-3 border rounded-md">
+                  <h4 className="font-medium flex items-center gap-2">
+                    Time Series Models
+                    <Badge variant="outline">Time Series Forecast v2.0</Badge>
+                  </h4>
+                  <p className="text-sm text-muted-foreground mt-1">
+                    Models designed to analyze property price trends over time and make future predictions.
+                  </p>
+                </div>
+              </div>
+
+              <div className="p-4 bg-muted/50 rounded-lg border mt-4">
+                <div className="flex items-start gap-2">
+                  <Info className="h-5 w-5 text-primary mt-0.5" />
+                  <div>
+                    <h4 className="font-medium">System vs. Custom Models</h4>
+                    <p className="text-sm text-muted-foreground mt-1">
+                      <strong>System Models</strong> are pre-trained models provided by BorBann. They are regularly
+                      updated and maintained by our team.
+                    </p>
+                    <p className="text-sm text-muted-foreground mt-1">
+                      <strong>Custom Models</strong> are models that you train using your own data pipelines. These can
+                      be tailored to your specific needs.
+                    </p>
+                  </div>
+                </div>
+              </div>
+            </CardContent>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle>Using Models</CardTitle>
+              <CardDescription>How to select and use models for property analysis</CardDescription>
+            </CardHeader>
+            <CardContent className="space-y-4">
+              <h3 className="text-lg font-medium">Selecting a Model</h3>
+              <p className="text-sm text-muted-foreground">
+                You can select different models when using the Maps or Price Prediction features. Look for the model
+                selector dropdown in the interface.
+              </p>
+
+              <div className="border rounded-md p-4 mt-2">
+                <h4 className="font-medium mb-2">Step-by-Step Guide</h4>
+                <ol className="space-y-2 text-sm">
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      1
+                    </div>
+                    <span>Navigate to the Maps or Price Prediction page</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      2
+                    </div>
+                    <span>Look for the model selector dropdown in the top navigation bar</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      3
+                    </div>
+                    <span>Click on the dropdown to see available models</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      4
+                    </div>
+                    <span>Select the model that best suits your analysis needs</span>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      5
+                    </div>
+                    <span>The page will update to use the selected model for analysis</span>
+                  </li>
+                </ol>
+              </div>
+
+              <h3 className="text-lg font-medium mt-4">Understanding Model Results</h3>
+              <p className="text-sm text-muted-foreground">
+                Different models may produce slightly different results. Here's how to interpret them:
+              </p>
+
+              <div className="grid grid-cols-1 md:grid-cols-2 gap-4 mt-2">
+                <div className="p-3 border rounded-md">
+                  <h4 className="font-medium">Price Predictions</h4>
+                  <p className="text-sm text-muted-foreground mt-1">
+                    Models provide a predicted price along with a confidence level. The higher the confidence, the more
+                    reliable the prediction.
+                  </p>
+                </div>
+
+                <div className="p-3 border rounded-md">
+                  <h4 className="font-medium">Feature Importance</h4>
+                  <p className="text-sm text-muted-foreground mt-1">
+                    Models show which features (location, size, etc.) have the most impact on the property price.
+                  </p>
+                </div>
+
+                <div className="p-3 border rounded-md">
+                  <h4 className="font-medium">Price Range</h4>
+                  <p className="text-sm text-muted-foreground mt-1">
+                    Models provide a range of possible prices based on the confidence level.
+                  </p>
+                </div>
+
+                <div className="p-3 border rounded-md">
+                  <h4 className="font-medium">Environmental Impact</h4>
+                  <p className="text-sm text-muted-foreground mt-1">
+                    Models analyze how environmental factors affect property values in the area.
+                  </p>
+                </div>
+              </div>
+            </CardContent>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle>Training Custom Models</CardTitle>
+              <CardDescription>Learn how to create and train your own models</CardDescription>
+            </CardHeader>
+            <CardContent className="space-y-4">
+              <p>
+                You can train custom models using your own data pipelines. This allows you to create models tailored to
+                your specific needs.
+              </p>
+
+              <div className="border rounded-md p-4 mt-2">
+                <h4 className="font-medium mb-2">Step-by-Step Guide</h4>
+                <ol className="space-y-2 text-sm">
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      1
+                    </div>
+                    <div>
+                      <span className="font-medium">Navigate to the Models page</span>
+                      <p className="text-xs text-muted-foreground mt-0.5">
+                        Go to the Models section from the sidebar navigation
+                      </p>
+                    </div>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      2
+                    </div>
+                    <div>
+                      <span className="font-medium">Click "Train New Model"</span>
+                      <p className="text-xs text-muted-foreground mt-0.5">
+                        This will take you to the model training interface
+                      </p>
+                    </div>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      3
+                    </div>
+                    <div>
+                      <span className="font-medium">Configure your model</span>
+                      <p className="text-xs text-muted-foreground mt-0.5">
+                        Enter a name, description, and select the model type
+                      </p>
+                    </div>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      4
+                    </div>
+                    <div>
+                      <span className="font-medium">Select a data pipeline</span>
+                      <p className="text-xs text-muted-foreground mt-0.5">
+                        Choose which data pipeline to use for training the model
+                      </p>
+                    </div>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      5
+                    </div>
+                    <div>
+                      <span className="font-medium">Start training</span>
+                      <p className="text-xs text-muted-foreground mt-0.5">
+                        Click the "Start Training" button to begin the training process
+                      </p>
+                    </div>
+                  </li>
+                  <li className="flex items-start gap-2">
+                    <div className="h-5 w-5 rounded-full bg-primary/10 text-primary flex items-center justify-center flex-shrink-0 mt-0.5">
+                      6
+                    </div>
+                    <div>
+                      <span className="font-medium">Monitor training progress</span>
+                      <p className="text-xs text-muted-foreground mt-0.5">
+                        The system will show you the training progress and notify you when it's complete
+                      </p>
+                    </div>
+                  </li>
+                </ol>
+              </div>
+
+              <div className="p-4 bg-amber-50 dark:bg-amber-900/20 text-amber-600 dark:text-amber-400 rounded-md flex items-start gap-2 mt-4">
+                <AlertTriangle className="h-5 w-5 mt-0.5" />
+                <div>
+                  <h4 className="font-medium">Important Notes</h4>
+                  <ul className="text-sm mt-1 space-y-1 list-disc list-inside">
+                    <li>Training a model requires a data pipeline with sufficient data</li>
+                    <li>The training process may take several minutes depending on the data size</li>
+                    <li>You can cancel training at any time if needed</li>
+                    <li>Models with more data generally produce more accurate results</li>
+                  </ul>
+                </div>
+              </div>
+            </CardContent>
+          </Card>
+        </div>
+
+        <div className="md:col-span-1 space-y-6">
+          <Card>
+            <CardHeader>
+              <CardTitle className="text-base">Quick Links</CardTitle>
+            </CardHeader>
+            <CardContent>
+              <nav className="space-y-2">
+                <Link
+                  href="#understanding-models"
+                  className="flex items-center gap-2 text-sm p-2 rounded-md hover:bg-muted"
+                >
+                  <BrainCircuit className="h-4 w-4 text-primary" />
+                  <span>Understanding Models</span>
+                </Link>
+                <Link href="#using-models" className="flex items-center gap-2 text-sm p-2 rounded-md hover:bg-muted">
+                  <Play className="h-4 w-4 text-primary" />
+                  <span>Using Models</span>
+                </Link>
+                <Link
+                  href="#training-custom-models"
+                  className="flex items-center gap-2 text-sm p-2 rounded-md hover:bg-muted"
+                >
+                  <Database className="h-4 w-4 text-primary" />
+                  <span>Training Custom Models</span>
+                </Link>
+                <Link
+                  href="#model-parameters"
+                  className="flex items-center gap-2 text-sm p-2 rounded-md hover:bg-muted"
+                >
+                  <Sliders className="h-4 w-4 text-primary" />
+                  <span>Model Parameters</span>
+                </Link>
+              </nav>
+            </CardContent>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="text-base">Related Guides</CardTitle>
+            </CardHeader>
+            <CardContent>
+              <div className="space-y-3">
+                <Link
+                  href="/documentation/price-prediction"
+                  className="block p-3 border rounded-md hover:border-primary/50 transition-colors"
+                >
+                  <h4 className="font-medium">Price Prediction</h4>
+                  <p className="text-xs text-muted-foreground mt-1">
+                    Learn how to use models for property price prediction
+                  </p>
+                </Link>
+                <Link
+                  href="/documentation/data-pipeline"
+                  className="block p-3 border rounded-md hover:border-primary/50 transition-colors"
+                >
+                  <h4 className="font-medium">Data Pipelines</h4>
+                  <p className="text-xs text-muted-foreground mt-1">Set up data pipelines for model training</p>
+                </Link>
+                <Link
+                  href="/documentation/maps"
+                  className="block p-3 border rounded-md hover:border-primary/50 transition-colors"
+                >
+                  <h4 className="font-medium">Maps & Geospatial</h4>
+                  <p className="text-xs text-muted-foreground mt-1">Use models with the interactive map</p>
+                </Link>
+              </div>
+            </CardContent>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="text-base flex items-center gap-2">
+                <HelpCircle className="h-4 w-4 text-primary" />
+                Need Help?
+              </CardTitle>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground mb-4">
+                Can't find what you're looking for? Our support team is here to help.
+              </p>
+              <Button className="w-full" asChild>
+                <Link href="/support">Contact Support</Link>
+              </Button>
+            </CardContent>
+          </Card>
+        </div>
+      </div>
+
+      <div className="mt-8 flex justify-between">
+        <Button variant="outline" asChild>
+          <Link href="/documentation">
+            <ArrowLeft className="mr-2 h-4 w-4" />
+            Back to Documentation
+          </Link>
+        </Button>
+        <Button variant="outline" asChild>
+          <Link href="/documentation/price-prediction">
+            Next: Price Prediction
+            <ArrowRight className="ml-2 h-4 w-4" />
+          </Link>
+        </Button>
+      </div>
+    </div>
+  )
+}
+
diff --git a/frontend/app/(routes)/documentation/page.tsx b/frontend/app/(routes)/documentation/page.tsx
new file mode 100644
index 0000000..bcbc4f0
--- /dev/null
+++ b/frontend/app/(routes)/documentation/page.tsx
@@ -0,0 +1,454 @@
+import { Button } from "@/components/ui/button"
+import { Card, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from "@/components/ui/card"
+import {
+  ArrowRight,
+  Map,
+  Database,
+  BrainCircuit,
+  BarChart2,
+  Building,
+  Search,
+  BookOpen,
+  Lightbulb,
+  HelpCircle,
+  Zap,
+  Video,
+  FileQuestion,
+  Play,
+} from "lucide-react"
+import Link from "next/link"
+import PageHeader from "@/components/page-header"
+
+export default function DocumentationPage() {
+  return (
+    <div className="container mx-auto p-6">
+      <PageHeader
+        title="Documentation"
+        description="Learn how to use BorBann's property analytics platform"
+        breadcrumb={[
+          { title: "Home", href: "/" },
+          { title: "Documentation", href: "/documentation" },
+        ]}
+      />
+
+      <div className="mt-6 mb-10">
+        <div className="bg-muted/50 p-6 rounded-lg border">
+          <div className="flex flex-col md:flex-row gap-6 items-center">
+            <div className="md:w-2/3">
+              <h2 className="text-2xl font-bold mb-2">Welcome to BorBann Documentation</h2>
+              <p className="text-muted-foreground mb-4">
+                This documentation will help you get the most out of our property analytics platform. No coding
+                experience is required to use our tools.
+              </p>
+              <div className="flex gap-3">
+                <Button asChild>
+                  <Link href="#getting-started">
+                    Get Started <ArrowRight className="ml-2 h-4 w-4" />
+                  </Link>
+                </Button>
+                <Button variant="outline" asChild>
+                  <Link href="#tutorials">View Tutorials</Link>
+                </Button>
+              </div>
+            </div>
+            <div className="md:w-1/3 flex justify-center">
+              <BookOpen className="h-24 w-24 text-primary/20" />
+            </div>
+          </div>
+        </div>
+      </div>
+
+      <section id="getting-started" className="mb-12">
+        <h2 className="text-2xl font-bold mb-6 flex items-center gap-2">
+          <Lightbulb className="h-6 w-6 text-primary" />
+          Getting Started
+        </h2>
+
+        <div className="grid md:grid-cols-2 lg:grid-cols-3 gap-6">
+          <Card>
+            <CardHeader>
+              <CardTitle className="flex items-center gap-2">
+                <Map className="h-5 w-5 text-primary" />
+                Maps & Geospatial
+              </CardTitle>
+              <CardDescription>Learn how to use the interactive map</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground mb-4">
+                Explore properties on our interactive map, apply filters, and analyze environmental factors.
+              </p>
+              <ul className="space-y-2 text-sm">
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Navigating the map interface</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Applying filters and radius search</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Understanding property markers</span>
+                </li>
+              </ul>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full" asChild>
+                <Link href="/documentation/maps">
+                  Read Guide <ArrowRight className="ml-2 h-4 w-4" />
+                </Link>
+              </Button>
+            </CardFooter>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="flex items-center gap-2">
+                <BarChart2 className="h-5 w-5 text-primary" />
+                Price Prediction
+              </CardTitle>
+              <CardDescription>Understand property price predictions</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground mb-4">
+                Learn how our AI models predict property prices and how to interpret the results.
+              </p>
+              <ul className="space-y-2 text-sm">
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Understanding prediction factors</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Adjusting parameters</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Generating and using reports</span>
+                </li>
+              </ul>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full" asChild>
+                <Link href="/documentation/price-prediction">
+                  Read Guide <ArrowRight className="ml-2 h-4 w-4" />
+                </Link>
+              </Button>
+            </CardFooter>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="flex items-center gap-2">
+                <Database className="h-5 w-5 text-primary" />
+                Data Pipelines
+              </CardTitle>
+              <CardDescription>Set up automated data collection</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground mb-4">
+                Learn how to create and manage data pipelines for property data collection.
+              </p>
+              <ul className="space-y-2 text-sm">
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Creating your first pipeline</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Configuring data sources</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Scheduling and automation</span>
+                </li>
+              </ul>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full" asChild>
+                <Link href="/documentation/data-pipeline">
+                  Read Guide <ArrowRight className="ml-2 h-4 w-4" />
+                </Link>
+              </Button>
+            </CardFooter>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="flex items-center gap-2">
+                <BrainCircuit className="h-5 w-5 text-primary" />
+                Models
+              </CardTitle>
+              <CardDescription>Work with AI models</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground mb-4">
+                Understand how to use and train custom AI models for property analysis.
+              </p>
+              <ul className="space-y-2 text-sm">
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Selecting the right model</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Training custom models</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Understanding model parameters</span>
+                </li>
+              </ul>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full" asChild>
+                <Link href="/documentation/models">
+                  Read Guide <ArrowRight className="ml-2 h-4 w-4" />
+                </Link>
+              </Button>
+            </CardFooter>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="flex items-center gap-2">
+                <Building className="h-5 w-5 text-primary" />
+                Property Listings
+              </CardTitle>
+              <CardDescription>Browse and analyze properties</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground mb-4">
+                Learn how to browse property listings and analyze property details.
+              </p>
+              <ul className="space-y-2 text-sm">
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Filtering and sorting properties</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Understanding property analytics</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Exporting property data</span>
+                </li>
+              </ul>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full" asChild>
+                <Link href="/documentation/properties">
+                  Read Guide <ArrowRight className="ml-2 h-4 w-4" />
+                </Link>
+              </Button>
+            </CardFooter>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="flex items-center gap-2">
+                <Search className="h-5 w-5 text-primary" />
+                Search & Filters
+              </CardTitle>
+              <CardDescription>Find exactly what you need</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground mb-4">
+                Master the search and filtering capabilities across the platform.
+              </p>
+              <ul className="space-y-2 text-sm">
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Advanced search techniques</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Creating and saving filters</span>
+                </li>
+                <li className="flex items-center gap-2">
+                  <div className="h-1.5 w-1.5 rounded-full bg-primary"></div>
+                  <span>Combining multiple filters</span>
+                </li>
+              </ul>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full" asChild>
+                <Link href="/documentation/search">
+                  Read Guide <ArrowRight className="ml-2 h-4 w-4" />
+                </Link>
+              </Button>
+            </CardFooter>
+          </Card>
+        </div>
+      </section>
+
+      <section id="tutorials" className="mb-12">
+        <h2 className="text-2xl font-bold mb-6 flex items-center gap-2">
+          <Video className="h-6 w-6 text-primary" />
+          Video Tutorials
+        </h2>
+
+        <div className="grid md:grid-cols-2 lg:grid-cols-3 gap-6">
+          <Card>
+            <div className="aspect-video bg-muted/50 rounded-t-lg flex items-center justify-center">
+              <Play className="h-12 w-12 text-primary/30" />
+            </div>
+            <CardHeader className="pb-2">
+              <CardTitle className="text-base">Getting Started with BorBann</CardTitle>
+              <CardDescription>5:32 • Beginner</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground">
+                A complete overview of the platform and its main features.
+              </p>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full">
+                Watch Tutorial
+              </Button>
+            </CardFooter>
+          </Card>
+
+          <Card>
+            <div className="aspect-video bg-muted/50 rounded-t-lg flex items-center justify-center">
+              <Play className="h-12 w-12 text-primary/30" />
+            </div>
+            <CardHeader className="pb-2">
+              <CardTitle className="text-base">Creating Your First Data Pipeline</CardTitle>
+              <CardDescription>8:45 • Beginner</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground">
+                Step-by-step guide to setting up automated data collection.
+              </p>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full">
+                Watch Tutorial
+              </Button>
+            </CardFooter>
+          </Card>
+
+          <Card>
+            <div className="aspect-video bg-muted/50 rounded-t-lg flex items-center justify-center">
+              <Play className="h-12 w-12 text-primary/30" />
+            </div>
+            <CardHeader className="pb-2">
+              <CardTitle className="text-base">Advanced Map Analysis</CardTitle>
+              <CardDescription>12:20 • Intermediate</CardDescription>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground">
+                Learn how to use advanced map features for property analysis.
+              </p>
+            </CardContent>
+            <CardFooter>
+              <Button variant="ghost" className="w-full">
+                Watch Tutorial
+              </Button>
+            </CardFooter>
+          </Card>
+        </div>
+
+        <div className="mt-4 text-center">
+          <Button variant="outline" asChild>
+            <Link href="/documentation/tutorials">
+              View All Tutorials <ArrowRight className="ml-2 h-4 w-4" />
+            </Link>
+          </Button>
+        </div>
+      </section>
+
+      <section id="faq" className="mb-12">
+        <h2 className="text-2xl font-bold mb-6 flex items-center gap-2">
+          <HelpCircle className="h-6 w-6 text-primary" />
+          Frequently Asked Questions
+        </h2>
+
+        <div className="grid md:grid-cols-2 gap-6">
+          <Card>
+            <CardHeader>
+              <CardTitle className="text-base">How accurate are the price predictions?</CardTitle>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground">
+                Our price predictions typically have an accuracy of 85-95% depending on the model used and the data
+                available. System models are regularly updated to maintain accuracy.
+              </p>
+            </CardContent>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="text-base">Can I export data for use in other tools?</CardTitle>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground">
+                Yes, you can export data in various formats including CSV, JSON, and PDF reports. Look for the export
+                options in the property details and analytics pages.
+              </p>
+            </CardContent>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="text-base">Do I need coding experience to use this platform?</CardTitle>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground">
+                No, our platform is designed to be user-friendly for non-technical users. All features can be accessed
+                through the intuitive user interface without any coding.
+              </p>
+            </CardContent>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle className="text-base">How often is the property data updated?</CardTitle>
+            </CardHeader>
+            <CardContent>
+              <p className="text-sm text-muted-foreground">
+                Data update frequency depends on your data pipeline configuration. System data is typically updated
+                daily, while custom pipelines can be scheduled according to your needs.
+              </p>
+            </CardContent>
+          </Card>
+        </div>
+
+        <div className="mt-4 text-center">
+          <Button variant="outline" asChild>
+            <Link href="/documentation/faq">
+              View All FAQs <ArrowRight className="ml-2 h-4 w-4" />
+            </Link>
+          </Button>
+        </div>
+      </section>
+
+      <section className="mb-6">
+        <Card>
+          <CardContent className="p-6">
+            <div className="flex flex-col md:flex-row gap-6 items-center">
+              <div className="md:w-2/3">
+                <h2 className="text-xl font-bold mb-2 flex items-center gap-2">
+                  <FileQuestion className="h-5 w-5 text-primary" />
+                  Need More Help?
+                </h2>
+                <p className="text-muted-foreground mb-4">
+                  Can't find what you're looking for? Our support team is here to help.
+                </p>
+                <Button asChild>
+                  <Link href="/support">Contact Support</Link>
+                </Button>
+              </div>
+              <div className="md:w-1/3 flex justify-center">
+                <Zap className="h-20 w-20 text-primary/20" />
+              </div>
+            </div>
+          </CardContent>
+        </Card>
+      </section>
+    </div>
+  )
+}
+
diff --git a/frontend/app/(routes)/map-explanation/page.tsx b/frontend/app/(routes)/map-explanation/page.tsx
deleted file mode 100644
index 28aeb98..0000000
--- a/frontend/app/(routes)/map-explanation/page.tsx
+++ /dev/null
@@ -1,703 +0,0 @@
-/*
-========================================
-File: frontend/app/(routes)/model-explanation/page.tsx
-========================================
-*/
-"use client";
-
-import React, { useState, useEffect } from "react";
-import Link from "next/link";
-import {
-  ChevronRight,
-  Info,
-  ArrowRight,
-  Home,
-  Building,
-  Ruler,
-  Calendar,
-  Coins,
-  Droplets,
-  Wind,
-  Sun,
-  Car,
-  School,
-  ShoppingBag,
-} from "lucide-react";
-
-// Common UI components
-import { Button } from "@/components/ui/button";
-import { Card, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from "@/components/ui/card";
-import { Progress } from "@/components/ui/progress";
-import { Slider } from "@/components/ui/slider";
-import { Skeleton } from "@/components/ui/skeleton";
-// Removed SidebarProvider & ThemeProvider - should be in root layout
-// Removed MapSidebar - assuming it's not needed here or use a common one
-
-// Feature-specific components
-import { FeatureImportanceChart } from "@/features/model-explanation/components/feature-importance-chart";
-import { PriceComparisonChart } from "@/features/model-explanation/components/price-comparison-chart";
-
-// Feature-specific API and types
-import { fetchModelExplanation } from "@/features/model-explanation/api/explanationApi";
-import type { ModelExplanationData, PropertyBaseDetails } from "@/features/model-explanation/types";
-
-export default function ModelExplanationPage() {
-  const [activeStep, setActiveStep] = useState(1);
-  const [isLoading, setIsLoading] = useState(true);
-  const [explanationData, setExplanationData] = useState<ModelExplanationData | null>(null);
-
-  // State for interactive elements based on fetched data
-  const [propertySize, setPropertySize] = useState<number>(0);
-  const [propertyAge, setPropertyAge] = useState<number>(0);
-
-  // Fetch data on mount
-  useEffect(() => {
-    async function loadExplanation() {
-      setIsLoading(true);
-      // TODO: Get actual property ID from route params or state
-      const propertyId = "dummy-prop-123";
-      const response = await fetchModelExplanation(propertyId);
-      if (response.success && response.data) {
-        setExplanationData(response.data);
-        // Initialize sliders with fetched data
-        setPropertySize(response.data.propertyDetails.size);
-        setPropertyAge(response.data.propertyDetails.age);
-      } else {
-        console.error("Failed to load model explanation:", response.error);
-        // Handle error state in UI
-      }
-      setIsLoading(false);
-    }
-    loadExplanation();
-  }, []);
-
-  // Stepper configuration
-  const steps = [
-    { id: 1, title: "Property Details", icon: Home },
-    { id: 2, title: "Feature Analysis", icon: Ruler },
-    { id: 3, title: "Market Comparison", icon: Building },
-    { id: 4, title: "Environmental Factors", icon: Droplets },
-    { id: 5, title: "Final Prediction", icon: Coins },
-  ];
-
-  // Calculate adjusted price based on slider interaction
-  const calculateAdjustedPrice = () => {
-    if (!explanationData) return 0;
-    // Simple formula for demonstration - refine with actual logic if possible
-    const basePrice = explanationData.propertyDetails.predictedPrice;
-    const baseSize = explanationData.propertyDetails.size;
-    const baseAge = explanationData.propertyDetails.age;
-
-    const sizeImpact = (propertySize - baseSize) * 50000; // 50,000 THB per sqm diff
-    const ageImpact = (baseAge - propertyAge) * 200000; // 200,000 THB per year newer
-
-    return basePrice + sizeImpact + ageImpact;
-  };
-
-  const adjustedPrice = explanationData ? calculateAdjustedPrice() : 0;
-
-  // Loading State UI
-  if (isLoading) {
-    return (
-      <div className="flex flex-1 flex-col overflow-hidden p-6">
-        <div className="mx-auto w-full max-w-7xl">
-          <Skeleton className="h-10 w-1/3 mb-2" />
-          <Skeleton className="h-4 w-2/3 mb-8" />
-          <Skeleton className="h-10 w-full mb-4" />
-          <Skeleton className="h-2 w-full mb-8" />
-          <div className="grid gap-6 md:grid-cols-3">
-            <div className="space-y-6">
-              <Skeleton className="h-48 w-full" />
-              <Skeleton className="h-64 w-full" />
-            </div>
-            <div className="md:col-span-2 space-y-6">
-              <Skeleton className="h-96 w-full" />
-            </div>
-          </div>
-        </div>
-      </div>
-    );
-  }
-
-  // Error State UI
-  if (!explanationData) {
-    return (
-      <div className="flex flex-1 flex-col items-center justify-center p-6">
-        <p className="text-destructive">Failed to load model explanation.</p>
-        <Link href="/map">
-          <Button variant="link" className="mt-4">
-            Back to Map
-          </Button>
-        </Link>
-      </div>
-    );
-  }
-
-  // Main Content UI
-  const { propertyDetails, features, similarProperties, environmentalFactors, confidence, priceRange } =
-    explanationData;
-
-  return (
-    // Assuming ThemeProvider is in the root layout
-    // Assuming SidebarProvider and a common sidebar are in root layout or parent layout
-    <div className="flex flex-1 flex-col overflow-hidden">
-      {" "}
-      {/* Adjusted for page content */}
-      {/* Header */}
-      <header className="flex h-14 items-center justify-between border-b px-4 bg-background shrink-0">
-        <div className="flex items-center gap-2 text-sm text-muted-foreground">
-          <Link href="/map" className="hover:text-foreground">
-            Map
-          </Link>
-          <ChevronRight className="h-4 w-4" />
-          <span className="font-medium text-foreground">Price Prediction Model</span>
-        </div>
-        {/* Add any specific header actions if needed */}
-      </header>
-      {/* Main content */}
-      <div className="flex-1 overflow-auto p-6">
-        {" "}
-        {/* Make content area scrollable */}
-        <div className="mx-auto w-full max-w-7xl">
-          <div className="mb-8">
-            <h1 className="text-3xl font-bold tracking-tight">Explainable Price Prediction Model</h1>
-            <p className="mt-2 text-muted-foreground">
-              Understand how our AI model predicts property prices and what factors influence the valuation.
-            </p>
-          </div>
-
-          {/* Steps navigation */}
-          <div className="mb-8">
-            <div className="flex flex-wrap gap-4">
-              {steps.map((step) => (
-                <Button
-                  key={step.id}
-                  variant={activeStep === step.id ? "default" : "outline"}
-                  className="flex items-center gap-2"
-                  onClick={() => setActiveStep(step.id)}>
-                  <step.icon className="h-4 w-4" />
-                  <span>{step.title}</span>
-                </Button>
-              ))}
-            </div>
-            <div className="mt-4">
-              <Progress value={(activeStep / steps.length) * 100} className="h-2" />
-            </div>
-          </div>
-
-          {/* Step content */}
-          <div className="grid gap-6 md:grid-cols-3">
-            {/* --- Left Column: Property Details & Interaction --- */}
-            <div className="space-y-6 md:sticky md:top-6">
-              {" "}
-              {/* Make left column sticky */}
-              <Card>
-                <CardHeader>
-                  <CardTitle>Property Details</CardTitle>
-                  <CardDescription>{propertyDetails.address}</CardDescription>
-                </CardHeader>
-                <CardContent className="space-y-2 text-sm">
-                  {/* Dynamically display details */}
-                  <DetailRow label="Type" value={propertyDetails.type} />
-                  <DetailRow label="Size" value={`${propertySize} sqm`} />
-                  {propertyDetails.bedrooms && <DetailRow label="Bedrooms" value={propertyDetails.bedrooms} />}
-                  {propertyDetails.bathrooms && <DetailRow label="Bathrooms" value={propertyDetails.bathrooms} />}
-                  <DetailRow label="Age" value={`${propertyAge} years`} />
-                  {propertyDetails.floor && <DetailRow label="Floor" value={propertyDetails.floor} />}
-                </CardContent>
-              </Card>
-              <Card>
-                <CardHeader>
-                  <CardTitle>Adjust Parameters</CardTitle>
-                  <CardDescription>See how changes affect the prediction</CardDescription>
-                </CardHeader>
-                <CardContent className="space-y-6">
-                  {/* Size Slider */}
-                  <div className="space-y-2">
-                    <div className="flex justify-between">
-                      <Label htmlFor="prop-size-slider" className="text-sm font-medium">
-                        Property Size
-                      </Label>
-                      <span className="text-sm text-muted-foreground">{propertySize} sqm</span>
-                    </div>
-                    <Slider
-                      id="prop-size-slider"
-                      value={[propertySize]}
-                      min={50} // Example range
-                      max={300} // Example range
-                      step={5}
-                      onValueChange={(value) => setPropertySize(value[0])}
-                    />
-                  </div>
-                  {/* Age Slider */}
-                  <div className="space-y-2">
-                    <div className="flex justify-between">
-                      <Label htmlFor="prop-age-slider" className="text-sm font-medium">
-                        Property Age
-                      </Label>
-                      <span className="text-sm text-muted-foreground">{propertyAge} years</span>
-                    </div>
-                    <Slider
-                      id="prop-age-slider"
-                      value={[propertyAge]}
-                      min={0} // Example range
-                      max={50} // Example range
-                      step={1}
-                      onValueChange={(value) => setPropertyAge(value[0])}
-                    />
-                  </div>
-                </CardContent>
-                <CardFooter>
-                  <div className="w-full">
-                    <div className="flex justify-between items-baseline">
-                      <span className="text-sm text-muted-foreground">Adjusted Price</span>
-                      <span className="text-xl font-bold">{formatCurrency(adjustedPrice)}</span>
-                    </div>
-                    {/* Show difference */}
-                    {propertyDetails.predictedPrice !== adjustedPrice && (
-                      <div className="mt-2 text-xs text-muted-foreground">
-                        {adjustedPrice > propertyDetails.predictedPrice ? "↑" : "↓"}
-                        {Math.abs(adjustedPrice - propertyDetails.predictedPrice).toLocaleString()} THB from original
-                      </div>
-                    )}
-                  </div>
-                </CardFooter>
-              </Card>
-            </div>
-
-            {/* --- Right Column: Step Content --- */}
-            <div className="md:col-span-2 space-y-6">
-              {activeStep === 1 && <Step1Content propertyDetails={propertyDetails} setActiveStep={setActiveStep} />}
-              {activeStep === 2 && <Step2Content features={features} setActiveStep={setActiveStep} />}
-              {activeStep === 3 && (
-                <Step3Content
-                  property={propertyDetails}
-                  comparisons={similarProperties}
-                  setActiveStep={setActiveStep}
-                />
-              )}
-              {activeStep === 4 && <Step4Content factors={environmentalFactors} setActiveStep={setActiveStep} />}
-              {activeStep === 5 && (
-                <Step5Content
-                  predictedPrice={adjustedPrice}
-                  confidence={confidence}
-                  priceRange={priceRange}
-                  setActiveStep={setActiveStep}
-                />
-              )}
-            </div>
-          </div>
-        </div>
-      </div>
-    </div>
-  );
-}
-
-// --- Helper Components for Steps ---
-
-function DetailRow({ label, value }: { label: string; value: string | number }) {
-  return (
-    <div className="flex justify-between">
-      <span className="text-muted-foreground">{label}</span>
-      <span className="font-medium">{value}</span>
-    </div>
-  );
-}
-
-function formatCurrency(value: number): string {
-  return new Intl.NumberFormat("th-TH", {
-    style: "currency",
-    currency: "THB",
-    minimumFractionDigits: 0,
-    maximumFractionDigits: 0,
-  }).format(value);
-}
-
-// Step 1 Component
-function Step1Content({
-  propertyDetails,
-  setActiveStep,
-}: {
-  propertyDetails: PropertyBaseDetails;
-  setActiveStep: (step: number) => void;
-}) {
-  return (
-    <Card>
-      <CardHeader>
-        <CardTitle>Property Overview</CardTitle>
-        <CardDescription>Basic information used in our prediction model</CardDescription>
-      </CardHeader>
-      <CardContent>
-        <div className="space-y-4">
-          <p>
-            Our AI model begins by analyzing the core attributes of your property. These fundamental characteristics
-            form the baseline for our prediction.
-          </p>
-          <div className="grid gap-4 md:grid-cols-2">
-            <InfoCard
-              icon={Home}
-              title="Property Type"
-              description={`${propertyDetails.type} properties in this area have specific market dynamics`}
-            />
-            <InfoCard
-              icon={Ruler}
-              title="Size & Layout"
-              description={`${propertyDetails.size} sqm${
-                propertyDetails.bedrooms ? ` with ${propertyDetails.bedrooms} beds` : ""
-              }${propertyDetails.bathrooms ? ` and ${propertyDetails.bathrooms} baths` : ""}`}
-            />
-            <InfoCard
-              icon={Calendar}
-              title="Property Age"
-              description={`Built ${propertyDetails.age} years ago, affecting depreciation calculations`}
-            />
-            {propertyDetails.floor && (
-              <InfoCard
-                icon={Building}
-                title="Floor & View"
-                description={`Located on floor ${propertyDetails.floor}, impacting value`}
-              />
-            )}
-          </div>
-        </div>
-      </CardContent>
-      <StepFooter onNext={() => setActiveStep(2)} />
-    </Card>
-  );
-}
-
-// Step 2 Component
-function Step2Content({
-  features,
-  setActiveStep,
-}: {
-  features: ModelExplanationData["features"];
-  setActiveStep: (step: number) => void;
-}) {
-  return (
-    <Card>
-      <CardHeader>
-        <CardTitle>Feature Analysis</CardTitle>
-        <CardDescription>How different features impact the predicted price</CardDescription>
-      </CardHeader>
-      <CardContent>
-        <div className="space-y-6">
-          <p>
-            Our model analyzes various features and determines how each contributes to the price prediction. Below is a
-            breakdown of the most important factors.
-          </p>
-          <div className="h-[300px]">
-            <FeatureImportanceChart features={features} />
-          </div>
-          <div className="space-y-4">
-            {features.map((feature) => (
-              <div key={feature.name} className="space-y-1">
-                <div className="flex justify-between">
-                  <span className="text-sm font-medium">{feature.name}</span>
-                  <span
-                    className={`text-sm font-semibold ${
-                      feature.impact === "positive"
-                        ? "text-green-600 dark:text-green-400"
-                        : feature.impact === "negative"
-                        ? "text-red-600 dark:text-red-400"
-                        : "text-yellow-600 dark:text-yellow-400"
-                    }`}>
-                    {feature.impact === "positive"
-                      ? "↑ Positive"
-                      : feature.impact === "negative"
-                      ? "↓ Negative"
-                      : "→ Neutral"}
-                  </span>
-                </div>
-                <div className="flex items-center gap-2">
-                  <Progress
-                    value={feature.importance}
-                    className="h-2"
-                    aria-label={`${feature.name} importance ${feature.importance}%`}
-                  />
-                  <span className="text-sm text-muted-foreground">{feature.importance}%</span>
-                </div>
-                <p className="text-xs text-muted-foreground">{feature.value}</p>
-              </div>
-            ))}
-          </div>
-        </div>
-      </CardContent>
-      <StepFooter onPrev={() => setActiveStep(1)} onNext={() => setActiveStep(3)} />
-    </Card>
-  );
-}
-
-// Step 3 Component
-function Step3Content({
-  property,
-  comparisons,
-  setActiveStep,
-}: {
-  property: PropertyBaseDetails;
-  comparisons: ModelExplanationData["similarProperties"];
-  setActiveStep: (step: number) => void;
-}) {
-  // Prepare data for the chart, ensuring the main property is clearly labeled
-  const chartProperty = {
-    name: "Your Property",
-    price: property.predictedPrice,
-    size: property.size,
-    age: property.age,
-  };
-  const chartComparisons = comparisons.map((p, i) => ({
-    name: `Comp ${i + 1}`,
-    address: p.address,
-    price: p.price,
-    size: p.size,
-    age: p.age,
-  }));
-
-  return (
-    <Card>
-      <CardHeader>
-        <CardTitle>Market Comparison</CardTitle>
-        <CardDescription>
-          How your property compares to similar properties recently analyzed or sold in the area
-        </CardDescription>
-      </CardHeader>
-      <CardContent>
-        <div className="space-y-6">
-          <p>
-            We analyze recent data from similar properties to establish a baseline. This ensures our prediction aligns
-            with current market conditions.
-          </p>
-          <div className="h-[300px]">
-            <PriceComparisonChart property={chartProperty} comparisons={chartComparisons} />
-          </div>
-          <div className="space-y-4">
-            <h4 className="font-medium">Similar Properties Details</h4>
-            <div className="grid gap-4 md:grid-cols-3">
-              {comparisons.map((p, index) => (
-                <div key={index} className="rounded-lg border p-3 text-xs">
-                  <div className="font-medium truncate" title={p.address}>
-                    {p.address}
-                  </div>
-                  <div className="mt-1 text-muted-foreground">
-                    {p.size} sqm, {p.age} years old
-                  </div>
-                  <div className="mt-2 font-bold">{formatCurrency(p.price)}</div>
-                </div>
-              ))}
-            </div>
-          </div>
-        </div>
-      </CardContent>
-      <StepFooter onPrev={() => setActiveStep(2)} onNext={() => setActiveStep(4)} />
-    </Card>
-  );
-}
-
-// Step 4 Component
-function Step4Content({
-  factors,
-  setActiveStep,
-}: {
-  factors: ModelExplanationData["environmentalFactors"];
-  setActiveStep: (step: number) => void;
-}) {
-  const factorDetails = {
-    floodRisk: {
-      icon: Droplets,
-      color: factors.floodRisk === "low" ? "green" : factors.floodRisk === "moderate" ? "yellow" : "red",
-      text: "Historical data suggests this level of risk.",
-    },
-    airQuality: {
-      icon: Wind,
-      color: factors.airQuality === "good" ? "green" : factors.airQuality === "moderate" ? "yellow" : "red",
-      text: "Compared to city average.",
-    },
-    noiseLevel: {
-      icon: Sun,
-      color: factors.noiseLevel === "low" ? "green" : factors.noiseLevel === "moderate" ? "yellow" : "red",
-      text: "Based on proximity to major roads/sources.",
-    },
-  };
-
-  return (
-    <Card>
-      <CardHeader>
-        <CardTitle>Environmental & Location Factors</CardTitle>
-        <CardDescription>How surrounding conditions and amenities affect value</CardDescription>
-      </CardHeader>
-      <CardContent>
-        <div className="space-y-6">
-          <p>
-            Environmental conditions and nearby amenities significantly impact desirability and value. Our model
-            considers these external factors.
-          </p>
-          <div className="grid gap-4 md:grid-cols-3">
-            {/* Environmental Factors */}
-            <FactorCard title="Flood Risk" factor={factors.floodRisk} details={factorDetails.floodRisk} />
-            <FactorCard title="Air Quality" factor={factors.airQuality} details={factorDetails.airQuality} />
-            <FactorCard title="Noise Level" factor={factors.noiseLevel} details={factorDetails.noiseLevel} />
-          </div>
-          {/* Proximity Example */}
-          <div className="space-y-2">
-            <h4 className="font-medium">Proximity to Amenities</h4>
-            <div className="grid gap-3 md:grid-cols-2">
-              <ProximityItem icon={Car} text="Public Transport: 300m" />
-              <ProximityItem icon={School} text="Schools: 1.2km" />
-              <ProximityItem icon={ShoppingBag} text="Shopping: 500m" />
-              <ProximityItem icon={Building} text="Hospitals: 2.5km" />
-            </div>
-          </div>
-        </div>
-      </CardContent>
-      <StepFooter onPrev={() => setActiveStep(3)} onNext={() => setActiveStep(5)} />
-    </Card>
-  );
-}
-
-// Step 5 Component
-function Step5Content({
-  predictedPrice,
-  confidence,
-  priceRange,
-  setActiveStep,
-}: {
-  predictedPrice: number;
-  confidence: number;
-  priceRange: { lower: number; upper: number };
-  setActiveStep: (step: number) => void;
-}) {
-  return (
-    <Card>
-      <CardHeader>
-        <CardTitle>Final Prediction</CardTitle>
-        <CardDescription>The AI-predicted price based on all analyzed factors</CardDescription>
-      </CardHeader>
-      <CardContent>
-        <div className="space-y-6">
-          {/* Price Box */}
-          <div className="rounded-lg bg-muted p-6 text-center">
-            <h3 className="text-lg font-medium text-muted-foreground">Predicted Price</h3>
-            <div className="mt-2 text-4xl font-bold">{formatCurrency(predictedPrice)}</div>
-            <div className="mt-2 text-sm text-muted-foreground">Confidence Level: {(confidence * 100).toFixed(0)}%</div>
-          </div>
-          {/* Price Range Box */}
-          <div className="rounded-lg border p-4">
-            <h4 className="font-medium flex items-center gap-2">
-              <Info className="h-4 w-4 text-primary" /> Price Range
-            </h4>
-            <p className="mt-2 text-sm text-muted-foreground">
-              Based on our model's confidence, the likely market range is:
-            </p>
-            <div className="mt-3 flex justify-between text-sm">
-              <div>
-                <div className="font-medium">Lower Bound</div>
-                <div className="text-muted-foreground">{formatCurrency(priceRange.lower)}</div>
-              </div>
-              <div className="text-center">
-                <div className="font-medium">Prediction</div>
-                <div className="text-primary font-bold">{formatCurrency(predictedPrice)}</div>
-              </div>
-              <div className="text-right">
-                <div className="font-medium">Upper Bound</div>
-                <div className="text-muted-foreground">{formatCurrency(priceRange.upper)}</div>
-              </div>
-            </div>
-          </div>
-          {/* Summary */}
-          <div className="space-y-2">
-            <h4 className="font-medium">Summary of Factors</h4>
-            <p className="text-sm text-muted-foreground">This prediction considers:</p>
-            <ul className="mt-2 space-y-1 text-sm list-disc list-inside">
-              <li>Property characteristics (size, age, layout)</li>
-              <li>Location and neighborhood profile</li>
-              <li>Recent market trends and comparable sales</li>
-              <li>Environmental factors and amenity access</li>
-            </ul>
-          </div>
-        </div>
-      </CardContent>
-      <CardFooter className="flex justify-between">
-        <Button variant="outline" onClick={() => setActiveStep(4)}>
-          Previous
-        </Button>
-        <Link href="/map">
-          <Button variant="default">Back to Map</Button>
-        </Link>
-      </CardFooter>
-    </Card>
-  );
-}
-
-// --- Sub-components for Steps ---
-function InfoCard({ icon: Icon, title, description }: { icon: React.ElementType; title: string; description: string }) {
-  return (
-    <div className="flex items-start gap-3 rounded-lg border p-3">
-      <Icon className="mt-0.5 h-5 w-5 text-primary shrink-0" />
-      <div>
-        <h4 className="font-medium text-sm">{title}</h4>
-        <p className="text-xs text-muted-foreground">{description}</p>
-      </div>
-    </div>
-  );
-}
-
-function FactorCard({
-  title,
-  factor,
-  details,
-}: {
-  title: string;
-  factor: string;
-  details: { icon: React.ElementType; color: string; text: string };
-}) {
-  const Icon = details.icon;
-  const colorClass = `bg-${details.color}-500`; // Requires Tailwind JIT or safelisting
-  const textColorClass = `text-${details.color}-500`;
-
-  return (
-    <div className="flex flex-col items-center rounded-lg border p-4 text-center">
-      <Icon className={`h-8 w-8 mb-2 ${textColorClass}`} />
-      <h4 className="font-medium text-sm">{title}</h4>
-      <div className={`mt-2 flex items-center gap-2`}>
-        {/* Explicit colors might be safer than dynamic Tailwind classes */}
-        <div
-          className={`h-3 w-3 rounded-full`}
-          style={{
-            backgroundColor: details.color === "green" ? "#22c55e" : details.color === "yellow" ? "#eab308" : "#ef4444",
-          }}></div>
-        <span className="text-sm capitalize">{factor}</span>
-      </div>
-      <p className="mt-2 text-xs text-muted-foreground">{details.text}</p>
-    </div>
-  );
-}
-
-function ProximityItem({ icon: Icon, text }: { icon: React.ElementType; text: string }) {
-  return (
-    <div className="flex items-center gap-2 rounded-lg border p-2 text-xs">
-      <Icon className="h-4 w-4 text-primary shrink-0" />
-      <div>{text}</div>
-    </div>
-  );
-}
-
-function StepFooter({ onPrev, onNext }: { onPrev?: () => void; onNext?: () => void }) {
-  return (
-    <CardFooter className="flex justify-between">
-      {onPrev ? (
-        <Button variant="outline" onClick={onPrev}>
-          Previous
-        </Button>
-      ) : (
-        <div></div>
-      )}
-      {onNext ? (
-        <Button onClick={onNext}>
-          Next Step <ArrowRight className="ml-2 h-4 w-4" />
-        </Button>
-      ) : (
-        <div></div>
-      )}
-    </CardFooter>
-  );
-}
diff --git a/frontend/app/(routes)/map/layout.tsx b/frontend/app/(routes)/map/layout.tsx
deleted file mode 100644
index 95a3c54..0000000
--- a/frontend/app/(routes)/map/layout.tsx
+++ /dev/null
@@ -1,21 +0,0 @@
-/*
-========================================
-File: frontend/app/(routes)/map/layout.tsx
-========================================
-*/
-import type React from "react";
-// import { PageLayout } from "@/components/common/PageLayout"; // Example using a common layout
-
-// This layout is specific to the map feature's route group
-export default function MapFeatureLayout({ children }: { children: React.ReactNode }) {
-  return (
-    // <PageLayout className="flex flex-row"> {/* Example using common layout */}
-    // The MapSidebar might be rendered here if it's part of the layout
-    <div className="relative flex-1 h-full w-full">
-      {" "}
-      {/* Ensure content takes up space */}
-      {children}
-    </div>
-    // </PageLayout>
-  );
-}
diff --git a/frontend/app/(routes)/map/page.tsx b/frontend/app/(routes)/map/page.tsx
deleted file mode 100644
index 0e0617b..0000000
--- a/frontend/app/(routes)/map/page.tsx
+++ /dev/null
@@ -1,73 +0,0 @@
-/*
-========================================
-File: frontend/app/(routes)/map/page.tsx
-========================================
-*/
-"use client";
-
-import React, { useState } from "react";
-import Link from "next/link";
-import { ArrowRight } from "lucide-react";
-
-// Import common components
-import { Button } from "@/components/ui/button";
-// NOTE: ThemeProvider and ThemeController are in the root layout or a higher common layout now
-
-// Import feature-specific components/contexts/types
-import { MapContainer } from "@/features/map/components/map-container";
-// MapSidebar might be part of the layout now, if shared, otherwise import here
-// import { MapSidebar } from "@/features/map/components/map-sidebar";
-import { MapHeader } from "@/features/map/components/map-header"; // Map specific header
-import { OverlayProvider } from "@/features/map/components/overlay-system/overlay-context";
-import { OverlayDock } from "@/features/map/components/overlay-system/overlay-dock";
-import { AnalyticsOverlay } from "@/features/map/components/analytics-overlay";
-import { FiltersOverlay } from "@/features/map/components/filters-overlay";
-import { ChatOverlay } from "@/features/map/components/chat-overlay";
-import type { MapLocation } from "@/features/map/types";
-
-export default function MapPage() {
-  const [selectedLocation, setSelectedLocation] = useState<MapLocation>({
-    lat: 13.7563,
-    lng: 100.5018,
-    name: "Bangkok",
-  });
-
-  // Main page structure remains similar, but imports are updated
-  return (
-    // ThemeProvider/Controller likely moved to root layout
-    // SidebarProvider might be moved too, depending on its scope
-    // Assuming OverlayProvider is specific to this map page context
-    <OverlayProvider>
-      {/* The outer div with flex, h-screen etc. should be handled by the layout file or a common PageLayout */}
-      <div className="flex h-full w-full flex-col overflow-hidden">
-        {" "}
-        {/* Simplified for page content */}
-        <MapHeader />
-        <div className="relative flex-1 overflow-hidden">
-          <MapContainer selectedLocation={selectedLocation} />
-
-          {/* Prediction model banner */}
-          <div className="absolute left-1/2 top-4 -translate-x-1/2 z-10">
-            <div className="flex items-center gap-2 rounded-lg bg-card/95 backdrop-blur-xs border border-border/50 px-4 py-2 shadow-lg">
-              <div>
-                <h3 className="font-medium">Price Prediction: 15,000,000 ฿</h3>
-                <p className="text-xs text-muted-foreground">Based on our AI model analysis</p>
-              </div>
-              <Link href="/model-explanation">
-                <Button size="sm" variant="outline" className="gap-1">
-                  Explain <ArrowRight className="h-3 w-3" />
-                </Button>
-              </Link>
-            </div>
-          </div>
-
-          {/* Overlay System */}
-          <AnalyticsOverlay />
-          <FiltersOverlay />
-          <ChatOverlay />
-          <OverlayDock position="bottom" />
-        </div>
-      </div>
-    </OverlayProvider>
-  );
-}
diff --git a/frontend/app/(routes)/maps/page.tsx b/frontend/app/(routes)/maps/page.tsx
new file mode 100644
index 0000000..156270d
--- /dev/null
+++ b/frontend/app/(routes)/maps/page.tsx
@@ -0,0 +1,720 @@
+"use client"
+
+import { useState, useRef } from "react"
+import { Button } from "@/components/ui/button"
+import { Card, CardContent } from "@/components/ui/card"
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"
+import { Badge } from "@/components/ui/badge"
+import { Slider } from "@/components/ui/slider"
+import { Switch } from "@/components/ui/switch"
+import {
+  MapPin,
+  Home,
+  BarChart2,
+  Filter,
+  MessageCircle,
+  X,
+  Plus,
+  Minus,
+  Droplets,
+  Wind,
+  Sun,
+  LineChart,
+  Send,
+  Newspaper,
+  Building,
+  BedDouble,
+  Bath,
+  Star,
+  Clock,
+  ChevronDown,
+  Check,
+  RefreshCw,
+} from "lucide-react"
+import Link from "next/link"
+import { DropdownMenu, DropdownMenuContent, DropdownMenuItem, DropdownMenuTrigger } from "@/components/ui/dropdown-menu"
+
+export default function MapsPage() {
+  const [showFilters, setShowFilters] = useState(false)
+  const [showAnalytics, setShowAnalytics] = useState(false)
+  const [showChat, setShowChat] = useState(false)
+  const [showPropertyInfo, setShowPropertyInfo] = useState(false)
+  const [activeTab, setActiveTab] = useState("basic")
+  const [priceRange, setPriceRange] = useState([5000000, 20000000])
+  const [radius, setRadius] = useState(30)
+  const [message, setMessage] = useState("")
+  const [messages, setMessages] = useState([{ role: "assistant", content: "Hi! How can I help you today?" }])
+  const [mapZoom, setMapZoom] = useState(14)
+  const [selectedModel, setSelectedModel] = useState("Standard ML Model v2.4")
+  const mapRef = useRef(null)
+
+  const models = [
+    "Standard ML Model v2.4",
+    "Enhanced Neural Network v1.8",
+    "Geospatial Regression v3.1",
+    "Time Series Forecast v2.0",
+    "Custom Model (User #1242)",
+  ]
+
+  const handleSendMessage = () => {
+    if (message.trim()) {
+      setMessages([...messages, { role: "user", content: message }])
+      // Simulate AI response
+      setTimeout(() => {
+        setMessages((prev) => [
+          ...prev,
+          {
+            role: "assistant",
+            content:
+              "I can provide information about properties in this area. Would you like to know about flood risks, air quality, or nearby amenities?",
+          },
+        ])
+      }, 1000)
+      setMessage("")
+    }
+  }
+
+  const handleZoomIn = () => {
+    setMapZoom((prev) => Math.min(prev + 1, 20))
+  }
+
+  const handleZoomOut = () => {
+    setMapZoom((prev) => Math.max(prev - 1, 10))
+  }
+
+  const handlePropertyClick = () => {
+    setShowPropertyInfo(true)
+    setShowFilters(false)
+    setShowChat(false)
+  }
+
+  return (
+    <div className="relative h-screen w-full overflow-hidden bg-gray-100 dark:bg-gray-900">
+      {/* Map Container */}
+      <div className="absolute inset-0 bg-[url('/map.png')] bg-cover bg-center">
+        {/* Map Placeholder - In a real implementation, this would be a map component */}
+        <div className="absolute inset-0 flex items-center justify-center">
+          <div className="text-2xl text-muted-foreground opacity-0">Map View</div>
+        </div>
+
+        {/* Sample Property Markers */}
+        <div className="absolute left-1/4 top-1/3 text-primary cursor-pointer group" onClick={handlePropertyClick}>
+          <div className="relative transition-transform transform group-hover:scale-125">
+            <div className="absolute inset-0 w-10 h-10 bg-green-500 opacity-30 blur-lg rounded-full"></div>
+            <MapPin className="h-10 w-10 text-green-500 drop-shadow-xl" />
+            <div className="absolute -top-2 -right-2 h-5 w-5 bg-green-500 rounded-full border-2 border-white animate-pulse"></div>
+            <span className="absolute top-12 left-1/2 -translate-x-1/2 hidden group-hover:flex bg-black text-white text-xs font-bold px-3 py-1 rounded-lg shadow-lg">
+              Available
+            </span>
+          </div>
+        </div>
+        <div className="absolute left-1/2 top-1/2 text-primary cursor-pointer group" onClick={handlePropertyClick}>
+          <div className="relative transition-transform transform group-hover:scale-125">
+            <div className="absolute inset-0 w-10 h-10 bg-yellow-500 opacity-30 blur-lg rounded-full"></div>
+            <MapPin className="h-10 w-10 text-yellow-500 drop-shadow-xl" />
+            <div className="absolute -top-2 -right-2 h-5 w-5 bg-amber-500 rounded-full border-2 border-white animate-pulse"></div>
+            <span className="absolute top-12 left-1/2 -translate-x-1/2 hidden group-hover:flex bg-black text-white text-xs font-bold px-3 py-1 rounded-lg shadow-lg">
+              Pending
+            </span>
+          </div>
+        </div>
+        <div className="absolute right-1/4 top-2/3 text-primary cursor-pointer group" onClick={handlePropertyClick}>
+          <div className="relative transition-transform transform group-hover:scale-125">
+            <div className="absolute inset-0 w-10 h-10 bg-red-500 opacity-30 blur-lg rounded-full"></div>
+            <MapPin className="h-10 w-10 text-red-500 drop-shadow-xl" />
+            <div className="absolute -top-2 -right-2 h-5 w-5 bg-red-500 rounded-full border-2 border-white animate-pulse"></div>
+            <span className="absolute top-12 left-1/2 -translate-x-1/2 hidden group-hover:flex bg-black text-white text-xs font-bold px-3 py-1 rounded-lg shadow-lg">
+              Sold
+            </span>
+          </div>
+        </div>
+      </div>
+
+      {/* Top Navigation Bar */}
+      <div className="absolute top-0 left-0 right-0 bg-background/95 backdrop-blur-sm p-4 flex items-center justify-between z-10 border-b">
+        <Link href="/" className="flex items-center gap-2">
+          <Home className="h-5 w-5" />
+          <span className="font-semibold">BorBann</span>
+        </Link>
+        <div className="flex-1 max-w-md mx-4">
+          <div className="relative">
+            <input
+              type="text"
+              placeholder="Search locations..."
+              className="w-full h-10 px-4 rounded-md border border-input bg-background"
+            />
+            <div className="absolute right-3 top-1/2 -translate-y-1/2">
+              <MapPin className="h-4 w-4 text-muted-foreground" />
+            </div>
+          </div>
+        </div>
+        <div className="flex items-center gap-2">
+          <DropdownMenu>
+            <DropdownMenuTrigger asChild>
+              <Button variant="outline" size="sm" className="gap-1">
+                <BarChart2 className="h-4 w-4" />
+                <span className="hidden sm:inline">{selectedModel}</span>
+                <ChevronDown className="h-4 w-4" />
+              </Button>
+            </DropdownMenuTrigger>
+            <DropdownMenuContent align="end" className="w-[240px]">
+              {models.map((model) => (
+                <DropdownMenuItem
+                  key={model}
+                  onClick={() => setSelectedModel(model)}
+                  className="flex items-center gap-2"
+                >
+                  {model === selectedModel && <Check className="h-4 w-4 text-primary" />}
+                  <span className={model === selectedModel ? "font-medium" : ""}>{model}</span>
+                </DropdownMenuItem>
+              ))}
+              <DropdownMenuItem>
+                <Link href="/models" className="flex items-center w-full">
+                  <span className="text-primary">Manage Models...</span>
+                </Link>
+              </DropdownMenuItem>
+            </DropdownMenuContent>
+          </DropdownMenu>
+
+          <Link href="/properties">
+            <Button variant="outline" size="sm" className="gap-1">
+              <Building className="h-4 w-4" />
+              <span className="hidden sm:inline">Properties</span>
+            </Button>
+          </Link>
+          <Link href="/price-prediction">
+            <Button variant="outline" size="sm" className="gap-1">
+              <BarChart2 className="h-4 w-4" />
+              <span className="hidden sm:inline">Price Prediction</span>
+            </Button>
+          </Link>
+        </div>
+      </div>
+
+      {/* Map Controls */}
+      <div className="absolute top-20 right-4 flex flex-col gap-2 z-10">
+        <Button
+          variant="secondary"
+          size="icon"
+          className="h-10 w-10 rounded-full bg-background/95 backdrop-blur-sm shadow-md"
+          onClick={handleZoomIn}
+        >
+          <Plus className="h-5 w-5" />
+        </Button>
+        <Button
+          variant="secondary"
+          size="icon"
+          className="h-10 w-10 rounded-full bg-background/95 backdrop-blur-sm shadow-md"
+          onClick={handleZoomOut}
+        >
+          <Minus className="h-5 w-5" />
+        </Button>
+      </div>
+
+      {/* Map Overlay Controls */}
+      <div className="absolute bottom-8 left-1/2 -translate-x-1/2 flex gap-2 z-10">
+        <Button
+          variant="secondary"
+          size="icon"
+          className={`h-12 w-12 rounded-full bg-background/95 backdrop-blur-sm shadow-md ${showAnalytics ? "bg-primary text-primary-foreground" : ""}`}
+          onClick={() => {
+            setShowAnalytics(!showAnalytics)
+            if (showAnalytics) {
+              setShowFilters(false)
+              setShowPropertyInfo(false)
+            }
+          }}
+        >
+          <BarChart2 className="h-5 w-5" />
+        </Button>
+        <Button
+          variant="secondary"
+          size="icon"
+          className={`h-12 w-12 rounded-full bg-background/95 backdrop-blur-sm shadow-md ${showFilters ? "bg-primary text-primary-foreground" : ""}`}
+          onClick={() => {
+            setShowFilters(!showFilters)
+            if (showFilters) {
+              setShowAnalytics(false)
+              setShowPropertyInfo(false)
+            }
+          }}
+        >
+          <Filter className="h-5 w-5" />
+        </Button>
+        <Button
+          variant="secondary"
+          size="icon"
+          className={`h-12 w-12 rounded-full bg-background/95 backdrop-blur-sm shadow-md ${showChat ? "bg-primary text-primary-foreground" : ""}`}
+          onClick={() => {
+            setShowChat(!showChat)
+            if (showChat) {
+              setShowPropertyInfo(false)
+            }
+          }}
+        >
+          <MessageCircle className="h-5 w-5" />
+        </Button>
+      </div>
+
+      {/* Property Info Panel */}
+      {showPropertyInfo && (
+        <div className="absolute top-20 right-4 w-96 map-overlay z-20">
+          <div className="map-overlay-header">
+            <div className="flex items-center gap-2">
+              <Building className="h-5 w-5 text-primary" />
+              <span className="font-medium">Property Details</span>
+            </div>
+            <div className="flex items-center gap-1">
+              <Button variant="ghost" size="icon" className="h-8 w-8" onClick={() => setShowPropertyInfo(false)}>
+                <X className="h-4 w-4" />
+              </Button>
+            </div>
+          </div>
+          <div className="map-overlay-content">
+            <div className="relative mb-4">
+              <img
+                src="/placeholder.svg?height=200&width=400"
+                alt="Property"
+                className="w-full h-40 object-cover rounded-md"
+              />
+              <div className="absolute top-2 left-2 flex gap-1">
+                <Badge className="bg-primary">Condominium</Badge>
+                <Badge className="bg-amber-500">
+                  <Star className="h-3 w-3 mr-1" /> Premium
+                </Badge>
+              </div>
+            </div>
+
+            <h3 className="font-medium text-lg mb-1">Modern Condominium</h3>
+            <div className="flex items-center text-muted-foreground text-sm mb-2">
+              <MapPin className="h-3.5 w-3.5 mr-1 flex-shrink-0" />
+              <span className="truncate">Sukhumvit, Bangkok</span>
+            </div>
+
+            <div className="flex items-center gap-4 text-sm mb-3">
+              <div className="flex items-center">
+                <BedDouble className="h-4 w-4 mr-1 text-primary" />
+                <span>3 Beds</span>
+              </div>
+              <div className="flex items-center">
+                <Bath className="h-4 w-4 mr-1 text-primary" />
+                <span>2 Baths</span>
+              </div>
+              <div className="flex items-center">
+                <Home className="h-4 w-4 mr-1 text-primary" />
+                <span>150 m²</span>
+              </div>
+            </div>
+
+            <div className="font-semibold text-lg mb-4">฿15,000,000</div>
+
+            <div className="space-y-4">
+              <div>
+                <h4 className="font-medium text-sm mb-2">Environmental Factors</h4>
+                <div className="grid grid-cols-3 gap-2">
+                  <div className="flex flex-col items-center p-2 border rounded-md">
+                    <Droplets className="h-5 w-5 text-blue-500 mb-1" />
+                    <span className="text-xs font-medium">Flood Risk</span>
+                    <Badge className="mt-1 text-xs bg-amber-500">Moderate</Badge>
+                  </div>
+                  <div className="flex flex-col items-center p-2 border rounded-md">
+                    <Wind className="h-5 w-5 text-purple-500 mb-1" />
+                    <span className="text-xs font-medium">Air Quality</span>
+                    <Badge className="mt-1 text-xs bg-destructive">Poor</Badge>
+                  </div>
+                  <div className="flex flex-col items-center p-2 border rounded-md">
+                    <Sun className="h-5 w-5 text-amber-500 mb-1" />
+                    <span className="text-xs font-medium">Noise</span>
+                    <Badge className="mt-1 text-xs bg-green-500">Low</Badge>
+                  </div>
+                </div>
+              </div>
+
+              <div>
+                <h4 className="font-medium text-sm mb-2">Nearby Facilities</h4>
+                <div className="space-y-1 text-sm">
+                  <div className="flex justify-between">
+                    <span>BTS Phrom Phong</span>
+                    <span className="text-muted-foreground">300m</span>
+                  </div>
+                  <div className="flex justify-between">
+                    <span>EmQuartier Mall</span>
+                    <span className="text-muted-foreground">500m</span>
+                  </div>
+                  <div className="flex justify-between">
+                    <span>Benchasiri Park</span>
+                    <span className="text-muted-foreground">700m</span>
+                  </div>
+                </div>
+              </div>
+
+              <div className="flex gap-2">
+                <Link href="/properties/prop1" className="flex-1">
+                  <Button className="w-full">View Details</Button>
+                </Link>
+                <Link href="/price-prediction" className="flex-1">
+                  <Button variant="outline" className="w-full">
+                    Price Analysis
+                  </Button>
+                </Link>
+              </div>
+            </div>
+          </div>
+        </div>
+      )}
+
+      {/* Analytics Panel */}
+      {showAnalytics && (
+        <div className="absolute top-20 right-4 w-96 max-h-[800px] overflow-y-auto z-20 map-overlay">
+          <div className="map-overlay-header">
+            <div className="flex items-center gap-2">
+              <BarChart2 className="h-5 w-5 text-primary" />
+              <span className="font-medium">Analytics</span>
+            </div>
+            <div className="flex items-center gap-1">
+              <Button
+                variant="ghost"
+                size="sm"
+                className="h-8 w-8 flex items-center justify-center"
+                onClick={() => setSelectedModel(selectedModel)}
+              >
+                <RefreshCw className="h-4 w-4" />
+              </Button>
+              <Button variant="ghost" size="icon" className="h-8 w-8" onClick={() => setShowAnalytics(false)}>
+                <X className="h-4 w-4" />
+              </Button>
+            </div>
+          </div>
+          <div className="map-overlay-content">
+            <div className="flex items-center justify-between mb-4">
+              <p className="text-sm text-muted-foreground">Information in radius will be analyzed</p>
+              <Badge variant="outline" className="text-xs">
+                Using: {selectedModel}
+              </Badge>
+            </div>
+
+            <Card className="mb-4">
+              <CardContent className="p-4">
+                <div className="flex items-center gap-2 mb-2">
+                  <LineChart className="h-4 w-4 text-primary" />
+                  <span className="font-medium">Area Price History</span>
+                </div>
+                <h3 className="text-2xl font-bold mb-1">10,000,000 Baht</h3>
+                <p className="text-xs text-muted-foreground mb-3">Overall Price History of this area</p>
+
+                <div className="h-20 w-full relative">
+                  {/* Simple line chart simulation */}
+                  <div className="absolute bottom-0 left-0 w-full h-px bg-border"></div>
+                  <div className="absolute bottom-0 left-0 h-full flex items-end">
+                    <div className="w-1/6 h-8 border-b-2 border-r-2 border-primary rounded-br"></div>
+                    <div className="w-1/6 h-6 border-b-2 border-r-2 border-primary rounded-br"></div>
+                    <div className="w-1/6 h-7 border-b-2 border-r-2 border-primary rounded-br"></div>
+                    <div className="w-1/6 h-10 border-b-2 border-r-2 border-primary rounded-br"></div>
+                    <div className="w-1/6 h-12 border-b-2 border-r-2 border-primary rounded-br"></div>
+                    <div className="w-1/6 h-16 border-b-2 border-r-2 border-primary rounded-br"></div>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+
+            <Card className="mb-4">
+              <CardContent className="p-4">
+                <div className="flex items-center gap-2 mb-2">
+                  <LineChart className="h-4 w-4 text-primary" />
+                  <span className="font-medium">Price Prediction</span>
+                </div>
+                <h3 className="text-2xl font-bold mb-1">15,000,000 Baht</h3>
+                <p className="text-xs text-muted-foreground mb-3">The estimated price based on various factors.</p>
+
+                <div className="h-20 w-full relative">
+                  {/* Simple line chart simulation */}
+                  <div className="absolute bottom-0 left-0 w-full h-px bg-border"></div>
+                  <div className="absolute bottom-0 left-0 h-full flex items-end">
+                    <div className="w-1/6 h-4 border-b-2 border-r-2 border-green-500 rounded-br"></div>
+                    <div className="w-1/6 h-6 border-b-2 border-r-2 border-green-500 rounded-br"></div>
+                    <div className="w-1/6 h-8 border-b-2 border-r-2 border-green-500 rounded-br"></div>
+                    <div className="w-1/6 h-10 border-b-2 border-r-2 border-green-500 rounded-br"></div>
+                    <div className="w-1/6 h-14 border-b-2 border-r-2 border-green-500 rounded-br"></div>
+                    <div className="w-1/6 h-18 border-b-2 border-r-2 border-green-500 rounded-br"></div>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+
+            <div className="grid grid-cols-2 gap-2 mb-4">
+              <Card>
+                <CardContent className="p-3">
+                  <div className="flex flex-col items-center">
+                    <Droplets className="h-5 w-5 text-blue-500 mb-1" />
+                    <span className="text-sm font-medium">Flood Factor</span>
+                    <Badge className="mt-1 bg-amber-500">Moderate</Badge>
+                  </div>
+                </CardContent>
+              </Card>
+
+              <Card>
+                <CardContent className="p-3">
+                  <div className="flex flex-col items-center">
+                    <Wind className="h-5 w-5 text-purple-500 mb-1" />
+                    <span className="text-sm font-medium">Air Factor</span>
+                    <Badge className="mt-1 bg-destructive">Bad</Badge>
+                  </div>
+                </CardContent>
+              </Card>
+            </div>
+
+            {/* Local News Section */}
+            <div className="mb-4">
+              <h4 className="font-medium text-sm mb-2 flex items-center">
+                <Newspaper className="h-4 w-4 mr-1 text-primary" />
+                Local News
+              </h4>
+              <div className="space-y-2">
+                <Card>
+                  <CardContent className="p-3">
+                    <h5 className="text-sm font-medium">New BTS Extension Planned</h5>
+                    <p className="text-xs text-muted-foreground">
+                      The BTS Skytrain will be extended to cover more areas in Sukhumvit by 2025.
+                    </p>
+                    <div className="flex items-center text-xs text-muted-foreground mt-1">
+                      <Clock className="h-3 w-3 mr-1" />
+                      <span>2 days ago</span>
+                    </div>
+                  </CardContent>
+                </Card>
+                <Card>
+                  <CardContent className="p-3">
+                    <h5 className="text-sm font-medium">Property Tax Changes</h5>
+                    <p className="text-xs text-muted-foreground">
+                      New property tax regulations will take effect next month affecting luxury condominiums.
+                    </p>
+                    <div className="flex items-center text-xs text-muted-foreground mt-1">
+                      <Clock className="h-3 w-3 mr-1" />
+                      <span>1 week ago</span>
+                    </div>
+                  </CardContent>
+                </Card>
+              </div>
+            </div>
+
+            <div className="flex gap-2">
+              <Button variant="outline" className="w-full gap-2">
+                <MessageCircle className="h-4 w-4" />
+                Chat With AI
+              </Button>
+              <Link href="/price-prediction" className="flex-1">
+                <Button className="w-full">Full Analysis</Button>
+              </Link>
+            </div>
+          </div>
+        </div>
+      )}
+
+      {/* Filters Panel */}
+      {showFilters && (
+        <div className="absolute top-20 right-4 w-96 map-overlay z-20">
+          <div className="map-overlay-header">
+            <div className="flex items-center gap-2">
+              <Filter className="h-5 w-5 text-primary" />
+              <span className="font-medium">Property Filters</span>
+            </div>
+            <div className="flex items-center gap-1">
+              <Button variant="ghost" size="icon" className="h-8 w-8" onClick={() => setShowFilters(false)}>
+                <X className="h-4 w-4" />
+              </Button>
+            </div>
+          </div>
+
+          <Tabs defaultValue="basic" value={activeTab} onValueChange={setActiveTab}>
+            <TabsList className="w-full grid grid-cols-2">
+              <TabsTrigger value="basic">Basic</TabsTrigger>
+              <TabsTrigger value="advanced">Advanced</TabsTrigger>
+            </TabsList>
+
+            <TabsContent value="basic" className="p-4">
+              <div className="space-y-4">
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Area Radius</label>
+                  <div className="flex items-center gap-2">
+                    <Slider
+                      defaultValue={[30]}
+                      max={50}
+                      min={1}
+                      step={1}
+                      onValueChange={(value) => setRadius(value[0])}
+                      className="flex-1"
+                    />
+                    <span className="text-sm w-16 text-right">{radius} km</span>
+                  </div>
+                </div>
+
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Time Period</label>
+                  <select className="w-full h-10 rounded-md border border-input bg-background px-3 py-2 text-sm">
+                    <option value="all">All Time</option>
+                    <option value="1m">Last Month</option>
+                    <option value="3m">Last 3 Months</option>
+                    <option value="6m">Last 6 Months</option>
+                    <option value="1y">Last Year</option>
+                  </select>
+                </div>
+
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Property Type</label>
+                  <select className="w-full h-10 rounded-md border border-input bg-background px-3 py-2 text-sm">
+                    <option value="any">Any Type</option>
+                    <option value="house">House</option>
+                    <option value="condo">Condominium</option>
+                    <option value="townhouse">Townhouse</option>
+                    <option value="land">Land</option>
+                  </select>
+                </div>
+
+                <Button className="w-full">Apply Filters</Button>
+              </div>
+            </TabsContent>
+
+            <TabsContent value="advanced" className="p-4">
+              <div className="space-y-4">
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Price Range</label>
+                  <div className="flex items-center justify-between text-xs text-muted-foreground mb-2">
+                    <span>฿{priceRange[0].toLocaleString()}</span>
+                    <span>฿{priceRange[1].toLocaleString()}</span>
+                  </div>
+                  <Slider
+                    defaultValue={[5000000, 20000000]}
+                    max={50000000}
+                    min={1000000}
+                    step={1000000}
+                    onValueChange={(value) => setPriceRange(value)}
+                  />
+                </div>
+
+                <div className="space-y-2">
+                  <label className="text-sm font-medium mb-1.5 block">Environmental Factors</label>
+
+                  <div className="flex items-center justify-between">
+                    <span className="text-sm">Low Flood Risk</span>
+                    <Switch />
+                  </div>
+
+                  <div className="flex items-center justify-between">
+                    <span className="text-sm">Good Air Quality</span>
+                    <Switch />
+                  </div>
+
+                  <div className="flex items-center justify-between">
+                    <span className="text-sm">Low Noise Pollution</span>
+                    <Switch />
+                  </div>
+                </div>
+
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Facilities Nearby</label>
+                  <div className="grid grid-cols-2 gap-2">
+                    <div className="flex items-center space-x-2">
+                      <input type="checkbox" id="bts" className="h-4 w-4" />
+                      <label htmlFor="bts" className="text-sm">
+                        BTS/MRT Station
+                      </label>
+                    </div>
+                    <div className="flex items-center space-x-2">
+                      <input type="checkbox" id="school" className="h-4 w-4" />
+                      <label htmlFor="school" className="text-sm">
+                        Schools
+                      </label>
+                    </div>
+                    <div className="flex items-center space-x-2">
+                      <input type="checkbox" id="hospital" className="h-4 w-4" />
+                      <label htmlFor="hospital" className="text-sm">
+                        Hospitals
+                      </label>
+                    </div>
+                    <div className="flex items-center space-x-2">
+                      <input type="checkbox" id="mall" className="h-4 w-4" />
+                      <label htmlFor="mall" className="text-sm">
+                        Shopping Malls
+                      </label>
+                    </div>
+                  </div>
+                </div>
+
+                <Button className="w-full">Apply Filters</Button>
+              </div>
+            </TabsContent>
+          </Tabs>
+        </div>
+      )}
+
+      {/* Chat Panel */}
+      {showChat && (
+        <div className="absolute top-20 right-4 w-96 h-[500px] map-overlay z-20 flex flex-col">
+          <div className="map-overlay-header">
+            <div className="flex items-center gap-2">
+              <MessageCircle className="h-5 w-5 text-primary" />
+              <span className="font-medium">Chat Assistant</span>
+            </div>
+            <div className="flex items-center gap-1">
+              <Button variant="ghost" size="icon" className="h-8 w-8" onClick={() => setShowChat(false)}>
+                <X className="h-4 w-4" />
+              </Button>
+            </div>
+          </div>
+
+          <div className="flex-1 overflow-y-auto p-3 space-y-3">
+            {messages.map((msg, index) => (
+              <div key={index} className={`flex ${msg.role === "user" ? "justify-end" : "justify-start"}`}>
+                <div
+                  className={`max-w-[80%] rounded-lg px-3 py-2 ${
+                    msg.role === "user" ? "bg-primary text-primary-foreground" : "bg-muted"
+                  }`}
+                >
+                  {msg.content}
+                </div>
+              </div>
+            ))}
+          </div>
+
+          <div className="p-3 border-t">
+            <div className="flex gap-2">
+              <input
+                type="text"
+                placeholder="Type your message..."
+                className="flex-1 h-10 px-3 rounded-md border border-input bg-background"
+                value={message}
+                onChange={(e) => setMessage(e.target.value)}
+                onKeyDown={(e) => {
+                  if (e.key === "Enter") handleSendMessage()
+                }}
+              />
+              <Button variant="default" size="icon" className="h-10 w-10" onClick={handleSendMessage}>
+                <Send className="h-4 w-4" />
+              </Button>
+            </div>
+          </div>
+        </div>
+      )}
+
+      {/* Map Legend */}
+      <div className="absolute bottom-8 left-4 bg-background/95 backdrop-blur-sm p-2 rounded-lg shadow-md z-10">
+        <div className="text-xs font-medium mb-1">Property Status</div>
+        <div className="space-y-1">
+          <div className="flex items-center gap-1.5">
+            <div className="h-3 w-3 bg-green-500 rounded-full"></div>
+            <span className="text-xs">Available</span>
+          </div>
+          <div className="flex items-center gap-1.5">
+            <div className="h-3 w-3 bg-amber-500 rounded-full"></div>
+            <span className="text-xs">Pending</span>
+          </div>
+          <div className="flex items-center gap-1.5">
+            <div className="h-3 w-3 bg-red-500 rounded-full"></div>
+            <span className="text-xs">Sold</span>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}
+
diff --git a/frontend/app/(routes)/models/page.tsx b/frontend/app/(routes)/models/page.tsx
new file mode 100644
index 0000000..c02bac7
--- /dev/null
+++ b/frontend/app/(routes)/models/page.tsx
@@ -0,0 +1,500 @@
+"use client";
+
+import { useState } from "react";
+import { Button } from "@/components/ui/button";
+import { Card, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from "@/components/ui/card";
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
+import { Badge } from "@/components/ui/badge";
+import { Input } from "@/components/ui/input";
+import { Label } from "@/components/ui/label";
+import { Textarea } from "@/components/ui/textarea";
+import { Switch } from "@/components/ui/switch";
+import { Progress } from "@/components/ui/progress";
+import {
+  BrainCircuit,
+  Clock,
+  Database,
+  Play,
+  Plus,
+  Settings,
+  Sliders,
+  Trash2,
+  AlertTriangle,
+  Check,
+  ArrowRight,
+  Info,
+} from "lucide-react";
+import Link from "next/link";
+import PageHeader from "@/components/page-header";
+
+export default function ModelsPage() {
+  const [activeTab, setActiveTab] = useState("my-models");
+  const [selectedPipeline, setSelectedPipeline] = useState<string | null>(null);
+  const [trainingProgress, setTrainingProgress] = useState(0);
+  const [isTraining, setIsTraining] = useState(false);
+  const [modelName, setModelName] = useState("");
+  const [modelDescription, setModelDescription] = useState("");
+
+  const dataPipelines = [
+    { id: "pipeline-1", name: "Property Listings", records: 1240, lastUpdated: "2 hours ago" },
+    { id: "pipeline-2", name: "Rental Market Data", records: 830, lastUpdated: "Yesterday" },
+    { id: "pipeline-3", name: "Price Comparison", records: 1560, lastUpdated: "2 days ago" },
+    { id: "pipeline-4", name: "Commercial Properties", records: 450, lastUpdated: "1 week ago" },
+  ];
+
+  const models = [
+    {
+      id: "model-1",
+      name: "Standard ML Model v2.4",
+      type: "Regression",
+      hyperparameters: {
+        learningRate: "0.01",
+        maxDepth: "6",
+        numEstimators: "100",
+      },
+      dataSource: "System Base Model",
+      status: "active",
+      lastUpdated: "3 days ago",
+      isSystem: true,
+    },
+    {
+      id: "model-2",
+      name: "Enhanced Neural Network v1.8",
+      type: "Neural Network",
+      hyperparameters: {
+        layers: "4",
+        neurons: "128,64,32,16",
+        dropout: "0.2",
+      },
+      dataSource: "System Base Model",
+      status: "active",
+      lastUpdated: "1 week ago",
+      isSystem: true,
+    },
+    {
+      id: "model-3",
+      name: "Geospatial Regression v3.1",
+      type: "Geospatial",
+      hyperparameters: {
+        spatialWeight: "0.7",
+        kernelType: "gaussian",
+        bandwidth: "adaptive",
+      },
+      dataSource: "System Base Model",
+      status: "active",
+      lastUpdated: "2 weeks ago",
+      isSystem: true,
+    },
+    {
+      id: "model-4",
+      name: "Time Series Forecast v2.0",
+      type: "Time Series",
+      hyperparameters: {
+        p: "2",
+        d: "1",
+        q: "2",
+        seasonal: "true",
+      },
+      dataSource: "System Base Model",
+      status: "active",
+      lastUpdated: "1 month ago",
+      isSystem: true,
+    },
+    {
+      id: "model-5",
+      name: "Custom Model (User #1242)",
+      type: "Ensemble",
+      hyperparameters: {
+        baseEstimators: "3",
+        votingMethod: "weighted",
+        weights: "0.4,0.4,0.2",
+      },
+      dataSource: "Property Listings Pipeline",
+      status: "active",
+      lastUpdated: "5 days ago",
+      isSystem: false,
+    },
+  ];
+
+  const handleStartTraining = () => {
+    if (!selectedPipeline || !modelName) return;
+
+    setIsTraining(true);
+    setTrainingProgress(0);
+
+    // Simulate training progress
+    const interval = setInterval(() => {
+      setTrainingProgress((prev) => {
+        if (prev >= 100) {
+          clearInterval(interval);
+          setIsTraining(false);
+          return 100;
+        }
+        return prev + 5;
+      });
+    }, 500);
+  };
+
+  return (
+    <div className="container mx-auto p-6">
+      <PageHeader
+        title="Model Management"
+        description="Train, manage, and deploy machine learning models for property analysis"
+        breadcrumb={[
+          { title: "Home", href: "/" },
+          { title: "Models", href: "/models" },
+        ]}
+      />
+
+      <Tabs defaultValue="my-models" className="mt-6" onValueChange={setActiveTab}>
+        <div className="flex justify-between items-center mb-6">
+          <TabsList>
+            <TabsTrigger value="my-models">My Models</TabsTrigger>
+            <TabsTrigger value="system-models">System Models</TabsTrigger>
+            <TabsTrigger value="train-model">Train New Model</TabsTrigger>
+          </TabsList>
+
+          {activeTab !== "train-model" && (
+            <Button onClick={() => setActiveTab("train-model")} className="gap-2">
+              <Plus className="h-4 w-4" />
+              Train New Model
+            </Button>
+          )}
+        </div>
+
+        <TabsContent value="my-models">
+          <div className="grid gap-6 md:grid-cols-2 lg:grid-cols-3">
+            {models
+              .filter((model) => !model.isSystem)
+              .map((model) => (
+                <ModelCard key={model.id} model={model} />
+              ))}
+          </div>
+
+          {models.filter((model) => !model.isSystem).length === 0 && (
+            <Card className="border-dashed">
+              <CardContent className="pt-6 text-center">
+                <BrainCircuit className="h-12 w-12 text-muted-foreground mx-auto mb-4" />
+                <h3 className="text-lg font-medium mb-2">No Custom Models Yet</h3>
+                <p className="text-sm text-muted-foreground mb-4">
+                  Train your first custom model to get started with personalized property predictions.
+                </p>
+                <Button onClick={() => setActiveTab("train-model")}>Train Your First Model</Button>
+              </CardContent>
+            </Card>
+          )}
+        </TabsContent>
+
+        <TabsContent value="system-models">
+          <div className="grid gap-6 md:grid-cols-2 lg:grid-cols-3">
+            {models
+              .filter((model) => model.isSystem)
+              .map((model) => (
+                <ModelCard key={model.id} model={model} />
+              ))}
+          </div>
+        </TabsContent>
+
+        <TabsContent value="train-model">
+          <div className="grid gap-6 md:grid-cols-3">
+            <div className="md:col-span-1">
+              <Card>
+                <CardHeader>
+                  <CardTitle>Training Configuration</CardTitle>
+                  <CardDescription>Configure your new model</CardDescription>
+                </CardHeader>
+                <CardContent className="space-y-4">
+                  <div className="space-y-2">
+                    <Label htmlFor="model-name">Model Name</Label>
+                    <Input
+                      id="model-name"
+                      placeholder="e.g., My Custom Model v1.0"
+                      value={modelName}
+                      onChange={(e) => setModelName(e.target.value)}
+                    />
+                  </div>
+
+                  <div className="space-y-2">
+                    <Label htmlFor="model-description">Description (Optional)</Label>
+                    <Textarea
+                      id="model-description"
+                      placeholder="Describe the purpose of this model..."
+                      rows={3}
+                      value={modelDescription}
+                      onChange={(e) => setModelDescription(e.target.value)}
+                    />
+                  </div>
+
+                  <div className="space-y-2">
+                    <Label>Model Type</Label>
+                    <select className="w-full h-10 rounded-md border border-input bg-background px-3 py-2 text-sm">
+                      <option value="regression">Regression (Default)</option>
+                      <option value="neural-network">Neural Network</option>
+                      <option value="ensemble">Ensemble</option>
+                      <option value="geospatial">Geospatial</option>
+                      <option value="time-series">Time Series</option>
+                    </select>
+                  </div>
+
+                  <div className="pt-2">
+                    <h3 className="text-sm font-medium mb-2">Advanced Settings</h3>
+                    <div className="space-y-3">
+                      <div className="flex items-center justify-between">
+                        <div className="space-y-0.5">
+                          <Label htmlFor="feature-selection">Automatic Feature Selection</Label>
+                          <p className="text-xs text-muted-foreground">Let AI select the most relevant features</p>
+                        </div>
+                        <Switch id="feature-selection" defaultChecked />
+                      </div>
+
+                      <div className="flex items-center justify-between">
+                        <div className="space-y-0.5">
+                          <Label htmlFor="hyperparameter-tuning">Hyperparameter Tuning</Label>
+                          <p className="text-xs text-muted-foreground">Optimize model parameters automatically</p>
+                        </div>
+                        <Switch id="hyperparameter-tuning" defaultChecked />
+                      </div>
+
+                      <div className="flex items-center justify-between">
+                        <div className="space-y-0.5">
+                          <Label htmlFor="cross-validation">Cross-Validation</Label>
+                          <p className="text-xs text-muted-foreground">Use k-fold cross-validation</p>
+                        </div>
+                        <Switch id="cross-validation" defaultChecked />
+                      </div>
+                    </div>
+                  </div>
+                </CardContent>
+              </Card>
+            </div>
+
+            <div className="md:col-span-2">
+              <Card className="mb-6">
+                <CardHeader>
+                  <CardTitle>Select Data Source</CardTitle>
+                  <CardDescription>Choose a data pipeline to train your model</CardDescription>
+                </CardHeader>
+                <CardContent>
+                  <div className="space-y-4">
+                    {dataPipelines.map((pipeline) => (
+                      <div
+                        key={pipeline.id}
+                        className={`p-4 border rounded-lg cursor-pointer transition-all ${
+                          selectedPipeline === pipeline.id ? "border-primary bg-primary/5" : "hover:border-primary/50"
+                        }`}
+                        onClick={() => setSelectedPipeline(pipeline.id)}>
+                        <div className="flex items-center justify-between">
+                          <div className="flex items-center gap-3">
+                            <Database className="h-5 w-5 text-primary" />
+                            <div>
+                              <h3 className="font-medium">{pipeline.name}</h3>
+                              <p className="text-xs text-muted-foreground">
+                                {pipeline.records.toLocaleString()} records • Updated {pipeline.lastUpdated}
+                              </p>
+                            </div>
+                          </div>
+                          {selectedPipeline === pipeline.id && <Check className="h-5 w-5 text-primary" />}
+                        </div>
+                      </div>
+                    ))}
+                  </div>
+                </CardContent>
+              </Card>
+
+              <Card>
+                <CardHeader>
+                  <CardTitle>Training Process</CardTitle>
+                  <CardDescription>Monitor and control the training process</CardDescription>
+                </CardHeader>
+                <CardContent>
+                  {isTraining ? (
+                    <div className="space-y-4">
+                      <div className="space-y-2">
+                        <div className="flex justify-between items-center text-sm">
+                          <span>Training Progress</span>
+                          <span>{trainingProgress}%</span>
+                        </div>
+                        <Progress value={trainingProgress} className="h-2" />
+                      </div>
+
+                      <div className="space-y-1">
+                        <div className="text-sm font-medium">Current Step:</div>
+                        <div className="text-sm">
+                          {trainingProgress < 20
+                            ? "Preparing data..."
+                            : trainingProgress < 40
+                            ? "Feature engineering..."
+                            : trainingProgress < 60
+                            ? "Training model..."
+                            : trainingProgress < 80
+                            ? "Evaluating performance..."
+                            : trainingProgress < 100
+                            ? "Finalizing model..."
+                            : "Training complete!"}
+                        </div>
+                      </div>
+
+                      {trainingProgress < 100 && (
+                        <Button variant="outline" className="w-full" onClick={() => setIsTraining(false)}>
+                          Cancel Training
+                        </Button>
+                      )}
+
+                      {trainingProgress === 100 && (
+                        <div className="space-y-3">
+                          <div className="p-3 bg-green-50 dark:bg-green-900/20 text-green-600 dark:text-green-400 rounded-md flex items-center gap-2">
+                            <Check className="h-5 w-5" />
+                            <span>Training completed successfully!</span>
+                          </div>
+
+                          <div className="flex gap-2">
+                            <Button variant="outline" className="flex-1">
+                              View Details
+                            </Button>
+                            <Button className="flex-1">Use Model</Button>
+                          </div>
+                        </div>
+                      )}
+                    </div>
+                  ) : (
+                    <div className="space-y-4">
+                      <div className="p-4 border border-dashed rounded-lg">
+                        <div className="flex items-center gap-3 mb-3">
+                          <BrainCircuit className="h-8 w-8 text-primary" />
+                          <div>
+                            <h3 className="font-medium">Ready to Train</h3>
+                            <p className="text-sm text-muted-foreground">Configure your settings and start training</p>
+                          </div>
+                        </div>
+
+                        {!selectedPipeline && (
+                          <div className="p-3 bg-amber-50 dark:bg-amber-900/20 text-amber-600 dark:text-amber-400 rounded-md flex items-center gap-2 text-sm">
+                            <AlertTriangle className="h-4 w-4" />
+                            <span>Please select a data pipeline first</span>
+                          </div>
+                        )}
+
+                        {!modelName && (
+                          <div className="p-3 bg-amber-50 dark:bg-amber-900/20 text-amber-600 dark:text-amber-400 rounded-md flex items-center gap-2 text-sm mt-2">
+                            <AlertTriangle className="h-4 w-4" />
+                            <span>Please enter a model name</span>
+                          </div>
+                        )}
+                      </div>
+
+                      <div className="flex gap-2">
+                        <Button variant="outline" className="flex-1" onClick={() => setActiveTab("my-models")}>
+                          Cancel
+                        </Button>
+                        <Button
+                          className="flex-1 gap-2"
+                          onClick={handleStartTraining}
+                          disabled={!selectedPipeline || !modelName}>
+                          <Play className="h-4 w-4" />
+                          Start Training
+                        </Button>
+                      </div>
+                    </div>
+                  )}
+                </CardContent>
+              </Card>
+            </div>
+          </div>
+        </TabsContent>
+      </Tabs>
+    </div>
+  );
+}
+
+interface ModelCardProps {
+  model: {
+    id: string;
+    name: string;
+    type: string;
+    hyperparameters: {
+      [key: string]: string;
+    };
+    dataSource: string;
+    status: string;
+    lastUpdated: string;
+    isSystem: boolean;
+  };
+}
+
+function ModelCard({ model }: ModelCardProps) {
+  return (
+    <Card className={model.isSystem ? "border-primary/20" : ""}>
+      <CardHeader className="pb-2">
+        <div className="flex justify-between items-start">
+          <CardTitle className="text-lg">{model.name}</CardTitle>
+          <Badge variant={model.status === "active" ? "default" : "secondary"}>
+            {model.status === "active" ? "Active" : "Inactive"}
+          </Badge>
+        </div>
+        <CardDescription>{model.type} Model</CardDescription>
+      </CardHeader>
+      <CardContent>
+        <div className="space-y-4">
+          <div>
+            <div className="flex items-center gap-1 mb-1">
+              <Database className="h-4 w-4 text-primary" />
+              <span className="text-sm font-medium">Data Source:</span>
+            </div>
+            {model.isSystem ? (
+              <div className="flex items-center gap-1 text-sm">
+                <Badge variant="outline" className="bg-primary/5">
+                  System Base Model
+                </Badge>
+                <Info
+                  className="h-4 w-4 text-muted-foreground cursor-help"
+                  title="This is a pre-trained system model"
+                />
+              </div>
+            ) : (
+              <span className="text-sm">{model.dataSource}</span>
+            )}
+          </div>
+
+          <div>
+            <div className="flex items-center gap-1 mb-1">
+              <Sliders className="h-4 w-4 text-primary" />
+              <span className="text-sm font-medium">Hyperparameters:</span>
+            </div>
+            <div className="grid grid-cols-1 gap-1">
+              {Object.entries(model.hyperparameters).map(([key, value]) => (
+                <div key={key} className="flex justify-between text-xs">
+                  <span className="text-muted-foreground">{key}:</span>
+                  <span>{value}</span>
+                </div>
+              ))}
+            </div>
+          </div>
+
+          <div className="flex items-center text-sm">
+            <Clock className="h-4 w-4 mr-2 text-muted-foreground" />
+            <span className="text-muted-foreground">Last updated:</span>
+            <span className="ml-1 font-medium">{model.lastUpdated}</span>
+          </div>
+        </div>
+      </CardContent>
+      <CardFooter className="flex justify-between">
+        <Button variant="outline" size="sm" asChild>
+          <Link href={model.isSystem ? "/documentation/models" : "/models/details"}>View Details</Link>
+        </Button>
+        <div className="flex gap-2">
+          <Button variant="outline" size="icon" className="h-8 w-8 text-primary border-primary/20 hover:border-primary">
+            <Settings className="h-4 w-4" />
+          </Button>
+          {!model.isSystem && (
+            <Button variant="outline" size="icon" className="h-8 w-8 border-primary/20 hover:border-primary">
+              <Trash2 className="h-4 w-4" />
+            </Button>
+          )}
+          <Button variant="outline" size="icon" className="h-8 w-8 border-primary/20 hover:border-primary">
+            <ArrowRight className="h-4 w-4" />
+          </Button>
+        </div>
+      </CardFooter>
+    </Card>
+  );
+}
diff --git a/frontend/app/(routes)/price-prediction/page.tsx b/frontend/app/(routes)/price-prediction/page.tsx
new file mode 100644
index 0000000..63716ce
--- /dev/null
+++ b/frontend/app/(routes)/price-prediction/page.tsx
@@ -0,0 +1,704 @@
+"use client";
+
+import { useState } from "react";
+import { Button } from "@/components/ui/button";
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card";
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
+import { Badge } from "@/components/ui/badge";
+import { Progress } from "@/components/ui/progress";
+import { Slider } from "@/components/ui/slider";
+import {
+  ChevronRight,
+  Home,
+  BarChart2,
+  LineChart,
+  Droplets,
+  Wind,
+  Sun,
+  MapPin,
+  Bus,
+  School,
+  ShoppingBag,
+  Building,
+  ArrowRight,
+  Info,
+  FileText,
+  RefreshCw,
+  Check,
+  ChevronDown,
+} from "lucide-react";
+import Link from "next/link";
+import PageHeader from "@/components/page-header";
+import {
+  DropdownMenu,
+  DropdownMenuContent,
+  DropdownMenuItem,
+  DropdownMenuTrigger,
+} from "@/components/ui/dropdown-menu";
+
+export default function PricePredictionPage() {
+  const [propertySize, setPropertySize] = useState(150);
+  const [propertyAge, setPropertyAge] = useState(5);
+  const [adjustedPrice, setAdjustedPrice] = useState(15000000);
+  const [activeTab, setActiveTab] = useState("property-details");
+  const [selectedModel, setSelectedModel] = useState("Standard ML Model v2.4");
+
+  const models = [
+    "Standard ML Model v2.4",
+    "Enhanced Neural Network v1.8",
+    "Geospatial Regression v3.1",
+    "Time Series Forecast v2.0",
+    "Custom Model (User #1242)",
+  ];
+
+  const handleSizeChange = (value: number[]) => {
+    setPropertySize(value[0]);
+    // Simple calculation for demo purposes
+    const newPrice = 15000000 + (value[0] - 150) * 50000;
+    setAdjustedPrice(newPrice);
+  };
+
+  const handleAgeChange = (value: number[]) => {
+    setPropertyAge(value[0]);
+    // Simple calculation for demo purposes
+    const newPrice = 15000000 - (value[0] - 5) * 200000;
+    setAdjustedPrice(newPrice);
+  };
+
+  const handleGenerateReport = () => {
+    // In a real implementation, this would generate and download a PDF
+    alert("Generating PDF report with the selected model: " + selectedModel);
+  };
+
+  return (
+    <div className="container mx-auto p-6">
+      <div className="flex items-center text-sm text-muted-foreground mb-4">
+        <Link href="/maps" className="hover:text-foreground transition-colors">
+          Map
+        </Link>
+        <ChevronRight className="h-4 w-4 mx-1" />
+        <span className="font-medium text-foreground">Price Prediction Model</span>
+      </div>
+
+      <div className="flex justify-between items-center">
+        <PageHeader
+          title="Explainable Price Prediction Model"
+          description="Understand how our AI model predicts property prices and what factors influence the valuation."
+        />
+
+        <div className="flex items-center gap-2">
+          <DropdownMenu>
+            <DropdownMenuTrigger asChild>
+              <Button variant="outline" className="gap-2">
+                <BarChart2 className="h-4 w-4" />
+                {selectedModel}
+                <ChevronDown className="h-4 w-4 ml-2" />
+              </Button>
+            </DropdownMenuTrigger>
+            <DropdownMenuContent align="end" className="w-[240px]">
+              {models.map((model) => (
+                <DropdownMenuItem
+                  key={model}
+                  onClick={() => setSelectedModel(model)}
+                  className="flex items-center gap-2">
+                  {model === selectedModel && <Check className="h-4 w-4 text-primary" />}
+                  <span className={model === selectedModel ? "font-medium" : ""}>{model}</span>
+                </DropdownMenuItem>
+              ))}
+              <DropdownMenuItem>
+                <Link href="/models" className="flex items-center w-full">
+                  <span className="text-primary">Manage Models...</span>
+                </Link>
+              </DropdownMenuItem>
+            </DropdownMenuContent>
+          </DropdownMenu>
+
+          <Button variant="outline" className="gap-2" onClick={() => setSelectedModel(selectedModel)}>
+            <RefreshCw className="h-4 w-4" />
+            Refresh
+          </Button>
+        </div>
+      </div>
+
+      <Tabs defaultValue="property-details" className="mt-6" onValueChange={setActiveTab}>
+        <TabsList className="grid grid-cols-5 mb-8">
+          <TabsTrigger value="property-details" className="flex items-center gap-2">
+            <Home className="h-4 w-4" />
+            <span>Property Details</span>
+          </TabsTrigger>
+          <TabsTrigger value="feature-analysis" className="flex items-center gap-2">
+            <BarChart2 className="h-4 w-4" />
+            <span>Feature Analysis</span>
+          </TabsTrigger>
+          <TabsTrigger value="market-comparison" className="flex items-center gap-2">
+            <LineChart className="h-4 w-4" />
+            <span>Market Comparison</span>
+          </TabsTrigger>
+          <TabsTrigger value="environmental-factors" className="flex items-center gap-2">
+            <Wind className="h-4 w-4" />
+            <span>Environmental Factors</span>
+          </TabsTrigger>
+          <TabsTrigger value="final-prediction" className="flex items-center gap-2">
+            <ArrowRight className="h-4 w-4" />
+            <span>Final Prediction</span>
+          </TabsTrigger>
+        </TabsList>
+
+        <div className="grid gap-6 md:grid-cols-3">
+          <div className="md:col-span-1">
+            <Card>
+              <CardHeader>
+                <CardTitle>Property Details</CardTitle>
+                <CardDescription>123 Sukhumvit Road, Bangkok</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <div className="space-y-4">
+                  <div className="flex justify-between items-center">
+                    <span className="text-muted-foreground">Type</span>
+                    <span className="font-medium">Condominium</span>
+                  </div>
+                  <div className="flex justify-between items-center">
+                    <span className="text-muted-foreground">Size</span>
+                    <span className="font-medium">{propertySize} sqm</span>
+                  </div>
+                  <div className="flex justify-between items-center">
+                    <span className="text-muted-foreground">Bedrooms</span>
+                    <span className="font-medium">3</span>
+                  </div>
+                  <div className="flex justify-between items-center">
+                    <span className="text-muted-foreground">Bathrooms</span>
+                    <span className="font-medium">2</span>
+                  </div>
+                  <div className="flex justify-between items-center">
+                    <span className="text-muted-foreground">Age</span>
+                    <span className="font-medium">{propertyAge} years</span>
+                  </div>
+                  <div className="flex justify-between items-center">
+                    <span className="text-muted-foreground">Floor</span>
+                    <span className="font-medium">15</span>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+
+            <Card className="mt-6">
+              <CardHeader>
+                <CardTitle>Adjust Parameters</CardTitle>
+                <CardDescription>See how changes affect the prediction</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <div className="space-y-6">
+                  <div className="space-y-2">
+                    <div className="flex justify-between items-center">
+                      <span className="text-sm font-medium">Property Size</span>
+                      <span className="text-sm text-muted-foreground">{propertySize} sqm</span>
+                    </div>
+                    <Slider
+                      defaultValue={[150]}
+                      max={300}
+                      min={50}
+                      step={10}
+                      onValueChange={handleSizeChange}
+                      className="py-2"
+                    />
+                  </div>
+
+                  <div className="space-y-2">
+                    <div className="flex justify-between items-center">
+                      <span className="text-sm font-medium">Property Age</span>
+                      <span className="text-sm text-muted-foreground">{propertyAge} years</span>
+                    </div>
+                    <Slider
+                      defaultValue={[5]}
+                      max={20}
+                      min={0}
+                      step={1}
+                      onValueChange={handleAgeChange}
+                      className="py-2"
+                    />
+                  </div>
+
+                  <div className="pt-4 border-t">
+                    <div className="flex justify-between items-center">
+                      <span className="text-sm font-medium">Adjusted Price</span>
+                      <span className="text-xl font-bold">฿{adjustedPrice.toLocaleString()}</span>
+                    </div>
+                    <p className="text-xs text-muted-foreground mt-1">
+                      {adjustedPrice > 15000000 ? "+" : ""}
+                      {adjustedPrice - 15000000 === 0 ? "±0" : (adjustedPrice - 15000000).toLocaleString()} THB from
+                      original prediction
+                    </p>
+                  </div>
+                </div>
+              </CardContent>
+            </Card>
+          </div>
+
+          <div className="md:col-span-2">
+            <TabsContent value="property-details" className="mt-0">
+              <Card>
+                <CardHeader>
+                  <CardTitle>Property Overview</CardTitle>
+                  <CardDescription>Basic information used in our prediction model</CardDescription>
+                </CardHeader>
+                <CardContent>
+                  <p className="mb-6">
+                    Our AI model begins by analyzing the core attributes of your property. These fundamental
+                    characteristics form the baseline for our prediction.
+                  </p>
+
+                  <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
+                    <Card>
+                      <CardContent className="p-4">
+                        <div className="flex items-start gap-3">
+                          <Home className="h-5 w-5 text-primary mt-0.5" />
+                          <div>
+                            <h4 className="font-medium">Property Type</h4>
+                            <p className="text-sm text-muted-foreground">
+                              Condominium properties in this area have specific market dynamics
+                            </p>
+                          </div>
+                        </div>
+                      </CardContent>
+                    </Card>
+
+                    <Card>
+                      <CardContent className="p-4">
+                        <div className="flex items-start gap-3">
+                          <BarChart2 className="h-5 w-5 text-primary mt-0.5" />
+                          <div>
+                            <h4 className="font-medium">Size & Layout</h4>
+                            <p className="text-sm text-muted-foreground">150 sqm with 3 bedrooms and 2 bathrooms</p>
+                          </div>
+                        </div>
+                      </CardContent>
+                    </Card>
+
+                    <Card>
+                      <CardContent className="p-4">
+                        <div className="flex items-start gap-3">
+                          <Building className="h-5 w-5 text-primary mt-0.5" />
+                          <div>
+                            <h4 className="font-medium">Property Age</h4>
+                            <p className="text-sm text-muted-foreground">
+                              Built 5 years ago, affecting depreciation calculations
+                            </p>
+                          </div>
+                        </div>
+                      </CardContent>
+                    </Card>
+
+                    <Card>
+                      <CardContent className="p-4">
+                        <div className="flex items-start gap-3">
+                          <MapPin className="h-5 w-5 text-primary mt-0.5" />
+                          <div>
+                            <h4 className="font-medium">Floor & View</h4>
+                            <p className="text-sm text-muted-foreground">
+                              Located on floor 15, impacting value and desirability
+                            </p>
+                          </div>
+                        </div>
+                      </CardContent>
+                    </Card>
+                  </div>
+
+                  <div className="flex justify-end mt-6">
+                    <Button onClick={() => setActiveTab("feature-analysis")}>
+                      Next Step <ArrowRight className="ml-2 h-4 w-4" />
+                    </Button>
+                  </div>
+                </CardContent>
+              </Card>
+            </TabsContent>
+
+            <TabsContent value="feature-analysis" className="mt-0">
+              <Card>
+                <CardHeader>
+                  <CardTitle>Feature Analysis</CardTitle>
+                  <CardDescription>How different features impact the predicted price</CardDescription>
+                </CardHeader>
+                <CardContent>
+                  <p className="mb-6">
+                    Our model analyzes various features of your property and determines how each one contributes to the
+                    final price prediction. Below is a breakdown of the most important factors.
+                  </p>
+
+                  <div className="space-y-4 mb-6">
+                    <div className="flex items-center justify-between">
+                      <span className="w-32 text-sm">Location</span>
+                      <div className="flex-1 mx-4">
+                        <Progress value={35} className="h-6 bg-muted" indicatorClassName="bg-emerald-500" />
+                      </div>
+                      <span className="w-12 text-right text-sm">+35%</span>
+                    </div>
+                    <div className="flex items-center justify-between">
+                      <span className="w-32 text-sm">Size</span>
+                      <div className="flex-1 mx-4">
+                        <Progress value={25} className="h-6 bg-muted" indicatorClassName="bg-emerald-500" />
+                      </div>
+                      <span className="w-12 text-right text-sm">+25%</span>
+                    </div>
+                    <div className="flex items-center justify-between">
+                      <span className="w-32 text-sm">Age</span>
+                      <div className="flex-1 mx-4">
+                        <Progress value={15} className="h-6 bg-muted" indicatorClassName="bg-red-500" />
+                      </div>
+                      <span className="w-12 text-right text-sm">-15%</span>
+                    </div>
+                    <div className="flex items-center justify-between">
+                      <span className="w-32 text-sm">Amenities</span>
+                      <div className="flex-1 mx-4">
+                        <Progress value={10} className="h-6 bg-muted" indicatorClassName="bg-emerald-500" />
+                      </div>
+                      <span className="w-12 text-right text-sm">+10%</span>
+                    </div>
+                    <div className="flex items-center justify-between">
+                      <span className="w-32 text-sm">Floor</span>
+                      <div className="flex-1 mx-4">
+                        <Progress value={8} className="h-6 bg-muted" indicatorClassName="bg-emerald-500" />
+                      </div>
+                      <span className="w-12 text-right text-sm">+8%</span>
+                    </div>
+                    <div className="flex items-center justify-between">
+                      <span className="w-32 text-sm">Air Quality</span>
+                      <div className="flex-1 mx-4">
+                        <Progress value={7} className="h-6 bg-muted" indicatorClassName="bg-red-500" />
+                      </div>
+                      <span className="w-12 text-right text-sm">-7%</span>
+                    </div>
+                  </div>
+
+                  <div className="bg-muted/30 p-4 rounded-lg border mb-6">
+                    <div className="flex items-start gap-2">
+                      <Info className="h-5 w-5 text-primary mt-0.5 flex-shrink-0" />
+                      <div>
+                        <h4 className="font-medium">Key Insights</h4>
+                        <ul className="text-sm text-muted-foreground mt-1 space-y-1 list-disc list-inside">
+                          <li>Location is the strongest factor, contributing +35% to the price</li>
+                          <li>The property's size (150 sqm) positively impacts the valuation</li>
+                          <li>The age of the property (5 years) has a moderate negative impact (-15%)</li>
+                          <li>Poor air quality in the area reduces the value by 7%</li>
+                          <li>High floor (15) adds a premium of 8% to the property value</li>
+                        </ul>
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="flex justify-end">
+                    <Button onClick={() => setActiveTab("market-comparison")}>
+                      Next Step <ArrowRight className="ml-2 h-4 w-4" />
+                    </Button>
+                  </div>
+                </CardContent>
+              </Card>
+            </TabsContent>
+
+            <TabsContent value="market-comparison" className="mt-0">
+              <Card>
+                <CardHeader>
+                  <CardTitle>Market Comparison</CardTitle>
+                  <CardDescription>How your property compares to similar properties in the area</CardDescription>
+                </CardHeader>
+                <CardContent>
+                  <p className="mb-6">
+                    Our model analyzes comparable properties in the same area to provide context for your property's
+                    valuation. This helps ensure the prediction is aligned with current market conditions.
+                  </p>
+
+                  <div className="overflow-x-auto mb-6">
+                    <table className="w-full border-collapse">
+                      <thead>
+                        <tr className="bg-muted/50">
+                          <th className="px-4 py-2 text-left text-sm font-medium">Property</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Size</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Bedrooms</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Age</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Floor</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Price</th>
+                          <th className="px-4 py-2 text-left text-sm font-medium">Price/sqm</th>
+                        </tr>
+                      </thead>
+                      <tbody className="divide-y">
+                        <tr className="bg-primary/5 font-medium">
+                          <td className="px-4 py-2 text-sm">Your Property</td>
+                          <td className="px-4 py-2 text-sm">150 sqm</td>
+                          <td className="px-4 py-2 text-sm">3</td>
+                          <td className="px-4 py-2 text-sm">5 years</td>
+                          <td className="px-4 py-2 text-sm">15</td>
+                          <td className="px-4 py-2 text-sm">฿15,000,000</td>
+                          <td className="px-4 py-2 text-sm">฿100,000</td>
+                        </tr>
+                        <tr>
+                          <td className="px-4 py-2 text-sm">Comp #1</td>
+                          <td className="px-4 py-2 text-sm">145 sqm</td>
+                          <td className="px-4 py-2 text-sm">3</td>
+                          <td className="px-4 py-2 text-sm">4 years</td>
+                          <td className="px-4 py-2 text-sm">12</td>
+                          <td className="px-4 py-2 text-sm">฿14,500,000</td>
+                          <td className="px-4 py-2 text-sm">฿100,000</td>
+                        </tr>
+                        <tr>
+                          <td className="px-4 py-2 text-sm">Comp #2</td>
+                          <td className="px-4 py-2 text-sm">160 sqm</td>
+                          <td className="px-4 py-2 text-sm">3</td>
+                          <td className="px-4 py-2 text-sm">6 years</td>
+                          <td className="px-4 py-2 text-sm">18</td>
+                          <td className="px-4 py-2 text-sm">฿15,800,000</td>
+                          <td className="px-4 py-2 text-sm">฿98,750</td>
+                        </tr>
+                        <tr>
+                          <td className="px-4 py-2 text-sm">Comp #3</td>
+                          <td className="px-4 py-2 text-sm">140 sqm</td>
+                          <td className="px-4 py-2 text-sm">2</td>
+                          <td className="px-4 py-2 text-sm">3 years</td>
+                          <td className="px-4 py-2 text-sm">10</td>
+                          <td className="px-4 py-2 text-sm">฿13,800,000</td>
+                          <td className="px-4 py-2 text-sm">฿98,571</td>
+                        </tr>
+                        <tr>
+                          <td className="px-4 py-2 text-sm">Comp #4</td>
+                          <td className="px-4 py-2 text-sm">155 sqm</td>
+                          <td className="px-4 py-2 text-sm">3</td>
+                          <td className="px-4 py-2 text-sm">7 years</td>
+                          <td className="px-4 py-2 text-sm">14</td>
+                          <td className="px-4 py-2 text-sm">฿14,700,000</td>
+                          <td className="px-4 py-2 text-sm">฿94,839</td>
+                        </tr>
+                      </tbody>
+                    </table>
+                  </div>
+
+                  <div className="bg-muted/30 p-4 rounded-lg border mb-6">
+                    <div className="flex items-start gap-2">
+                      <Info className="h-5 w-5 text-primary mt-0.5 flex-shrink-0" />
+                      <div>
+                        <h4 className="font-medium">Market Analysis</h4>
+                        <ul className="text-sm text-muted-foreground mt-1 space-y-1 list-disc list-inside">
+                          <li>Your property's predicted price is in line with comparable properties</li>
+                          <li>The price per square meter (฿100,000) is slightly above the area average</li>
+                          <li>Properties on higher floors command a 3-5% premium in this building</li>
+                          <li>Recent sales in this area show a stable market with slight appreciation</li>
+                        </ul>
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="flex justify-end">
+                    <Button onClick={() => setActiveTab("environmental-factors")}>
+                      Next Step <ArrowRight className="ml-2 h-4 w-4" />
+                    </Button>
+                  </div>
+                </CardContent>
+              </Card>
+            </TabsContent>
+
+            <TabsContent value="environmental-factors" className="mt-0">
+              <Card>
+                <CardHeader>
+                  <CardTitle>Environmental Factors</CardTitle>
+                  <CardDescription>How environmental conditions affect the property value</CardDescription>
+                </CardHeader>
+                <CardContent>
+                  <p className="mb-6">
+                    Environmental factors can significantly impact property values. Our model considers various
+                    environmental conditions to provide a more accurate prediction.
+                  </p>
+
+                  <div className="grid grid-cols-1 md:grid-cols-3 gap-4 mb-6">
+                    <Card>
+                      <CardContent className="p-4">
+                        <div className="flex flex-col items-center text-center">
+                          <Droplets className="h-8 w-8 text-blue-500 mb-2" />
+                          <h4 className="font-medium">Flood Risk</h4>
+                          <Badge className="mt-2 bg-amber-500">Moderate</Badge>
+                          <p className="text-xs text-muted-foreground mt-2">
+                            Historical data shows moderate flood risk in this area
+                          </p>
+                        </div>
+                      </CardContent>
+                    </Card>
+
+                    <Card>
+                      <CardContent className="p-4">
+                        <div className="flex flex-col items-center text-center">
+                          <Wind className="h-8 w-8 text-purple-500 mb-2" />
+                          <h4 className="font-medium">Air Quality</h4>
+                          <Badge className="mt-2 bg-destructive">Poor</Badge>
+                          <p className="text-xs text-muted-foreground mt-2">
+                            Air quality is below average, affecting property value
+                          </p>
+                        </div>
+                      </CardContent>
+                    </Card>
+
+                    <Card>
+                      <CardContent className="p-4">
+                        <div className="flex flex-col items-center text-center">
+                          <Sun className="h-8 w-8 text-amber-500 mb-2" />
+                          <h4 className="font-medium">Noise Level</h4>
+                          <Badge className="mt-2 bg-green-500">Low</Badge>
+                          <p className="text-xs text-muted-foreground mt-2">
+                            The area has relatively low noise pollution
+                          </p>
+                        </div>
+                      </CardContent>
+                    </Card>
+                  </div>
+
+                  <h4 className="font-medium text-lg mb-3">Proximity to Amenities</h4>
+                  <div className="grid grid-cols-1 md:grid-cols-2 gap-4 mb-6">
+                    <Card>
+                      <CardContent className="p-4 flex items-center gap-3">
+                        <Bus className="h-5 w-5 text-primary" />
+                        <div>
+                          <h4 className="font-medium">Public Transport</h4>
+                          <p className="text-sm text-muted-foreground">300m</p>
+                        </div>
+                      </CardContent>
+                    </Card>
+
+                    <Card>
+                      <CardContent className="p-4 flex items-center gap-3">
+                        <School className="h-5 w-5 text-primary" />
+                        <div>
+                          <h4 className="font-medium">Schools</h4>
+                          <p className="text-sm text-muted-foreground">1.2km</p>
+                        </div>
+                      </CardContent>
+                    </Card>
+
+                    <Card>
+                      <CardContent className="p-4 flex items-center gap-3">
+                        <ShoppingBag className="h-5 w-5 text-primary" />
+                        <div>
+                          <h4 className="font-medium">Shopping</h4>
+                          <p className="text-sm text-muted-foreground">500m</p>
+                        </div>
+                      </CardContent>
+                    </Card>
+
+                    <Card>
+                      <CardContent className="p-4 flex items-center gap-3">
+                        <Building className="h-5 w-5 text-primary" />
+                        <div>
+                          <h4 className="font-medium">Hospitals</h4>
+                          <p className="text-sm text-muted-foreground">2.5km</p>
+                        </div>
+                      </CardContent>
+                    </Card>
+                  </div>
+
+                  <div className="bg-muted/30 p-4 rounded-lg border mb-6">
+                    <div className="flex items-start gap-2">
+                      <Info className="h-5 w-5 text-primary mt-0.5 flex-shrink-0" />
+                      <div>
+                        <h4 className="font-medium">Environmental Impact Analysis</h4>
+                        <ul className="text-sm text-muted-foreground mt-1 space-y-1 list-disc list-inside">
+                          <li>The moderate flood risk reduces the property value by approximately 3%</li>
+                          <li>Poor air quality has a negative impact of about 7% on the valuation</li>
+                          <li>Excellent proximity to public transport adds a 4% premium</li>
+                          <li>Overall, environmental factors have a -6% net impact on the property value</li>
+                        </ul>
+                      </div>
+                    </div>
+                  </div>
+
+                  <div className="flex justify-end">
+                    <Button onClick={() => setActiveTab("final-prediction")}>
+                      Next Step <ArrowRight className="ml-2 h-4 w-4" />
+                    </Button>
+                  </div>
+                </CardContent>
+              </Card>
+            </TabsContent>
+
+            <TabsContent value="final-prediction" className="mt-0">
+              <Card>
+                <CardHeader>
+                  <CardTitle>Final Prediction</CardTitle>
+                  <CardDescription>The predicted price and confidence level</CardDescription>
+                </CardHeader>
+                <CardContent>
+                  <div className="bg-muted/30 p-6 rounded-lg text-center mb-6">
+                    <h3 className="text-lg text-muted-foreground mb-1">Predicted Price</h3>
+                    <div className="text-4xl font-bold mb-2">฿15,000,000</div>
+                    <p className="text-sm text-muted-foreground">Confidence Level: 92%</p>
+                  </div>
+
+                  <Card className="mb-6">
+                    <CardHeader className="pb-2">
+                      <div className="flex items-center gap-2">
+                        <Info className="h-5 w-5 text-primary" />
+                        <CardTitle className="text-base">Price Range</CardTitle>
+                      </div>
+                    </CardHeader>
+                    <CardContent>
+                      <p className="text-sm text-muted-foreground mb-4">
+                        Based on our model's confidence level, the price could range between:
+                      </p>
+
+                      <div className="grid grid-cols-3 gap-4 text-center">
+                        <div>
+                          <h4 className="text-sm font-medium text-muted-foreground">Lower Bound</h4>
+                          <p className="font-medium">฿14,250,000</p>
+                        </div>
+                        <div>
+                          <h4 className="text-sm font-medium text-muted-foreground">Prediction</h4>
+                          <p className="font-bold text-primary">฿15,000,000</p>
+                        </div>
+                        <div>
+                          <h4 className="text-sm font-medium text-muted-foreground">Upper Bound</h4>
+                          <p className="font-medium">฿15,750,000</p>
+                        </div>
+                      </div>
+                    </CardContent>
+                  </Card>
+
+                  <h3 className="text-lg font-medium mb-3">Summary of Factors</h3>
+                  <p className="text-sm text-muted-foreground mb-4">
+                    The final prediction is based on a combination of all factors analyzed in previous steps:
+                  </p>
+
+                  <ul className="space-y-2 mb-6">
+                    <li className="flex items-start gap-2">
+                      <div className="h-5 w-5 rounded-full bg-blue-500 flex-shrink-0 mt-0.5"></div>
+                      <span>Property characteristics (size, age, layout)</span>
+                    </li>
+                    <li className="flex items-start gap-2">
+                      <div className="h-5 w-5 rounded-full bg-green-500 flex-shrink-0 mt-0.5"></div>
+                      <span>Location and neighborhood analysis</span>
+                    </li>
+                    <li className="flex items-start gap-2">
+                      <div className="h-5 w-5 rounded-full bg-amber-500 flex-shrink-0 mt-0.5"></div>
+                      <span>Market trends and comparable properties</span>
+                    </li>
+                    <li className="flex items-start gap-2">
+                      <div className="h-5 w-5 rounded-full bg-red-500 flex-shrink-0 mt-0.5"></div>
+                      <span>Environmental factors and amenities</span>
+                    </li>
+                  </ul>
+
+                  <div className="flex flex-col md:flex-row gap-4 justify-between">
+                    <Button variant="outline" onClick={() => setActiveTab("environmental-factors")}>
+                      Previous
+                    </Button>
+                    <div className="flex gap-2">
+                      <Button variant="outline" className="gap-2" onClick={handleGenerateReport}>
+                        <FileText className="h-4 w-4" />
+                        Generate PDF Report
+                      </Button>
+                      <Button variant="default" asChild>
+                        <Link href="/maps">Back to Map</Link>
+                      </Button>
+                    </div>
+                  </div>
+                </CardContent>
+              </Card>
+            </TabsContent>
+          </div>
+        </div>
+      </Tabs>
+    </div>
+  );
+}
diff --git a/frontend/app/(routes)/properties/[id]/page.tsx b/frontend/app/(routes)/properties/[id]/page.tsx
new file mode 100644
index 0000000..81203ea
--- /dev/null
+++ b/frontend/app/(routes)/properties/[id]/page.tsx
@@ -0,0 +1,609 @@
+"use client"
+
+import { useState } from "react"
+import { Button } from "@/components/ui/button"
+import { Card, CardContent, CardHeader, CardTitle, CardDescription } from "@/components/ui/card"
+import { Badge } from "@/components/ui/badge"
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"
+import {
+  MapPin,
+  Building,
+  Bath,
+  BedDouble,
+  Share,
+  ChevronRight,
+  Info,
+  Ruler,
+  Clock,
+  Star,
+  Droplets,
+  Wind,
+  Sun,
+  BarChart2,
+  LineChart,
+  Calendar,
+  Download,
+  FileText,
+} from "lucide-react"
+import Link from "next/link"
+
+export default function PropertyDetailPage({ params }: { params: { id: string } }) {
+  const [liked, setLiked] = useState(false)
+
+  // This would normally come from an API call using the ID
+  const property = {
+    id: params.id,
+    title: "Modern Condominium in Sukhumvit",
+    price: 15000000,
+    location: "Sukhumvit Soi 24, Bangkok",
+    bedrooms: 3,
+    bathrooms: 2,
+    area: 150,
+    type: "Condominium",
+    description:
+      "This stunning modern condominium is located in the heart of Sukhumvit, one of Bangkok's most vibrant neighborhoods. The property features 3 spacious bedrooms, 2 bathrooms, and a large living area with floor-to-ceiling windows offering panoramic city views. The unit comes fully furnished with high-end appliances and fixtures. The building amenities include a swimming pool, fitness center, sauna, and 24-hour security.",
+    features: [
+      "Floor-to-ceiling windows",
+      "Fully furnished",
+      "High-end appliances",
+      "Marble countertops",
+      "Hardwood floors",
+      "Central air conditioning",
+      "Walk-in closet",
+      "Balcony with city view",
+    ],
+    amenities: [
+      "Swimming pool",
+      "Fitness center",
+      "Sauna",
+      "24-hour security",
+      "Parking",
+      "Garden",
+      "Playground",
+      "BBQ area",
+    ],
+    images: [
+      "/placeholder.svg?height=500&width=800",
+      "/placeholder.svg?height=500&width=800",
+      "/placeholder.svg?height=500&width=800",
+      "/placeholder.svg?height=500&width=800",
+    ],
+    yearBuilt: 2018,
+    floorLevel: 15,
+    totalFloors: 32,
+    parkingSpaces: 1,
+    furnished: "Fully Furnished",
+    ownership: "Freehold",
+    availableFrom: "Immediate",
+    premium: true,
+    priceHistory: [
+      { date: "2018", price: 12000000 },
+      { date: "2020", price: 13500000 },
+      { date: "2022", price: 14800000 },
+      { date: "2024", price: 15000000 },
+    ],
+    marketTrends: {
+      areaGrowth: 5.2,
+      similarProperties: 8,
+      averagePrice: 14500000,
+      pricePerSqm: 100000,
+    },
+    environmentalFactors: {
+      floodRisk: "Moderate",
+      airQuality: "Poor",
+      noiseLevel: "Low",
+    },
+    nearbyFacilities: [
+      { name: "BTS Phrom Phong Station", distance: 300 },
+      { name: "EmQuartier Shopping Mall", distance: 500 },
+      { name: "Benchasiri Park", distance: 700 },
+      { name: "Samitivej Hospital", distance: 1200 },
+    ],
+  }
+
+  return (
+    <div className="container mx-auto p-6">
+      <div className="flex items-center text-sm text-muted-foreground mb-4">
+        <Link href="/" className="hover:text-foreground transition-colors">
+          Home
+        </Link>
+        <ChevronRight className="h-4 w-4 mx-1" />
+        <Link href="/properties" className="hover:text-foreground transition-colors">
+          Properties
+        </Link>
+        <ChevronRight className="h-4 w-4 mx-1" />
+        <span className="font-medium text-foreground">{property.title}</span>
+      </div>
+
+      <div className="flex flex-col lg:flex-row gap-6">
+        <div className="lg:w-2/3">
+          {/* Property Images */}
+          <div className="relative mb-6 rounded-lg overflow-hidden">
+            <img
+              src={property.images[0] || "/placeholder.svg"}
+              alt={property.title}
+              className="w-full h-[400px] object-cover"
+            />
+            <div className="absolute bottom-4 right-4 flex gap-2">
+              <Button variant="secondary" size="sm" className="h-8 gap-1">
+                <Share className="h-4 w-4" />
+                <span>Share</span>
+              </Button>
+              <Button variant="secondary" size="sm" className="h-8 gap-1">
+                <Download className="h-4 w-4" />
+                <span>Export Data</span>
+              </Button>
+            </div>
+            <div className="absolute top-4 left-4 flex gap-1">
+              <Badge className="bg-primary">{property.type}</Badge>
+              {property.premium && (
+                <Badge className="bg-amber-500">
+                  <Star className="h-3 w-3 mr-1" /> Premium
+                </Badge>
+              )}
+            </div>
+          </div>
+
+          {/* Thumbnail Images */}
+          <div className="grid grid-cols-4 gap-2 mb-6">
+            {property.images.map((image, index) => (
+              <div key={index} className="rounded-md overflow-hidden">
+                <img
+                  src={image || "/placeholder.svg"}
+                  alt={`${property.title} - Image ${index + 1}`}
+                  className="w-full h-24 object-cover cursor-pointer hover:opacity-80 transition-opacity"
+                />
+              </div>
+            ))}
+          </div>
+
+          {/* Property Details */}
+          <div className="mb-6">
+            <div className="flex flex-col md:flex-row md:items-center md:justify-between gap-2 mb-2">
+              <h1 className="text-2xl font-semibold">{property.title}</h1>
+              <div className="text-2xl font-bold">฿{property.price.toLocaleString()}</div>
+            </div>
+            <div className="flex items-center text-muted-foreground text-sm mb-4">
+              <MapPin className="h-4 w-4 mr-1 flex-shrink-0" />
+              <span>{property.location}</span>
+            </div>
+
+            <div className="flex flex-wrap items-center gap-6 mb-6">
+              <div className="flex items-center">
+                <BedDouble className="h-5 w-5 mr-2 text-primary" />
+                <div>
+                  <div className="font-medium">{property.bedrooms}</div>
+                  <div className="text-xs text-muted-foreground">Bedrooms</div>
+                </div>
+              </div>
+              <div className="flex items-center">
+                <Bath className="h-5 w-5 mr-2 text-primary" />
+                <div>
+                  <div className="font-medium">{property.bathrooms}</div>
+                  <div className="text-xs text-muted-foreground">Bathrooms</div>
+                </div>
+              </div>
+              <div className="flex items-center">
+                <Ruler className="h-5 w-5 mr-2 text-primary" />
+                <div>
+                  <div className="font-medium">{property.area} m²</div>
+                  <div className="text-xs text-muted-foreground">Area</div>
+                </div>
+              </div>
+              <div className="flex items-center">
+                <Building className="h-5 w-5 mr-2 text-primary" />
+                <div>
+                  <div className="font-medium">Floor {property.floorLevel}</div>
+                  <div className="text-xs text-muted-foreground">of {property.totalFloors}</div>
+                </div>
+              </div>
+              <div className="flex items-center">
+                <Calendar className="h-5 w-5 mr-2 text-primary" />
+                <div>
+                  <div className="font-medium">{property.yearBuilt}</div>
+                  <div className="text-xs text-muted-foreground">Year Built</div>
+                </div>
+              </div>
+            </div>
+
+            <Tabs defaultValue="analytics">
+              <TabsList className="grid grid-cols-4 mb-4">
+                <TabsTrigger value="description">Description</TabsTrigger>
+                <TabsTrigger value="features">Features</TabsTrigger>
+                <TabsTrigger value="location">Location</TabsTrigger>
+                <TabsTrigger value="analytics">Analytics</TabsTrigger>
+              </TabsList>
+
+              <TabsContent value="description" className="mt-0">
+                <p className="text-sm leading-relaxed mb-4">{property.description}</p>
+
+                <div className="grid grid-cols-2 gap-x-8 gap-y-2 mt-6">
+                  <div className="flex justify-between py-2 border-b text-sm">
+                    <span className="text-muted-foreground">Property Type</span>
+                    <span className="font-medium">{property.type}</span>
+                  </div>
+                  <div className="flex justify-between py-2 border-b text-sm">
+                    <span className="text-muted-foreground">Furnishing</span>
+                    <span className="font-medium">{property.furnished}</span>
+                  </div>
+                  <div className="flex justify-between py-2 border-b text-sm">
+                    <span className="text-muted-foreground">Ownership</span>
+                    <span className="font-medium">{property.ownership}</span>
+                  </div>
+                  <div className="flex justify-between py-2 border-b text-sm">
+                    <span className="text-muted-foreground">Available From</span>
+                    <span className="font-medium">{property.availableFrom}</span>
+                  </div>
+                  <div className="flex justify-between py-2 border-b text-sm">
+                    <span className="text-muted-foreground">Parking Spaces</span>
+                    <span className="font-medium">{property.parkingSpaces}</span>
+                  </div>
+                </div>
+              </TabsContent>
+
+              <TabsContent value="features" className="mt-0">
+                <div className="mb-4">
+                  <h3 className="font-medium mb-2">Property Features</h3>
+                  <div className="grid grid-cols-1 md:grid-cols-2 gap-2">
+                    {property.features.map((feature, index) => (
+                      <div key={index} className="flex items-center text-sm">
+                        <div className="h-1.5 w-1.5 rounded-full bg-primary mr-2"></div>
+                        {feature}
+                      </div>
+                    ))}
+                  </div>
+                </div>
+
+                <div>
+                  <h3 className="font-medium mb-2">Building Amenities</h3>
+                  <div className="grid grid-cols-1 md:grid-cols-2 gap-2">
+                    {property.amenities.map((amenity, index) => (
+                      <div key={index} className="flex items-center text-sm">
+                        <div className="h-1.5 w-1.5 rounded-full bg-primary mr-2"></div>
+                        {amenity}
+                      </div>
+                    ))}
+                  </div>
+                </div>
+              </TabsContent>
+
+              <TabsContent value="location" className="mt-0">
+                <div className="bg-muted h-[300px] rounded-lg flex items-center justify-center mb-4">
+                  <Link href={`/maps?property=${property.id}`}>
+                    <Button>View on Map</Button>
+                  </Link>
+                </div>
+
+                <div className="grid grid-cols-1 md:grid-cols-2 gap-6">
+                  <div>
+                    <h3 className="font-medium mb-2">Nearby Facilities</h3>
+                    <div className="space-y-2">
+                      {property.nearbyFacilities.map((facility, index) => (
+                        <div key={index} className="flex items-center justify-between text-sm">
+                          <span>{facility.name}</span>
+                          <span className="text-muted-foreground">{facility.distance}m</span>
+                        </div>
+                      ))}
+                    </div>
+                  </div>
+
+                  <div>
+                    <h3 className="font-medium mb-2">Environmental Factors</h3>
+                    <div className="space-y-3">
+                      <div className="flex items-center justify-between">
+                        <div className="flex items-center">
+                          <Droplets className="h-4 w-4 text-blue-500 mr-2" />
+                          <span className="text-sm">Flood Risk</span>
+                        </div>
+                        <Badge className="bg-amber-500">{property.environmentalFactors.floodRisk}</Badge>
+                      </div>
+                      <div className="flex items-center justify-between">
+                        <div className="flex items-center">
+                          <Wind className="h-4 w-4 text-purple-500 mr-2" />
+                          <span className="text-sm">Air Quality</span>
+                        </div>
+                        <Badge className="bg-destructive">{property.environmentalFactors.airQuality}</Badge>
+                      </div>
+                      <div className="flex items-center justify-between">
+                        <div className="flex items-center">
+                          <Sun className="h-4 w-4 text-amber-500 mr-2" />
+                          <span className="text-sm">Noise Level</span>
+                        </div>
+                        <Badge className="bg-green-500">{property.environmentalFactors.noiseLevel}</Badge>
+                      </div>
+                    </div>
+                  </div>
+                </div>
+              </TabsContent>
+
+              <TabsContent value="analytics" className="mt-0">
+                <div className="grid grid-cols-1 md:grid-cols-2 gap-4 mb-6">
+                  <Card>
+                    <CardHeader className="pb-2">
+                      <CardTitle className="text-base flex items-center">
+                        <BarChart2 className="h-4 w-4 mr-2 text-primary" />
+                        Price Prediction
+                      </CardTitle>
+                    </CardHeader>
+                    <CardContent>
+                      <div className="text-2xl font-bold mb-1">฿15,000,000</div>
+                      <p className="text-sm text-muted-foreground mb-3">The estimated price based on various factors</p>
+
+                      <Link href="/price-prediction">
+                        <Button size="sm" className="gap-1">
+                          <Info className="h-4 w-4" />
+                          <span>View Detailed Analysis</span>
+                        </Button>
+                      </Link>
+                    </CardContent>
+                  </Card>
+
+                  <Card>
+                    <CardHeader className="pb-2">
+                      <CardTitle className="text-base flex items-center">
+                        <LineChart className="h-4 w-4 mr-2 text-primary" />
+                        Market Trends
+                      </CardTitle>
+                    </CardHeader>
+                    <CardContent>
+                      <div className="flex items-center justify-between mb-1">
+                        <span className="text-sm">Area Price Trend</span>
+                        <Badge className="bg-green-500">Rising</Badge>
+                      </div>
+                      <p className="text-sm text-muted-foreground mb-3">
+                        Prices in this area have increased by {property.marketTrends.areaGrowth}% in the last year
+                      </p>
+
+                      <div className="flex items-center justify-between text-sm mb-1">
+                        <span>Average Price in Area</span>
+                        <span className="font-medium">฿{property.marketTrends.averagePrice.toLocaleString()}</span>
+                      </div>
+                      <div className="flex items-center justify-between text-sm">
+                        <span>Price per sqm</span>
+                        <span className="font-medium">฿{property.marketTrends.pricePerSqm.toLocaleString()}</span>
+                      </div>
+                    </CardContent>
+                  </Card>
+                </div>
+
+                <Card className="mb-6">
+                  <CardHeader className="pb-2">
+                    <CardTitle className="text-base flex items-center">
+                      <LineChart className="h-4 w-4 mr-2 text-primary" />
+                      Price History
+                    </CardTitle>
+                  </CardHeader>
+                  <CardContent>
+                    <div className="h-40 w-full relative mb-4">
+                      {/* Simple line chart simulation */}
+                      <div className="absolute bottom-0 left-0 w-full h-px bg-border"></div>
+                      <div className="absolute bottom-0 left-0 h-full flex items-end w-full">
+                        {property.priceHistory.map((item, index) => (
+                          <div key={index} className="flex-1 flex flex-col items-center">
+                            <div
+                              className="w-full border-b-2 border-r-2 border-primary rounded-br"
+                              style={{
+                                height: `${(item.price / 15000000) * 100}%`,
+                                maxHeight: "90%",
+                              }}
+                            ></div>
+                            <div className="text-xs mt-1">{item.date}</div>
+                            <div className="text-xs text-muted-foreground">฿{(item.price / 1000000).toFixed(1)}M</div>
+                          </div>
+                        ))}
+                      </div>
+                    </div>
+
+                    <div className="flex items-center text-xs text-muted-foreground">
+                      <Clock className="h-3 w-3 mr-1" />
+                      <span>Last updated: 2 days ago</span>
+                    </div>
+                  </CardContent>
+                </Card>
+
+                <Card>
+                  <CardHeader className="pb-2">
+                    <CardTitle className="text-base flex items-center">
+                      <FileText className="h-4 w-4 mr-2 text-primary" />
+                      Data Reports
+                    </CardTitle>
+                  </CardHeader>
+                  <CardContent>
+                    <div className="grid grid-cols-1 md:grid-cols-2 gap-3">
+                      <Button variant="outline" size="sm" className="justify-start">
+                        <Download className="h-4 w-4 mr-2" />
+                        Property Analysis Report
+                      </Button>
+                      <Button variant="outline" size="sm" className="justify-start">
+                        <Download className="h-4 w-4 mr-2" />
+                        Market Comparison Data
+                      </Button>
+                      <Button variant="outline" size="sm" className="justify-start">
+                        <Download className="h-4 w-4 mr-2" />
+                        Environmental Assessment
+                      </Button>
+                      <Button variant="outline" size="sm" className="justify-start">
+                        <Download className="h-4 w-4 mr-2" />
+                        Historical Price Data
+                      </Button>
+                    </div>
+                  </CardContent>
+                </Card>
+              </TabsContent>
+            </Tabs>
+          </div>
+        </div>
+
+        <div className="lg:w-1/3">
+          {/* Analytics Summary Card */}
+          <Card className="mb-6 sticky top-6">
+            <CardHeader>
+              <CardTitle className="text-lg">Analytics Summary</CardTitle>
+              <CardDescription>Key insights about this property</CardDescription>
+            </CardHeader>
+            <CardContent className="space-y-6">
+              <div>
+                <h3 className="text-sm font-medium mb-2">Price Analysis</h3>
+                <div className="space-y-2">
+                  <div className="flex justify-between items-center">
+                    <span className="text-sm">Current Price</span>
+                    <span className="font-medium">฿{property.price.toLocaleString()}</span>
+                  </div>
+                  <div className="flex justify-between items-center">
+                    <span className="text-sm">Price per sqm</span>
+                    <span className="font-medium">฿{property.marketTrends.pricePerSqm.toLocaleString()}</span>
+                  </div>
+                  <div className="flex justify-between items-center">
+                    <span className="text-sm">Area Average</span>
+                    <span className="font-medium">฿{property.marketTrends.averagePrice.toLocaleString()}</span>
+                  </div>
+                  <div className="flex justify-between items-center">
+                    <span className="text-sm">Price Trend</span>
+                    <Badge className="bg-green-500">+{property.marketTrends.areaGrowth}%</Badge>
+                  </div>
+                </div>
+              </div>
+
+              <div>
+                <h3 className="text-sm font-medium mb-2">Environmental Assessment</h3>
+                <div className="grid grid-cols-3 gap-2">
+                  <div className="flex flex-col items-center p-2 border rounded-md">
+                    <Droplets className="h-5 w-5 text-blue-500 mb-1" />
+                    <span className="text-xs font-medium">Flood Risk</span>
+                    <Badge className="mt-1 text-xs bg-amber-500">{property.environmentalFactors.floodRisk}</Badge>
+                  </div>
+                  <div className="flex flex-col items-center p-2 border rounded-md">
+                    <Wind className="h-5 w-5 text-purple-500 mb-1" />
+                    <span className="text-xs font-medium">Air Quality</span>
+                    <Badge className="mt-1 text-xs bg-destructive">{property.environmentalFactors.airQuality}</Badge>
+                  </div>
+                  <div className="flex flex-col items-center p-2 border rounded-md">
+                    <Sun className="h-5 w-5 text-amber-500 mb-1" />
+                    <span className="text-xs font-medium">Noise</span>
+                    <Badge className="mt-1 text-xs bg-green-500">{property.environmentalFactors.noiseLevel}</Badge>
+                  </div>
+                </div>
+              </div>
+
+              <div>
+                <h3 className="text-sm font-medium mb-2">Nearby Facilities</h3>
+                <div className="space-y-1 text-sm">
+                  {property.nearbyFacilities.map((facility, index) => (
+                    <div key={index} className="flex justify-between">
+                      <span>{facility.name}</span>
+                      <span className="text-muted-foreground">{facility.distance}m</span>
+                    </div>
+                  ))}
+                </div>
+              </div>
+
+              <div className="pt-2">
+                <Link href="/price-prediction">
+                  <Button className="w-full gap-2">
+                    <BarChart2 className="h-4 w-4" />
+                    View Full Price Analysis
+                  </Button>
+                </Link>
+              </div>
+
+              <div>
+                <Link href={`/maps?property=${property.id}`}>
+                  <Button variant="outline" className="w-full gap-2">
+                    <MapPin className="h-4 w-4" />
+                    View on Map
+                  </Button>
+                </Link>
+              </div>
+            </CardContent>
+          </Card>
+
+          {/* Similar Properties */}
+          <div>
+            <h3 className="font-medium mb-3">Similar Properties</h3>
+            <div className="space-y-3">
+              <SimilarPropertyCard
+                id="sim1"
+                title="Luxury Condo in Asoke"
+                price={13500000}
+                location="Asoke, Bangkok"
+                bedrooms={2}
+                bathrooms={2}
+                area={120}
+                image="/placeholder.svg?height=80&width=120"
+              />
+
+              <SimilarPropertyCard
+                id="sim2"
+                title="Modern Apartment in Thonglor"
+                price={16800000}
+                location="Thonglor, Bangkok"
+                bedrooms={3}
+                bathrooms={2}
+                area={160}
+                image="/placeholder.svg?height=80&width=120"
+              />
+
+              <SimilarPropertyCard
+                id="sim3"
+                title="Spacious Condo with City View"
+                price={14200000}
+                location="Phrom Phong, Bangkok"
+                bedrooms={2}
+                bathrooms={2}
+                area={135}
+                image="/placeholder.svg?height=80&width=120"
+              />
+            </div>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}
+
+interface SimilarPropertyCardProps {
+  id: string
+  title: string
+  price: number
+  location: string
+  bedrooms: number
+  bathrooms: number
+  area: number
+  image: string
+}
+
+function SimilarPropertyCard({
+  id,
+  title,
+  price,
+  location,
+  bedrooms,
+  bathrooms,
+  area,
+  image,
+}: SimilarPropertyCardProps) {
+  return (
+    <Link href={`/properties/${id}`}>
+      <div className="property-card">
+        <div className="flex">
+          <div className="w-24 h-20 flex-shrink-0">
+            <img src={image || "/placeholder.svg"} alt={title} className="w-full h-full object-cover rounded-l-lg" />
+          </div>
+          <div className="p-2 flex-1">
+            <h4 className="font-medium text-sm line-clamp-1">{title}</h4>
+            <div className="text-xs text-muted-foreground mb-1">{location}</div>
+            <div className="flex items-center gap-2 text-xs">
+              <span>{bedrooms} bd</span>
+              <span>•</span>
+              <span>{bathrooms} ba</span>
+              <span>•</span>
+              <span>{area} m²</span>
+            </div>
+            <div className="font-medium text-sm mt-1">฿{price.toLocaleString()}</div>
+          </div>
+        </div>
+      </div>
+    </Link>
+  )
+}
+
diff --git a/frontend/app/(routes)/properties/loading.tsx b/frontend/app/(routes)/properties/loading.tsx
new file mode 100644
index 0000000..cec067b
--- /dev/null
+++ b/frontend/app/(routes)/properties/loading.tsx
@@ -0,0 +1,4 @@
+export default function Loading() {
+  return null
+}
+
diff --git a/frontend/app/(routes)/properties/page.tsx b/frontend/app/(routes)/properties/page.tsx
new file mode 100644
index 0000000..9b2ec66
--- /dev/null
+++ b/frontend/app/(routes)/properties/page.tsx
@@ -0,0 +1,457 @@
+import { Button } from "@/components/ui/button"
+import { Card, CardContent } from "@/components/ui/card"
+import { Badge } from "@/components/ui/badge"
+import { Input } from "@/components/ui/input"
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select"
+import { Slider } from "@/components/ui/slider"
+import { MapPin, Home, Bath, BedDouble, ArrowRight, Search, Star } from "lucide-react"
+import Link from "next/link"
+import PageHeader from "@/components/page-header"
+
+export default function PropertiesPage() {
+  return (
+    <div className="container mx-auto p-6">
+      <PageHeader
+        title="Property Listings"
+        description="Browse and filter available properties"
+        breadcrumb={[
+          { title: "Home", href: "/" },
+          { title: "Properties", href: "/properties" },
+        ]}
+      />
+
+      <div className="flex flex-col lg:flex-row gap-6 mt-6">
+        {/* Filters Sidebar */}
+        <div className="w-full lg:w-72 flex-shrink-0">
+          <Card>
+            <CardContent className="p-4">
+              <div className="flex items-center justify-between mb-4">
+                <h3 className="font-medium">Filters</h3>
+                <Button variant="ghost" size="sm" className="h-8 px-2 text-xs">
+                  Reset All
+                </Button>
+              </div>
+
+              <div className="space-y-4">
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Price Range</label>
+                  <div className="flex items-center justify-between text-xs text-muted-foreground mb-2">
+                    <span>฿5,000,000</span>
+                    <span>฿20,000,000</span>
+                  </div>
+                  <Slider
+                    defaultValue={[5000000, 20000000]}
+                    max={50000000}
+                    min={1000000}
+                    step={1000000}
+                    className="mb-6"
+                  />
+                </div>
+
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Property Type</label>
+                  <Select defaultValue="any">
+                    <SelectTrigger>
+                      <SelectValue placeholder="Any Type" />
+                    </SelectTrigger>
+                    <SelectContent>
+                      <SelectItem value="any">Any Type</SelectItem>
+                      <SelectItem value="house">House</SelectItem>
+                      <SelectItem value="condo">Condominium</SelectItem>
+                      <SelectItem value="townhouse">Townhouse</SelectItem>
+                      <SelectItem value="land">Land</SelectItem>
+                    </SelectContent>
+                  </Select>
+                </div>
+
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Bedrooms</label>
+                  <div className="grid grid-cols-5 gap-1">
+                    {["Any", "1", "2", "3", "4+"].map((num) => (
+                      <Button
+                        key={num}
+                        variant={num === "Any" ? "default" : "outline"}
+                        size="sm"
+                        className="text-xs h-8"
+                      >
+                        {num}
+                      </Button>
+                    ))}
+                  </div>
+                </div>
+
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Bathrooms</label>
+                  <div className="grid grid-cols-5 gap-1">
+                    {["Any", "1", "2", "3", "4+"].map((num) => (
+                      <Button
+                        key={num}
+                        variant={num === "Any" ? "default" : "outline"}
+                        size="sm"
+                        className="text-xs h-8"
+                      >
+                        {num}
+                      </Button>
+                    ))}
+                  </div>
+                </div>
+
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Area (sqm)</label>
+                  <div className="grid grid-cols-2 gap-2">
+                    <Input placeholder="Min" className="h-9" />
+                    <Input placeholder="Max" className="h-9" />
+                  </div>
+                </div>
+
+                <div>
+                  <label className="text-sm font-medium mb-1.5 block">Location</label>
+                  <Select defaultValue="bangkok">
+                    <SelectTrigger>
+                      <SelectValue placeholder="Select Location" />
+                    </SelectTrigger>
+                    <SelectContent>
+                      <SelectItem value="bangkok">Bangkok</SelectItem>
+                      <SelectItem value="phuket">Phuket</SelectItem>
+                      <SelectItem value="chiangmai">Chiang Mai</SelectItem>
+                      <SelectItem value="pattaya">Pattaya</SelectItem>
+                    </SelectContent>
+                  </Select>
+                </div>
+
+                <div className="pt-2">
+                  <Button className="w-full">Apply Filters</Button>
+                </div>
+              </div>
+            </CardContent>
+          </Card>
+        </div>
+
+        {/* Main Content */}
+        <div className="flex-1">
+          {/* Search and Sort Bar */}
+          <div className="flex flex-col sm:flex-row gap-3 mb-4">
+            <div className="relative flex-1">
+              <Search className="absolute left-3 top-1/2 -translate-y-1/2 h-4 w-4 text-muted-foreground" />
+              <Input placeholder="Search properties..." className="pl-9" />
+            </div>
+            <div className="flex gap-2">
+              <Select defaultValue="recommended">
+                <SelectTrigger className="w-[180px]">
+                  <SelectValue placeholder="Sort by" />
+                </SelectTrigger>
+                <SelectContent>
+                  <SelectItem value="recommended">Recommended</SelectItem>
+                  <SelectItem value="price-asc">Price: Low to High</SelectItem>
+                  <SelectItem value="price-desc">Price: High to Low</SelectItem>
+                  <SelectItem value="newest">Newest First</SelectItem>
+                </SelectContent>
+              </Select>
+              <Link href="/maps">
+                <Button variant="outline" className="gap-2">
+                  <MapPin className="h-4 w-4" />
+                  <span>Map View</span>
+                </Button>
+              </Link>
+            </div>
+          </div>
+
+          {/* View Tabs */}
+          <Tabs defaultValue="grid" className="mb-6">
+            <div className="flex items-center justify-between">
+              <div className="text-sm text-muted-foreground">
+                Showing <span className="font-medium text-foreground">156</span> properties
+              </div>
+              <TabsList>
+                <TabsTrigger value="grid" className="text-xs px-3">
+                  Grid
+                </TabsTrigger>
+                <TabsTrigger value="list" className="text-xs px-3">
+                  List
+                </TabsTrigger>
+              </TabsList>
+            </div>
+
+            <TabsContent value="grid" className="mt-4">
+              <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
+                {/* Property Cards */}
+                <PropertyCard
+                  id="prop1"
+                  title="Modern Condominium"
+                  price={15000000}
+                  location="Sukhumvit, Bangkok"
+                  bedrooms={3}
+                  bathrooms={2}
+                  area={150}
+                  type="Condominium"
+                  image="/placeholder.svg?height=200&width=300"
+                  premium={true}
+                />
+
+                <PropertyCard
+                  id="prop2"
+                  title="Luxury Villa with Pool"
+                  price={25000000}
+                  location="Phuket Beach, Phuket"
+                  bedrooms={4}
+                  bathrooms={3}
+                  area={320}
+                  type="House"
+                  image="/placeholder.svg?height=200&width=300"
+                />
+
+                <PropertyCard
+                  id="prop3"
+                  title="City Center Apartment"
+                  price={8500000}
+                  location="Silom, Bangkok"
+                  bedrooms={2}
+                  bathrooms={1}
+                  area={85}
+                  type="Condominium"
+                  image="/placeholder.svg?height=200&width=300"
+                />
+
+                <PropertyCard
+                  id="prop4"
+                  title="Riverside Townhouse"
+                  price={12000000}
+                  location="Chao Phraya, Bangkok"
+                  bedrooms={3}
+                  bathrooms={3}
+                  area={180}
+                  type="Townhouse"
+                  image="/placeholder.svg?height=200&width=300"
+                />
+
+                <PropertyCard
+                  id="prop5"
+                  title="Mountain View Villa"
+                  price={18000000}
+                  location="Doi Suthep, Chiang Mai"
+                  bedrooms={3}
+                  bathrooms={2}
+                  area={250}
+                  type="House"
+                  image="/placeholder.svg?height=200&width=300"
+                />
+
+                <PropertyCard
+                  id="prop6"
+                  title="Beachfront Condo"
+                  price={9800000}
+                  location="Jomtien, Pattaya"
+                  bedrooms={1}
+                  bathrooms={1}
+                  area={65}
+                  type="Condominium"
+                  image="/placeholder.svg?height=200&width=300"
+                  premium={true}
+                />
+              </div>
+
+              <div className="mt-8 flex justify-center">
+                <Button variant="outline" className="gap-2">
+                  Load More <ArrowRight className="h-4 w-4" />
+                </Button>
+              </div>
+            </TabsContent>
+
+            <TabsContent value="list" className="mt-4">
+              <div className="space-y-4">
+                {/* List View Property Cards */}
+                <PropertyCardList
+                  id="prop1"
+                  title="Modern Condominium"
+                  price={15000000}
+                  location="Sukhumvit, Bangkok"
+                  bedrooms={3}
+                  bathrooms={2}
+                  area={150}
+                  type="Condominium"
+                  image="/placeholder.svg?height=120&width=180"
+                  premium={true}
+                />
+
+                <PropertyCardList
+                  id="prop2"
+                  title="Luxury Villa with Pool"
+                  price={25000000}
+                  location="Phuket Beach, Phuket"
+                  bedrooms={4}
+                  bathrooms={3}
+                  area={320}
+                  type="House"
+                  image="/placeholder.svg?height=120&width=180"
+                />
+
+                <PropertyCardList
+                  id="prop3"
+                  title="City Center Apartment"
+                  price={8500000}
+                  location="Silom, Bangkok"
+                  bedrooms={2}
+                  bathrooms={1}
+                  area={85}
+                  type="Condominium"
+                  image="/placeholder.svg?height=120&width=180"
+                />
+
+                <PropertyCardList
+                  id="prop4"
+                  title="Riverside Townhouse"
+                  price={12000000}
+                  location="Chao Phraya, Bangkok"
+                  bedrooms={3}
+                  bathrooms={3}
+                  area={180}
+                  type="Townhouse"
+                  image="/placeholder.svg?height=120&width=180"
+                />
+              </div>
+
+              <div className="mt-8 flex justify-center">
+                <Button variant="outline" className="gap-2">
+                  Load More <ArrowRight className="h-4 w-4" />
+                </Button>
+              </div>
+            </TabsContent>
+          </Tabs>
+        </div>
+      </div>
+    </div>
+  )
+}
+
+interface PropertyCardProps {
+  id: string
+  title: string
+  price: number
+  location: string
+  bedrooms: number
+  bathrooms: number
+  area: number
+  type: string
+  image: string
+  premium?: boolean
+}
+
+function PropertyCard({
+  id,
+  title,
+  price,
+  location,
+  bedrooms,
+  bathrooms,
+  area,
+  type,
+  image,
+  premium,
+}: PropertyCardProps) {
+  return (
+    <Link href={`/properties/${id}`}>
+      <div className={`property-card ${premium ? "property-card-premium" : ""} h-full flex flex-col`}>
+        <div className="relative">
+          <img src={image || "/placeholder.svg"} alt={title} className="w-full h-48 object-cover" />
+          <div className="absolute top-2 left-2 flex gap-1">
+            <Badge className="bg-primary">{type}</Badge>
+            {premium && (
+              <Badge className="bg-amber-500">
+                <Star className="h-3 w-3 mr-1" /> Premium
+              </Badge>
+            )}
+          </div>
+        </div>
+        <div className="p-4 flex-1 flex flex-col">
+          <h3 className="font-medium text-lg mb-1">{title}</h3>
+          <div className="flex items-center text-muted-foreground text-sm mb-2">
+            <MapPin className="h-3.5 w-3.5 mr-1 flex-shrink-0" />
+            <span className="truncate">{location}</span>
+          </div>
+          <div className="flex items-center gap-3 text-sm mb-3">
+            <div className="flex items-center">
+              <BedDouble className="h-4 w-4 mr-1 text-primary" />
+              <span>{bedrooms}</span>
+            </div>
+            <div className="flex items-center">
+              <Bath className="h-4 w-4 mr-1 text-primary" />
+              <span>{bathrooms}</span>
+            </div>
+            <div className="flex items-center">
+              <Home className="h-4 w-4 mr-1 text-primary" />
+              <span>{area} m²</span>
+            </div>
+          </div>
+          <div className="mt-auto pt-2 border-t flex items-center justify-between">
+            <div className="font-semibold text-lg">฿{price.toLocaleString()}</div>
+            <Button size="sm" className="h-8">
+              View Details
+            </Button>
+          </div>
+        </div>
+      </div>
+    </Link>
+  )
+}
+
+function PropertyCardList({
+  id,
+  title,
+  price,
+  location,
+  bedrooms,
+  bathrooms,
+  area,
+  type,
+  image,
+  premium,
+}: PropertyCardProps) {
+  return (
+    <Link href={`/properties/${id}`}>
+      <div className={`property-card ${premium ? "property-card-premium" : ""}`}>
+        <div className="flex flex-col sm:flex-row">
+          <div className="relative sm:w-48 flex-shrink-0">
+            <img src={image || "/placeholder.svg"} alt={title} className="w-full h-48 sm:h-full object-cover" />
+            <div className="absolute top-2 left-2 flex gap-1">
+              <Badge className="bg-primary">{type}</Badge>
+              {premium && (
+                <Badge className="bg-amber-500">
+                  <Star className="h-3 w-3 mr-1" /> Premium
+                </Badge>
+              )}
+            </div>
+          </div>
+          <div className="p-4 flex-1 flex flex-col">
+            <div className="flex flex-col sm:flex-row sm:items-center sm:justify-between gap-2 mb-2">
+              <h3 className="font-medium text-lg">{title}</h3>
+              <div className="font-semibold text-lg">฿{price.toLocaleString()}</div>
+            </div>
+            <div className="flex items-center text-muted-foreground text-sm mb-3">
+              <MapPin className="h-3.5 w-3.5 mr-1 flex-shrink-0" />
+              <span>{location}</span>
+            </div>
+            <div className="flex items-center gap-4 text-sm mb-4">
+              <div className="flex items-center">
+                <BedDouble className="h-4 w-4 mr-1 text-primary" />
+                <span>{bedrooms} Beds</span>
+              </div>
+              <div className="flex items-center">
+                <Bath className="h-4 w-4 mr-1 text-primary" />
+                <span>{bathrooms} Baths</span>
+              </div>
+              <div className="flex items-center">
+                <Home className="h-4 w-4 mr-1 text-primary" />
+                <span>{area} m²</span>
+              </div>
+            </div>
+            <div className="mt-auto flex justify-end">
+              <Button size="sm">View Details</Button>
+            </div>
+          </div>
+        </div>
+      </div>
+    </Link>
+  )
+}
+
diff --git a/frontend/app/globals.css b/frontend/app/globals.css
index 869ce11..7842096 100644
--- a/frontend/app/globals.css
+++ b/frontend/app/globals.css
@@ -1,101 +1,9 @@
-@import 'tailwindcss' prefix(tw);
-
-@plugin "tailwindcss-animate";
+@import "tailwindcss";
 
 @plugin 'tailwindcss-animate';
 
 @custom-variant dark (&:is(.dark *));
 
-@custom-variant dark (&:is(.dark *));
-
-@theme {
-  --font-sans:
-    var(--font-sans), ui-sans-serif, system-ui, sans-serif, 'Apple Color Emoji',
-    'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
-
-  --color-border: hsl(var(--border));
-  --color-input: hsl(var(--input));
-  --color-ring: hsl(var(--ring));
-  --color-background: hsl(var(--background));
-  --color-foreground: hsl(var(--foreground));
-
-  --color-primary: hsl(var(--primary));
-  --color-primary-foreground: hsl(var(--primary-foreground));
-
-  --color-secondary: hsl(var(--secondary));
-  --color-secondary-foreground: hsl(var(--secondary-foreground));
-
-  --color-destructive: hsl(var(--destructive));
-  --color-destructive-foreground: hsl(var(--destructive-foreground));
-
-  --color-muted: hsl(var(--muted));
-  --color-muted-foreground: hsl(var(--muted-foreground));
-
-  --color-accent: hsl(var(--accent));
-  --color-accent-foreground: hsl(var(--accent-foreground));
-
-  --color-popover: hsl(var(--popover));
-  --color-popover-foreground: hsl(var(--popover-foreground));
-
-  --color-card: hsl(var(--card));
-  --color-card-foreground: hsl(var(--card-foreground));
-
-  --color-sidebar: hsl(var(--sidebar-background));
-  --color-sidebar-foreground: hsl(var(--sidebar-foreground));
-  --color-sidebar-border: hsl(var(--sidebar-border));
-  --color-sidebar-ring: hsl(var(--sidebar-ring));
-
-  --color-sidebar-accent: hsl(var(--sidebar-accent));
-  --color-sidebar-accent-foreground: hsl(var(--sidebar-accent-foreground));
-
-  --radius-lg: var(--radius);
-  --radius-md: calc(var(--radius) - 2px);
-  --radius-sm: calc(var(--radius) - 4px);
-
-  --animate-accordion-down: accordion-down 0.2s ease-out;
-  --animate-accordion-up: accordion-up 0.2s ease-out;
-  --animate-caret-blink: caret-blink 1s ease-in-out infinite;
-
-  @keyframes accordion-down {
-    from {
-      height: 0;
-    }
-    to {
-      height: var(--radix-accordion-content-height);
-    }
-  }
-  @keyframes accordion-up {
-    from {
-      height: var(--radix-accordion-content-height);
-    }
-    to {
-      height: 0;
-    }
-  }
-  @keyframes caret-blink {
-    0%,
-    50%,
-    100% {
-      opacity: 1;
-    }
-    25%,
-    75% {
-      opacity: 0;
-    }
-  }
-}
-
-@utility container {
-  margin-inline: auto;
-  padding-inline: 2rem;
-  @media (width >= --theme(--breakpoint-sm)) {
-    max-width: none;
-  }
-  @media (width >= 1400px) {
-    max-width: 1400px;
-  }
-}
-
 @theme {
   --color-background: hsl(var(--background));
   --color-foreground: hsl(var(--foreground));
@@ -165,24 +73,6 @@
   }
 }
 
-/*
-  The default border color has changed to `currentcolor` in Tailwind CSS v4,
-  so we've added these compatibility styles to make sure everything still
-  looks the same as it did with Tailwind CSS v3.
-
-  If we ever want to remove these styles, we need to add an explicit border
-  color utility to any element that depends on these defaults.
-*/
-@layer base {
-  *,
-  ::after,
-  ::before,
-  ::backdrop,
-  ::file-selector-button {
-    border-color: var(--color-gray-200, currentcolor);
-  }
-}
-
 /*
   The default border color has changed to `currentColor` in Tailwind CSS v4,
   so we've added these compatibility styles to make sure everything still
diff --git a/frontend/app/layout.tsx b/frontend/app/layout.tsx
index f745756..0d482f4 100644
--- a/frontend/app/layout.tsx
+++ b/frontend/app/layout.tsx
@@ -1,22 +1,19 @@
-/*
-========================================
-File: frontend/app/layout.tsx
-========================================
-*/
+import type React from "react";
 import type { Metadata } from "next";
-import { Inter } from "next/font/google"; // Example using Inter font
+import { Poppins } from "next/font/google";
 import "./globals.css";
-import { ThemeProvider } from "@/components/common/ThemeProvider"; // Correct path
-import { ThemeController } from "@/components/common/ThemeController"; // Correct path
-import { Toaster as SonnerToaster } from "@/components/ui/sonner"; // Sonner for notifications
-import { Toaster as RadixToaster } from "@/components/ui/toaster"; // Shadcn Toaster (if using useToast hook)
+import { ThemeProvider } from "@/components/theme-provider";
+import Sidebar from "@/components/sidebar";
 
-// Setup font
-const inter = Inter({ subsets: ["latin"], variable: "--font-sans" }); // Define CSS variable
+const poppins = Poppins({
+  subsets: ["latin"],
+  weight: ["300", "400", "500", "600", "700"],
+  variable: "--font-poppins",
+});
 
 export const metadata: Metadata = {
-  title: "Borbann - Data Platform", // More specific title
-  description: "Data integration, analysis, and visualization platform.",
+  title: "BorBann - Property Analytics",
+  description: "Automated data integration pipeline and property analytics for real estate",
 };
 
 export default function RootLayout({
@@ -26,19 +23,12 @@ export default function RootLayout({
 }>) {
   return (
     <html lang="en" suppressHydrationWarning>
-      {" "}
-      {/* suppressHydrationWarning needed for next-themes */}
-      <body className={`${inter.variable} font-sans`}>
-        {" "}
-        {/* Apply font class */}
-        {/* ThemeProvider should wrap everything for theme context */}
+      <body className={poppins.className}>
         <ThemeProvider attribute="class" defaultTheme="system" enableSystem disableTransitionOnChange>
-          {/* ThemeController can wrap specific parts or the whole app */}
-          {/* If placed here, it controls the base theme and color scheme */}
-          <ThemeController defaultColorScheme="Blue">{children}</ThemeController>
-          {/* Include Toaster components for notifications */}
-          <SonnerToaster />
-          <RadixToaster /> {/* Include if using the useToast hook */}
+          <div className="flex h-screen">
+            <Sidebar />
+            <div className="flex-1 overflow-auto">{children}</div>
+          </div>
         </ThemeProvider>
       </body>
     </html>
diff --git a/frontend/app/loading.tsx b/frontend/app/loading.tsx
new file mode 100644
index 0000000..8f4014e
--- /dev/null
+++ b/frontend/app/loading.tsx
@@ -0,0 +1,40 @@
+/* === src/app/loading.tsx === */
+import { Skeleton } from "@/components/ui/skeleton";
+
+// A more detailed full-page loading skeleton mimicking the layout
+export default function Loading() {
+  return (
+    <div className="flex-1 flex flex-col p-6 space-y-6">
+      {/* Page Header Skeleton */}
+      <div className="flex justify-between items-center">
+        <div className="space-y-2">
+          <Skeleton className="h-4 w-48" />
+          <Skeleton className="h-8 w-64" />
+          <Skeleton className="h-4 w-80" />
+        </div>
+        <Skeleton className="h-9 w-9 rounded-full" />
+      </div>
+
+      {/* Content Area Skeleton - Adjust based on typical page content */}
+      <div className="grid grid-cols-1 md:grid-cols-3 gap-6">
+        {/* Left Column / Filters Skeleton (Example) */}
+        <div className="md:col-span-1 space-y-4">
+          <Skeleton className="h-64 w-full rounded-lg" />
+          <Skeleton className="h-48 w-full rounded-lg" />
+        </div>
+
+        {/* Right Column / Main Content Skeleton (Example) */}
+        <div className="md:col-span-2 space-y-4">
+          <div className="flex justify-between items-center">
+            <Skeleton className="h-6 w-1/3" />
+            <Skeleton className="h-9 w-24" />
+          </div>
+          <Skeleton className="h-96 w-full rounded-lg" />
+          <div className="flex justify-center">
+            <Skeleton className="h-10 w-32" />
+          </div>
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/frontend/app/page.tsx b/frontend/app/page.tsx
index a7779fd..932c605 100644
--- a/frontend/app/page.tsx
+++ b/frontend/app/page.tsx
@@ -1,36 +1,204 @@
-/*
-========================================
-File: frontend/app/page.tsx
-========================================
-*/
-import Image from "next/image";
-import Link from "next/link"; // Import Link
-import { Button } from "@/components/ui/button"; // Import common UI
+import { Button } from "@/components/ui/button";
+import { Card, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from "@/components/ui/card";
+import { Badge } from "@/components/ui/badge";
+import { ArrowRight, BarChart2, Building, Database, LineChart, MapPin, Zap } from "lucide-react";
+import Link from "next/link";
 
-export default function Home() {
+export default function LandingPage() {
   return (
-    <div className="flex flex-col min-h-screen items-center justify-center p-8 sm:p-20 text-center">
-      {/* Replace with your actual logo/branding */}
-      <h1 className="text-4xl font-bold mb-4">Welcome to Borbann</h1>
-      <p className="text-lg text-muted-foreground mb-8">Your data integration and analysis platform.</p>
+    <div className="min-h-screen">
+      {/* Hero Section */}
+      <section className="bg-gradient-to-b from-background to-muted py-20">
+        <div className="container mx-auto px-6 text-center">
+          <Badge className="mb-4 bg-primary/10 text-primary hover:bg-primary/20 border-primary/20">
+            Property Analytics Platform
+          </Badge>
+          <h1 className="text-4xl md:text-5xl font-bold mb-6">Data-Driven Property Intelligence</h1>
+          <p className="text-xl text-muted-foreground max-w-3xl mx-auto mb-10">
+            Leverage AI and machine learning to analyze property data, predict prices, and gain valuable insights for
+            better decision making.
+          </p>
+          <div className="flex flex-col sm:flex-row gap-4 justify-center">
+            <Button size="lg" asChild>
+              <Link href="/maps">
+                Explore Map <ArrowRight className="ml-2 h-4 w-4" />
+              </Link>
+            </Button>
+            <Button size="lg" variant="outline" asChild>
+              <Link href="/data-pipeline">Manage Data Pipelines</Link>
+            </Button>
+          </div>
+        </div>
+      </section>
 
-      <div className="flex flex-col sm:flex-row gap-4 items-center">
-        <Link href="/map">
-          <Button size="lg">Go to Map</Button>
-        </Link>
-        <Link href="/documentation">
-          {" "}
-          {/* Example link */}
-          <Button size="lg" variant="outline">
-            Read Docs
+      {/* Features Section */}
+      <section className="py-20">
+        <div className="container mx-auto px-6">
+          <div className="text-center mb-16">
+            <h2 className="text-3xl font-bold mb-4">Powerful Analytics Features</h2>
+            <p className="text-muted-foreground max-w-2xl mx-auto">
+              Our platform provides comprehensive tools to analyze property data from multiple angles
+            </p>
+          </div>
+
+          <div className="grid md:grid-cols-2 lg:grid-cols-3 gap-8">
+            <Card>
+              <CardHeader>
+                <div className="h-12 w-12 rounded-lg bg-primary/10 flex items-center justify-center mb-4">
+                  <MapPin className="h-6 w-6 text-primary" />
+                </div>
+                <CardTitle>Geospatial Visualization</CardTitle>
+                <CardDescription>
+                  Interactive maps with property data overlays and environmental factors
+                </CardDescription>
+              </CardHeader>
+              <CardContent>
+                <p className="text-muted-foreground">
+                  Visualize properties on an interactive map with customizable overlays for flood risk, air quality, and
+                  more. Analyze properties within a specific radius.
+                </p>
+              </CardContent>
+              <CardFooter>
+                <Button variant="ghost" className="gap-1" asChild>
+                  <Link href="/maps">
+                    Explore Maps <ArrowRight className="h-4 w-4" />
+                  </Link>
+                </Button>
+              </CardFooter>
+            </Card>
+
+            <Card>
+              <CardHeader>
+                <div className="h-12 w-12 rounded-lg bg-primary/10 flex items-center justify-center mb-4">
+                  <BarChart2 className="h-6 w-6 text-primary" />
+                </div>
+                <CardTitle>Price Prediction</CardTitle>
+                <CardDescription>AI-powered price prediction with explainable features</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <p className="text-muted-foreground">
+                  Understand how different factors affect property prices with our explainable AI models. Adjust
+                  parameters to see how they impact predictions.
+                </p>
+              </CardContent>
+              <CardFooter>
+                <Button variant="ghost" className="gap-1" asChild>
+                  <Link href="/price-prediction">
+                    View Predictions <ArrowRight className="h-4 w-4" />
+                  </Link>
+                </Button>
+              </CardFooter>
+            </Card>
+
+            <Card>
+              <CardHeader>
+                <div className="h-12 w-12 rounded-lg bg-primary/10 flex items-center justify-center mb-4">
+                  <Database className="h-6 w-6 text-primary" />
+                </div>
+                <CardTitle>Data Pipelines</CardTitle>
+                <CardDescription>Automated data collection and processing</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <p className="text-muted-foreground">
+                  Set up automated data collection from multiple sources. Our AI-powered pipelines clean, normalize, and
+                  prepare data for analysis.
+                </p>
+              </CardContent>
+              <CardFooter>
+                <Button variant="ghost" className="gap-1" asChild>
+                  <Link href="/data-pipeline">
+                    Manage Pipelines <ArrowRight className="h-4 w-4" />
+                  </Link>
+                </Button>
+              </CardFooter>
+            </Card>
+
+            <Card>
+              <CardHeader>
+                <div className="h-12 w-12 rounded-lg bg-primary/10 flex items-center justify-center mb-4">
+                  <Building className="h-6 w-6 text-primary" />
+                </div>
+                <CardTitle>Property Analytics</CardTitle>
+                <CardDescription>Comprehensive property data analysis</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <p className="text-muted-foreground">
+                  Analyze property details, historical price trends, and environmental factors. Generate reports and
+                  export data for further analysis.
+                </p>
+              </CardContent>
+              <CardFooter>
+                <Button variant="ghost" className="gap-1" asChild>
+                  <Link href="/properties">
+                    Browse Properties <ArrowRight className="h-4 w-4" />
+                  </Link>
+                </Button>
+              </CardFooter>
+            </Card>
+
+            <Card>
+              <CardHeader>
+                <div className="h-12 w-12 rounded-lg bg-primary/10 flex items-center justify-center mb-4">
+                  <LineChart className="h-6 w-6 text-primary" />
+                </div>
+                <CardTitle>Market Trends</CardTitle>
+                <CardDescription>Real-time market analysis and trends</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <p className="text-muted-foreground">
+                  Track property market trends over time. Identify emerging patterns and make data-driven investment
+                  decisions.
+                </p>
+              </CardContent>
+              <CardFooter>
+                <Button variant="ghost" className="gap-1" asChild>
+                  <Link href="/maps">
+                    View Trends <ArrowRight className="h-4 w-4" />
+                  </Link>
+                </Button>
+              </CardFooter>
+            </Card>
+
+            <Card>
+              <CardHeader>
+                <div className="h-12 w-12 rounded-lg bg-primary/10 flex items-center justify-center mb-4">
+                  <Zap className="h-6 w-6 text-primary" />
+                </div>
+                <CardTitle>Custom ML Models</CardTitle>
+                <CardDescription>Train and deploy custom machine learning models</CardDescription>
+              </CardHeader>
+              <CardContent>
+                <p className="text-muted-foreground">
+                  Create and train custom machine learning models using your own data. Deploy models for specific
+                  analysis needs.
+                </p>
+              </CardContent>
+              <CardFooter>
+                <Button variant="ghost" className="gap-1" asChild>
+                  <Link href="/models">
+                    Manage Models <ArrowRight className="h-4 w-4" />
+                  </Link>
+                </Button>
+              </CardFooter>
+            </Card>
+          </div>
+        </div>
+      </section>
+
+      {/* CTA Section */}
+      <section className="py-20 bg-muted">
+        <div className="container mx-auto px-6 text-center">
+          <h2 className="text-3xl font-bold mb-4">Ready to Get Started?</h2>
+          <p className="text-muted-foreground max-w-2xl mx-auto mb-8">
+            Explore our platform and discover how data-driven property analytics can transform your decision making.
+          </p>
+          <Button size="lg" asChild>
+            <Link href="/maps">
+              Start Exploring <ArrowRight className="ml-2 h-4 w-4" />
+            </Link>
           </Button>
-        </Link>
-      </div>
-
-      {/* Optional: Add more introductory content or links */}
-      <footer className="absolute bottom-8 text-sm text-muted-foreground">
-        © {new Date().getFullYear()} Borbann Project.
-      </footer>
+        </div>
+      </section>
     </div>
   );
 }
diff --git a/frontend/components.json b/frontend/components.json
index fda3491..6479878 100644
--- a/frontend/components.json
+++ b/frontend/components.json
@@ -1,24 +1,26 @@
 {
   "$schema": "https://ui.shadcn.com/schema.json",
-  "style": "new-york",
+  "style": "default",
   "rsc": true,
   "tsx": true,
   "tailwind": {
     "config": "tailwind.config.ts",
-    "css": "app/globals.css",
+    "css": "src/styles/globals.css",
     "baseColor": "neutral",
     "cssVariables": true,
     "prefix": ""
   },
   "aliases": {
+    "@": "@/src",
     "components": "@/components",
     "utils": "@/lib/utils",
     "ui": "@/components/ui",
     "lib": "@/lib",
     "hooks": "@/hooks",
     "features": "@/features",
-    "types": "@/types",
-    "services": "@/services"
+    "services": "@/services",
+    "store": "@/store",
+    "types": "@/types"
   },
   "iconLibrary": "lucide"
 }
diff --git a/frontend/components/common/PageLayout.tsx b/frontend/components/common/PageLayout.tsx
deleted file mode 100644
index 7eeadf9..0000000
--- a/frontend/components/common/PageLayout.tsx
+++ /dev/null
@@ -1,29 +0,0 @@
-/*
-========================================
-File: frontend/components/common/PageLayout.tsx (NEW - Example)
-========================================
-*/
-import React, { ReactNode } from "react";
-import { cn } from "@/lib/utils";
-// Example: Assuming you might have a common Header/Footer/Sidebar structure
-// import { AppHeader } from './AppHeader';
-// import { AppFooter } from './AppFooter';
-
-interface PageLayoutProps {
-  children: ReactNode;
-  className?: string;
-}
-
-/**
- * DUMMY: A basic layout component for pages.
- * Might include common headers, footers, or side navigation structures.
- */
-export function PageLayout({ children, className }: PageLayoutProps) {
-  return (
-    <div className={cn("flex flex-col min-h-screen", className)}>
-      {/* <AppHeader /> */} {/* Example: Shared Header */}
-      <main className="flex-1">{children}</main>
-      {/* <AppFooter /> */} {/* Example: Shared Footer */}
-    </div>
-  );
-}
diff --git a/frontend/components/common/ThemeController.tsx b/frontend/components/common/ThemeController.tsx
deleted file mode 100644
index f3283b1..0000000
--- a/frontend/components/common/ThemeController.tsx
+++ /dev/null
@@ -1,144 +0,0 @@
-/*
-========================================
-File: frontend/components/common/ThemeController.tsx
-========================================
-*/
-"use client";
-
-import { useState, useEffect, useRef, type ReactNode } from "react";
-import { useTheme } from "next-themes";
-import { Sun, Moon, Laptop, Palette, Check } from "lucide-react";
-import { Button } from "@/components/ui/button";
-import {
-  DropdownMenu,
-  DropdownMenuContent,
-  DropdownMenuItem,
-  DropdownMenuTrigger,
-  DropdownMenuSeparator,
-  DropdownMenuLabel,
-} from "@/components/ui/dropdown-menu";
-import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
-
-// Define available color schemes (these affect CSS variables)
-const colorSchemes = [
-  { name: "Blue", primary: "221.2 83.2% 53.3%" }, // Default blue
-  { name: "Green", primary: "142.1 76.2% 36.3%" },
-  { name: "Purple", primary: "262.1 83.3% 57.8%" },
-  { name: "Orange", primary: "24.6 95% 53.1%" },
-  { name: "Teal", primary: "173 80.4% 40%" },
-];
-
-interface ThemeControllerProps {
-  children: ReactNode;
-  defaultColorScheme?: string;
-}
-
-export function ThemeController({ children, defaultColorScheme = "Blue" }: ThemeControllerProps) {
-  const { setTheme, theme } = useTheme();
-  const [colorScheme, setColorScheme] = useState(defaultColorScheme);
-  // State for overlay boundaries removed, as overlay context now manages positioning/constraints.
-  // const [overlayBoundaries, setOverlayBoundaries] = useState({ width: 0, height: 0 });
-  const containerRef = useRef<HTMLDivElement>(null);
-
-  // Update overlay boundaries - This logic might be better placed within the OverlayProvider
-  // or removed if not strictly necessary for the controller's function.
-  // Kept here for now as per original code structure, but consider moving it.
-  // useEffect(() => {
-  //   const updateBoundaries = () => {
-  //     if (containerRef.current) {
-  //       const width = containerRef.current.clientWidth;
-  //       const height = containerRef.current.clientHeight;
-  //       document.documentElement.style.setProperty("--max-overlay-width", `${width - 32}px`);
-  //       document.documentElement.style.setProperty("--max-overlay-height", `${height - 32}px`);
-  //     }
-  //   };
-  //   updateBoundaries();
-  //   window.addEventListener("resize", updateBoundaries);
-  //   return () => window.removeEventListener("resize", updateBoundaries);
-  // }, []);
-
-  // Apply color scheme by setting the '--primary' CSS variable
-  useEffect(() => {
-    const scheme = colorSchemes.find((s) => s.name === colorScheme);
-    if (scheme) {
-      document.documentElement.style.setProperty("--primary", scheme.primary);
-      // You might need to set --ring as well if it depends on primary
-      // document.documentElement.style.setProperty("--ring", scheme.primary);
-    }
-  }, [colorScheme]);
-
-  return (
-    <div ref={containerRef} className="relative h-full w-full overflow-hidden" data-theme-controller="true">
-      {children}
-
-      {/* Theme Controller UI */}
-      <div className="fixed bottom-4 left-4 z-999 flex items-center gap-2">
-        {" "}
-        {/* Ensure high z-index */}
-        <TooltipProvider>
-          <Tooltip>
-            <TooltipTrigger asChild>
-              <DropdownMenu>
-                <DropdownMenuTrigger asChild>
-                  <Button
-                    variant="outline"
-                    size="icon"
-                    className="h-10 w-10 rounded-full bg-background/90 backdrop-blur-xs shadow-md">
-                    <Palette className="h-5 w-5" />
-                  </Button>
-                </DropdownMenuTrigger>
-                <DropdownMenuContent align="start" className="w-56">
-                  <DropdownMenuLabel>Theme Options</DropdownMenuLabel>
-                  <DropdownMenuSeparator />
-
-                  <DropdownMenuItem onClick={() => setTheme("light")} className="flex items-center justify-between">
-                    <div className="flex items-center gap-2">
-                      <Sun className="h-4 w-4" />
-                      <span>Light</span>
-                    </div>
-                    {theme === "light" && <Check className="h-4 w-4" />}
-                  </DropdownMenuItem>
-
-                  <DropdownMenuItem onClick={() => setTheme("dark")} className="flex items-center justify-between">
-                    <div className="flex items-center gap-2">
-                      <Moon className="h-4 w-4" />
-                      <span>Dark</span>
-                    </div>
-                    {theme === "dark" && <Check className="h-4 w-4" />}
-                  </DropdownMenuItem>
-
-                  <DropdownMenuItem onClick={() => setTheme("system")} className="flex items-center justify-between">
-                    <div className="flex items-center gap-2">
-                      <Laptop className="h-4 w-4" />
-                      <span>System</span>
-                    </div>
-                    {theme === "system" && <Check className="h-4 w-4" />}
-                  </DropdownMenuItem>
-
-                  <DropdownMenuSeparator />
-                  <DropdownMenuLabel>Color Scheme</DropdownMenuLabel>
-
-                  {colorSchemes.map((scheme) => (
-                    <DropdownMenuItem
-                      key={scheme.name}
-                      onClick={() => setColorScheme(scheme.name)}
-                      className="flex items-center justify-between">
-                      <div className="flex items-center gap-2">
-                        <div className="h-4 w-4 rounded-full" style={{ backgroundColor: `hsl(${scheme.primary})` }} />
-                        <span>{scheme.name}</span>
-                      </div>
-                      {colorScheme === scheme.name && <Check className="h-4 w-4" />}
-                    </DropdownMenuItem>
-                  ))}
-                </DropdownMenuContent>
-              </DropdownMenu>
-            </TooltipTrigger>
-            <TooltipContent side="right">
-              <p>Theme Settings</p>
-            </TooltipContent>
-          </Tooltip>
-        </TooltipProvider>
-      </div>
-    </div>
-  );
-}
diff --git a/frontend/components/common/ThemeProvider.tsx b/frontend/components/common/ThemeProvider.tsx
deleted file mode 100644
index b64248b..0000000
--- a/frontend/components/common/ThemeProvider.tsx
+++ /dev/null
@@ -1,23 +0,0 @@
-/*
-========================================
-File: frontend/components/common/ThemeProvider.tsx
-========================================
-*/
-"use client";
-
-import { ThemeProvider as NextThemesProvider } from "next-themes";
-import type { ThemeProviderProps } from "next-themes";
-
-export function ThemeProvider({ children, ...props }: ThemeProviderProps) {
-  return (
-    <NextThemesProvider
-      attribute="class"
-      defaultTheme="system"
-      enableSystem
-      disableTransitionOnChange
-      {...props} // Pass through any other props
-    >
-      {children}
-    </NextThemesProvider>
-  );
-}
diff --git a/frontend/components/common/ThemeToggle.tsx b/frontend/components/common/ThemeToggle.tsx
deleted file mode 100644
index c1df06b..0000000
--- a/frontend/components/common/ThemeToggle.tsx
+++ /dev/null
@@ -1,57 +0,0 @@
-/*
-========================================
-File: frontend/components/common/ThemeToggle.tsx
-========================================
-*/
-"use client";
-
-import React from "react";
-import { Moon, Sun, Laptop } from "lucide-react";
-import { useTheme } from "next-themes";
-import { Button } from "@/components/ui/button";
-import {
-  DropdownMenu,
-  DropdownMenuContent,
-  DropdownMenuItem,
-  DropdownMenuTrigger,
-} from "@/components/ui/dropdown-menu";
-import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
-
-export function ThemeToggle() {
-  const { setTheme, theme } = useTheme();
-
-  return (
-    <TooltipProvider>
-      <Tooltip>
-        <TooltipTrigger asChild>
-          <DropdownMenu>
-            <DropdownMenuTrigger asChild>
-              <Button variant="ghost" size="icon">
-                <Sun className="h-[1.2rem] w-[1.2rem] rotate-0 scale-100 transition-all dark:-rotate-90 dark:scale-0" />
-                <Moon className="absolute h-[1.2rem] w-[1.2rem] rotate-90 scale-0 transition-all dark:rotate-0 dark:scale-100" />
-                <span className="sr-only">Toggle theme</span>
-              </Button>
-            </DropdownMenuTrigger>
-            <DropdownMenuContent align="end">
-              <DropdownMenuItem onClick={() => setTheme("light")}>
-                <Sun className="mr-2 h-4 w-4" />
-                <span>Light</span>
-              </DropdownMenuItem>
-              <DropdownMenuItem onClick={() => setTheme("dark")}>
-                <Moon className="mr-2 h-4 w-4" />
-                <span>Dark</span>
-              </DropdownMenuItem>
-              <DropdownMenuItem onClick={() => setTheme("system")}>
-                <Laptop className="mr-2 h-4 w-4" />
-                <span>System</span>
-              </DropdownMenuItem>
-            </DropdownMenuContent>
-          </DropdownMenu>
-        </TooltipTrigger>
-        <TooltipContent>
-          <p>Change theme</p>
-        </TooltipContent>
-      </Tooltip>
-    </TooltipProvider>
-  );
-}
diff --git a/frontend/components/mode-toggle.tsx b/frontend/components/mode-toggle.tsx
new file mode 100644
index 0000000..28dc868
--- /dev/null
+++ b/frontend/components/mode-toggle.tsx
@@ -0,0 +1,28 @@
+"use client"
+import { Moon, Sun } from "lucide-react"
+import { useTheme } from "next-themes"
+
+import { Button } from "@/components/ui/button"
+import { DropdownMenu, DropdownMenuContent, DropdownMenuItem, DropdownMenuTrigger } from "@/components/ui/dropdown-menu"
+
+export function ModeToggle() {
+  const { setTheme } = useTheme()
+
+  return (
+    <DropdownMenu>
+      <DropdownMenuTrigger asChild>
+        <Button variant="outline" size="icon" className="h-9 w-9">
+          <Sun className="h-[1.2rem] w-[1.2rem] rotate-0 scale-100 transition-all dark:-rotate-90 dark:scale-0" />
+          <Moon className="absolute h-[1.2rem] w-[1.2rem] rotate-90 scale-0 transition-all dark:rotate-0 dark:scale-100" />
+          <span className="sr-only">Toggle theme</span>
+        </Button>
+      </DropdownMenuTrigger>
+      <DropdownMenuContent align="end">
+        <DropdownMenuItem onClick={() => setTheme("light")}>Light</DropdownMenuItem>
+        <DropdownMenuItem onClick={() => setTheme("dark")}>Dark</DropdownMenuItem>
+        <DropdownMenuItem onClick={() => setTheme("system")}>System</DropdownMenuItem>
+      </DropdownMenuContent>
+    </DropdownMenu>
+  )
+}
+
diff --git a/frontend/components/page-header.tsx b/frontend/components/page-header.tsx
new file mode 100644
index 0000000..3973597
--- /dev/null
+++ b/frontend/components/page-header.tsx
@@ -0,0 +1,51 @@
+"use client"
+
+import { ChevronRight } from "lucide-react"
+import Link from "next/link"
+import { ModeToggle } from "./mode-toggle"
+
+interface BreadcrumbItem {
+  title: string
+  href: string
+}
+
+interface PageHeaderProps {
+  title: string
+  description?: string
+  breadcrumb?: BreadcrumbItem[]
+}
+
+export default function PageHeader({ title, description, breadcrumb = [] }: PageHeaderProps) {
+  return (
+    <div className="flex flex-col space-y-2">
+      {breadcrumb.length > 0 && (
+        <nav className="flex items-center text-sm text-muted-foreground">
+          {breadcrumb.map((item, index) => (
+            <div key={item.href} className="flex items-center">
+              {index > 0 && <ChevronRight className="h-4 w-4 mx-1" />}
+              <Link href={item.href} className="hover:text-foreground transition-colors">
+                {item.title}
+              </Link>
+            </div>
+          ))}
+          {title && (
+            <>
+              <ChevronRight className="h-4 w-4 mx-1" />
+              <span className="font-medium text-foreground">{title}</span>
+            </>
+          )}
+
+          <div className="ml-auto">
+            <ModeToggle />
+          </div>
+        </nav>
+      )}
+
+      <div>
+        <h1 className="text-2xl font-bold tracking-tight">{title}</h1>
+        {description && <p className="text-muted-foreground">{description}</p>}
+      </div>
+    </div>
+  )
+}
+
diff --git a/frontend/components/sidebar.tsx b/frontend/components/sidebar.tsx
new file mode 100644
index 0000000..f22e45d
--- /dev/null
+++ b/frontend/components/sidebar.tsx
@@ -0,0 +1,114 @@
+"use client"
+
+import type React from "react"
+
+import { cn } from "@/lib/utils"
+import { Map, Database, FileText, Users, ChevronDown, ChevronUp, BrainCircuit } from "lucide-react"
+import Link from "next/link"
+import { usePathname } from "next/navigation"
+import { useState } from "react"
+import { Avatar, AvatarFallback, AvatarImage } from "@/components/ui/avatar"
+import { Button } from "@/components/ui/button"
+
+interface SidebarItemProps {
+  icon: React.ReactNode
+  label: string
+  href: string
+  active?: boolean
+  badge?: React.ReactNode
+}
+
+const SidebarItem = ({ icon, label, href, active, badge }: SidebarItemProps) => {
+  return (
+    <Link
+      href={href}
+      className={cn(
+        "flex items-center gap-3 px-3 py-2 rounded-md transition-colors",
+        active
+          ? "bg-primary/10 text-primary border-l-2 border-primary"
+          : "text-foreground/80 hover:bg-muted hover:text-foreground hover:border-l-2 hover:border-primary/50",
+      )}
+    >
+      <div className={cn("text-primary", active ? "text-primary" : "text-muted-foreground")}>{icon}</div>
+      <span className="flex-1">{label}</span>
+      {badge}
+    </Link>
+  )
+}
+
+export default function Sidebar() {
+  const pathname = usePathname()
+  const [expanded, setExpanded] = useState(false)
+
+  return (
+    <div className="w-64 border-r bg-background flex flex-col h-full">
+      <div className="p-4 border-b flex items-center gap-2">
+        <div className="h-8 w-8 rounded-full bg-primary flex items-center justify-center text-primary-foreground font-bold">
+          B
+        </div>
+        <span className="font-semibold text-xl">BorBann</span>
+      </div>
+
+      <div className="flex-1 py-4 px-3 space-y-1 overflow-y-auto">
+        <SidebarItem icon={<Map size={20} />} label="Maps" href="/maps" active={pathname.startsWith("/maps")} />
+
+        <SidebarItem
+          icon={<Database size={20} />}
+          label="Data Pipeline"
+          href="/data-pipeline"
+          active={pathname.startsWith("/data-pipeline")}
+        />
+
+        <SidebarItem
+          icon={<BrainCircuit size={20} />}
+          label="Models"
+          href="/models"
+          active={pathname.startsWith("/models")}
+        />
+
+        <SidebarItem
+          icon={<FileText size={20} />}
+          label="Documentation"
+          href="/documentation"
+          active={pathname.startsWith("/documentation")}
+          badge={<span className="text-xs bg-primary text-primary-foreground px-1.5 py-0.5 rounded-md">NEW</span>}
+        />
+      </div>
+
+      <div className="mt-auto border-t p-4">
+        <div className="flex items-center gap-3">
+          <Avatar>
+            <AvatarImage src="/placeholder.svg?height=40&width=40" />
+            <AvatarFallback>GG</AvatarFallback>
+          </Avatar>
+          <div className="flex-1 overflow-hidden">
+            <p className="font-medium truncate">GG_WPX</p>
+            <p className="text-xs text-muted-foreground truncate">garfield.wpx@gmail.com</p>
+          </div>
+        </div>
+
+        <Button
+          variant="outline"
+          className="w-full mt-4 justify-start gap-2 border-primary/20 hover:border-primary"
+          onClick={() => setExpanded(!expanded)}
+        >
+          <Users size={18} />
+          <span className="flex-1 text-left">Users</span>
+          {expanded ? <ChevronUp size={16} /> : <ChevronDown size={16} />}
+        </Button>
+
+        {expanded && (
+          <div className="mt-2 pl-2 space-y-1 text-sm">
+            <Link href="/users/manage" className="block py-1 px-2 rounded hover:bg-muted">
+              Manage Users
+            </Link>
+            <Link href="/users/roles" className="block py-1 px-2 rounded hover:bg-muted">
+              Roles & Permissions
+            </Link>
+          </div>
+        )}
+      </div>
+    </div>
+  )
+}
+
diff --git a/frontend/components/theme-provider.tsx b/frontend/components/theme-provider.tsx
new file mode 100644
index 0000000..55c2f6e
--- /dev/null
+++ b/frontend/components/theme-provider.tsx
@@ -0,0 +1,11 @@
+'use client'
+
+import * as React from 'react'
+import {
+  ThemeProvider as NextThemesProvider,
+  type ThemeProviderProps,
+} from 'next-themes'
+
+export function ThemeProvider({ children, ...props }: ThemeProviderProps) {
+  return <NextThemesProvider {...props}>{children}</NextThemesProvider>
+}
diff --git a/frontend/features/map/api/mapApi.ts b/frontend/features/map/api/mapApi.ts
deleted file mode 100644
index c4e1a72..0000000
--- a/frontend/features/map/api/mapApi.ts
+++ /dev/null
@@ -1,65 +0,0 @@
-/*
-========================================
-File: frontend/features/map/api/mapApi.ts
-========================================
-*/
-import apiClient from "@/services/apiClient";
-import type { APIResponse, PointOfInterest } from "@/types/api"; // Shared types
-import type { MapBounds } from "../types"; // Feature-specific types
-
-interface FetchPOIsParams {
-  bounds: MapBounds;
-  filters?: Record<string, any>;
-}
-
-/**
- * DUMMY: Fetches Points of Interest based on map bounds and filters.
- */
-export async function fetchPointsOfInterest(
-  params: FetchPOIsParams
-): Promise<APIResponse<PointOfInterest[]>> {
-  console.log("DUMMY API: Fetching POIs with params:", params);
-
-  // Simulate building query parameters
-  const queryParams = new URLSearchParams({
-    north: params.bounds.north.toString(),
-    south: params.bounds.south.toString(),
-    east: params.bounds.east.toString(),
-    west: params.bounds.west.toString(),
-  });
-  if (params.filters) {
-    Object.entries(params.filters).forEach(([key, value]) => {
-      if (value !== undefined && value !== null) {
-        queryParams.set(key, String(value));
-      }
-    });
-  }
-
-  // Use the dummy apiClient
-  const response = await apiClient.get<PointOfInterest[]>(`/map/pois?${queryParams.toString()}`);
-
-  if (response.success) {
-    // Simulate adding more data if needed for testing
-    const dummyData: PointOfInterest[] = [
-      { id: "poi1", lat: params.bounds.north - 0.01, lng: params.bounds.west + 0.01, name: "Dummy Cafe", type: "cafe" },
-      { id: "poi2", lat: params.bounds.south + 0.01, lng: params.bounds.east - 0.01, name: "Dummy Park", type: "park" },
-      ...(response.data || []) // Include data if apiClient simulation provides it
-    ];
-     return { success: true, data: dummyData };
-  } else {
-    return response; // Forward the error response
-  }
-}
-
-// Add other map-related API functions here
-export async function fetchMapAnalytics(bounds: MapBounds): Promise<APIResponse<any>> {
-    console.log("DUMMY API: Fetching Map Analytics with params:", bounds);
-    // Simulate building query parameters
-    const queryParams = new URLSearchParams({
-        north: bounds.north.toString(),
-        south: bounds.south.toString(),
-        east: bounds.east.toString(),
-        west: bounds.west.toString(),
-      });
-    return apiClient.get(`/map/analytics?${queryParams.toString()}`);
-}
\ No newline at end of file
diff --git a/frontend/features/map/components/analytics-overlay.tsx b/frontend/features/map/components/analytics-overlay.tsx
deleted file mode 100644
index ac88c10..0000000
--- a/frontend/features/map/components/analytics-overlay.tsx
+++ /dev/null
@@ -1,120 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/analytics-overlay.tsx
-========================================
-*/
-"use client";
-
-import { LineChart, Wind, Droplets, Sparkles, Bot } from "lucide-react";
-import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
-import { AreaChart } from "./area-chart";
-import { Overlay } from "./overlay-system/overlay"; // Import local overlay system
-import { useOverlay } from "./overlay-system/overlay-context";
-
-export function AnalyticsOverlay() {
-  const { toggleOverlay } = useOverlay();
-
-  const handleChatClick = () => {
-    toggleOverlay("chat");
-  };
-
-  return (
-    <Overlay
-      id="analytics"
-      title="Analytics"
-      icon={<Sparkles className="h-5 w-5" />}
-      initialPosition="top-right"
-      initialIsOpen={true}
-      width="350px">
-      <div className="h-[calc(min(70vh,600px))] overflow-auto">
-        <div className="p-4">
-          <div className="flex flex-col gap-4">
-            <p className="text-xs text-muted-foreground">Information in radius will be analyzed</p>
-
-            {/* Area Price History Card */}
-            <Card className="bg-card/50 border border-border/50 shadow-xs">
-              <CardHeader className="pb-2">
-                <CardTitle className="text-sm font-medium flex items-center gap-2">
-                  <LineChart className="h-4 w-4 text-primary" />
-                  Area Price History
-                </CardTitle>
-                <div className="flex items-baseline justify-between">
-                  <div className="text-2xl font-bold">10,000,000 Baht</div>
-                </div>
-                <p className="text-xs text-muted-foreground">Overall Price History of this area</p>
-              </CardHeader>
-              <CardContent className="pt-0">
-                <AreaChart
-                  data={[8500000, 9000000, 8800000, 9200000, 9500000, 9800000, 10000000]}
-                  color="rgba(59, 130, 246, 0.5)"
-                />
-              </CardContent>
-            </Card>
-
-            {/* Price Prediction Card */}
-            <Card className="bg-card/50 border border-border/50 shadow-xs">
-              <CardHeader className="pb-2">
-                <CardTitle className="text-sm font-medium flex items-center gap-2">
-                  <LineChart className="h-4 w-4 text-primary" />
-                  Price Prediction
-                </CardTitle>
-                <div className="flex items-baseline justify-between">
-                  <div className="text-2xl font-bold">15,000,000 Baht</div>
-                </div>
-                <p className="text-xs text-muted-foreground">The estimated price based on various factors.</p>
-              </CardHeader>
-              <CardContent className="pt-0">
-                <AreaChart
-                  data={[10000000, 11000000, 12000000, 13000000, 14000000, 14500000, 15000000]}
-                  color="rgba(16, 185, 129, 0.5)"
-                />
-              </CardContent>
-            </Card>
-
-            {/* Environmental Factors Cards */}
-            <div className="grid grid-cols-2 gap-4">
-              <Card className="bg-card/50 border border-border/50 shadow-xs">
-                <CardHeader className="p-4">
-                  <CardTitle className="text-sm font-medium flex items-center gap-2">
-                    <Droplets className="h-4 w-4 text-blue-500" />
-                    Flood Factor
-                  </CardTitle>
-                  <div className="flex items-center gap-2 mt-1">
-                    <div className="h-3 w-3 rounded-full bg-yellow-500"></div>
-                    <span className="text-sm">Moderate</span>
-                  </div>
-                </CardHeader>
-              </Card>
-
-              <Card className="bg-card/50 border border-border/50 shadow-xs">
-                <CardHeader className="p-4">
-                  <CardTitle className="text-sm font-medium flex items-center gap-2">
-                    <Wind className="h-4 w-4 text-purple-500" />
-                    Air Factor
-                  </CardTitle>
-                  <div className="flex items-center gap-2 mt-1">
-                    <div className="h-3 w-3 rounded-full bg-red-500"></div>
-                    <span className="text-sm">Bad</span>
-                  </div>
-                </CardHeader>
-              </Card>
-            </div>
-
-            {/* Chat With AI Card */}
-            <Card
-              className="bg-card/50 border border-border/50 shadow-xs cursor-pointer hover:bg-muted/50 transition-colors"
-              onClick={handleChatClick}>
-              <CardHeader className="p-4">
-                <CardTitle className="text-sm font-medium flex items-center gap-2">
-                  <Bot className="h-4 w-4 text-teal-500" />
-                  Chat With AI
-                </CardTitle>
-                <p className="text-xs text-muted-foreground">Want to ask specific question?</p>
-              </CardHeader>
-            </Card>
-          </div>
-        </div>
-      </div>
-    </Overlay>
-  );
-}
diff --git a/frontend/features/map/components/analytics-panel.tsx b/frontend/features/map/components/analytics-panel.tsx
deleted file mode 100644
index eab45c5..0000000
--- a/frontend/features/map/components/analytics-panel.tsx
+++ /dev/null
@@ -1,10 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/analytics-panel.tsx
-========================================
-*/
-// This component seems redundant with analytics-overlay.tsx in the new structure.
-// If it has unique logic or display variation, keep it and refactor its imports.
-// Otherwise, it can likely be removed, and its functionality merged into analytics-overlay.tsx.
-// For this rewrite, assuming it's removed or its distinct logic is integrated elsewhere.
-// If needed, its structure would be similar to analytics-overlay.tsx but maybe without the <Overlay> wrapper.
diff --git a/frontend/features/map/components/area-chart.tsx b/frontend/features/map/components/area-chart.tsx
deleted file mode 100644
index 110a774..0000000
--- a/frontend/features/map/components/area-chart.tsx
+++ /dev/null
@@ -1,73 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/area-chart.tsx
-========================================
-*/
-"use client";
-
-import { LineChart, Line, ResponsiveContainer, XAxis, YAxis, Tooltip } from "@/components/ui/chart"; // Using shared ui chart components
-import { useTheme } from "next-themes";
-
-interface AreaChartProps {
-  data: number[];
-  color: string;
-}
-
-export function AreaChart({ data, color }: AreaChartProps) {
-  const { theme } = useTheme();
-  const isDark = theme === "dark";
-
-  // Generate labels (e.g., months or simple indices)
-  const labels = ["Jan", "Feb", "Mar", "Apr", "May", "Jun", "Jul"]; // Example labels
-
-  // Format the data for the chart
-  const chartData = data.map((value, index) => ({
-    name: labels[index % labels.length] || `Point ${index + 1}`, // Use labels or fallback
-    value: value,
-  }));
-
-  // Format the price for display in tooltip
-  const formatPrice = (value: number) => {
-    return new Intl.NumberFormat("th-TH", {
-      style: "currency",
-      currency: "THB",
-      minimumFractionDigits: 0,
-      maximumFractionDigits: 0,
-    }).format(value);
-  };
-
-  return (
-    <div className="h-[80px] w-full">
-      {" "}
-      {/* Adjust height as needed */}
-      <ResponsiveContainer width="100%" height="100%">
-        <LineChart data={chartData}>
-          <XAxis dataKey="name" hide />
-          <YAxis hide domain={[(dataMin: number) => dataMin * 0.95, (dataMax: number) => dataMax * 1.05]} />
-          <Tooltip
-            formatter={(value: number) => [formatPrice(value), "Price"]}
-            contentStyle={{
-              backgroundColor: isDark ? "#1f2937" : "white",
-              borderRadius: "0.375rem",
-              border: isDark ? "1px solid #374151" : "1px solid #e2e8f0",
-              fontSize: "0.75rem",
-              color: isDark ? "#e5e7eb" : "#1f2937",
-            }}
-          />
-          <Line
-            type="monotone"
-            dataKey="value"
-            stroke={color.replace("rgba", "rgb").replace(/,[^,]*\)/, ")")} // Ensure valid RGB for stroke
-            strokeWidth={2}
-            dot={{ r: 3, strokeWidth: 1 }}
-            activeDot={{ r: 5, strokeWidth: 0 }}
-            // Area charts typically use <Area>, but keeping <Line> based on original code
-            // If area fill is desired:
-            // fill={color}
-            // fillOpacity={0.5}
-          />
-        </LineChart>
-      </ResponsiveContainer>
-    </div>
-  );
-}
diff --git a/frontend/features/map/components/chat-bot.tsx b/frontend/features/map/components/chat-bot.tsx
deleted file mode 100644
index 15e7563..0000000
--- a/frontend/features/map/components/chat-bot.tsx
+++ /dev/null
@@ -1,8 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/chat-bot.tsx
-========================================
-*/
-// This component seems redundant with chat-overlay.tsx.
-// Assuming it's removed or its logic is integrated into chat-overlay.tsx.
-// If needed, its structure would be similar to chat-overlay.tsx but maybe without the <Overlay> wrapper.
diff --git a/frontend/features/map/components/filters-overlay.tsx b/frontend/features/map/components/filters-overlay.tsx
deleted file mode 100644
index ee234f7..0000000
--- a/frontend/features/map/components/filters-overlay.tsx
+++ /dev/null
@@ -1,164 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/filters-overlay.tsx
-========================================
-*/
-"use client";
-
-import { useState } from "react";
-import { Filter } from "lucide-react";
-import { Button } from "@/components/ui/button";
-import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
-import { Slider } from "@/components/ui/slider";
-import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
-import { Switch } from "@/components/ui/switch";
-import { Label } from "@/components/ui/label";
-import { ScrollArea } from "@/components/ui/scroll-area";
-import { Overlay } from "./overlay-system/overlay"; // Import local overlay system
-
-export function FiltersOverlay() {
-  const [area, setArea] = useState("< 30 km");
-  const [timePeriod, setTimePeriod] = useState("All Time");
-  const [propertyType, setPropertyType] = useState("House");
-  const [priceRange, setPriceRange] = useState([5_000_000, 20_000_000]);
-  const [activeTab, setActiveTab] = useState("basic");
-
-  const handleApplyFilters = () => {
-    console.log("DUMMY: Applying filters:", {
-      area,
-      timePeriod,
-      propertyType,
-      priceRange, // Include advanced filters state here
-    });
-    // In real app: trigger data refetch with these filters
-  };
-
-  return (
-    <Overlay
-      id="filters"
-      title="Property Filters"
-      icon={<Filter className="h-5 w-5" />}
-      initialPosition="bottom-left"
-      initialIsOpen={true}
-      width="350px">
-      <ScrollArea className="h-[calc(min(70vh,500px))]">
-        {" "}
-        {/* Scrollable content */}
-        <div className="p-4">
-          <Tabs value={activeTab} onValueChange={setActiveTab} className="w-full">
-            <TabsList className="grid w-full grid-cols-2 mb-4">
-              <TabsTrigger value="basic">Basic</TabsTrigger>
-              <TabsTrigger value="advanced">Advanced</TabsTrigger>
-            </TabsList>
-
-            <TabsContent value="basic" className="space-y-4">
-              <div className="grid grid-cols-2 gap-4">
-                <div className="space-y-1">
-                  <Label htmlFor="area-radius" className="text-xs font-medium">
-                    Area Radius
-                  </Label>
-                  <Select value={area} onValueChange={setArea}>
-                    <SelectTrigger id="area-radius">
-                      <SelectValue placeholder="Select area" />
-                    </SelectTrigger>
-                    <SelectContent>
-                      <SelectItem value="< 10 km">{"< 10 km"}</SelectItem>
-                      <SelectItem value="< 20 km">{"< 20 km"}</SelectItem>
-                      <SelectItem value="< 30 km">{"< 30 km"}</SelectItem>
-                      <SelectItem value="< 50 km">{"< 50 km"}</SelectItem>
-                    </SelectContent>
-                  </Select>
-                </div>
-                <div className="space-y-1">
-                  <Label htmlFor="time-period" className="text-xs font-medium">
-                    Time Period
-                  </Label>
-                  <Select value={timePeriod} onValueChange={setTimePeriod}>
-                    <SelectTrigger id="time-period">
-                      <SelectValue placeholder="Select time period" />
-                    </SelectTrigger>
-                    <SelectContent>
-                      <SelectItem value="Last Month">Last Month</SelectItem>
-                      <SelectItem value="Last 3 Months">Last 3 Months</SelectItem>
-                      <SelectItem value="Last Year">Last Year</SelectItem>
-                      <SelectItem value="All Time">All Time</SelectItem>
-                    </SelectContent>
-                  </Select>
-                </div>
-              </div>
-              <div className="space-y-1">
-                <Label htmlFor="property-type" className="text-xs font-medium">
-                  Property Type
-                </Label>
-                <Select value={propertyType} onValueChange={setPropertyType}>
-                  <SelectTrigger id="property-type">
-                    <SelectValue placeholder="Select property type" />
-                  </SelectTrigger>
-                  <SelectContent>
-                    <SelectItem value="House">House</SelectItem>
-                    <SelectItem value="Condo">Condo</SelectItem>
-                    <SelectItem value="Townhouse">Townhouse</SelectItem>
-                    <SelectItem value="Land">Land</SelectItem>
-                    <SelectItem value="Commercial">Commercial</SelectItem>
-                  </SelectContent>
-                </Select>
-              </div>
-            </TabsContent>
-
-            <TabsContent value="advanced" className="space-y-4">
-              <div className="space-y-3">
-                <div>
-                  <div className="flex justify-between mb-1">
-                    <Label htmlFor="price-range" className="text-xs font-medium">
-                      Price Range
-                    </Label>
-                    <span className="text-xs text-muted-foreground">
-                      {new Intl.NumberFormat("th-TH", { notation: "compact" }).format(priceRange[0])} -{" "}
-                      {new Intl.NumberFormat("th-TH", { notation: "compact" }).format(priceRange[1])} ฿
-                    </span>
-                  </div>
-                  <Slider
-                    id="price-range"
-                    value={priceRange}
-                    min={1_000_000}
-                    max={50_000_000}
-                    step={100_000} // Finer step
-                    onValueChange={setPriceRange}
-                  />
-                </div>
-
-                <div className="space-y-2">
-                  <Label className="text-xs font-medium">Environmental Factors</Label>
-                  <div className="space-y-2">
-                    <div className="flex items-center justify-between">
-                      <Label htmlFor="low-flood" className="text-xs">
-                        Low Flood Risk
-                      </Label>
-                      <Switch id="low-flood" />
-                    </div>
-                    <div className="flex items-center justify-between">
-                      <Label htmlFor="good-air" className="text-xs">
-                        Good Air Quality
-                      </Label>
-                      <Switch id="good-air" />
-                    </div>
-                    <div className="flex items-center justify-between">
-                      <Label htmlFor="low-noise" className="text-xs">
-                        Low Noise Pollution
-                      </Label>
-                      <Switch id="low-noise" />
-                    </div>
-                  </div>
-                </div>
-              </div>
-            </TabsContent>
-          </Tabs>
-
-          <Button className="mt-4 w-full" size="sm" onClick={handleApplyFilters}>
-            Apply Filters
-          </Button>
-        </div>
-      </ScrollArea>
-    </Overlay>
-  );
-}
diff --git a/frontend/features/map/components/map-container.tsx b/frontend/features/map/components/map-container.tsx
deleted file mode 100644
index 6466243..0000000
--- a/frontend/features/map/components/map-container.tsx
+++ /dev/null
@@ -1,75 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/map-container.tsx
-========================================
-*/
-"use client";
-
-import React, { useEffect, useRef } from "react";
-import type { MapLocation } from "../types"; // Feature-specific type
-
-interface MapContainerProps {
-  selectedLocation: MapLocation;
-}
-
-export function MapContainer({ selectedLocation }: MapContainerProps) {
-  const mapRef = useRef<HTMLDivElement>(null);
-
-  useEffect(() => {
-    const mapElement = mapRef.current;
-    console.log("DUMMY MAP: Initializing/updating for:", selectedLocation);
-
-    if (mapElement) {
-      // Placeholder for actual map library integration (e.g., Leaflet, Mapbox GL JS, Google Maps API)
-      mapElement.innerHTML = `
-        <div style="
-          width: 100%; height: 100%;
-          background-image: url('/placeholder.svg?height=800&width=1200'); /* Using placeholder */
-          background-size: cover;
-          background-position: center;
-          display: flex; align-items: center; justify-content: center;
-          font-family: sans-serif; color: #555;
-          border: 1px dashed #aaa;
-          position: relative; /* Needed for marker positioning */
-        ">
-          Map Placeholder: Centered on ${selectedLocation.name || "location"} (${selectedLocation.lat.toFixed(
-        4
-      )}, ${selectedLocation.lng.toFixed(4)})
-          <div style="
-            position: absolute;
-            left: 50%; top: 50%;
-            transform: translate(-50%, -50%);
-            width: 24px; height: 24px;
-            border-radius: 50%;
-            background-color: red;
-            border: 4px solid rgba(255, 100, 100, 0.5);
-            animation: pulse 1.5s infinite;
-          "></div>
-        </div>
-        <style>
-          @keyframes pulse {
-            0% { box-shadow: 0 0 0 0 rgba(255, 0, 0, 0.7); }
-            70% { box-shadow: 0 0 0 10px rgba(255, 0, 0, 0); }
-            100% { box-shadow: 0 0 0 0 rgba(255, 0, 0, 0); }
-          }
-        </style>
-      `;
-      // In a real app, you'd initialize the map library here, set view, add layers/markers.
-    }
-
-    // Cleanup function
-    return () => {
-      console.log("DUMMY MAP: Cleaning up map instance");
-      if (mapElement) {
-        mapElement.innerHTML = ""; // Clear placeholder
-        // In a real app, you'd properly destroy the map instance here.
-      }
-    };
-  }, [selectedLocation]); // Re-run effect if location changes
-
-  return (
-    <div ref={mapRef} className="absolute inset-0 h-full w-full bg-muted/20 dark:bg-muted/10">
-      {/* The map library will render into this div */}
-    </div>
-  );
-}
diff --git a/frontend/features/map/components/map-header.tsx b/frontend/features/map/components/map-header.tsx
deleted file mode 100644
index 5cf61a4..0000000
--- a/frontend/features/map/components/map-header.tsx
+++ /dev/null
@@ -1,40 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/map-header.tsx
-========================================
-*/
-"use client";
-
-import { ChevronRight } from "lucide-react";
-import Link from "next/link";
-import { Button } from "@/components/ui/button";
-import { ThemeToggle } from "@/components/common/ThemeToggle"; // Import from common
-
-export function MapHeader() {
-  // Add any map-specific header logic here if needed
-  return (
-    <header className="flex h-14 items-center justify-between border-b px-4 bg-background shrink-0">
-      {/* Breadcrumbs or Title */}
-      <div className="flex items-center gap-2 text-sm text-muted-foreground">
-        <Link href="/tools" className="hover:text-foreground">
-          {" "}
-          {/* Example link */}
-          Tools
-        </Link>
-        <ChevronRight className="h-4 w-4" />
-        <span className="font-medium text-foreground">Map</span>
-      </div>
-
-      {/* Header Actions */}
-      <div className="flex items-center gap-2">
-        <ThemeToggle />
-        <Button variant="outline" size="sm" className="ml-2">
-          Dummy Action 1
-        </Button>
-        <Button variant="ghost" size="sm">
-          Dummy Action 2
-        </Button>
-      </div>
-    </header>
-  );
-}
diff --git a/frontend/features/map/components/map-sidebar.tsx b/frontend/features/map/components/map-sidebar.tsx
deleted file mode 100644
index b5d8cc4..0000000
--- a/frontend/features/map/components/map-sidebar.tsx
+++ /dev/null
@@ -1,144 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/map-sidebar.tsx
-========================================
-*/
-"use client";
-
-import React from "react";
-import Link from "next/link";
-import { usePathname } from "next/navigation";
-import {
-  Home,
-  Map, // Changed from Clock
-  BarChart3, // Changed from Map
-  Layers, // Changed from FileText
-  Settings,
-  SlidersHorizontal, // Changed from PenTool
-  MessageCircle, // Changed from BarChart3
-  Info, // Changed from Plane
-  LineChart,
-  DollarSign,
-  MoreHorizontal,
-  Gift, // Added Gift icon component below
-} from "lucide-react";
-import { cn } from "@/lib/utils";
-import {
-  Sidebar,
-  SidebarContent,
-  SidebarFooter,
-  SidebarHeader,
-  SidebarMenu,
-  SidebarMenuItem,
-  SidebarMenuButton,
-} from "@/components/ui/sidebar"; // Assuming sidebar is a shared UI component structure
-
-export function MapSidebar() {
-  const pathname = usePathname();
-
-  // Define navigation items relevant to the map context or general app navigation shown here
-  const mainNavItems = [
-    { name: "Map View", icon: Map, href: "/map" },
-    { name: "Analytics", icon: BarChart3, href: "/map/analytics" }, // Example sub-route
-    { name: "Filters", icon: SlidersHorizontal, href: "/map/filters" }, // Example sub-route
-    { name: "Data Layers", icon: Layers, href: "/map/layers" }, // Example sub-route
-    { name: "Chat", icon: MessageCircle, href: "/map/chat" }, // Example sub-route
-    { name: "Model Info", icon: Info, href: "/model-explanation" }, // Link to other feature
-    { name: "Settings", icon: Settings, href: "/settings" }, // Example general setting
-    { name: "More", icon: MoreHorizontal, href: "/more" }, // Example general setting
-  ];
-
-  // Example project-specific items (if sidebar is shared)
-  const projectNavItems = [
-    { name: "Market Trends", icon: LineChart, href: "/projects/trends" },
-    { name: "Investment", icon: DollarSign, href: "/projects/investment" },
-  ];
-
-  return (
-    // Using the shared Sidebar component structure
-    <Sidebar side="left" variant="sidebar" collapsible="icon">
-      <SidebarHeader>
-        <Link href="/" className="flex items-center gap-2 font-semibold px-2">
-          <div className="flex h-8 w-8 items-center justify-center rounded-full bg-primary text-primary-foreground">
-            B
-          </div>
-          {/* Hide text when collapsed */}
-          <span className="text-xl font-bold group-data-collapsed:hidden">BorBann</span>
-        </Link>
-      </SidebarHeader>
-
-      <SidebarContent className="p-2">
-        <SidebarMenu>
-          {mainNavItems.map((item) => (
-            <SidebarMenuItem key={item.name}>
-              <SidebarMenuButton
-                asChild // Use asChild if the button itself is a Link or wraps one
-                variant="default"
-                size="default"
-                isActive={pathname === item.href}
-                tooltip={item.name} // Tooltip shown when collapsed
-              >
-                <Link href={item.href}>
-                  <item.icon />
-                  {/* Hide text when collapsed */}
-                  <span className="group-data-collapsed:hidden">{item.name}</span>
-                </Link>
-              </SidebarMenuButton>
-            </SidebarMenuItem>
-          ))}
-        </SidebarMenu>
-
-        {/* Optional Project Section */}
-        {/* <SidebarSeparator />
-        <SidebarGroup>
-           <SidebarGroupLabel>Projects</SidebarGroupLabel>
-           <SidebarGroupContent>
-              <SidebarMenu>
-                {projectNavItems.map((item) => (
-                    <SidebarMenuItem key={item.name}>
-                        <SidebarMenuButton >...</SidebarMenuButton>
-                    </SidebarMenuItem>
-                ))}
-              </SidebarMenu>
-           </SidebarGroupContent>
-        </SidebarGroup> */}
-      </SidebarContent>
-
-      <SidebarFooter>
-        {/* Footer content like user profile, settings shortcut etc. */}
-        <div className="flex items-center gap-3 p-2">
-          <div className="flex h-8 w-8 items-center justify-center rounded-full bg-muted text-muted-foreground text-xs">
-            GG
-          </div>
-          <div className="group-data-collapsed:hidden">
-            <div className="font-medium text-sm">GG_WPX</div>
-            <div className="text-xs text-muted-foreground">gg@example.com</div>
-          </div>
-        </div>
-      </SidebarFooter>
-    </Sidebar>
-  );
-}
-
-// Example Gift Icon (if not using lucide-react)
-function GiftIcon(props: React.SVGProps<SVGSVGElement>) {
-  return (
-    <svg
-      {...props}
-      xmlns="http://www.w3.org/2000/svg"
-      width="24"
-      height="24"
-      viewBox="0 0 24 24"
-      fill="none"
-      stroke="currentColor"
-      strokeWidth="2"
-      strokeLinecap="round"
-      strokeLinejoin="round">
-      <polyline points="20 12 20 22 4 22 4 12"></polyline>
-      <rect x="2" y="7" width="20" height="5"></rect>
-      <line x1="12" y1="22" x2="12" y2="7"></line>
-      <path d="M12 7H7.5a2.5 2.5 0 0 1 0-5C11 2 12 7 12 7z"></path>
-      <path d="M12 7h4.5a2.5 2.5 0 0 0 0-5C13 2 12 7 12 7z"></path>
-    </svg>
-  );
-}
diff --git a/frontend/features/map/components/overlay-system/overlay-context.tsx b/frontend/features/map/components/overlay-system/overlay-context.tsx
deleted file mode 100644
index d024455..0000000
--- a/frontend/features/map/components/overlay-system/overlay-context.tsx
+++ /dev/null
@@ -1,230 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/overlay-system/overlay-context.tsx
-========================================
-*/
-"use client";
-
-import React, { createContext, useContext, useState, useCallback, useRef, type ReactNode } from "react";
-
-// Define overlay types and positions
-export type OverlayId = string;
-export type OverlayPosition = "top-left" | "top-right" | "bottom-left" | "bottom-right" | "center";
-
-// Interface for overlay state
-export interface OverlayState {
-  id: OverlayId;
-  isOpen: boolean;
-  isMinimized: boolean;
-  position: OverlayPosition;
-  zIndex: number;
-  title: string;
-  icon?: React.ReactNode;
-}
-
-// Interface for the overlay context
-interface OverlayContextType {
-  overlays: Record<OverlayId, OverlayState>;
-  registerOverlay: (id: OverlayId, initialState: Partial<Omit<OverlayState, "id" | "zIndex">>) => void;
-  unregisterOverlay: (id: OverlayId) => void;
-  openOverlay: (id: OverlayId) => void;
-  closeOverlay: (id: OverlayId) => void;
-  toggleOverlay: (id: OverlayId) => void;
-  minimizeOverlay: (id: OverlayId) => void;
-  maximizeOverlay: (id: OverlayId) => void;
-  setPosition: (id: OverlayId, position: OverlayPosition) => void;
-  bringToFront: (id: OverlayId) => void;
-  getNextZIndex: () => number;
-}
-
-// Create the context
-const OverlayContext = createContext<OverlayContextType | undefined>(undefined);
-
-// Default values for overlay state
-const defaultOverlayState: Omit<OverlayState, "id" | "title" | "icon"> = {
-  isOpen: false,
-  isMinimized: false,
-  position: "bottom-right", // Default position
-  zIndex: 10, // Starting z-index
-};
-
-export function OverlayProvider({ children }: { children: ReactNode }) {
-  const [overlays, setOverlays] = useState<Record<OverlayId, OverlayState>>({});
-  const maxZIndexRef = useRef(10); // Start z-index from 10
-
-  // Get the next z-index value
-  const getNextZIndex = useCallback(() => {
-    maxZIndexRef.current += 1;
-    return maxZIndexRef.current;
-  }, []);
-
-  // Register a new overlay
-  const registerOverlay = useCallback(
-    (id: OverlayId, initialState: Partial<Omit<OverlayState, "id" | "zIndex">>) => {
-      setOverlays((prev) => {
-        if (prev[id]) {
-          console.warn(`Overlay with id "${id}" already registered.`);
-          return prev;
-        }
-        const newZIndex = initialState.isOpen ? getNextZIndex() : defaultOverlayState.zIndex;
-        return {
-          ...prev,
-          [id]: {
-            ...defaultOverlayState,
-            id,
-            title: id, // Default title to id
-            ...initialState,
-            zIndex: newZIndex, // Set initial z-index
-          },
-        };
-      });
-    },
-    [getNextZIndex]
-  );
-
-  // Unregister an overlay
-  const unregisterOverlay = useCallback((id: OverlayId) => {
-    setOverlays((prev) => {
-      const { [id]: _, ...rest } = prev; // Use destructuring to remove the key
-      return rest;
-    });
-  }, []);
-
-  // Open an overlay
-  const openOverlay = useCallback(
-    (id: OverlayId) => {
-      setOverlays((prev) => {
-        if (!prev[id] || prev[id].isOpen) return prev;
-        return {
-          ...prev,
-          [id]: {
-            ...prev[id],
-            isOpen: true,
-            isMinimized: false, // Ensure not minimized when opened
-            zIndex: getNextZIndex(), // Bring to front
-          },
-        };
-      });
-    },
-    [getNextZIndex]
-  );
-
-  // Close an overlay
-  const closeOverlay = useCallback((id: OverlayId) => {
-    setOverlays((prev) => {
-      if (!prev[id] || !prev[id].isOpen) return prev;
-      return {
-        ...prev,
-        [id]: { ...prev[id], isOpen: false },
-      };
-    });
-  }, []);
-
-  // Toggle an overlay's open/closed state
-  const toggleOverlay = useCallback(
-    (id: OverlayId) => {
-      setOverlays((prev) => {
-        if (!prev[id]) return prev; // Don't toggle non-existent overlays
-
-        const willBeOpen = !prev[id].isOpen;
-        const newZIndex = willBeOpen ? getNextZIndex() : prev[id].zIndex; // Bring to front only if opening
-
-        return {
-          ...prev,
-          [id]: {
-            ...prev[id],
-            isOpen: willBeOpen,
-            isMinimized: willBeOpen ? false : prev[id].isMinimized, // Maximize when toggling open
-            zIndex: newZIndex,
-          },
-        };
-      });
-    },
-    [getNextZIndex]
-  );
-
-  // Minimize an overlay
-  const minimizeOverlay = useCallback((id: OverlayId) => {
-    setOverlays((prev) => {
-      if (!prev[id] || !prev[id].isOpen || prev[id].isMinimized) return prev; // Only minimize open, non-minimized overlays
-      return {
-        ...prev,
-        [id]: {
-          ...prev[id],
-          isMinimized: true,
-          // Optionally send to back when minimized: zIndex: defaultOverlayState.zIndex
-        },
-      };
-    });
-  }, []);
-
-  // Maximize an overlay
-  const maximizeOverlay = useCallback(
-    (id: OverlayId) => {
-      setOverlays((prev) => {
-        if (!prev[id] || !prev[id].isOpen || !prev[id].isMinimized) return prev; // Only maximize minimized overlays
-        return {
-          ...prev,
-          [id]: {
-            ...prev[id],
-            isMinimized: false,
-            zIndex: getNextZIndex(), // Bring to front when maximized
-          },
-        };
-      });
-    },
-    [getNextZIndex]
-  );
-
-  // Set the position of an overlay
-  const setPosition = useCallback((id: OverlayId, position: OverlayPosition) => {
-    setOverlays((prev) => {
-      if (!prev[id]) return prev;
-      return {
-        ...prev,
-        [id]: { ...prev[id], position },
-      };
-    });
-  }, []);
-
-  // Bring an overlay to the front
-  const bringToFront = useCallback(
-    (id: OverlayId) => {
-      setOverlays((prev) => {
-        if (!prev[id] || !prev[id].isOpen) return prev; // Only bring open overlays to front
-        // Avoid getting new zIndex if already on top
-        if (prev[id].zIndex === maxZIndexRef.current) return prev;
-        return {
-          ...prev,
-          [id]: { ...prev[id], zIndex: getNextZIndex() },
-        };
-      });
-    },
-    [getNextZIndex]
-  );
-
-  const value = {
-    overlays,
-    registerOverlay,
-    unregisterOverlay,
-    openOverlay,
-    closeOverlay,
-    toggleOverlay,
-    minimizeOverlay,
-    maximizeOverlay,
-    setPosition,
-    bringToFront,
-    getNextZIndex,
-  };
-
-  return <OverlayContext.Provider value={value}>{children}</OverlayContext.Provider>;
-}
-
-// Hook to use the overlay context
-export function useOverlay() {
-  const context = useContext(OverlayContext);
-  if (context === undefined) {
-    throw new Error("useOverlay must be used within an OverlayProvider");
-  }
-  return context;
-}
diff --git a/frontend/features/map/components/overlay-system/overlay-dock.tsx b/frontend/features/map/components/overlay-system/overlay-dock.tsx
deleted file mode 100644
index c39a0ff..0000000
--- a/frontend/features/map/components/overlay-system/overlay-dock.tsx
+++ /dev/null
@@ -1,67 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/overlay-system/overlay-dock.tsx
-========================================
-*/
-"use client";
-
-import React from "react";
-import { Button } from "@/components/ui/button";
-import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
-import { useOverlay } from "./overlay-context";
-import { cn } from "@/lib/utils";
-
-interface OverlayDockProps {
-  position?: "bottom" | "right" | "left" | "top"; // Added more positions
-  className?: string;
-}
-
-export function OverlayDock({ position = "bottom", className }: OverlayDockProps) {
-  const { overlays, toggleOverlay } = useOverlay();
-
-  // Filter overlays that have icons defined (and potentially are registered)
-  const dockableOverlays = Object.values(overlays).filter((overlay) => overlay.icon);
-
-  // No need to render if there are no dockable overlays
-  if (dockableOverlays.length === 0) return null;
-
-  // Define CSS classes for different positions
-  const positionClasses = {
-    bottom: "fixed bottom-4 left-1/2 -translate-x-1/2 flex flex-row gap-2 z-50",
-    right: "fixed right-4 top-1/2 -translate-y-1/2 flex flex-col gap-2 z-50",
-    left: "fixed left-4 top-1/2 -translate-y-1/2 flex flex-col gap-2 z-50",
-    top: "fixed top-4 left-1/2 -translate-x-1/2 flex flex-row gap-2 z-50",
-  };
-
-  const tooltipSide = {
-    bottom: "top",
-    top: "bottom",
-    left: "right",
-    right: "left",
-  } as const;
-
-  return (
-    <TooltipProvider>
-      <div className={cn(positionClasses[position], className)}>
-        {dockableOverlays.map((overlay) => (
-          <div key={overlay.id}>
-            <Tooltip>
-              <TooltipTrigger asChild>
-                <Button
-                  variant={overlay.isOpen && !overlay.isMinimized ? "default" : "outline"} // Highlight if open and not minimized
-                  size="icon"
-                  className="h-10 w-10 rounded-full bg-background/90 backdrop-blur-xs shadow-md"
-                  onClick={() => toggleOverlay(overlay.id)}>
-                  {overlay.icon}
-                </Button>
-              </TooltipTrigger>
-              <TooltipContent side={tooltipSide[position]}>
-                {overlay.isOpen ? `Hide ${overlay.title}` : `Show ${overlay.title}`}
-              </TooltipContent>
-            </Tooltip>
-          </div>
-        ))}
-      </div>
-    </TooltipProvider>
-  );
-}
diff --git a/frontend/features/map/components/overlay-system/overlay.tsx b/frontend/features/map/components/overlay-system/overlay.tsx
deleted file mode 100644
index 661b3cc..0000000
--- a/frontend/features/map/components/overlay-system/overlay.tsx
+++ /dev/null
@@ -1,219 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/overlay-system/overlay.tsx
-========================================
-*/
-"use client";
-
-import React, { useEffect, useState, useRef, useCallback } from "react";
-import { X, Minimize2, Maximize2, Move } from "lucide-react";
-import { Card, CardHeader, CardTitle, CardContent } from "@/components/ui/card";
-import { Button } from "@/components/ui/button";
-import { cn } from "@/lib/utils";
-import { useOverlay, type OverlayId, type OverlayPosition } from "./overlay-context";
-
-interface OverlayProps {
-  id: OverlayId;
-  title: string;
-  icon?: React.ReactNode;
-  initialPosition?: OverlayPosition;
-  initialIsOpen?: boolean;
-  className?: string;
-  children: React.ReactNode;
-  onClose?: () => void;
-  showMinimize?: boolean;
-  width?: string;
-  height?: string; // Can be 'auto' or specific value like '400px'
-  maxHeight?: string; // e.g., '80vh'
-}
-
-export function Overlay({
-  id,
-  title,
-  icon,
-  initialPosition = "bottom-right",
-  initialIsOpen = false,
-  className,
-  children,
-  onClose,
-  showMinimize = true,
-  width = "350px",
-  height = "auto",
-  maxHeight = "80vh", // Default max height
-}: OverlayProps) {
-  const {
-    overlays,
-    registerOverlay,
-    unregisterOverlay,
-    closeOverlay,
-    minimizeOverlay,
-    maximizeOverlay,
-    bringToFront,
-    // Add setPosition if dragging is implemented
-  } = useOverlay();
-
-  const overlayRef = useRef<HTMLDivElement>(null);
-  // State for dragging logic (Optional, basic example commented out)
-  // const [isDragging, setIsDragging] = useState(false);
-  // const [offset, setOffset] = useState({ x: 0, y: 0 });
-
-  // Register overlay on mount
-  useEffect(() => {
-    registerOverlay(id, {
-      title,
-      icon,
-      position: initialPosition,
-      isOpen: initialIsOpen,
-      // Add initial zIndex if needed, otherwise context handles it
-    });
-
-    // Unregister on unmount
-    return () => unregisterOverlay(id);
-    // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [id, registerOverlay, unregisterOverlay]); // Only run once on mount/unmount
-
-  // Get the current state of this overlay
-  const overlay = overlays[id];
-
-  // --- Optional Dragging Logic ---
-  // const handleMouseDown = useCallback((e: React.MouseEvent<HTMLDivElement>) => {
-  //   if (!overlayRef.current) return;
-  //   bringToFront(id);
-  //   setIsDragging(true);
-  //   const rect = overlayRef.current.getBoundingClientRect();
-  //   setOffset({
-  //     x: e.clientX - rect.left,
-  //     y: e.clientY - rect.top,
-  //   });
-  //   // Prevent text selection during drag
-  //   e.preventDefault();
-  // }, [bringToFront, id]);
-
-  // const handleMouseMove = useCallback((e: MouseEvent) => {
-  //   if (!isDragging || !overlayRef.current) return;
-  //   overlayRef.current.style.left = `${e.clientX - offset.x}px`;
-  //   overlayRef.current.style.top = `${e.clientY - offset.y}px`;
-  //   // Remove fixed positioning classes if dragging manually
-  //   overlayRef.current.classList.remove(...Object.values(positionClasses));
-  // }, [isDragging, offset]);
-
-  // const handleMouseUp = useCallback(() => {
-  //   if (isDragging) {
-  //     setIsDragging(false);
-  //     // Optional: Snap to edge or update position state in context
-  //   }
-  // }, [isDragging]);
-
-  // useEffect(() => {
-  //   if (isDragging) {
-  //     window.addEventListener("mousemove", handleMouseMove);
-  //     window.addEventListener("mouseup", handleMouseUp);
-  //   } else {
-  //     window.removeEventListener("mousemove", handleMouseMove);
-  //     window.removeEventListener("mouseup", handleMouseUp);
-  //   }
-  //   return () => {
-  //     window.removeEventListener("mousemove", handleMouseMove);
-  //     window.removeEventListener("mouseup", handleMouseUp);
-  //   };
-  // }, [isDragging, handleMouseMove, handleMouseUp]);
-  // --- End Optional Dragging Logic ---
-
-  // If the overlay isn't registered yet or isn't open, don't render anything
-  if (!overlay || !overlay.isOpen) return null;
-
-  const handleCloseClick = (e: React.MouseEvent) => {
-    e.stopPropagation(); // Prevent triggering bringToFront if clicking close
-    closeOverlay(id);
-    if (onClose) onClose();
-  };
-
-  const handleMinimizeClick = (e: React.MouseEvent) => {
-    e.stopPropagation();
-    minimizeOverlay(id);
-  };
-
-  const handleMaximizeClick = (e: React.MouseEvent) => {
-    e.stopPropagation();
-    maximizeOverlay(id);
-  };
-
-  const handleHeaderMouseDown = (e: React.MouseEvent<HTMLDivElement>) => {
-    bringToFront(id);
-    // handleMouseDown(e); // Uncomment if implementing dragging
-  };
-
-  // Define position classes based on the current state
-  const positionClasses = {
-    "top-left": "top-4 left-4",
-    "top-right": "top-4 right-4",
-    "bottom-left": "bottom-4 left-4",
-    "bottom-right": "bottom-4 right-4",
-    center: "top-1/2 left-1/2 -translate-x-1/2 -translate-y-1/2",
-  };
-
-  // Render minimized state in the dock (handled by OverlayDock now)
-  if (overlay.isMinimized) {
-    // Minimized state is now handled by the OverlayDock component based on context state
-    // This component only renders the full overlay or nothing.
-    return null;
-  }
-
-  // Render full overlay
-  return (
-    <div
-      ref={overlayRef}
-      className={cn(
-        "fixed z-10", // z-index is managed by inline style
-        positionClasses[overlay.position], // Apply position classes
-        // Add transition for position changes if needed: 'transition-all duration-300 ease-out'
-        className
-      )}
-      style={{ zIndex: overlay.zIndex }} // Apply dynamic z-index
-      onClick={() => bringToFront(id)} // Bring to front on any click within the overlay
-      aria-labelledby={`${id}-title`}
-      role="dialog" // Use appropriate role
-    >
-      <Card
-        className={cn(
-          "shadow-lg bg-card/95 backdrop-blur-xs border border-border/50 overflow-hidden flex flex-col", // Added flex flex-col
-          className
-        )}
-        style={{
-          width,
-          height, // Use height directly
-          maxHeight, // Use maxHeight
-          maxWidth: "calc(100vw - 32px)", // Prevent overlay exceeding viewport width
-        }}>
-        {/* Make header draggable */}
-        <CardHeader
-          className="pb-2 flex flex-row items-center justify-between cursor-move shrink-0" // Added shrink-0
-          //   onMouseDown={handleHeaderMouseDown} // Uncomment if implementing dragging
-        >
-          <CardTitle id={`${id}-title`} className="text-sm font-medium flex items-center gap-2">
-            {icon && <span className="text-primary">{icon}</span>}
-            {title}
-            {/* <Move className="h-3 w-3 text-muted-foreground ml-1 cursor-move" /> */} {/* Optional move icon */}
-          </CardTitle>
-          <div className="flex items-center gap-1">
-            {showMinimize && (
-              <Button
-                variant="ghost"
-                size="icon"
-                className="h-6 w-6 p-0"
-                onClick={handleMinimizeClick}
-                title="Minimize">
-                <Minimize2 className="h-4 w-4" />
-              </Button>
-            )}
-            <Button variant="ghost" size="icon" className="h-6 w-6 p-0" onClick={handleCloseClick} title="Close">
-              <X className="h-4 w-4" />
-            </Button>
-          </div>
-        </CardHeader>
-        {/* Ensure content area takes remaining space and scrolls if needed */}
-        <CardContent className="p-0 flex-1 min-h-0 overflow-auto">{children}</CardContent>
-      </Card>
-    </div>
-  );
-}
diff --git a/frontend/features/map/components/property-filters.tsx b/frontend/features/map/components/property-filters.tsx
deleted file mode 100644
index 2c9118c..0000000
--- a/frontend/features/map/components/property-filters.tsx
+++ /dev/null
@@ -1,8 +0,0 @@
-/*
-========================================
-File: frontend/features/map/components/property-filters.tsx
-========================================
-*/
-// This component seems redundant with filters-overlay.tsx.
-// Assuming it's removed or its logic is integrated into filters-overlay.tsx.
-// If needed, its structure would be similar to filters-overlay.tsx but maybe without the <Overlay> wrapper.
diff --git a/frontend/features/map/hooks/useMapInteractions.ts b/frontend/features/map/hooks/useMapInteractions.ts
deleted file mode 100644
index 71d29b7..0000000
--- a/frontend/features/map/hooks/useMapInteractions.ts
+++ /dev/null
@@ -1,38 +0,0 @@
-/*
-========================================
-File: frontend/features/map/hooks/useMapInteractions.ts (NEW - Dummy)
-========================================
-*/
-import { useState, useCallback } from "react";
-import type { MapLocation } from "../types";
-
-/**
- * DUMMY Hook: Manages map interaction state like selected markers, zoom level etc.
- */
-export function useMapInteractions(initialLocation: MapLocation) {
-  const [currentLocation, setCurrentLocation] = useState<MapLocation>(initialLocation);
-  const [selectedMarkerId, setSelectedMarkerId] = useState<string | null>(null);
-
-  const handleMapMove = useCallback((newLocation: MapLocation) => {
-    console.log("DUMMY Hook: Map moved to", newLocation);
-    setCurrentLocation(newLocation);
-  }, []);
-
-  const handleMarkerClick = useCallback((markerId: string) => {
-    console.log("DUMMY Hook: Marker clicked", markerId);
-    setSelectedMarkerId(markerId);
-    // Potentially fetch details for this marker via API
-  }, []);
-
-  const clearSelection = useCallback(() => {
-    setSelectedMarkerId(null);
-  }, []);
-
-  return {
-    currentLocation,
-    selectedMarkerId,
-    handleMapMove,
-    handleMarkerClick,
-    clearSelection,
-  };
-}
diff --git a/frontend/features/map/types/index.ts b/frontend/features/map/types/index.ts
deleted file mode 100644
index eba6684..0000000
--- a/frontend/features/map/types/index.ts
+++ /dev/null
@@ -1,41 +0,0 @@
-/*
-========================================
-File: frontend/features/map/types/index.ts (NEW - Dummy)
-========================================
-*/
-// Types specific only to the Map feature
-
-export interface MapBounds {
-  north: number;
-  south: number;
-  east: number;
-  west: number;
-}
-
-export interface MapLocation {
-  lat: number;
-  lng: number;
-  name?: string;
-  zoom?: number;
-}
-
-// Example type for map layer configuration
-export interface MapLayerConfig {
-  id: string;
-  name: string;
-  url: string; // e.g., Tile server URL template
-  type: "raster" | "vector" | "geojson";
-  visible: boolean;
-  opacity?: number;
-}
-
-// Example type for data displayed on the map
-export interface MapPropertyData {
-  id: string;
-  coordinates: [number, number]; // [lng, lat]
-  price: number;
-  type: string;
-}
-
-// Re-export relevant shared types if needed for convenience
-// export type { PointOfInterest } from '@/types/api';
diff --git a/frontend/features/map/utils/mapHelpers.ts b/frontend/features/map/utils/mapHelpers.ts
deleted file mode 100644
index c1bca06..0000000
--- a/frontend/features/map/utils/mapHelpers.ts
+++ /dev/null
@@ -1,26 +0,0 @@
-/*
-========================================
-File: frontend/features/map/utils/mapHelpers.ts (NEW - Dummy)
-========================================
-*/
-
-import type { MapBounds, MapLocation } from "../types";
-
-/**
- * DUMMY Utility: Calculates the center of given map bounds.
- */
-export function calculateBoundsCenter(bounds: MapBounds): MapLocation {
-  const centerLat = (bounds.north + bounds.south) / 2;
-  const centerLng = (bounds.east + bounds.west) / 2;
-  console.log("DUMMY Util: Calculating center for bounds:", bounds);
-  return { lat: centerLat, lng: centerLng };
-}
-
-/**
- * DUMMY Utility: Formats coordinates for display.
- */
-export function formatCoords(location: MapLocation): string {
-  return `${location.lat.toFixed(4)}, ${location.lng.toFixed(4)}`;
-}
-
-// Add other map-specific utility functions here
diff --git a/frontend/features/model-explanation/api/explanationApi.ts b/frontend/features/model-explanation/api/explanationApi.ts
deleted file mode 100644
index 5afefed..0000000
--- a/frontend/features/model-explanation/api/explanationApi.ts
+++ /dev/null
@@ -1,51 +0,0 @@
-/*
-========================================
-File: frontend/features/model-explanation/api/explanationApi.ts (NEW - Dummy)
-========================================
-*/
-import apiClient from "@/services/apiClient";
-import type { APIResponse } from "@/types/api";
-import type { ModelExplanationData, FeatureImportance } from "../types";
-
-/**
- * DUMMY: Fetches data needed for the model explanation page.
- */
-export async function fetchModelExplanation(propertyId: string): Promise<APIResponse<ModelExplanationData>> {
-  console.log(`DUMMY API: Fetching model explanation for property ID: ${propertyId}`);
-  // return apiClient.get<ModelExplanationData>(`/properties/${propertyId}/explanation`);
-
-  // Simulate response
-  await new Promise((resolve) => setTimeout(resolve, 700));
-  const dummyExplanation: ModelExplanationData = {
-    propertyDetails: {
-      address: `Dummy Property ${propertyId}`,
-      type: "Condo",
-      size: 120,
-      bedrooms: 2,
-      bathrooms: 2,
-      age: 3,
-      floor: 10,
-      amenities: ["Pool", "Gym"],
-      predictedPrice: 12500000,
-    },
-    similarProperties: [
-      { address: "Comp 1", price: 12000000, size: 115, age: 4 },
-      { address: "Comp 2", price: 13500000, size: 130, age: 2 },
-    ],
-    features: [
-      { name: "Location", importance: 40, value: "Near BTS", impact: "positive" },
-      { name: "Size", importance: 30, value: "120 sqm", impact: "positive" },
-      { name: "Age", importance: 15, value: "3 years", impact: "neutral" },
-      { name: "Amenities", importance: 10, value: "Pool, Gym", impact: "positive" },
-      { name: "Floor", importance: 5, value: "10th", impact: "positive" },
-    ],
-    environmentalFactors: {
-      floodRisk: "low",
-      airQuality: "moderate",
-      noiseLevel: "low",
-    },
-    confidence: 0.91,
-    priceRange: { lower: 11800000, upper: 13200000 },
-  };
-  return { success: true, data: dummyExplanation };
-}
diff --git a/frontend/features/model-explanation/components/feature-importance-chart.tsx b/frontend/features/model-explanation/components/feature-importance-chart.tsx
deleted file mode 100644
index db845a8..0000000
--- a/frontend/features/model-explanation/components/feature-importance-chart.tsx
+++ /dev/null
@@ -1,71 +0,0 @@
-/*
-========================================
-File: frontend/features/model-explanation/components/feature-importance-chart.tsx
-========================================
-*/
-"use client";
-
-import { useTheme } from "next-themes";
-import { BarChart, Bar, XAxis, YAxis, CartesianGrid, Tooltip, ResponsiveContainer, Cell } from "@/components/ui/chart"; // Using shared ui chart components
-import type { FeatureImportance } from "../types"; // Feature specific type
-
-interface FeatureImportanceChartProps {
-  features: FeatureImportance[];
-}
-
-export function FeatureImportanceChart({ features }: FeatureImportanceChartProps) {
-  const { theme } = useTheme();
-  const isDark = theme === "dark";
-
-  // Sort features by importance for consistent display
-  const sortedFeatures = [...features].sort((a, b) => b.importance - a.importance);
-
-  // Define colors based on impact
-  const getBarColor = (impact: "positive" | "negative" | "neutral") => {
-    if (impact === "positive") return "#10b981"; // Green
-    if (impact === "negative") return "#ef4444"; // Red
-    return "#f59e0b"; // Amber/Yellow for neutral
-  };
-
-  return (
-    <ResponsiveContainer width="100%" height="100%">
-      <BarChart data={sortedFeatures} layout="vertical" margin={{ top: 5, right: 30, left: 80, bottom: 5 }}>
-        <CartesianGrid
-          strokeDasharray="3 3"
-          horizontal={true}
-          vertical={false} // Typically vertical grid lines are less useful for horizontal bar charts
-          stroke={isDark ? "#374151" : "#e5e7eb"}
-        />
-        <XAxis
-          type="number"
-          domain={[0, 100]} // Assuming importance is a percentage
-          tickFormatter={(value) => `${value}%`}
-          stroke={isDark ? "#9ca3af" : "#6b7280"}
-        />
-        <YAxis
-          dataKey="name"
-          type="category"
-          width={80} // Adjust width based on longest label
-          stroke={isDark ? "#9ca3af" : "#6b7280"}
-          tick={{ fontSize: 12 }}
-        />
-        <Tooltip
-          formatter={(value: number) => [`${value.toFixed(1)}%`, "Importance"]}
-          labelFormatter={(label: string) => `Feature: ${label}`} // Show feature name in tooltip
-          contentStyle={{
-            backgroundColor: isDark ? "#1f2937" : "white",
-            borderRadius: "0.375rem",
-            border: isDark ? "1px solid #374151" : "1px solid #e2e8f0",
-            fontSize: "0.75rem",
-            color: isDark ? "#e5e7eb" : "#1f2937",
-          }}
-        />
-        <Bar dataKey="importance" radius={[0, 4, 4, 0]}>
-          {sortedFeatures.map((entry, index) => (
-            <Cell key={`cell-${index}`} fill={getBarColor(entry.impact)} />
-          ))}
-        </Bar>
-      </BarChart>
-    </ResponsiveContainer>
-  );
-}
diff --git a/frontend/features/model-explanation/components/price-comparison-chart.tsx b/frontend/features/model-explanation/components/price-comparison-chart.tsx
deleted file mode 100644
index 8771f4d..0000000
--- a/frontend/features/model-explanation/components/price-comparison-chart.tsx
+++ /dev/null
@@ -1,94 +0,0 @@
-/*
-========================================
-File: frontend/features/model-explanation/components/price-comparison-chart.tsx
-========================================
-*/
-"use client";
-
-import { useTheme } from "next-themes";
-import {
-  BarChart,
-  Bar,
-  XAxis,
-  YAxis,
-  CartesianGrid,
-  Tooltip,
-  ResponsiveContainer,
-  Legend,
-  Cell,
-} from "@/components/ui/chart"; // Using shared ui chart components
-import type { ComparableProperty, PropertyBaseDetails } from "../types"; // Feature specific types
-
-interface PriceComparisonChartProps {
-  property: PropertyBaseDetails & { name: string }; // Add name for the primary property
-  comparisons: ComparableProperty[];
-}
-
-export function PriceComparisonChart({ property, comparisons }: PriceComparisonChartProps) {
-  const { theme } = useTheme();
-  const isDark = theme === "dark";
-
-  // Combine property and comparisons for chart data
-  // Ensure the property being explained is included and identifiable
-  const data = [
-    { ...property }, // Keep all details for tooltip if needed
-    ...comparisons.map((c) => ({ ...c, name: c.address })), // Use address as name for comparisons
-  ];
-
-  // Format the price for display
-  const formatPrice = (value: number) => {
-    return new Intl.NumberFormat("th-TH", {
-      style: "currency",
-      currency: "THB",
-      notation: "compact", // Use compact notation like 15M
-      minimumFractionDigits: 0,
-      maximumFractionDigits: 1,
-    }).format(value);
-  };
-
-  // Custom tooltip content
-  const CustomTooltip = ({ active, payload, label }: any) => {
-    if (active && payload && payload.length) {
-      const data = payload[0].payload; // Get the data point for this bar
-      return (
-        <div className="p-2 bg-background border rounded shadow-lg text-xs">
-          <p className="font-bold">{label}</p>
-          <p>Price: {formatPrice(data.price)}</p>
-          <p>Size: {data.size} sqm</p>
-          <p>Age: {data.age} years</p>
-        </div>
-      );
-    }
-    return null;
-  };
-
-  return (
-    <ResponsiveContainer width="100%" height="100%">
-      <BarChart data={data} margin={{ top: 5, right: 10, left: 40, bottom: 5 }}>
-        <CartesianGrid strokeDasharray="3 3" vertical={false} stroke={isDark ? "#374151" : "#e5e7eb"} />
-        <XAxis dataKey="name" stroke={isDark ? "#9ca3af" : "#6b7280"} fontSize={10} interval={0} />
-        <YAxis
-          tickFormatter={(value) => formatPrice(value)}
-          stroke={isDark ? "#9ca3af" : "#6b7280"}
-          fontSize={10}
-          width={40}
-        />
-        <Tooltip
-          cursor={{ fill: isDark ? "rgba(107, 114, 128, 0.2)" : "rgba(209, 213, 219, 0.4)" }} // Subtle hover effect
-          content={<CustomTooltip />} // Use custom tooltip
-          wrapperStyle={{ zIndex: 100 }} // Ensure tooltip is on top
-        />
-        {/* <Legend /> // Legend might be redundant if XAxis labels are clear */}
-        <Bar dataKey="price" name="Price" radius={[4, 4, 0, 0]}>
-          {data.map((entry, index) => (
-            <Cell
-              key={`cell-${index}`}
-              fill={entry.name === property.name ? "#3b82f6" : "#6b7280"} // Highlight the main property
-              fillOpacity={entry.name === property.name ? 1 : 0.7}
-            />
-          ))}
-        </Bar>
-      </BarChart>
-    </ResponsiveContainer>
-  );
-}
diff --git a/frontend/features/model-explanation/types/index.ts b/frontend/features/model-explanation/types/index.ts
deleted file mode 100644
index 9dd42cd..0000000
--- a/frontend/features/model-explanation/types/index.ts
+++ /dev/null
@@ -1,50 +0,0 @@
-/*
-========================================
-File: frontend/features/model-explanation/types/index.ts (NEW - Dummy)
-========================================
-*/
-
-// Types specific to the Model Explanation feature
-
-export interface FeatureImportance {
-  name: string;
-  importance: number; // e.g., percentage 0-100
-  value: string | number; // The actual value for the property being explained
-  impact: "positive" | "negative" | "neutral";
-}
-
-export interface ComparableProperty {
-  address: string;
-  price: number;
-  size: number;
-  age: number;
-  // Add other relevant comparison fields if needed
-}
-
-export interface PropertyBaseDetails {
-  address: string;
-  type: string;
-  size: number;
-  bedrooms?: number;
-  bathrooms?: number;
-  age: number;
-  floor?: number;
-  amenities?: string[];
-  predictedPrice: number;
-}
-
-export interface EnvironmentalFactors {
-  floodRisk: "low" | "moderate" | "high" | "unknown";
-  airQuality: "good" | "moderate" | "poor" | "unknown";
-  noiseLevel: "low" | "moderate" | "high" | "unknown";
-  // Add other factors like proximity scores etc.
-}
-
-export interface ModelExplanationData {
-  propertyDetails: PropertyBaseDetails;
-  similarProperties: ComparableProperty[];
-  features: FeatureImportance[];
-  environmentalFactors: EnvironmentalFactors;
-  confidence: number; // e.g., 0.92 for 92%
-  priceRange: { lower: number; upper: number };
-}
diff --git a/frontend/hooks/use-mobile.tsx b/frontend/hooks/use-mobile.tsx
index 0d6b1fe..2b0fe1d 100644
--- a/frontend/hooks/use-mobile.tsx
+++ b/frontend/hooks/use-mobile.tsx
@@ -1,37 +1,19 @@
-/*
-========================================
-File: frontend/hooks/use-mobile.tsx
-========================================
-*/
-import * as React from "react";
+import * as React from "react"
 
-const MOBILE_BREAKPOINT = 768; // Standard md breakpoint
+const MOBILE_BREAKPOINT = 768
 
-export function useIsMobile(): boolean {
-  // Initialize state based on current window size (or undefined if SSR)
-  const [isMobile, setIsMobile] = React.useState<boolean | undefined>(
-    typeof window !== "undefined" ? window.innerWidth < MOBILE_BREAKPOINT : undefined
-  );
+export function useIsMobile() {
+  const [isMobile, setIsMobile] = React.useState<boolean | undefined>(undefined)
 
   React.useEffect(() => {
-    // Ensure this runs only client-side
-    if (typeof window === "undefined") {
-      return;
+    const mql = window.matchMedia(`(max-width: ${MOBILE_BREAKPOINT - 1}px)`)
+    const onChange = () => {
+      setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
     }
+    mql.addEventListener("change", onChange)
+    setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    return () => mql.removeEventListener("change", onChange)
+  }, [])
 
-    const handleResize = () => {
-      setIsMobile(window.innerWidth < MOBILE_BREAKPOINT);
-    };
-
-    // Set initial state correctly after mount
-    handleResize();
-
-    window.addEventListener("resize", handleResize);
-
-    // Cleanup listener on unmount
-    return () => window.removeEventListener("resize", handleResize);
-  }, []); // Empty dependency array ensures this runs only once on mount and cleanup on unmount
-
-  // Return false during SSR or initial client render before effect runs
-  return isMobile ?? false;
+  return !!isMobile
 }
diff --git a/frontend/hooks/use-toast.ts b/frontend/hooks/use-toast.ts
index eebb31c..02e111d 100644
--- a/frontend/hooks/use-toast.ts
+++ b/frontend/hooks/use-toast.ts
@@ -1,106 +1,106 @@
-/*
-========================================
-File: frontend/hooks/use-toast.ts
-========================================
-*/
-"use client";
+"use client"
 
 // Inspired by react-hot-toast library
-import * as React from "react";
-// Import types from the actual Toast component location
-import type { ToastActionElement, ToastProps } from "@/components/ui/toast";
+import * as React from "react"
 
-const TOAST_LIMIT = 1; // Show only one toast at a time
-const TOAST_REMOVE_DELAY = 1000000; // A very long time (effectively manual dismiss only)
+import type {
+  ToastActionElement,
+  ToastProps,
+} from "@/components/ui/toast"
+
+const TOAST_LIMIT = 1
+const TOAST_REMOVE_DELAY = 1000000
 
 type ToasterToast = ToastProps & {
-  id: string;
-  title?: React.ReactNode;
-  description?: React.ReactNode;
-  action?: ToastActionElement;
-};
+  id: string
+  title?: React.ReactNode
+  description?: React.ReactNode
+  action?: ToastActionElement
+}
 
 const actionTypes = {
   ADD_TOAST: "ADD_TOAST",
   UPDATE_TOAST: "UPDATE_TOAST",
   DISMISS_TOAST: "DISMISS_TOAST",
   REMOVE_TOAST: "REMOVE_TOAST",
-} as const;
+} as const
 
-let count = 0;
+let count = 0
 
 function genId() {
-  count = (count + 1) % Number.MAX_SAFE_INTEGER;
-  return count.toString();
+  count = (count + 1) % Number.MAX_SAFE_INTEGER
+  return count.toString()
 }
 
-type ActionType = typeof actionTypes;
+type ActionType = typeof actionTypes
 
 type Action =
   | {
-      type: ActionType["ADD_TOAST"];
-      toast: ToasterToast;
+      type: ActionType["ADD_TOAST"]
+      toast: ToasterToast
     }
   | {
-      type: ActionType["UPDATE_TOAST"];
-      toast: Partial<ToasterToast>;
+      type: ActionType["UPDATE_TOAST"]
+      toast: Partial<ToasterToast>
     }
   | {
-      type: ActionType["DISMISS_TOAST"];
-      toastId?: ToasterToast["id"];
+      type: ActionType["DISMISS_TOAST"]
+      toastId?: ToasterToast["id"]
     }
   | {
-      type: ActionType["REMOVE_TOAST"];
-      toastId?: ToasterToast["id"];
-    };
+      type: ActionType["REMOVE_TOAST"]
+      toastId?: ToasterToast["id"]
+    }
 
 interface State {
-  toasts: ToasterToast[];
+  toasts: ToasterToast[]
 }
 
-const toastTimeouts = new Map<string, ReturnType<typeof setTimeout>>();
+const toastTimeouts = new Map<string, ReturnType<typeof setTimeout>>()
 
 const addToRemoveQueue = (toastId: string) => {
   if (toastTimeouts.has(toastId)) {
-    return;
+    return
   }
 
   const timeout = setTimeout(() => {
-    toastTimeouts.delete(toastId);
+    toastTimeouts.delete(toastId)
     dispatch({
       type: "REMOVE_TOAST",
       toastId: toastId,
-    });
-  }, TOAST_REMOVE_DELAY);
+    })
+  }, TOAST_REMOVE_DELAY)
 
-  toastTimeouts.set(toastId, timeout);
-};
+  toastTimeouts.set(toastId, timeout)
+}
 
 export const reducer = (state: State, action: Action): State => {
   switch (action.type) {
     case "ADD_TOAST":
       return {
         ...state,
-        // Slice ensures the limit is enforced
         toasts: [action.toast, ...state.toasts].slice(0, TOAST_LIMIT),
-      };
+      }
 
     case "UPDATE_TOAST":
       return {
         ...state,
-        toasts: state.toasts.map((t) => (t.id === action.toast.id ? { ...t, ...action.toast } : t)),
-      };
+        toasts: state.toasts.map((t) =>
+          t.id === action.toast.id ? { ...t, ...action.toast } : t
+        ),
+      }
 
     case "DISMISS_TOAST": {
-      const { toastId } = action;
+      const { toastId } = action
 
-      // Side effect: schedule removal for dismissed toasts
+      // ! Side effects ! - This could be extracted into a dismissToast() action,
+      // but I'll keep it here for simplicity
       if (toastId) {
-        addToRemoveQueue(toastId);
+        addToRemoveQueue(toastId)
       } else {
         state.toasts.forEach((toast) => {
-          addToRemoveQueue(toast.id);
-        });
+          addToRemoveQueue(toast.id)
+        })
       }
 
       return {
@@ -109,48 +109,48 @@ export const reducer = (state: State, action: Action): State => {
           t.id === toastId || toastId === undefined
             ? {
                 ...t,
-                open: false, // Trigger the close animation
+                open: false,
               }
             : t
         ),
-      };
+      }
     }
     case "REMOVE_TOAST":
       if (action.toastId === undefined) {
         return {
           ...state,
-          toasts: [], // Remove all toasts
-        };
+          toasts: [],
+        }
       }
       return {
         ...state,
         toasts: state.toasts.filter((t) => t.id !== action.toastId),
-      };
+      }
   }
-};
-
-const listeners: Array<(state: State) => void> = [];
-
-let memoryState: State = { toasts: [] }; // In-memory state
-
-function dispatch(action: Action) {
-  memoryState = reducer(memoryState, action);
-  listeners.forEach((listener) => {
-    listener(memoryState);
-  });
 }
 
-type Toast = Omit<ToasterToast, "id">;
+const listeners: Array<(state: State) => void> = []
+
+let memoryState: State = { toasts: [] }
+
+function dispatch(action: Action) {
+  memoryState = reducer(memoryState, action)
+  listeners.forEach((listener) => {
+    listener(memoryState)
+  })
+}
+
+type Toast = Omit<ToasterToast, "id">
 
 function toast({ ...props }: Toast) {
-  const id = genId();
+  const id = genId()
 
   const update = (props: ToasterToast) =>
     dispatch({
       type: "UPDATE_TOAST",
       toast: { ...props, id },
-    });
-  const dismiss = () => dispatch({ type: "DISMISS_TOAST", toastId: id });
+    })
+  const dismiss = () => dispatch({ type: "DISMISS_TOAST", toastId: id })
 
   dispatch({
     type: "ADD_TOAST",
@@ -159,37 +159,36 @@ function toast({ ...props }: Toast) {
       id,
       open: true,
       onOpenChange: (open) => {
-        if (!open) dismiss(); // Ensure dismiss is called when the toast closes itself
+        if (!open) dismiss()
       },
     },
-  });
+  })
 
   return {
     id: id,
     dismiss,
     update,
-  };
+  }
 }
 
 function useToast() {
-  const [state, setState] = React.useState<State>(memoryState);
+  const [state, setState] = React.useState<State>(memoryState)
 
   React.useEffect(() => {
-    listeners.push(setState);
+    listeners.push(setState)
     return () => {
-      // Clean up listener
-      const index = listeners.indexOf(setState);
+      const index = listeners.indexOf(setState)
       if (index > -1) {
-        listeners.splice(index, 1);
+        listeners.splice(index, 1)
       }
-    };
-  }, [state]); // Only re-subscribe if state instance changes (it shouldn't)
+    }
+  }, [state])
 
   return {
     ...state,
     toast,
     dismiss: (toastId?: string) => dispatch({ type: "DISMISS_TOAST", toastId }),
-  };
+  }
 }
 
-export { useToast, toast };
+export { useToast, toast }
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diff --git a/frontend/services/apiClient.ts b/frontend/services/apiClient.ts
index 9088254..d048b17 100644
--- a/frontend/services/apiClient.ts
+++ b/frontend/services/apiClient.ts
@@ -1,106 +1,135 @@
-/*
-========================================
-File: frontend/services/apiClient.ts (NEW - Dummy)
-========================================
-*/
-import type { APIResponse } from "@/types/api"; // Import shared response type
+/* === src/services/apiClient.ts === */
+/**
+ * API Client - Dummy Implementation
+ *
+ * This provides a basic structure for making API calls.
+ * - It includes an Authorization header in each request (assuming token-based auth).
+ * - Replace `getAuthToken` with your actual token retrieval logic.
+ * - Consider using libraries like axios or ky for more robust features in a real app.
+ */
 
-// --- Dummy Auth Token ---
-// In a real app, this would come from localStorage, context, or a state manager after login
-const DUMMY_AUTH_TOKEN = "Bearer dummy-jwt-token-12345";
+const API_BASE_URL = process.env.NEXT_PUBLIC_API_URL || "/api/v1"; // Example API base URL
 
 /**
- * Base function for making API requests.
- * Includes dummy authorization header.
+ * Retrieves the authentication token.
+ * Replace this with your actual implementation (e.g., from localStorage, context, state management).
+ * @returns {string | null} The auth token or null if not found.
  */
-async function fetchApi<T = any>(endpoint: string, options: RequestInit = {}): Promise<APIResponse<T>> {
-  const url = `${process.env.NEXT_PUBLIC_API_URL || "/api/v1"}${endpoint}`;
+const getAuthToken = (): string | null => {
+  // Dummy implementation: Replace with your actual logic
+  if (typeof window !== "undefined") {
+    // Example: return localStorage.getItem("authToken");
+    // For dummy purposes, returning a placeholder token
+    return "dummy-auth-token-12345";
+  }
+  return null;
+};
 
-  const defaultHeaders: HeadersInit = {
-    "Content-Type": "application/json",
-    Authorization: DUMMY_AUTH_TOKEN, // Add dummy token here
-  };
+interface FetchOptions extends RequestInit {
+  params?: Record<string, string | number | boolean>; // For query parameters
+  /** If true, Content-Type header will not be set (e.g., for FormData) */
+  skipContentType?: boolean;
+}
 
-  const config: RequestInit = {
-    ...options,
-    headers: {
-      ...defaultHeaders,
-      ...options.headers,
-    },
-  };
+/**
+ * Generic fetch function for API calls.
+ * @template T The expected response type.
+ * @param {string} endpoint The API endpoint (e.g., '/users').
+ * @param {FetchOptions} options Fetch options (method, body, headers, params).
+ * @returns {Promise<T>} The response data.
+ */
+async function apiClient<T>(endpoint: string, options: FetchOptions = {}): Promise<T> {
+  const { params, headers: customHeaders, skipContentType, body, ...fetchOptions } = options;
+  const token = getAuthToken();
 
-  console.log(`DUMMY API Client: Requesting ${config.method || "GET"} ${url}`);
+  // Construct URL
+  let url = `${API_BASE_URL}${endpoint}`;
+  if (params) {
+    const queryParams = new URLSearchParams();
+    Object.entries(params).forEach(([key, value]) => {
+      if (value !== undefined && value !== null) {
+        // Ensure value exists
+        queryParams.append(key, String(value));
+      }
+    });
+    const queryString = queryParams.toString();
+    if (queryString) {
+      url += `?${queryString}`;
+    }
+  }
 
-  // Simulate network delay
-  await new Promise((resolve) => setTimeout(resolve, Math.random() * 300 + 100));
+  // Prepare headers
+  const headers = new Headers(customHeaders);
+
+  if (!skipContentType && body && !(body instanceof FormData)) {
+    if (!headers.has("Content-Type")) {
+      headers.set("Content-Type", "application/json");
+    }
+  }
+
+  if (token && !headers.has("Authorization")) {
+    headers.set("Authorization", `Bearer ${token}`);
+  }
+
+  // Prepare body - Stringify JSON unless it's FormData
+  let processedBody = body;
+  if (body && headers.get("Content-Type") === "application/json" && typeof body !== "string") {
+    processedBody = JSON.stringify(body);
+  }
 
   try {
-    // --- Simulate API Responses ---
-    // You can add more sophisticated simulation based on the endpoint
-    if (endpoint.includes("error")) {
-      console.warn(`DUMMY API Client: Simulating error for ${url}`);
-      return { success: false, error: "Simulated server error" };
+    const response = await fetch(url, {
+      ...fetchOptions,
+      headers,
+      body: processedBody,
+    });
+
+    // Check for successful response
+    if (!response.ok) {
+      let errorData = { message: `HTTP error! status: ${response.status} ${response.statusText}` };
+      try {
+        // Try to parse specific error details from the API response
+        const jsonError = await response.json();
+        errorData = { ...errorData, ...jsonError };
+      } catch (e) {
+        // Ignore if the error response is not JSON
+      }
+      console.error("API Error:", errorData);
+      throw new Error(errorData.message);
     }
 
-    if (config.method === "POST" || config.method === "PUT" || config.method === "DELETE") {
-      // Simulate simple success for modification requests
-      console.log(`DUMMY API Client: Simulating success for ${config.method} ${url}`);
-      return { success: true, data: { message: "Operation successful (simulated)" } as T };
+    // Handle responses with no content (e.g., 204 No Content)
+    if (response.status === 204) {
+      // For 204, there's no body, return undefined or null as appropriate for T
+      // Using 'as T' assumes the caller expects undefined/null for no content
+      return undefined as T;
     }
 
-    // Simulate success for GET requests (return empty array or specific data based on endpoint)
-    console.log(`DUMMY API Client: Simulating success for GET ${url}`);
-    let responseData: any = [];
-    if (endpoint.includes("/map/pois")) responseData = []; // Let feature api add dummy data
-    if (endpoint.includes("/properties")) responseData = []; // Example
-    // Add more specific endpoint data simulation if needed
-
-    return { success: true, data: responseData as T };
-
-    // --- Real Fetch Logic (keep commented for dummy) ---
-    // const response = await fetch(url, config);
-    //
-    // if (!response.ok) {
-    //   let errorData;
-    //   try {
-    //       errorData = await response.json();
-    //   } catch (e) {
-    //       errorData = { detail: response.statusText || "Unknown error" };
-    //   }
-    //   const errorMessage = errorData?.detail || `HTTP error ${response.status}`;
-    //   console.error(`API Error (${response.status}) for ${url}:`, errorMessage);
-    //   return { success: false, error: errorMessage, details: errorData };
-    // }
-    //
-    // // Handle cases with no content
-    // if (response.status === 204) {
-    //     return { success: true, data: null as T };
-    // }
-    //
-    // const data: T = await response.json();
-    // return { success: true, data };
-    // --- End Real Fetch Logic ---
+    // Parse the JSON response body for other successful responses
+    const data: T = await response.json();
+    return data;
   } catch (error) {
-    console.error(`Network or other error for ${url}:`, error);
-    const errorMessage = error instanceof Error ? error.message : "Network error or invalid response";
-    return { success: false, error: errorMessage };
+    console.error("API Client Fetch Error:", error);
+    // Re-throw the error for handling by the calling code (e.g., React Query, component)
+    throw error;
   }
 }
 
-// --- Convenience Methods ---
-const apiClient = {
-  get: <T = any>(endpoint: string, options?: RequestInit) => fetchApi<T>(endpoint, { ...options, method: "GET" }),
+// --- Specific HTTP Method Helpers ---
 
-  post: <T = any>(endpoint: string, body: any, options?: RequestInit) =>
-    fetchApi<T>(endpoint, { ...options, method: "POST", body: JSON.stringify(body) }),
+export const api = {
+  get: <T>(endpoint: string, options?: FetchOptions) => apiClient<T>(endpoint, { ...options, method: "GET" }),
 
-  put: <T = any>(endpoint: string, body: any, options?: RequestInit) =>
-    fetchApi<T>(endpoint, { ...options, method: "PUT", body: JSON.stringify(body) }),
+  post: <T>(endpoint: string, body: any, options?: FetchOptions) =>
+    apiClient<T>(endpoint, { ...options, method: "POST", body }),
 
-  delete: <T = any>(endpoint: string, options?: RequestInit) => fetchApi<T>(endpoint, { ...options, method: "DELETE" }),
+  put: <T>(endpoint: string, body: any, options?: FetchOptions) =>
+    apiClient<T>(endpoint, { ...options, method: "PUT", body }),
 
-  patch: <T = any>(endpoint: string, body: any, options?: RequestInit) =>
-    fetchApi<T>(endpoint, { ...options, method: "PATCH", body: JSON.stringify(body) }),
+  patch: <T>(endpoint: string, body: any, options?: FetchOptions) =>
+    apiClient<T>(endpoint, { ...options, method: "PATCH", body }),
+
+  delete: <T>(endpoint: string, options?: FetchOptions) => apiClient<T>(endpoint, { ...options, method: "DELETE" }),
 };
 
-export default apiClient;
+export default api;
diff --git a/frontend/types/api.ts b/frontend/types/api.ts
index a756412..8c46cf5 100644
--- a/frontend/types/api.ts
+++ b/frontend/types/api.ts
@@ -1,41 +1,175 @@
-/*
-========================================
-File: frontend/types/api.ts (NEW - Dummy Shared Types)
-========================================
-*/
-
-/** Generic API Response Structure */
-export type APIResponse<T> = { success: true; data: T } | { success: false; error: string; details?: any };
-
-/** Represents a Point of Interest (can be property, cafe, etc.) */
-export interface PointOfInterest {
-  id: string;
-  lat: number;
-  lng: number;
-  name: string;
-  type: string; // e.g., 'property', 'cafe', 'park', 'station'
-  price?: number; // Optional: for properties
-  rating?: number; // Optional: for amenities
-  // Add other relevant shared fields
+/* === src/types/api.ts === */
+/**
+ * General API Response Types
+ */
+export interface PaginatedResponse<T> {
+  count: number;
+  next: string | null;
+  previous: string | null;
+  results: T[];
 }
 
-/** Basic Property Information */
-export interface PropertySummary {
-  id: string;
-  address: string;
-  lat: number;
-  lng: number;
+export interface ApiErrorResponse {
+  message: string;
+  details?: Record<string, any> | string[]; // Can be an object or array of strings
+  code?: string; // Optional error code
+}
+
+/**
+ * Represents a generic successful API operation, possibly with no specific data.
+ */
+export interface SuccessResponse {
+  success: boolean;
+  message?: string;
+}
+
+/**
+ * Property Data Types
+ */
+export type PropertyType = "Condominium" | "House" | "Townhouse" | "Land" | "Apartment" | "Other";
+export type OwnershipType = "Freehold" | "Leasehold";
+export type FurnishingStatus = "Unfurnished" | "Partly Furnished" | "Fully Furnished";
+
+export interface PriceHistoryEntry {
+  date: string; // Consider using Date object after parsing
   price: number;
-  type: string; // e.g., 'Condo', 'House'
-  size?: number; // sqm
 }
 
-/** User representation */
-export interface User {
+export interface MarketTrendData {
+  areaGrowthPercentage: number;
+  similarPropertiesCount: number;
+  averagePrice: number;
+  averagePricePerSqm: number;
+  priceTrend?: "Rising" | "Falling" | "Stable"; // Optional trend indicator
+}
+
+export interface EnvironmentalFactor {
+  type: "Flood Risk" | "Air Quality" | "Noise Level";
+  level: "Low" | "Moderate" | "High" | "Good" | "Fair" | "Poor"; // Adjust levels as needed
+  details?: string;
+}
+
+export interface NearbyFacility {
+  name: string;
+  type: "Transport" | "Shopping" | "Park" | "Hospital" | "School" | "Other";
+  distanceMeters: number;
+}
+
+export interface Property {
   id: string;
-  username: string;
-  email: string;
-  // Add roles or other relevant fields
+  title: string;
+  description: string;
+  price: number;
+  currency?: string; // e.g., 'THB', 'USD'
+  location: {
+    address: string;
+    city: string;
+    district?: string;
+    postalCode?: string;
+    latitude?: number;
+    longitude?: number;
+  };
+  bedrooms: number;
+  bathrooms: number;
+  areaSqm: number;
+  propertyType: PropertyType;
+  images: string[]; // Array of image URLs
+  yearBuilt?: number;
+  floorLevel?: number;
+  totalFloors?: number;
+  parkingSpaces?: number;
+  furnishing: FurnishingStatus;
+  ownership: OwnershipType;
+  availabilityDate?: string; // Consider using Date object
+  isPremium: boolean;
+  features: string[];
+  amenities: string[];
+  priceHistory?: PriceHistoryEntry[];
+  marketTrends?: MarketTrendData;
+  environmentalFactors?: EnvironmentalFactor[];
+  nearbyFacilities?: NearbyFacility[];
+  agent?: {
+    // Optional agent info
+    id: string;
+    name: string;
+    contact: string;
+  };
+  dataSource?: string; // Origin of the data
+  createdAt: string; // ISO 8601 date string
+  updatedAt: string; // ISO 8601 date string
 }
 
-// Add other globally shared types (e.g., PipelineStatus, DataSourceType if needed FE side)
+/**
+ * Data Pipeline Types
+ */
+export type PipelineStatus = "active" | "paused" | "error" | "idle" | "running";
+export type SourceType = "Website" | "API" | "File Upload" | "Database";
+
+export interface DataSource {
+  id: string;
+  name: string;
+  type: SourceType;
+  url?: string; // For Website/API
+  lastUpdated: string;
+  recordCount: number;
+  status: "connected" | "error" | "pending";
+}
+
+export interface DataPipeline {
+  id: string;
+  name: string;
+  description: string;
+  status: PipelineStatus;
+  lastRunAt: string | null;
+  nextRunAt: string | null;
+  runFrequency: string; // e.g., "Daily", "Hourly", "Manual"
+  sources: DataSource[];
+  totalRecords: number;
+  aiPowered: boolean;
+  errorDetails?: string;
+  createdAt: string;
+  updatedAt: string;
+}
+
+/**
+ * Model Types
+ */
+export type ModelType = "Regression" | "Neural Network" | "Geospatial" | "Time Series" | "Ensemble" | "Classification";
+export type ModelStatus = "active" | "inactive" | "training" | "error" | "pending";
+
+export interface Model {
+  id: string;
+  name: string;
+  description?: string;
+  type: ModelType;
+  version: string;
+  status: ModelStatus;
+  isSystemModel: boolean; // Distinguishes system models from custom ones
+  dataSourceId?: string; // ID of the DataPipeline used for training (if custom)
+  dataSourceName?: string; // Name of the source for display
+  hyperparameters: Record<string, string | number | boolean>;
+  performanceMetrics?: Record<string, number>; // e.g., { accuracy: 0.92, mae: 150000 }
+  lastTrainedAt?: string;
+  createdAt: string;
+  updatedAt: string;
+}
+
+/**
+ * Map Related Types
+ */
+export interface MapLayer {
+  id: string;
+  name: string;
+  type: "property" | "heatmap" | "environmental";
+  isVisible: boolean;
+  dataUrl?: string; // URL to fetch layer data
+  style?: Record<string, any>; // Mapbox style properties
+}
+
+export interface MapViewState {
+  longitude: number;
+  latitude: number;
+  zoom: number;
+  pitch?: number;
+  bearing?: number;
+}
diff --git a/frontend/types/index.ts b/frontend/types/index.ts
index 01638fe..4f032c4 100644
--- a/frontend/types/index.ts
+++ b/frontend/types/index.ts
@@ -1,12 +1,22 @@
-/*
-========================================
-File: frontend/types/index.ts (NEW - Barrel File)
-========================================
-*/
+/* === src/types/index.ts === */
+// Barrel file for exporting shared types
 
-// Re-export shared types for easier importing
 export * from "./api";
+export * from "./user";
 
-// You can add other shared types here or export from other files in this directory
-// export * from './user';
+// Example of another shared type definition
+export interface SelectOption<T = string | number> {
+  value: T;
+  label: string;
+  icon?: React.ComponentType<{ className?: string }>; // Optional icon component
+  disabled?: boolean;
+}
+
+// Generic type for UI components requiring an icon
+export interface IconProps {
+  className?: string;
+}
+
+// Add other shared types as the application grows
 // export * from './settings';
+// export * from './notifications';
diff --git a/frontend/types/user.ts b/frontend/types/user.ts
new file mode 100644
index 0000000..427e6e8
--- /dev/null
+++ b/frontend/types/user.ts
@@ -0,0 +1,56 @@
+/* === src/types/user.ts === */
+/**
+ * User Profile and Authentication Types
+ */
+
+export interface UserProfile {
+  id: string;
+  username: string;
+  email: string;
+  firstName?: string;
+  lastName?: string;
+  avatarUrl?: string; // URL to the user's avatar image
+  roles: UserRole[]; // Array of roles assigned to the user
+  preferences?: UserPreferences; // User-specific settings
+  isActive: boolean;
+  lastLogin?: string; // ISO 8601 date string
+  createdAt: string; // ISO 8601 date string
+}
+
+export type UserRole = "admin" | "analyst" | "viewer" | "data_manager"; // Example roles
+
+export interface UserPreferences {
+  theme?: "light" | "dark" | "system";
+  defaultMapLocation?: {
+    latitude: number;
+    longitude: number;
+    zoom: number;
+  };
+  notifications?: {
+    pipelineSuccess?: boolean;
+    pipelineError?: boolean;
+    newReports?: boolean;
+  };
+  // Add other user-specific preferences
+}
+
+export interface AuthState {
+  user: UserProfile | null;
+  token: string | null; // The authentication token (e.g., JWT)
+  isAuthenticated: boolean;
+  isLoading: boolean; // Tracks loading state during auth checks/login/logout
+  error: string | null; // Stores any authentication errors
+}
+
+// Type for login credentials
+export interface LoginCredentials {
+  emailOrUsername: string;
+  password?: string; // Password might not be needed for SSO flows
+}
+
+// Type for the response after successful login
+export interface LoginResponse {
+  user: UserProfile;
+  token: string;
+  refreshToken?: string; // Optional refresh token
+}