First Commit

app/Http/Controllers/CuranmorController.php

@@ -5,10 +5,11 @@
 use App\Models\Klaster;
 use App\Models\Curanmor;
 use App\Models\Kecamatan;
-use App\Models\Detail_Curanmor;
 use Illuminate\Http\Request;
+use App\Models\Detail_Curanmor;
 use App\Services\KMeansService;
 use Illuminate\Validation\Rule;
+use Illuminate\Support\Facades\DB;
 
 class CuranmorController extends Controller
 {
@@ -17,7 +18,7 @@ class CuranmorController extends Controller
      */
     public function index()
     {
-        $curanmors = Curanmor::orderBy('jumlah_curanmor', 'desc')->get();
+        $curanmors = Curanmor::orderBy('id', 'asc')->get();
         return view('admin.dashboardListCuranmor', compact('curanmors'));
         
     }
@@ -35,13 +36,14 @@ public function create()
      */
     public function store(Request $request)
     {
+        $request->validate([
+            'kecamatan_id' => 'required|exists:kecamatans,id',
+            'jumlah_curanmor' => 'required|numeric',
+        ]);
         try{
 
-            $request->validate([
-                'kecamatan_id' => 'required|exists:kecamatans,id',
-                'jumlah_curanmor' => 'required|numeric',
-            ]);
-        
+            DB::beginTransaction();
+
             $kecamatan_id = $request->kecamatan_id;
             $tambahan_curanmor = $request->jumlah_curanmor;
         
@@ -72,18 +74,14 @@ public function store(Request $request)
             $hasil = $service->hitungKMeansCuranmor();
             file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasil));
 
-            // =====CODE TAMBAH SEBELUMNYA=========
-            // $validateData = $request->validate([
-            //     'kecamatan_id' =>'required|max:255|exists:kecamatans,id|unique:curanmors,kecamatan_id',
-            //     'jumlah_curanmor' =>'required',
-            //     'klaster_id' =>'required|max:255|exists:klasters,id',
+            $serviceSSECuranmor = new KMeansService();
+            $serviceSSECuranmor->SSEElbowCuranmor();
 
-            // ]);
-    
-            // Curanmor::create($validateData);
+            DB::commit();
             return redirect('/dashboard/curanmor')->with('succes', 'Berhasil Menambahkan Data Curanmor Baru');
         }catch (\Exception $e){
-            return redirect('/dashboard/curanmor')->with('error', 'Gagal Menambahkan Data Curanmor Baru');
+            DB::rollBack();
+            return redirect('/dashboard/curanmor')->with('error', 'Gagal Menambahkan Data Curanmor Baru '. $e->getMessage());
         }
     }
 
@@ -100,18 +98,6 @@ public function show(Curanmor $curanmor)
      */
     public function edit($curanmor)
     {
-        try {
-
-            $edit = Curanmor::find($curanmor);
-            
-            return view('admin.dashboardEditCuranmor', [
-                'curanmor' => $edit,
-                'kecamatans' => Kecamatan::all(),
-                'klasters' => Klaster::all(),
-            ]);
-        } catch (\Exception $e) {
-            abort(404);
-        }
     }
 
     /**
@@ -119,36 +105,7 @@ public function edit($curanmor)
      */
     public function update(Request $request, Curanmor $curanmor)
     {
-            try {
-    
-                // Validasi input
-                $request->validate([
-                    'kecamatan_id' => [
-                        'required',
-                        'exists:kecamatans,id',
-                        Rule::unique('curanmors')->ignore($curanmor->id),
-                    ],
-                    'klaster_id' => 'required|exists:klasters,id',
-                    'jumlah_curanmor' => 'required|numeric|min:0',
-                ]);
-    
-                // Update data
-                $curanmor->update([
-                    'kecamatan_id' => $request->kecamatan_id,
-                    'klaster_id' => $request->klaster_id,
-                    'jumlah_curanmor' => $request->jumlah_curanmor,
-                ]);
-
-            $service = new KMeansService();
-            $hasil = $service->hitungKMeansCuranmor();
-
-            // simpan hasil ke file json
-            file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasil));
-    
-                return redirect('/dashboard/curanmor')->with('succes', 'Data Kecamatan Berhasil Diubah');
-            } catch (\Exception $e) {
-                return redirect('/dashboard/curanmor')->with('error', 'Data Kecamatan Gagal Diubah: ' . $e->getMessage());
-            }
+            
     }
 
     /**
@@ -156,22 +113,6 @@ public function update(Request $request, Curanmor $curanmor)
      */
     public function destroy($curanmor)
     {
-        try {
-            // Cari data berdasarkan ID
-            $hapus = Curanmor::find($curanmor);
-
-            // Pastikan data ditemukan sebelum menghapus
-            if (!$hapus) {
-                return redirect('/dashboard/curanmor')->with('error', 'Data tidak ditemukan.');
-            }
-
-            // Hapus data
-            $hapus->delete();
-
-            return redirect('/dashboard/curanmor')->with('succes', 'Data Curanmor Berhasil Dihapus');
-        } catch (\Exception $e) {
-            return redirect('/dashboard/curanmor')->with('error', 'Terjadi kesalahan: ' . $e->getMessage());
-        }
     }
     
 }

app/Http/Controllers/CurasController.php

@@ -9,6 +9,7 @@
 use Illuminate\Http\Request;
 use App\Services\KMeansService;
 use Illuminate\Validation\Rule;
+use Illuminate\Support\Facades\DB;
 
 class CurasController extends Controller
 {
@@ -17,7 +18,7 @@ class CurasController extends Controller
      */
     public function index()
     {
-        $curases = Curas::orderBy('jumlah_curas', 'desc')->get();
+        $curases = Curas::orderBy('id', 'asc')->get();
         return view('admin.dashboardListCuras', compact('curases'));
 
     }
@@ -36,13 +37,14 @@ public function create()
      */
     public function store(Request $request)
     {
+        $request->validate([
+            'kecamatan_id' => 'required|exists:kecamatans,id',
+            'jumlah_curas' => 'required|numeric',
+        ]);
         try{
 
-            $request->validate([
-                'kecamatan_id' => 'required|exists:kecamatans,id',
-                'jumlah_curas' => 'required|numeric',
-            ]);
-        
+            DB::beginTransaction();
+            
             $kecamatan_id = $request->kecamatan_id;
             $tambahan_curas = $request->jumlah_curas;
         
@@ -74,13 +76,19 @@ public function store(Request $request)
 
             $service = new KMeansService();
             $hasil = $service->hitungKMeansCuras();
-
-            // simpan hasil ke file json
+            
             file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasil));
-        
+
+            $serviceSSECuras = new KMeansService();
+            $serviceSSECuras->SSEElbowCuras();
+            
+            DB::commit(); 
+
             return redirect('/dashboard/curas')->with('succes', 'Data curas berhasil ditambahkan.');
         }catch (\Exception $e){
-            return redirect('/dashboard/curas')->with('error', 'Gagal Menambahkan Data Curas Baru');
+
+            DB::rollBack(); 
+            return redirect('/dashboard/curas')->with('error', 'Gagal Menambahkan Data Curas Baru'. $e->getMessage());
         }
     }
 
@@ -97,18 +105,6 @@ public function show(Curas $curas)
      */
     public function edit($curas)
     {
-        try {
-
-            $edit = Curas::find($curas);
-            
-            return view('admin.dashboardEditCuras', [
-                'curas' => $edit,
-                'kecamatans' => Kecamatan::all(),
-                'klasters' => Klaster::all(),
-            ]);
-        } catch (\Exception $e) {
-            abort(404);
-        }
     }
 
     /**
@@ -116,68 +112,13 @@ public function edit($curas)
      */
     public function update(Request $request, $id)
     {
-        try {
-            // Cari data berdasarkan ID yang dikirim
-            $curas = Curas::findOrFail($id);
-
-            // Debugging untuk memastikan data ditemukan
-            // dd($curas->toArray()); // Jika berhasil, ini akan menampilkan data curas
-
-            // Validasi input
-            $request->validate([
-                'kecamatan_id' => [
-                    'required',
-                    'exists:kecamatans,id',
-                    Rule::unique('curas')->ignore($curas->id),
-                ],
-                'klaster_id' => 'required|exists:klasters,id',
-                'jumlah_curas' => 'required|integer|min:0',
-            ]);
-
-            // Update data
-            $curas->update([
-                'kecamatan_id' => $request->kecamatan_id,
-                'klaster_id' => $request->klaster_id,
-                'jumlah_curas' => $request->jumlah_curas,
-            ]);
-
-            $service = new KMeansService();
-            $hasil = $service->hitungKMeansCuras();
-
-            // simpan hasil ke file json
-            file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasil));
-
-            return redirect('/dashboard/curas')->with('succes', 'Data Kecamatan Berhasil Diubah');
-        } catch (\Exception $e) {
-            return redirect('/dashboard/curas')->with('error', 'Data Kecamatan Gagal Diubah: ' . $e->getMessage());
-        }
     }
 
-    
-
-
-
     /**
      * Remove the specified resource from storage.
      */
     public function destroy($curas)
     {
-        try {
-            // Cari data berdasarkan ID
-            $hapus = Curas::find($curas);
-
-            // Pastikan data ditemukan sebelum menghapus
-            if (!$hapus) {
-                return redirect('/dashboard/curas')->with('error', 'Data tidak ditemukan.');
-            }
-
-            // Hapus data
-            $hapus->delete();
-
-            return redirect('/dashboard/curas')->with('succes', 'Data Curas Berhasil Dihapus');
-        } catch (\Exception $e) {
-            return redirect('/dashboard/curas')->with('error', 'Terjadi kesalahan: ' . $e->getMessage());
-        }
     }
     
 

app/Http/Controllers/DetailCuranmorController.php

@@ -6,6 +6,7 @@
 use Illuminate\Http\Request;
 use App\Models\Detail_Curanmor;
 use App\Services\KMeansService;
+use Illuminate\Support\Facades\DB;
 
 class DetailCuranmorController extends Controller
 {
@@ -65,6 +66,8 @@ public function update(Request $request, Detail_Curanmor $detail_Curanmor)
     public function destroy($id)
     {
         try {
+
+            DB::beginTransaction();
             $detail = Detail_Curanmor::findOrFail($id);
 
             $curanmor = Curanmor::findOrFail($detail->curanmor_id);
@@ -86,8 +89,15 @@ public function destroy($id)
             // simpan hasil ke file json
             file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasil));
 
+            $serviceSSECuranmor = new KMeansService();
+            $serviceSSECuranmor->SSEElbowCuranmor();
+
+            DB::commit();
+
             return redirect('/dashboard/detail-curanmor')->with('succes', 'Data berhasil dihapus dan curanmor diperbarui.');
         } catch (\Exception $e) {
+
+            DB::rollback();
             return redirect('/dashboard/detail-curanmor')->with('error', 'Terjadi kesalahan Ketika Menghapus Data : ' . $e->getMessage());
         }
     }

app/Http/Controllers/DetailCurasController.php

@@ -6,6 +6,7 @@
 use App\Models\Detail_Curas;
 use Illuminate\Http\Request;
 use App\Services\KMeansService;
+use Illuminate\Support\Facades\DB;
 
 class DetailCurasController extends Controller
 {
@@ -65,6 +66,9 @@ public function update(Request $request, Detail_Curas $detail_Curas)
     public function destroy($id)
     {
         try {
+
+            DB::beginTransaction();
+
             $detail = Detail_Curas::findOrFail($id);
 
             // Ambil curas terkait
@@ -89,8 +93,15 @@ public function destroy($id)
             // simpan hasil ke file json
             file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasil));
 
+            $serviceSSECuras = new KMeansService();
+            $serviceSSECuras->SSEElbowCuras();
+
+            DB::commit();
+
             return redirect('/dashboard/detail-curas')->with('succes', 'Data berhasil dihapus dan curas diperbarui.');
         } catch (\Exception $e) {
+
+            DB::rollBack();
             return redirect('/dashboard/detail-curas')->with('error', 'Terjadi kesalahan Ketika Menghapus Data : ' . $e->getMessage());
         }
 

app/Http/Controllers/KecamatanController.php

@@ -4,6 +4,8 @@
 
 use App\Models\Kecamatan;
 use Illuminate\Http\Request;
+use App\Services\KMeansService;
+use Illuminate\Support\Facades\DB;
 use Illuminate\Support\Facades\Crypt;
 
 class KecamatanController extends Controller
@@ -30,14 +32,28 @@ public function create()
      */
     public function store(Request $request)
     {
+        $validateData = $request->validate([
+            'nama_kecamatan' =>'required|max:255|unique:kecamatans,nama_kecamatan',
+        ]);
+
         try{
-            $validateData = $request->validate([
-                'nama_kecamatan' =>'required|max:255|unique:kecamatans,nama_kecamatan',
-            ]);
-    
+            DB::beginTransaction();
             Kecamatan::create($validateData);
+
+            $serviceKMeans = new KMeansService();
+            $serviceKMeans->SSEElbowCuranmor();
+            $serviceKMeans->SSEElbowCuras();
+    
+            $hasilKMeansCuras = $serviceKMeans->hitungKMeansCuras();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasilKMeansCuras));
+    
+            $hasilKMeansCuranmor = $serviceKMeans->hitungKMeansCuranmor();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasilKMeansCuranmor));
+
+            DB::commit();
             return redirect('/dashboard/kecamatan')->with('succes', 'Berhasil Menambahkan Data Kecamatan Baru');
         }catch (\Exception $e){
+            DB::rollBack();
             return redirect('/dashboard/kecamatan')->with('error', 'Gagal Menambahkan Data Kecamatan Baru');
         }
         
@@ -71,14 +87,28 @@ public function edit(Kecamatan $kecamatan)
      */
     public function update(Request $request, Kecamatan $kecamatan)
     {
+        $validateData = $request->validate([
+            'nama_kecamatan' =>'required|max:255|unique:kecamatans,nama_kecamatan',
+        ]);
+
         try{
-            $validateData = $request->validate([
-                'nama_kecamatan' =>'required|max:255|unique:kecamatans,nama_kecamatan',
-            ]);
-    
+            DB::beginTransaction();
             Kecamatan::where('id', $kecamatan->id)->update($validateData);
+
+            $serviceKMeans = new KMeansService();
+            $serviceKMeans->SSEElbowCuranmor();
+            $serviceKMeans->SSEElbowCuras();
+    
+            $hasilKMeansCuras = $serviceKMeans->hitungKMeansCuras();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasilKMeansCuras));
+    
+            $hasilKMeansCuranmor = $serviceKMeans->hitungKMeansCuranmor();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasilKMeansCuranmor));
+
+            DB::commit();
             return redirect('/dashboard/kecamatan')->with('succes', 'Data Kecamatan Berhasil Di Ubah');
         }catch (\Exception $e){
+            DB::rollBack();
             return redirect('/dashboard/kecamatan')->with('error', 'Data Kecamatan Gagal Di Ubah');
         }
         
@@ -91,10 +121,24 @@ public function update(Request $request, Kecamatan $kecamatan)
     public function destroy(Kecamatan $kecamatan)
     {
         try{
+            DB::beginTransaction();
             Kecamatan::destroy($kecamatan->id);
+
+            $serviceKMeans = new KMeansService();
+            $serviceKMeans->SSEElbowCuranmor();
+            $serviceKMeans->SSEElbowCuras();
+    
+            $hasilKMeansCuras = $serviceKMeans->hitungKMeansCuras();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasilKMeansCuras));
+    
+            $hasilKMeansCuranmor = $serviceKMeans->hitungKMeansCuranmor();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasilKMeansCuranmor));
+
+            DB::commit();
             return redirect('/dashboard/kecamatan')->with('succes', 'Data Kecamatan Berhasil Di Hapus');
 
         }catch (\Exception $e){
+            DB::rollBack();
             return redirect('/dashboard/kecamatan')->with('error', 'Data Kecamatan '. $kecamatan->nama_kecamatan .' Gagal Di Hapus | Hapus Data Curas Atau Curanmor Untuk Kecamatan '. $kecamatan->nama_kecamatan.' Terlebih Dahulu');
         }
         

app/Http/Controllers/KlasterController.php

@@ -4,6 +4,8 @@
 
 use App\Models\Klaster;
 use Illuminate\Http\Request;
+use App\Services\KMeansService;
+use Illuminate\Support\Facades\DB;
 
 class KlasterController extends Controller
 {
@@ -28,18 +30,36 @@ public function create()
      */
     public function store(Request $request)
     {
+        $validateData = $request->validate([
+            'nama_klaster' =>'required|max:255|unique:klasters,nama_klaster',
+            'warna' =>'required|max:255',
+        ]);
         
+        DB::beginTransaction();
+
         try{
-            $validateData = $request->validate([
-                'nama_klaster' =>'required|max:255|unique:klasters,nama_klaster',
-                'warna' =>'required|max:255',
-            ]);
-    
+
             Klaster::create($validateData);
+
+
+            $serviceKMeans = new KMeansService();
+            $serviceKMeans->SSEElbowCuranmor();
+            $serviceKMeans->SSEElbowCuras();
+    
+            $hasilKMeansCuras = $serviceKMeans->hitungKMeansCuras();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasilKMeansCuras));
+    
+            $hasilKMeansCuranmor = $serviceKMeans->hitungKMeansCuranmor();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasilKMeansCuranmor));
+            
+            DB::commit();
+
             return redirect('/dashboard/klaster')->with('succes', 'Berhasil Menambahkan Klaster Baru');
         }catch (\Exception $e){
             
-            return redirect('/dashboard/klaster')->with('error', 'Gagal Menambahkan Klaster Baru');
+            DB::rollBack();
+
+            return redirect('/dashboard/klaster')->with('error', 'Gagal Menambahkan Klaster Baru ' .$e->getMessage());
         }
     }
 
@@ -71,17 +91,32 @@ public function edit(Klaster $klaster)
      */
     public function update(Request $request, Klaster $klaster)
     {
+        $validateData = $request->validate([
+            'nama_klaster' => 'sometimes|required|max:255|unique:klasters,nama_klaster,' . $klaster->id,
+            'warna' => 'sometimes|required|max:255',
+        ]);
+
         try {
-            $validateData = $request->validate([
-                'nama_klaster' => 'sometimes|required|max:255|unique:klasters,nama_klaster,' . $klaster->id,
-                'warna' => 'sometimes|required|max:255',
-            ]);
-        
+            DB::beginTransaction();
             // Hanya update data yang diisi (tidak mengganti dengan null)
             Klaster::where('id', $klaster->id)->update(array_filter($validateData));
-        
+            
+            $serviceKMeans = new KMeansService();
+            $serviceKMeans->SSEElbowCuranmor();
+            $serviceKMeans->SSEElbowCuras();
+    
+            $hasilKMeansCuras = $serviceKMeans->hitungKMeansCuras();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasilKMeansCuras));
+    
+            $hasilKMeansCuranmor = $serviceKMeans->hitungKMeansCuranmor();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasilKMeansCuranmor));
+
+            DB::commit();
+
             return redirect('/dashboard/klaster')->with('success', 'Data Klaster Berhasil Diubah');
         } catch (\Exception $e) {
+
+            DB::rollBack();
             return redirect('/dashboard/klaster')->with('error', 'Data Klaster Gagal Diubah');
         }
         
@@ -93,11 +128,27 @@ public function update(Request $request, Klaster $klaster)
     public function destroy(Klaster $klaster)
     {
         try{
+
+            DB::beginTransaction();
             Klaster::destroy($klaster->id);
+            DB::commit();
+
+            $serviceKMeans = new KMeansService();
+            $serviceKMeans->SSEElbowCuranmor();
+            $serviceKMeans->SSEElbowCuras();
+    
+            $hasilKMeansCuras = $serviceKMeans->hitungKMeansCuras();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasilKMeansCuras));
+    
+            $hasilKMeansCuranmor = $serviceKMeans->hitungKMeansCuranmor();
+            file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasilKMeansCuranmor));
+
             return redirect('/dashboard/klaster')->with('succes', 'Data Klaster Berhasil Di Hapus');
 
         }catch (\Exception $e){
-            return redirect('/dashboard/klaster')->with('error', 'Data Klaster '. $klaster->nama_kecamatan .' Gagal Di Hapus | Hapus Data Curas Atau Curanmor Untuk Klaster '. $klaster->nama_kecamatan.' Terlebih Dahulu');
+
+            DB::rollBack();
+            return redirect('/dashboard/klaster')->with('error', 'Data Klaster '. $klaster->nama_kecamatan .' Gagal Di Hapus | Hapus Data Curas Atau Curanmor Untuk Klaster '. $klaster->nama_kecamatan.' Terlebih Dahulu '. $e->getMessage());
         }
     }
 }

app/Http/Controllers/KmeansController.php

@@ -9,116 +9,35 @@
 
 class KmeansController extends Controller
 {
+
     public function KMeansCuras()
-{
+    {
+        $data = Curas::select('id', 'kecamatan_id', 'klaster_id', 'jumlah_curas')
+            ->orderBy('jumlah_curas', 'asc')->get();
 
-    $data = Curas::select('id', 'kecamatan_id', 'klaster_id', 'jumlah_curas')->orderBy('jumlah_curas', 'asc')->get();
+        // Hitung min dan max untuk normalisasi
+        $min = $data->min('jumlah_curas');
+        $max = $data->max('jumlah_curas');
 
-    $k = Klaster::count('id');
-    $maxIterasi = 100;
-
-    // Simpan centroid awal ke variabel terpisah
-    $uniqueJumlahCuras = $data->pluck('jumlah_curas')->unique()->shuffle()->take($k)->values();
-
-    $initialCentroids = $uniqueJumlahCuras->map(function ($jumlah) {
-        return ['jumlah_curas' => $jumlah];
-    });
-
-
-    // Salin untuk digunakan dalam proses iterasi
-    $centroids = $initialCentroids->map(function ($item) {
-        return $item;
-    });
-
-    $iterasi = [];
-    $prevAssignment = [];
-
-    for ($i = 0; $i < $maxIterasi; $i++) {
-        $clustered = [];
-        $currentAssignment = [];
-
-        foreach ($data as $item) {
-            $jarak = [];
-
-            foreach ($centroids as $idx => $centroid) {
-                $dist = abs($item->jumlah_curas - $centroid['jumlah_curas']);
-                $jarak["jarakC" . ($idx + 1)] = $dist;
-            }
-
-            $iterasi[$i][] = array_merge(['kecamatan_id' => $item->kecamatan_id], $jarak);
-
-            $minIndex = array_keys($jarak, min($jarak))[0]; // e.g. "jarakC2"
-            $clusterNumber = (int) str_replace("jarakC", "", $minIndex);
-
-            $clustered[$clusterNumber][] = $item;
-            $item->temp_klaster = $clusterNumber;
-            $currentAssignment[$item->id] = $clusterNumber;
-        }
-
-        if ($currentAssignment === $prevAssignment) {
-            break;
-        }
-
-        $prevAssignment = $currentAssignment;
-
-        // Update centroid berdasarkan rata-rata
-        foreach ($clustered as $key => $group) {
-            $avg = collect($group)->avg('jumlah_curas');
-            $centroids = $centroids->map(function ($item, $index) use ($key, $avg) {
-                return $index === ($key - 1)
-                    ? ['jumlah_curas' => $avg]
-                    : $item;
-            });
-        }
-    }
-
-    // Final mapping centroid ke klaster_id
-    $finalCentroids = $centroids->map(function ($item, $index) {
-        return ['index' => $index + 1, 'jumlah_curas' => $item['jumlah_curas']];
-    })->sortBy('jumlah_curas')->values();
-
-    $centroidToKlaster = [];
-    foreach ($finalCentroids as $i => $centroid) {
-        $centroidToKlaster[$centroid['index']] = $i + 1;
-    }
-
-    foreach ($data as $item) {
-        Curas::where('id', $item->id)->update([
-            'klaster_id' => $centroidToKlaster[$item->temp_klaster],
-        ]);
-    }
-
-    // Simpan hasil iterasi dan centroid awal ke session
-    session([
-        'hasil_iterasi' => $iterasi,
-        'centroid_awal' => $initialCentroids
-    ]);
-
-    // Format ulang centroid awal dengan label 'Centroid 1', dst.
-    $formattedInitialCentroids = [];
-    foreach ($initialCentroids as $i => $centroid) {
-        $formattedInitialCentroids['Centroid ' . ($i + 1)] = $centroid['jumlah_curas'];
-    }
-
-    return response()->json([
-        'centroid_awal' => $formattedInitialCentroids,
-        'hasil_iterasi' => $iterasi,
-    ]);
-}
-
-
-    public function KMeansCuranmor()
-{
-    $data = Curanmor::select('id', 'kecamatan_id', 'klaster_id', 'jumlah_curanmor')->orderBy('jumlah_curanmor', 'asc')->get();
-    $maxIterasi = 100;
-    $hasilElbow = [];
-
-    for ($k = 1; $k <= 10; $k++) {
-        // Ambil centroid awal secara acak
-        $centroids = $data->random($k)->values()->map(function ($item) {
-            return ['jumlah_curanmor' => $item->jumlah_curanmor];
+        // Normalisasi jumlah_curas ke skala 0–1
+        $data = $data->map(function ($item) use ($min, $max) {
+            $item->jumlah_curas_normalized = $max == $min
+                ? 1
+                : round(($item->jumlah_curas - $min) / ($max - $min), 2);
+            return $item;
         });
 
+        $maxIterasi = 100;
+
+        // Centroid awal langsung dalam skala 0–1
+        $centroidManual = [0.0, 0.5, 1];
+        $centroids = collect($centroidManual)->map(function ($value) {
+            return ['C' => round($value, 2)];
+        });
+
+        $centroidAwal = $centroids->toArray();
+
+        $iterasi = [];
         $prevAssignment = [];
 
         for ($i = 0; $i < $maxIterasi; $i++) {
@@ -129,106 +48,200 @@ public function KMeansCuranmor()
                 $jarak = [];
 
                 foreach ($centroids as $idx => $centroid) {
-                    $dist = abs($item->jumlah_curanmor - $centroid['jumlah_curanmor']);
-                    $jarak[$idx] = $dist;
+                    $dist = abs($item->jumlah_curas_normalized - $centroid['C']);
+                    $jarak["C" . ($idx + 1)] = round($dist, 2);
                 }
 
+                $iterasi[$i][] = array_merge([
+                    'kecamatan_id' => $item->kecamatan_id,
+                    'normal' => round($item->jumlah_curas_normalized, 2)
+                ], $jarak);
+
                 $minIndex = array_keys($jarak, min($jarak))[0];
-                $clustered[$minIndex][] = $item;
-                $currentAssignment[$item->id] = $minIndex;
-                $item->temp_klaster = $minIndex;
+                $clusterNumber = (int) str_replace("C", "", $minIndex);
+
+                $clustered[$clusterNumber][] = $item;
+                $item->temp_klaster = $clusterNumber;
+                $currentAssignment[$item->id] = $clusterNumber;
+            }
+
+            if ($currentAssignment === $prevAssignment) {
+                break;
             }
 
-            if ($currentAssignment === $prevAssignment) break;
             $prevAssignment = $currentAssignment;
 
+            // Update centroid dengan rata-rata nilai normalized
             foreach ($clustered as $key => $group) {
-                $avg = collect($group)->avg('jumlah_curanmor');
-                $centroids[$key] = ['jumlah_curanmor' => $avg];
+                $avg = collect($group)->avg('jumlah_curas_normalized');
+                $centroids = $centroids->map(function ($item, $index) use ($key, $avg) {
+                    return $index === ($key - 1)
+                        ? ['C' => round($avg, 2)]
+                        : $item;
+                });
             }
         }
 
-        // Hitung SSE (Sum of Squared Errors)
-        $sse = 0;
-        foreach ($data as $item) {
-            $centroidVal = $centroids[$item->temp_klaster]['jumlah_curanmor'];
-            $sse += pow($item->jumlah_curanmor - $centroidVal, 2);
+        // Mapping centroid ke klaster_id
+        $finalCentroids = $centroids->map(function ($item, $index) {
+            return ['index' => $index + 1, 'C' => round($item['C'], 2)];
+        })->sortBy('C')->values();
+
+        $availableKlasterIDs = Klaster::orderBy('id', 'asc')->pluck('id')->values();
+
+        foreach ($finalCentroids as $i => $centroid) {
+            $centroidToKlaster[$centroid['index']] = $availableKlasterIDs[$i];
         }
 
-        $hasilElbow[] = ['k' => $k, 'sse' => $sse];
+        foreach ($data as $item) {
+            Curas::where('id', $item->id)->update([
+                'klaster_id' => $centroidToKlaster[$item->temp_klaster],
+            ]);
+        }
+
+        $centroidAwalFormatted = collect($centroidAwal)->values()->map(function ($item, $index) {
+            return ['C' . ($index + 1) => round($item['C'], 2)];
+        });
+
+        $centroidAkhirFormatted = $centroids->values()->map(function ($item, $index) {
+            return ['C' . ($index + 1) => round($item['C'], 2)];
+        });
+
+        $hasilKMeansCuras = [
+            'centroid_awal' => $centroidAwalFormatted,
+            'centroid_akhir' => $centroidAkhirFormatted,
+            'iterasi' => $iterasi,
+            'min' => $min,
+            'max' => $max
+        ];
+
+        file_put_contents(
+            storage_path('app/public/hasil_kmeans_curas.json'),
+            json_encode($hasilKMeansCuras, JSON_PRETTY_PRINT)
+        );
+
+        return redirect('/dashboard/TampilHitungCuras');
     }
 
-    // Simpan hasil Elbow Method ke file
-    file_put_contents(storage_path('app/public/hasil_elbow_curanmor.json'), json_encode($hasilElbow, JSON_PRETTY_PRINT));
+    public function KMeansCuranmor()
+    {
+        // Ambil data awal
+        $data = Curanmor::select('id', 'kecamatan_id', 'klaster_id', 'jumlah_curanmor')
+            ->orderBy('jumlah_curanmor', 'asc')->get();
 
-    // ===================== //
-    // === Hitung k akhir === //
-    // ===================== //
+        // Hitung min dan max untuk normalisasi Min-Max
+        $min = $data->min('jumlah_curanmor');
+        $max = $data->max('jumlah_curanmor');
 
-    $k = Klaster::count(); // misalnya 3
-    $centroids = $data->random($k)->values()->map(function ($item) {
-        return ['jumlah_curanmor' => $item->jumlah_curanmor];
-    });
+        // Normalisasi jumlah_curanmor ke skala 1-100
+        $data = $data->map(function ($item) use ($min, $max) {
+            $item->jumlah_curanmor_normalized = $max == $min 
+                ? 1 
+                : round((($item->jumlah_curanmor - $min) / ($max - $min)), 2);
+            return $item;
+        });
 
-    $iterasi = [];
-    $prevAssignment = [];
+        $maxIterasi = 100;
 
-    for ($i = 0; $i < $maxIterasi; $i++) {
-        $clustered = [];
-        $currentAssignment = [];
+        // Centroid awal dalam skala 1–100
+        $centroidManual = [0.2, 0.5, 0.8];
+        $centroids = collect($centroidManual)->map(function ($value) {
+            return ['C' => round($value, 2)];
+        });
 
-        foreach ($data as $item) {
-            $jarak = [];
+        $centroidAwal = $centroids->toArray();
 
-            foreach ($centroids as $idx => $centroid) {
-                $dist = abs($item->jumlah_curanmor - $centroid['jumlah_curanmor']);
-                $jarak["jarakC" . ($idx + 1)] = $dist;
+        $iterasi = [];
+        $prevAssignment = [];
+
+        for ($i = 0; $i < $maxIterasi; $i++) {
+            $clustered = [];
+            $currentAssignment = [];
+
+            foreach ($data as $item) {
+                $jarak = [];
+
+                foreach ($centroids as $idx => $centroid) {
+                    $dist = abs($item->jumlah_curanmor_normalized - $centroid['C']);
+                    $jarak["C" . ($idx + 1)] = round($dist, 2); // Dua angka di belakang koma
+                }
+
+                $iterasi[$i][] = array_merge([
+                    'kecamatan_id' => $item->kecamatan_id,
+                    'normal' => round($item->jumlah_curanmor_normalized, 2)
+                ], $jarak);
+
+                $minIndex = array_keys($jarak, min($jarak))[0];
+                $clusterNumber = (int) str_replace("C", "", $minIndex);
+
+                $clustered[$clusterNumber][] = $item;
+                $item->temp_klaster = $clusterNumber;
+                $currentAssignment[$item->id] = $clusterNumber;
             }
 
-            $iterasi[$i][] = array_merge(['kecamatan_id' => $item->kecamatan_id], $jarak);
+            // Cek konvergensi
+            if ($currentAssignment === $prevAssignment) {
+                break;
+            }
 
-            $minIndex = array_keys($jarak, min($jarak))[0];
-            $clusterNumber = (int) str_replace("jarakC", "", $minIndex);
+            $prevAssignment = $currentAssignment;
 
-            $clustered[$clusterNumber][] = $item;
-            $item->temp_klaster = $clusterNumber;
-            $currentAssignment[$item->id] = $clusterNumber;
+            // Update centroid berdasarkan rata-rata nilai yang sudah dinormalisasi
+            foreach ($clustered as $key => $group) {
+                $avg = collect($group)->avg('jumlah_curanmor_normalized');
+                $centroids = $centroids->map(function ($item, $index) use ($key, $avg) {
+                    return $index === ($key - 1)
+                        ? ['C' => round($avg, 2)]
+                        : $item;
+                });
+            }
         }
 
-        if ($currentAssignment === $prevAssignment) {
-            break;
+        // Final mapping centroid ke klaster_id
+        $finalCentroids = $centroids->map(function ($item, $index) {
+            return ['index' => $index + 1, 'C' => round($item['C'], 2)];
+        })->sortBy('C')->values();
+
+        $availableKlasterIDs = Klaster::orderBy('id', 'asc')->pluck('id')->values();
+
+        foreach ($finalCentroids as $i => $centroid) {
+            $centroidToKlaster[$centroid['index']] = $availableKlasterIDs[$i];
         }
 
-        $prevAssignment = $currentAssignment;
-
-        foreach ($clustered as $key => $group) {
-            $avg = collect($group)->avg('jumlah_curanmor');
-            $centroids = $centroids->map(function ($item, $index) use ($key, $avg) {
-                return $index === ($key - 1)
-                    ? ['jumlah_curanmor' => $avg]
-                    : $item;
-            });
+        // Update hasil clustering ke database
+        foreach ($data as $item) {
+            Curanmor::where('id', $item->id)->update([
+                'klaster_id' => $centroidToKlaster[$item->temp_klaster],
+            ]);
         }
+
+        // Format centroid awal
+        $centroidAwalFormatted = collect($centroidAwal)->values()->map(function ($item, $index) {
+            return ['C' . ($index + 1) => round($item['C'], 2)];
+        });
+
+        // Format centroid akhir
+        $centroidAkhirFormatted = $centroids->values()->map(function ($item, $index) {
+            return ['C' . ($index + 1) => round($item['C'], 2)];
+        });
+
+        $hasilKMeansCuranmor = [
+            'centroid_awal' => $centroidAwalFormatted,
+            'centroid_akhir' => $centroidAkhirFormatted,
+            'iterasi' => $iterasi,
+            'min' => $min,
+            'max' => $max
+        ];
+
+        file_put_contents(
+            storage_path('app/public/hasil_kmeans_curanmor.json'),
+            json_encode($hasilKMeansCuranmor, JSON_PRETTY_PRINT)
+        );
+
+        return redirect('/dashboard/TampilHitungCuranmor');
     }
 
-    $finalCentroids = $centroids->map(function ($item, $index) {
-        return ['index' => $index + 1, 'jumlah_curanmor' => $item['jumlah_curanmor']];
-    })->sortBy('jumlah_curanmor')->values();
 
-    $centroidToKlaster = [];
 
-    foreach ($finalCentroids as $i => $centroid) {
-        $centroidToKlaster[$centroid['index']] = $i + 1;
-    }
-
-    foreach ($data as $item) {
-        Curanmor::where('id', $item->id)->update([
-            'klaster_id' => $centroidToKlaster[$item->temp_klaster],
-        ]);
-    }
-
-    session(['hasil_iterasi' => $iterasi]);
-    return $iterasi;
-}
 
 }

app/Http/Controllers/LandingController.php

@@ -6,6 +6,7 @@
 use App\Models\Klaster;
 use App\Models\Curanmor;
 use Illuminate\Http\Request;
+use App\Services\KMeansService;
 
 class LandingController extends Controller
 {
@@ -18,5 +19,26 @@ public function index()
     $tanggalCuranmor = \Carbon\Carbon::parse($updateCuranmor->updated_at)->translatedFormat('d F Y');
     return view('landing', compact('klasters', 'tanggalCuras', 'tanggalCuranmor'));
 }
+    public function runKmeans()
+{
+    
+        $serviceKMeans = new KMeansService();
+        $serviceKMeans->SSEElbowCuranmor();
+        $serviceKMeans->SSEElbowCuras();
+        $serviceKMeans->hitungDBSCANManual();
+        $serviceKMeans->kmeansWithSilhouetteSingleMethod();
+        
+
+        $serviceKMeansCuras = new KMeansService();
+        $hasilKMeansCuras = $serviceKMeansCuras->hitungKMeansCuras();
+        file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasilKMeansCuras));
+
+        $serviceKmeansCuranmor = new KMeansService();
+        $hasilKMeansCuranmor = $serviceKmeansCuranmor->hitungKMeansCuranmor();
+        file_put_contents(storage_path('app/public/hasil_kmeans_curanmor.json'), json_encode($hasilKMeansCuranmor));
+
+    return redirect('/dashboard');
+}
+
 
 }

app/Http/Controllers/TampilHitunganController.php

@@ -0,0 +1,41 @@
+<?php
+
+namespace App\Http\Controllers;
+
+use App\Models\Kecamatan;
+use Illuminate\Http\Request;
+
+class TampilHitunganController extends Controller
+{
+    public function TampilHitungCuras()
+    {
+        $file = storage_path('app/public/hasil_kmeans_curas.json');
+
+        if (!file_exists($file)) {
+            return abort(404, 'File hasil KMeans tidak ditemukan.');
+        }
+
+        $data = json_decode(file_get_contents($file), true);
+
+        // Ambil nama kecamatan berdasarkan ID
+        $kecamatan = Kecamatan::pluck('nama_kecamatan', 'id')->toArray();
+
+        return view('admin.HitungKmeans.HitunganCuras', compact('data', 'kecamatan'));
+    }
+
+    public function TampilHitungCuranmor()
+    {
+        $file = storage_path('app/public/hasil_kmeans_curanmor.json');
+
+        if (!file_exists($file)) {
+            return abort(404, 'File hasil KMeans tidak ditemukan.');
+        }
+
+        $data = json_decode(file_get_contents($file), true);
+
+        // Ambil nama kecamatan berdasarkan ID
+        $kecamatan = Kecamatan::pluck('nama_kecamatan', 'id')->toArray();
+
+        return view('admin.HitungKmeans.HitunganCuranmor', compact('data', 'kecamatan'));
+    }
+}

app/Http/Controllers/dashboardController.php

@@ -14,12 +14,19 @@ public function index()
     {
         $jumlahRawanCuras = Curas::where('klaster_id', '3')->count();
         $jumlahTotalCuras = Curas::count();
+        $prosentaseCuras = ($jumlahRawanCuras / $jumlahTotalCuras) * 100; 
+
         $jumlahRawanCuranmor = Curanmor::where('klaster_id', '3')->count();
         $jumlahTotalCuranmor = Curanmor::count();
-        $namaUser = Auth::user()->nama;
-        $prosentaseCuras = ($jumlahRawanCuras / $jumlahTotalCuras) * 100; 
         $prosentaseCuranmor = ($jumlahRawanCuranmor / $jumlahTotalCuranmor) * 100; 
+        
         $totalKecamatan = Kecamatan::count();
-        return view('admin.dashboardAdmin', compact('jumlahRawanCuras', 'jumlahRawanCuranmor', 'namaUser', 'prosentaseCuras', 'prosentaseCuranmor', 'totalKecamatan'));
+
+        $curasTertinggis = Curas::orderBy('jumlah_curas', 'desc')->take(5)->get();
+        $curanmorTertinggis = Curanmor::orderBy('jumlah_curanmor', 'desc')->take(5)->get();
+
+
+        $namaUser = Auth::user()->nama;
+        return view('admin.dashboardAdmin', compact('jumlahRawanCuras', 'jumlahRawanCuranmor', 'namaUser', 'prosentaseCuras', 'prosentaseCuranmor', 'totalKecamatan', 'curasTertinggis', 'curanmorTertinggis'));
     }
 }

app/Http/Controllers/hasilIterasiController.php

@@ -1,17 +0,0 @@
-<?php
-
-namespace App\Http\Controllers;
-
-use Illuminate\Http\Request;
-
-class hasilIterasiController extends Controller
-{
-    public function iterasiCuras()
-    {
-        $iterasi = session('hasil_iterasi');
-        dd($iterasi);
-
-    // Kirim ke view atau proses lainnya
-    return view('admin.dashboarditerasiCuras', compact('iterasi'));
-    }
-}

app/Services/KMeansService.php

@@ -5,6 +5,7 @@
 use App\Models\Curas;
 use App\Models\Klaster;
 use App\Models\Curanmor;
+use Illuminate\Support\Facades\Storage;
 
 
 class KMeansService
@@ -12,15 +13,32 @@ class KMeansService
     public function hitungKMeansCuras()
     {
         $data = Curas::select('id', 'kecamatan_id', 'klaster_id', 'jumlah_curas')->orderBy('jumlah_curas', 'asc')->get();
-
         $k = Klaster::count('id');
         $maxIterasi = 100;
-        $centroids = $data->random($k)->values()->map(function ($item) {
-            return [
-                'jumlah_curas' => $item->jumlah_curas,
-            ];
+
+        // Hitung min dan max untuk normalisasi
+        $minValue = $data->min('jumlah_curas');
+        $maxValue = $data->max('jumlah_curas');
+
+        // Normalisasi data dan simpan hasilnya ke dalam array baru
+        $normalizedData = $data->map(function ($item) use ($minValue, $maxValue) {
+            $normalized = ($item->jumlah_curas - $minValue) / ($maxValue - $minValue);
+            $item->normalized_curas = round($normalized, 2); // 2 angka di belakang koma
+            return $item;
         });
 
+        // Inisialisasi centroid dengan nilai acak dari rentang normalisasi [0, 1]
+        $generated = collect();
+        while ($generated->count() < $k) {
+            $random = round(mt_rand(0, 100) / 100, 2); // Random 0.00–1.00
+            if (!$generated->contains($random)) {
+                $generated->push($random);
+            }
+        }
+
+        $centroids = $generated->map(fn($value) => ['C' => $value]);
+        $centroidAwal = $centroids->toArray();
+
         $iterasi = [];
         $prevAssignment = [];
 
@@ -28,58 +46,57 @@ public function hitungKMeansCuras()
             $clustered = [];
             $currentAssignment = [];
 
-            foreach ($data as $item) {
+            foreach ($normalizedData as $item) {
                 $jarak = [];
 
                 foreach ($centroids as $idx => $centroid) {
-                    $dist = abs($item->jumlah_curas - $centroid['jumlah_curas']);
-                    $jarak["jarakC" . ($idx + 1)] = $dist;
+                    $dist = abs($item->normalized_curas - $centroid['C']);
+                    $jarak["C" . ($idx + 1)] = round($dist, 2); // Format 2 angka koma
                 }
 
-                $iterasi[$i][] = array_merge(['kecamatan_id' => $item->kecamatan_id], $jarak);
-
-                $minIndex = array_keys($jarak, min($jarak))[0]; // e.g. "jarakC2"
-                $clusterNumber = (int) str_replace("jarakC", "", $minIndex);
+                $minIndex = array_keys($jarak, min($jarak))[0];
+                $clusterNumber = (int) str_replace("C", "", $minIndex);
 
                 $clustered[$clusterNumber][] = $item;
                 $item->temp_klaster = $clusterNumber;
                 $currentAssignment[$item->id] = $clusterNumber;
+
+                // Tambahkan nilai normalisasi ke dalam iterasi
+                $iterasi[$i][] = array_merge(
+                    ['kecamatan_id' => $item->kecamatan_id],
+                    ['normal' => round($item->normalized_curas, 2)],
+                    $jarak
+                );
             }
 
-            // ✨ Cek konvergensi: jika assignment sekarang == sebelumnya, break
             if ($currentAssignment === $prevAssignment) {
                 break;
             }
 
             $prevAssignment = $currentAssignment;
 
-            
-
-            // Update centroid berdasarkan rata-rata
+            // Update centroid
             foreach ($clustered as $key => $group) {
-                $avg = collect($group)->avg('jumlah_curas');
+                $avg = collect($group)->avg('normalized_curas');
+                $avg = round($avg, 2); // Format 2 angka koma
                 $centroids = $centroids->map(function ($item, $index) use ($key, $avg) {
                     return $index === ($key - 1)
-                        ? ['jumlah_curas' => $avg]
+                        ? ['C' => $avg]
                         : $item;
                 });
             }
         }
-        
 
-        // Final mapping centroid ke klaster_id (aman/sedang/rawan)
+        // Final mapping centroid ke klaster_id
         $finalCentroids = $centroids->map(function ($item, $index) {
-            return ['index' => $index + 1, 'jumlah_curas' => $item['jumlah_curas']];
-        })->sortBy('jumlah_curas')->values();
-
-        $centroidToKlaster = [];
+            return ['index' => $index + 1, 'C' => round($item['C'], 2)];
+        })->sortBy('C')->values();
 
+        $availableKlasterIDs = Klaster::orderBy('id', 'asc')->pluck('id')->values();
         foreach ($finalCentroids as $i => $centroid) {
-            // Klaster ID mulai dari 1 (asumsi klaster di DB bernomor 1, 2, 3, ...)
-            $centroidToKlaster[$centroid['index']] = $i + 1;
+            $centroidToKlaster[$centroid['index']] = $availableKlasterIDs[$i];
         }
 
-
         // Update ke database
         foreach ($data as $item) {
             Curas::where('id', $item->id)->update([
@@ -87,8 +104,23 @@ public function hitungKMeansCuras()
             ]);
         }
 
+        // Format centroid awal
+        $centroidAwalFormatted = collect($centroidAwal)->values()->map(function ($item, $index) {
+            return ['C' . ($index + 1) => round($item['C'], 2)];
+        });
+
+        // Format centroid akhir
+        $centroidAkhirFormatted = $centroids->values()->map(function ($item, $index) {
+            return ['C' . ($index + 1) => round($item['C'], 2)];
+        });
+
+        // Simpan hasil ke file JSON (opsional)
+        return [
+            'centroid_awal' => $centroidAwalFormatted,
+            'centroid_akhir' => $centroidAkhirFormatted,
+            'iterasi' => $iterasi
+        ];
 
-        return $iterasi;
     }
 
 
@@ -98,12 +130,31 @@ public function hitungKMeansCuranmor()
 
         $k = Klaster::count('id');
         $maxIterasi = 100;
-        $centroids = $data->random($k)->values()->map(function ($item) {
-            return [
-                'jumlah_curanmor' => $item->jumlah_curanmor,
-            ];
+
+        // Hitung min dan max untuk normalisasi
+        $minValue = $data->min('jumlah_curanmor');
+        $maxValue = $data->max('jumlah_curanmor');
+
+        // Normalisasi data dan simpan hasilnya ke dalam property baru
+        $normalizedData = $data->map(function ($item) use ($minValue, $maxValue) {
+            $normalized = ($maxValue - $minValue) == 0 ? 0 : ($item->jumlah_curanmor - $minValue) / ($maxValue - $minValue);
+            $item->normalized_curanmor = round($normalized, 2);
+            return $item;
         });
 
+        // Generate centroid awal unik dari data ter-normalisasi
+        $generated = collect();
+        while ($generated->count() < $k) {
+            $rand = mt_rand(0, 100) / 100; // antara 0 dan 1 dengan 2 desimal
+            $rand = round($rand, 2);
+            if (!$generated->contains($rand)) {
+                $generated->push($rand);
+            }
+        }
+
+        $centroids = $generated->map(fn($val) => ['C' => $val]);
+        $centroidAwal = $centroids->toArray();
+
         $iterasi = [];
         $prevAssignment = [];
 
@@ -111,67 +162,497 @@ public function hitungKMeansCuranmor()
             $clustered = [];
             $currentAssignment = [];
 
-            foreach ($data as $item) {
+            foreach ($normalizedData as $item) {
                 $jarak = [];
 
                 foreach ($centroids as $idx => $centroid) {
-                    $dist = abs($item->jumlah_curanmor - $centroid['jumlah_curanmor']);
-                    $jarak["jarakC" . ($idx + 1)] = $dist;
+                    $dist = abs($item->normalized_curanmor - $centroid['C']);
+                    $jarak["C" . ($idx + 1)] = round($dist, 2);
                 }
 
-                $iterasi[$i][] = array_merge(['kecamatan_id' => $item->kecamatan_id], $jarak);
+                // Tambahkan data ke iterasi, termasuk nilai normalisasi
+                $iterasi[$i][] = array_merge(
+                    ['kecamatan_id' => $item->kecamatan_id],
+                    ['normal' => $item->normalized_curanmor], // tampilkan nilai normalisasi
+                    $jarak
+                );
 
-                $minIndex = array_keys($jarak, min($jarak))[0]; // e.g. "jarakC2"
-                $clusterNumber = (int) str_replace("jarakC", "", $minIndex);
+                $minIndex = array_keys($jarak, min($jarak))[0];
+                $clusterNumber = (int) str_replace("C", "", $minIndex);
 
                 $clustered[$clusterNumber][] = $item;
                 $item->temp_klaster = $clusterNumber;
                 $currentAssignment[$item->id] = $clusterNumber;
             }
 
-            // ✨ Cek konvergensi: jika assignment sekarang == sebelumnya, break
             if ($currentAssignment === $prevAssignment) {
                 break;
             }
 
             $prevAssignment = $currentAssignment;
 
-            
-
-            // Update centroid berdasarkan rata-rata
+            // Update centroid berdasarkan rata-rata normalisasi
             foreach ($clustered as $key => $group) {
-                $avg = collect($group)->avg('jumlah_curanmor');
+                $avg = collect($group)->avg('normalized_curanmor');
+                $avg = round($avg, 2);
                 $centroids = $centroids->map(function ($item, $index) use ($key, $avg) {
                     return $index === ($key - 1)
-                        ? ['jumlah_curanmor' => $avg]
+                        ? ['C' => $avg]
                         : $item;
                 });
             }
         }
-        
 
-        // Final mapping centroid ke klaster_id (aman/sedang/rawan)
+        // Final mapping centroid ke klaster_id
         $finalCentroids = $centroids->map(function ($item, $index) {
-            return ['index' => $index + 1, 'jumlah_curanmor' => $item['jumlah_curanmor']];
-        })->sortBy('jumlah_curanmor')->values();
+            return ['index' => $index + 1, 'C' => round($item['C'], 2)];
+        })->sortBy('C')->values();
 
+        $availableKlasterIDs = Klaster::orderBy('id', 'asc')->pluck('id')->values();
         $centroidToKlaster = [];
 
         foreach ($finalCentroids as $i => $centroid) {
-            // Klaster ID mulai dari 1 (asumsi klaster di DB bernomor 1, 2, 3, ...)
-            $centroidToKlaster[$centroid['index']] = $i + 1;
+            $centroidToKlaster[$centroid['index']] = $availableKlasterIDs[$i];
         }
 
-
-        // Update ke database
+        // Update database
         foreach ($data as $item) {
             Curanmor::where('id', $item->id)->update([
                 'klaster_id' => $centroidToKlaster[$item->temp_klaster],
             ]);
         }
 
-        session(['hasil_iterasi' => $iterasi]);
+        // Format centroid awal
+        $centroidAwalFormatted = collect($centroidAwal)->values()->map(function ($item, $index) {
+            return ['C' . ($index + 1) => round($item['C'], 2)];
+        });
 
-        return $iterasi;
+        // Format centroid akhir
+        $centroidAkhirFormatted = $centroids->values()->map(function ($item, $index) {
+            return ['C' . ($index + 1) => round($item['C'], 2)];
+        });
+
+        return [
+            'centroid_awal' => $centroidAwalFormatted,
+            'centroid_akhir' => $centroidAkhirFormatted,
+            'iterasi' => $iterasi
+        ];
     }
+
+
+    public function SSEElbowCuranmor()
+    {
+        $data = Curanmor::select('id', 'jumlah_curanmor')->get();
+        $maxK = 15;
+        $maxIterasi = 100;
+        $elbowData = [];
+
+        $min = $data->min('jumlah_curanmor');
+        $max = $data->max('jumlah_curanmor');
+
+        // Normalisasi jumlah_curanmor
+        $normalizedData = $data->map(function ($item) use ($min, $max) {
+            $item->normalized = ($max - $min) == 0 ? 0 : round(($item->jumlah_curanmor - $min) / ($max - $min), 2);
+            return $item;
+        });
+
+        for ($k = 2; $k <= $maxK; $k++) {
+            $usedValues = [];
+            $centroids = collect();
+
+            // Inisialisasi centroid secara acak dari nilai 0 sampai 1 dengan 2 desimal
+            while ($centroids->count() < $k) {
+                $randVal = round(mt_rand(0, 10000) / 10000, 2); // 2 angka desimal
+                if (!in_array($randVal, $usedValues)) {
+                    $centroids->push(['normalized' => $randVal]);
+                    $usedValues[] = $randVal;
+                }
+            }
+
+            $prevAssignment = [];
+
+            for ($iter = 0; $iter < $maxIterasi; $iter++) {
+                $clustered = [];
+                $currentAssignment = [];
+
+                foreach ($normalizedData as $item) {
+                    $jarak = [];
+
+                    foreach ($centroids as $idx => $centroid) {
+                        $dist = abs($item->normalized - $centroid['normalized']);
+                        $jarak[$idx] = $dist;
+                    }
+
+                    $minIndex = array_keys($jarak, min($jarak))[0];
+                    $clustered[$minIndex][] = $item;
+                    $currentAssignment[$item->id] = $minIndex;
+                }
+
+                if ($currentAssignment === $prevAssignment) {
+                    break;
+                }
+
+                $prevAssignment = $currentAssignment;
+
+                foreach ($clustered as $key => $group) {
+                    $avg = round(collect($group)->avg('normalized'), 2); // 2 angka desimal
+                    $centroids = $centroids->map(function ($centroid, $idx) use ($key, $avg) {
+                        return $idx == $key
+                            ? ['normalized' => $avg]
+                            : $centroid;
+                    });
+                }
+            }
+
+            // Hitung SSE
+            $sse = 0;
+            foreach ($clustered as $key => $group) {
+                $centroidVal = $centroids[$key]['normalized'];
+                foreach ($group as $item) {
+                    $sse += pow($item->normalized - $centroidVal, 2);
+                }
+            }
+
+            $elbowData[] = [
+                'k' => $k,
+                'sse' => round($sse, 2) // 2 angka desimal
+            ];
+        }
+
+        file_put_contents(
+            storage_path('app/public/sse_elbow_curanmor.json'),
+            json_encode($elbowData, JSON_PRETTY_PRINT)
+        );
+    }
+
+
+    public function SSEElbowCuras()
+    {
+        $data = Curas::select('id', 'jumlah_curas')->get();
+        $maxK = 4;
+        $maxIterasi = 100;
+        $elbowData = [];
+
+        $min = $data->min('jumlah_curas');
+        $max = $data->max('jumlah_curas');
+
+        // Normalisasi nilai jumlah_curas
+        $normalizedData = $data->map(function ($item) use ($min, $max) {
+            $item->normalized = ($max - $min) == 0 ? 0 : round(($item->jumlah_curas - $min) / ($max - $min), 2);
+            return $item;
+        });
+
+        for ($k = 2; $k <= $maxK; $k++) {
+            $usedValues = [];
+            $centroids = collect();
+
+            // Inisialisasi centroid secara acak dari nilai 0 sampai 1 dengan 2 desimal
+            while ($centroids->count() < $k) {
+                $randVal = round(mt_rand(0, 10000) / 10000, 2); // 0.00 - 1.00
+                if (!in_array($randVal, $usedValues)) {
+                    $centroids->push(['normalized' => $randVal]);
+                    $usedValues[] = $randVal;
+                }
+            }
+
+            $prevAssignment = [];
+
+            for ($iter = 0; $iter < $maxIterasi; $iter++) {
+                $clustered = [];
+                $currentAssignment = [];
+
+                foreach ($normalizedData as $item) {
+                    $jarak = [];
+
+                    // Hitung jarak absolut (Manhattan Distance)
+                    foreach ($centroids as $idx => $centroid) {
+                        $dist = abs($item->normalized - $centroid['normalized']);
+                        $jarak[$idx] = $dist;
+                    }
+
+                    $minIndex = array_keys($jarak, min($jarak))[0];
+                    $clustered[$minIndex][] = $item;
+                    $currentAssignment[$item->id] = $minIndex;
+                }
+
+                if ($currentAssignment === $prevAssignment) {
+                    break;
+                }
+
+                $prevAssignment = $currentAssignment;
+
+                // Update centroid
+                foreach ($clustered as $key => $group) {
+                    $avg = round(collect($group)->avg('normalized'), 2);
+                    $centroids = $centroids->map(function ($centroid, $idx) use ($key, $avg) {
+                        return $idx == $key
+                            ? ['normalized' => $avg]
+                            : $centroid;
+                    });
+                }
+            }
+
+            // Hitung SSE
+            $sse = 0;
+            foreach ($clustered as $key => $group) {
+                $centroidVal = $centroids[$key]['normalized'];
+                foreach ($group as $item) {
+                    $sse += pow($item->normalized - $centroidVal, 2);
+                }
+            }
+
+            $elbowData[] = [
+                'k' => $k,
+                'sse' => round($sse, 2) // dibulatkan ke 2 desimal
+            ];
+        }
+
+        file_put_contents(
+            storage_path('app/public/sse_elbow_curas.json'),
+            json_encode($elbowData, JSON_PRETTY_PRINT)
+        );
+    }
+
+
+    public function hitungDBSCANManual()
+    {
+        $eps = 1.5; // Jarak maksimum antar titik
+        $minPts = 3; // Minimum tetangga agar jadi core point
+
+        $data = Curas::select('jumlah_curas')->get()->pluck('jumlah_curas')->map(fn($v) => (float)$v)->toArray();
+        $n = count($data);
+
+        $visited = array_fill(0, $n, false);
+        $labels = array_fill(0, $n, null);
+        $clusterId = 0;
+
+        // Fungsi cari tetangga
+        $regionQuery = function ($pointIndex) use ($data, $eps) {
+            $neighbors = [];
+            foreach ($data as $i => $val) {
+                if (abs($val - $data[$pointIndex]) <= $eps) {
+                    $neighbors[] = $i;
+                }
+            }
+            return $neighbors;
+        };
+
+        // DBSCAN Proses
+        for ($i = 0; $i < $n; $i++) {
+            if ($visited[$i]) continue;
+            $visited[$i] = true;
+
+            $neighbors = $regionQuery($i);
+            if (count($neighbors) < $minPts) {
+                $labels[$i] = -1; // noise
+                continue;
+            }
+
+            $labels[$i] = $clusterId;
+            $seeds = array_diff($neighbors, [$i]);
+
+            foreach ($seeds as $seed) {
+                if (!$visited[$seed]) {
+                    $visited[$seed] = true;
+                    $newNeighbors = $regionQuery($seed);
+                    if (count($newNeighbors) >= $minPts) {
+                        $seeds = array_unique(array_merge($seeds, $newNeighbors));
+                    }
+                }
+
+                if ($labels[$seed] === null || $labels[$seed] === -1) {
+                    $labels[$seed] = $clusterId;
+                }
+            }
+
+            $clusterId++;
+        }
+
+        // Hitung silhouette (manual satu dimensi)
+        $silhouetteScores = [];
+        foreach ($data as $i => $val) {
+            $label = $labels[$i];
+            if ($label === -1) continue; // skip noise
+
+            $sameCluster = [];
+            $otherClusters = [];
+
+            foreach ($data as $j => $otherVal) {
+                if ($i === $j || $labels[$j] === -1) continue;
+                if ($labels[$j] === $label) {
+                    $sameCluster[] = abs($val - $otherVal);
+                } else {
+                    $otherClusters[$labels[$j]][] = abs($val - $otherVal);
+                }
+            }
+
+            $a = count($sameCluster) > 0 ? array_sum($sameCluster) / count($sameCluster) : 0;
+            $b = count($otherClusters) > 0 ? min(array_map(fn($d) => array_sum($d) / count($d), $otherClusters)) : 0;
+
+            $s = ($a === $b && $a === 0) ? 0 : ($b - $a) / max($a, $b);
+            $silhouetteScores[] = $s;
+        }
+
+        $meanSilhouette = count($silhouetteScores) > 0 ? round(array_sum($silhouetteScores) / count($silhouetteScores), 4) : 0;
+
+        // Susun hasil anggota klaster
+        $anggotaKlaster = [];
+        foreach ($labels as $i => $label) {
+            $anggotaKlaster[$label][] = $data[$i];
+        }
+
+        $jumlahKlaster = count(array_filter(array_keys($anggotaKlaster), fn($k) => $k !== -1));
+
+        $hasil = [
+            'silhouette' => $meanSilhouette,
+            'jumlah_klaster' => $jumlahKlaster,
+            'anggota_klaster' => $anggotaKlaster,
+        ];
+
+        file_put_contents(
+            storage_path('app/public/dbscan_curas.json'),
+            json_encode($hasil, JSON_PRETTY_PRINT)
+        );
+        return $hasil;
+    }
+
+    public function kmeansWithSilhouetteSingleMethod(int $k = 2, int $maxIter = 100): array
+    {
+        // Ambil data dari tabel curas
+        $data = \App\Models\Curas::select('kecamatan_id', 'jumlah_curas')
+            ->get()
+            ->pluck('jumlah_curas', 'kecamatan_id')
+            ->toArray();
+
+        $ids = array_keys($data);
+        $values = array_values($data);
+
+        // Inisialisasi centroid secara random
+        // Ambil nilai min dan max dari data
+        $minValue = min($values);
+        $maxValue = max($values);
+
+        $centroids = [];
+
+        if ($k == 1) {
+            // Jika cuma 1 klaster, centroid random antara min dan max
+            $centroids[] = rand($minValue, $maxValue);
+        } else {
+            // Untuk k >= 2, inisialisasi centroid unik integer dalam rentang min-max
+            $centroids = [];
+            while (count($centroids) < $k) {
+                $randCentroid = rand($minValue, $maxValue);
+                if (!in_array($randCentroid, $centroids)) {
+                    $centroids[] = $randCentroid;
+                }
+            }
+        }
+
+
+        $clusters = [];
+        $iter = 0;
+
+        do {
+            $clusters = array_fill(0, $k, []);
+
+            // Assign ke klaster terdekat (jarak absolut 1 dimensi)
+            foreach ($values as $idx => $val) {
+                $distances = [];
+                foreach ($centroids as $cidx => $centroid) {
+                    $distances[$cidx] = abs($val - $centroid);
+                }
+                asort($distances);
+                $nearestCluster = key($distances);
+                $clusters[$nearestCluster][] = $idx;
+            }
+
+            // Hitung centroid baru
+            $newCentroids = [];
+            foreach ($clusters as $cluster) {
+                if (count($cluster) > 0) {
+                    $sum = 0;
+                    foreach ($cluster as $i) {
+                        $sum += $values[$i];
+                    }
+                    $newCentroids[] = $sum / count($cluster);
+                } else {
+                    // Jika cluster kosong, pilih centroid random
+                    $newCentroids[] = $values[array_rand($values)];
+                }
+            }
+
+            $iter++;
+            if ($newCentroids === $centroids) break;
+            if ($iter >= $maxIter) break;
+            $centroids = $newCentroids;
+
+        } while (true);
+
+        // Fungsi hitung rata-rata jarak
+        $avgDistance = function(int $i, array $cluster) use ($values): float {
+            if (count($cluster) <= 1) return 0;
+            $sum = 0;
+            foreach ($cluster as $idx) {
+                if ($idx == $i) continue;
+                $sum += abs($values[$i] - $values[$idx]);
+            }
+            return $sum / (count($cluster) - 1);
+        };
+
+        // Hitung silhouette untuk setiap data
+        $silhouetteScores = [];
+        for ($i = 0; $i < count($values); $i++) {
+            // Cari klaster data ke-i
+            $clusterIdx = null;
+            foreach ($clusters as $cidx => $cluster) {
+                if (in_array($i, $cluster)) {
+                    $clusterIdx = $cidx;
+                    break;
+                }
+            }
+
+            $a = $avgDistance($i, $clusters[$clusterIdx]);
+            $b = INF;
+            foreach ($clusters as $cidx => $cluster) {
+                if ($cidx == $clusterIdx) continue;
+                $dist = $avgDistance($i, $cluster);
+                if ($dist < $b) $b = $dist;
+            }
+
+            $silhouetteScores[] = ($b - $a) / max($a, $b);
+        }
+
+        $silhouette = array_sum($silhouetteScores) / count($silhouetteScores);
+
+        // Bentuk output anggota klaster dengan kecamatan_id
+        $clusterMembers = [];
+        foreach ($clusters as $cidx => $cluster) {
+            $clusterMembers[$cidx] = [];
+            foreach ($cluster as $idx) {
+                $clusterMembers[$cidx][] = $ids[$idx];
+            }
+        }
+
+        $hasil = [
+            'silhouette' => $silhouette,
+            'jumlah_klaster' => $k,
+            'anggota_klaster' => $clusterMembers,
+            'iterasi' => $iter,
+            'centroid' => $centroids,
+        ];
+
+        // Simpan ke file JSON
+        file_put_contents(
+            storage_path('app/public/silhoute_kmeans_curas.json'),
+            json_encode($hasil, JSON_PRETTY_PRINT)
+        );
+
+        return $hasil;
+    }
+
+
+
+
+
+
 }

database/migrations/2025_02_20_164705_create_curas_table.php

@@ -17,7 +17,7 @@ public function up(): void
                 table: 'kecamatans', indexName: 'curas_kecamatan_id');
             $table->float('jumlah_curas');
             $table->foreignId('klaster_id')->nullable()->constrained(
-                table: 'klasters', indexName: 'curas_klaster_id');
+                table: 'klasters', indexName: 'curas_klaster_id')->nullOnDelete();
             $table->timestamps();
         });
     }

database/migrations/2025_02_20_164712_create_curanmors_table.php

@@ -17,7 +17,7 @@ public function up(): void
                 table: 'kecamatans', indexName: 'curanmor_kecamatan_id');
             $table->float('jumlah_curanmor');
             $table->foreignId('klaster_id')->nullable()->constrained(
-                table: 'klasters', indexName: 'klaster_kecamatan_id');
+                table: 'klasters', indexName: 'klaster_kecamatan_id')->nullOnDelete();
             $table->timestamps();
         });
     }

database/seeders/CuranmorSeeder.php

@@ -19,38 +19,68 @@ public function run(): void
 
         // Data jumlah curanmor untuk setiap kecamatan
         $dataCuranmor= [
-            1 => 5,
-            2 => 4,
-            3 => 2,
-            4 => 22,
-            5 => 4,
-            6 => 18,
-            7 => 0,
-            8 => 37,
-            9 => 9,
-            10 => 3,
-            11 => 2,
-            12 => 13,
-            13 => 1,
-            14 => 21,
-            15 => 14,
-            16 => 4,
-            17 => 10,
-            18 => 0,
-            19 => 1,
+            1 => 11,
+            2 => 14,
+            3 => 21,
+            4 => 59,
+            5 => 8,
+            6 => 42,
+            7 => 13,
+            8 => 188,
+            9 => 30,
+            10 => 13,
+            11 => 4,
+            12 => 33,
+            13 => 3,
+            14 => 48,
+            15 => 53,
+            16 => 12,
+            17 => 30,
+            18 => 5,
+            19 => 4,
             20 => 10,
-            21 => 1,
-            22 => 2,
+            21 => 5,
+            22 => 7,
             23 => 15,
             24 => 4,
         ];
 
+        //         $dataCuranmor= [
+        //     1 => 5,
+        //     2 => 4,
+        //     3 => 2,
+        //     4 => 22,
+        //     5 => 4,
+        //     6 => 18,
+        //     7 => 0,
+        //     8 => 37,
+        //     9 => 9,
+        //     10 => 3,
+        //     11 => 2,
+        //     12 => 13,
+        //     13 => 1,
+        //     14 => 21,
+        //     15 => 14,
+        //     16 => 4,
+        //     17 => 10,
+        //     18 => 0,
+        //     19 => 1,
+        //     20 => 5,
+        //     21 => 1,
+        //     22 => 2,
+        //     23 => 5,
+        //     24 => 2,
+        // ];
+
+        $defaultDate = '2024-12-31 00:00:00';
         // Looping untuk membuat data curanmor berdasarkan kecamatan
         foreach ($kecamatanIds as $kecamatanId) {
             Curanmor::create([
                 'kecamatan_id' => $kecamatanId,
                 'jumlah_curanmor' => $dataCuranmor[$kecamatanId], // Gunakan nilai default jika tidak ada data
                 'klaster_id' => $klasterIds->random(), // Pilih klaster secara acak
+                'created_at' => $defaultDate,
+                'updated_at' => $defaultDate,
             ]);
         }
     }

database/seeders/CurasSeeder.php

@@ -17,20 +17,20 @@ public function run(): void
         
         $dataCuras = [
             1 => 0,
-            2 => 0,
-            3 => 0,
-            4 => 0,
+            2 => 1,
+            3 => 2,
+            4 => 1,
             5 => 1,
             6 => 1,
             7 => 0,
-            8 => 0,
-            9 => 0,
+            8 => 1,
+            9 => 1,
             10 => 0,
             11 => 0,
             12 => 0,
             13 => 0,
             14 => 0,
-            15 => 0,
+            15 => 1,
             16 => 0,
             17 => 0,
             18 => 0,
@@ -42,6 +42,33 @@ public function run(): void
             24 => 2,
         ];
 
+        // $dataCuras = [
+        //     1 => 0,
+        //     2 => 0,
+        //     3 => 0,
+        //     4 => 0,
+        //     5 => 1,
+        //     6 => 1,
+        //     7 => 0,
+        //     8 => 0,
+        //     9 => 0,
+        //     10 => 0,
+        //     11 => 0,
+        //     12 => 0,
+        //     13 => 0,
+        //     14 => 0,
+        //     15 => 0,
+        //     16 => 0,
+        //     17 => 0,
+        //     18 => 0,
+        //     19 => 0,
+        //     20 => 1,
+        //     21 => 0,
+        //     22 => 0,
+        //     23 => 3,
+        //     24 => 2,
+        // ];
+
         
         $defaultDate = '2024-12-31 00:00:00';  // Default date to be used for both created_at and updated_at
 

database/seeders/DatabaseSeeder.php

@@ -25,6 +25,10 @@ public function run(): void
             CuranmorSeeder::class,
         ]);
 
+        $serviceKMeans = new KMeansService();
+        $serviceKMeans->SSEElbowCuranmor();
+        $serviceKMeans->SSEElbowCuras();
+
         $serviceKMeansCuras = new KMeansService();
         $hasilKMeansCuras = $serviceKMeansCuras->hitungKMeansCuras();
         file_put_contents(storage_path('app/public/hasil_kmeans_curas.json'), json_encode($hasilKMeansCuras));

database/seeders/KlasterSeeder.php

@@ -15,17 +15,17 @@ public function run(): void
     {
         Klaster::create([
             'nama_klaster'=> 'Aman',
-            'warna'=> '#00FF00',
+            'warna'=> '#27AE60',
         ]);
         
         Klaster::create([
             'nama_klaster'=> 'Sedang',
-            'warna'=> '#FFFF00',
+            'warna'=> '#F1C40F',
         ]);
         
         Klaster::create([
             'nama_klaster'=> 'Rawan',
-            'warna'=> '#FF0000',
+            'warna'=> '#E74C3C',
         ]);
-    }
+        }
 }

public/assets/js/chart-custom.js

@@ -1012,6 +1012,7 @@ if (jQuery("#radar-multiple-chart").length) {
 
       // Create series
       var series = chart.series.push(new am4charts.ColumnSeries());
+      
       series.dataFields.valueY = "visits";
       series.dataFields.categoryX = "country";
       series.name = "Visits";
@@ -5193,135 +5194,69 @@ if (jQuery("#editor").length) {
       apexChartUpdate(chart, e.detail)
     })
   }
-  if(jQuery('#layout1-chart-2').length){
+
+  if (jQuery('#layout1-chart-2').length) {
     am4core.ready(function() {
+      am4core.useTheme(am4themes_animated);
 
-    // Themes begin
-    am4core.useTheme(am4themes_animated);
-    // Themes end
-    
-    // Create chart instance
-    var chart = am4core.create("layout1-chart-2", am4charts.XYChart);
-    chart.colors.list = [
-		  am4core.color("#32BDEA"),
-		  am4core.color("#32BDEA"),
-		  am4core.color("#32BDEA"),
-		  am4core.color("#32BDEA"),
-		  am4core.color("#32BDEA"),
-		  am4core.color("#32BDEA"),
-		  am4core.color("#32BDEA"),
-		  am4core.color("#32BDEA"),
-		  am4core.color("#32BDEA")
-		];
-    chart.scrollbarX = new am4core.Scrollbar();
-    
-    // Add data
-    chart.data = [{
-      "country": "Jan",
-      "visits": 3025
-    }, {
-      "country": "Feb",
-      "visits": 1882
-    }, {
-      "country": "Mar",
-      "visits": 1809
-    }, {
-      "country": "Apr",
-      "visits": 1322
-    }, {
-      "country": "May",
-      "visits": 1122
-    }, {
-      "country": "Jun",
-      "visits": 1114
-    }, {
-      "country": "Jul",
-      "visits": 984
-    }, {
-      "country": "Aug",
-      "visits": 711
-    }];
-    
-    prepareParetoData();
-    
-    function prepareParetoData(){
-        var total = 0;
-    
-        for(var i = 0; i < chart.data.length; i++){
-            var value = chart.data[i].visits;
-            total += value;
-        }
-    
-        var sum = 0;
-        for(var i = 0; i < chart.data.length; i++){
-            var value = chart.data[i].visits;
-            sum += value;   
-            chart.data[i].pareto = sum / total * 100;
-        }    
-    }
-    
-    // Create axes
-    var categoryAxis = chart.xAxes.push(new am4charts.CategoryAxis());
-    categoryAxis.dataFields.category = "country";
-    categoryAxis.renderer.grid.template.location = 0;
-    categoryAxis.renderer.minGridDistance = 60;
-    categoryAxis.tooltip.disabled = true;
-    
-    var valueAxis = chart.yAxes.push(new am4charts.ValueAxis());
-    valueAxis.renderer.minWidth = 50;
-    valueAxis.min = 0;
-    valueAxis.cursorTooltipEnabled = false;
+      // Buat chart instance
+      var chart = am4core.create("layout1-chart-2", am4charts.XYChart);
 
-    // Create series
-    var series = chart.series.push(new am4charts.ColumnSeries());
-    series.sequencedInterpolation = true;
-    series.dataFields.valueY = "visits";
-    series.dataFields.categoryX = "country";
-    series.tooltipText = "[{categoryX}: bold]{valueY}[/]";
-    series.columns.template.strokeWidth = 0;
-    
-    series.tooltip.pointerOrientation = "vertical";
-    
-    series.columns.template.column.cornerRadiusTopLeft = 10;
-    series.columns.template.column.cornerRadiusTopRight = 10;
-    series.columns.template.column.fillOpacity = 0.8;
-    
-    // on hover, make corner radiuses bigger
-    var hoverState = series.columns.template.column.states.create("hover");
-    hoverState.properties.cornerRadiusTopLeft = 0;
-    hoverState.properties.cornerRadiusTopRight = 0;
-    hoverState.properties.fillOpacity = 1;
-    
-    series.columns.template.adapter.add("fill", function(fill, target) {
-      return chart.colors.getIndex(target.dataItem.index);
-    })
-    
-    
-    var paretoValueAxis = chart.yAxes.push(new am4charts.ValueAxis());
-    paretoValueAxis.renderer.opposite = true;
-    paretoValueAxis.min = 0;
-    paretoValueAxis.max = 100;
-    paretoValueAxis.strictMinMax = true;
-    paretoValueAxis.renderer.grid.template.disabled = true;
-    paretoValueAxis.numberFormatter = new am4core.NumberFormatter();
-    paretoValueAxis.numberFormatter.numberFormat = "#'%'"
-    paretoValueAxis.cursorTooltipEnabled = false;
-    
-    var paretoSeries = chart.series.push(new am4charts.LineSeries())
-    paretoSeries.dataFields.valueY = "pareto";
-    paretoSeries.dataFields.categoryX = "country";
-    paretoSeries.yAxis = paretoValueAxis;
-    paretoSeries.tooltipText = "pareto: {valueY.formatNumber('#.0')}%[/]";
-    paretoSeries.bullets.push(new am4charts.CircleBullet());
-    paretoSeries.strokeWidth = 2;
-    paretoSeries.stroke = new am4core.InterfaceColorSet().getFor("alternativeBackground");
-    paretoSeries.strokeOpacity = 0.5;
-    
-    // Cursor
-    chart.cursor = new am4charts.XYCursor();
-    chart.cursor.behavior = "panX";
-    
-    }); // end am4core.ready()
+      // Inisialisasi axes & series di luar agar tidak duplikat
+      let categoryAxis = chart.xAxes.push(new am4charts.CategoryAxis());
+      categoryAxis.dataFields.category = "k";
+      categoryAxis.renderer.grid.template.location = 0;
+      categoryAxis.renderer.minGridDistance = 30;
+      categoryAxis.title.text = "Jumlah Klaster (K)";
+
+      let valueAxis = chart.yAxes.push(new am4charts.ValueAxis());
+      valueAxis.title.text = "Nilai SSE";
+
+      let lineSeries = chart.series.push(new am4charts.LineSeries());
+      lineSeries.dataFields.valueY = "sse";
+      lineSeries.dataFields.categoryX = "k";
+      lineSeries.name = "SSE";
+      lineSeries.strokeWidth = 2;
+      lineSeries.tooltipText = "K={categoryX}\nSSE={valueY}";  // Tooltip tanpa centroid_awal
+      lineSeries.tensionX = 1;
+
+      let bullet = lineSeries.bullets.push(new am4charts.CircleBullet());
+      bullet.circle.radius = 4;
+
+      chart.cursor = new am4charts.XYCursor();
+      chart.cursor.behavior = "panX";
+      chart.cursor.lineX.disabled = false;
+      chart.cursor.lineY.disabled = false;
+
+      chart.scrollbarX = new am4core.Scrollbar();
+
+      // Fungsi untuk load data berdasarkan tipe
+      function loadChartData(type) {
+        fetch(`/storage/sse_elbow_${type}.json`)
+          .then(response => response.json())
+          .then(data => {
+            // Format data untuk chart
+            chart.data = data.map(item => ({
+              k: item.k,
+              sse: item.sse
+            }));
+            console.log("Data yang dimuat ke chart:", chart.data);
+          });
+      }
+
+      // Load data default saat pertama kali (curanmor)
+      loadChartData('curanmor');
+
+      // Event listener dropdown untuk memilih tipe data
+      document.querySelectorAll('.chart-option').forEach(item => {
+        item.addEventListener('click', function(e) {
+          e.preventDefault();
+          const selected = this.getAttribute('data-value');
+          loadChartData(selected);
+          document.getElementById('dropdownMenuButton002').innerHTML = this.innerText + '<i class="ri-arrow-down-s-line ml-1"></i>';
+        });
+      });
+    });
   }
   if (jQuery("#layout1-chart-3").length) {    
     options = {

resources/views/admin/HitungKmeans/HitunganCuranmor.blade.php

@@ -0,0 +1,91 @@
+<x-layoutAdmin>    
+    <div class="content-page">
+        <div class="container-fluid">
+        <div class="row">
+            <div class="col-lg-12">
+                <div class="d-flex flex-wrap align-items-center justify-content-between mb-4">
+                    <div>
+                        <h4 class="mb-3">Detail Perhitungan Curanmor</h4>
+                        <p class="mb-0">Berikut merupakan detail perhitungan jarak antar setiap data terhadap setiap centroid pada masing masing iterasi. </p>
+                    </div>
+                    
+                </div>
+                @if (session()->has('succes'))
+                    <div class="alert alert-success" role="alert">
+                        {{ session('succes') }}
+                    </div>
+                @endif
+                @if (session()->has('error'))
+                    <div class="alert alert-danger" role="alert">
+                        {{ session('error') }}
+                    </div>
+                @endif
+            </div>
+            <div class="col-lg-12">
+                <h5>Nilai Centroid Awal</h5>
+                <table class="data-table table mb-0 tbl-server-info">
+                    <thead class="bg-white text-uppercase">
+                        <tr class="ligth ligth-data">
+                            @foreach ($data['centroid_awal'] as $centroid)
+                                <th class="text-center">{{ array_key_first($centroid) }}</th>
+                            @endforeach
+                        </tr>
+                    </thead>
+                    <tbody class="ligth-body">
+                        <tr>
+                            @foreach ($data['centroid_awal'] as $centroid)
+                                <td class="text-center">{{ array_values($centroid)[0] }}</td>
+                            @endforeach
+                        </tr>
+                    </tbody>
+                </table>
+            </div>
+            <div class="col-lg-12">
+                <br><br><br>
+                @foreach ($data['iterasi'] as $index => $iterasi)
+                <h5>Iterasi ke-{{ $index + 1 }}</h5>
+                <div class="table-responsive rounded mb-3">
+                <table class="data-table table mb-0 tbl-server-info">
+                    <thead class="bg-white text-uppercase">
+                        <tr class="ligth ligth-data">
+                            <th>Nama Kecamatan</th>
+                            @foreach (array_keys($iterasi[0]) as $key)
+                                @if ($key !== 'kecamatan_id')
+                                    <th class="text-center">{{ $key }}</th>
+                                @endif
+                            @endforeach
+                            <th>Hasil</th>
+                        </tr>
+                    </thead>
+                    <tbody class="ligth-body">
+                        @foreach ($iterasi as $row)
+                            @php
+                                $minKey = null;
+                                $minVal = INF;
+                                foreach ($row as $key => $val) {
+                                    if (strpos($key, 'C') === 0 && $val < $minVal) {
+                                        $minVal = $val;
+                                        $minKey = $key;
+                                    }
+                                }
+                            @endphp
+                            <tr>
+                                <td class="text-left">{{ $kecamatan[$row['kecamatan_id']] ?? 'Tidak Diketahui' }}</td>
+                                @foreach ($row as $key => $val)
+                                    @if ($key !== 'kecamatan_id')
+                                        <td class="text-center">{{ $val }}</td>
+                                    @endif
+                                @endforeach
+                                <td><strong>{{ strtoupper($minKey) }}</strong></td>
+                            </tr>
+                        @endforeach
+                    </tbody>
+                </table>
+                </div>
+                @endforeach
+            </div>
+        </div>
+        <!-- Page end  -->
+        </div>
+    </div>
+</x-layoutAdmin>

resources/views/admin/HitungKmeans/HitunganCuras.blade.php

@@ -0,0 +1,91 @@
+<x-layoutAdmin>    
+    <div class="content-page">
+        <div class="container-fluid">
+        <div class="row">
+            <div class="col-lg-12">
+                <div class="d-flex flex-wrap align-items-center justify-content-between mb-4">
+                    <div>
+                        <h4 class="mb-3">Detail Perhitungan Curas</h4>
+                        <p class="mb-0">Berikut merupakan detail perhitungan jarak antar setiap data terhadap setiap centroid pada masing masing iterasi. </p>
+                    </div>
+                    
+                </div>
+                @if (session()->has('succes'))
+                    <div class="alert alert-success" role="alert">
+                        {{ session('succes') }}
+                    </div>
+                @endif
+                @if (session()->has('error'))
+                    <div class="alert alert-danger" role="alert">
+                        {{ session('error') }}
+                    </div>
+                @endif
+            </div>
+            <div class="col-lg-12">
+                <h5>Nilai Centroid Awal</h5>
+                <table class="data-table table mb-0 tbl-server-info">
+                    <thead class="bg-white text-uppercase">
+                        <tr class="ligth ligth-data">
+                            @foreach ($data['centroid_awal'] as $centroid)
+                                <th class="text-center">{{ array_key_first($centroid) }}</th>
+                            @endforeach
+                        </tr>
+                    </thead>
+                    <tbody class="ligth-body">
+                        <tr>
+                            @foreach ($data['centroid_awal'] as $centroid)
+                                <td class="text-center">{{ array_values($centroid)[0] }}</td>
+                            @endforeach
+                        </tr>
+                    </tbody>
+                </table>
+            </div>
+            <div class="col-lg-12">
+                <br><br><br>
+                @foreach ($data['iterasi'] as $index => $iterasi)
+                <h5>Iterasi ke-{{ $index + 1 }}</h5>
+                <div class="table-responsive rounded mb-3">
+                <table class="data-table table mb-0 tbl-server-info">
+                    <thead class="bg-white text-uppercase">
+                        <tr class="ligth ligth-data">
+                            <th>Nama Kecamatan</th>
+                            @foreach (array_keys($iterasi[0]) as $key)
+                                @if ($key !== 'kecamatan_id')
+                                    <th class="text-center">{{ $key }}</th>
+                                @endif
+                            @endforeach
+                            <th>Hasil</th>
+                        </tr>
+                    </thead>
+                    <tbody class="ligth-body">
+                        @foreach ($iterasi as $row)
+                            @php
+                                $minKey = null;
+                                $minVal = INF;
+                                foreach ($row as $key => $val) {
+                                    if (strpos($key, 'C') === 0 && $val < $minVal) {
+                                        $minVal = $val;
+                                        $minKey = $key;
+                                    }
+                                }
+                            @endphp
+                            <tr>
+                                <td class="text-left">{{ $kecamatan[$row['kecamatan_id']] ?? 'Tidak Diketahui' }}</td>
+                                @foreach ($row as $key => $val)
+                                    @if ($key !== 'kecamatan_id')
+                                        <td class="text-center">{{ $val }}</td>
+                                    @endif
+                                @endforeach
+                                <td><strong>{{ strtoupper($minKey) }}</strong></td>
+                            </tr>
+                        @endforeach
+                    </tbody>
+                </table>
+                </div>
+                @endforeach
+            </div>
+        </div>
+        <!-- Page end  -->
+        </div>
+    </div>
+</x-layoutAdmin>

resources/views/admin/dashboardAdmin.blade.php

@@ -77,11 +77,72 @@
                     </div>
                 </div>
             </div>
+            
+            <div class="col-sm-12 col-lg-6">
+                <div class="card">
+                    <div class="card-header d-flex justify-content-between">
+                       <div class="header-title">
+                          <h4 class="card-title">5 Kecamatan Tertinggi Kasus Curas</h4>
+                       </div>
+                    </div>
+                    <div class="card-body">
+                       <p>Berikut merupakan 5 Kecamatan yang memiliki kasus CURAS tertinggi</p>
+                       <table class="table">
+                          <thead>
+                             <tr class="ligth">
+                                <th scope="col">Nama Kecamatan</th>
+                                <th scope="col">Jumlah Curas</th>
+                                <th scope="col">Klaster</th>
+                             </tr>
+                          </thead>
+                          <tbody>
+                            @foreach ( $curasTertinggis as $curasTertinggi )
+                             <tr style="background-color: {{ $curasTertinggi->punyaKlasterCuras->warna }}">
+                                <td>{{ $curasTertinggi->punyaKecamatanCuras->nama_kecamatan }}</td>
+                                <td>{{ $curasTertinggi->jumlah_curas }}</td>
+                                <td>{{ $curasTertinggi->punyaKlasterCuras->nama_klaster }}</td>
+                             </tr>
+                            @endforeach
+                          </tbody>
+                       </table>
+                    </div>
+                </div>
+            </div>
+            <div class="col-sm-12 col-lg-6">
+                <div class="card">
+                    <div class="card-header d-flex justify-content-between">
+                       <div class="header-title">
+                          <h4 class="card-title">5 Kecamatan Tertinggi Kasus Curanmor</h4>
+                       </div>
+                    </div>
+                    <div class="card-body">
+                       <p>Berikut merupakan 5 Kecamatan yang memiliki kasus CURANMOR tertinggi</p>
+                       <table class="table">
+                          <thead>
+                             <tr class="ligth">
+                                <th scope="col">Nama Kecamatan</th>
+                                <th scope="col">Jumlah Curanmor</th>
+                                <th scope="col">Klaster</th>
+                             </tr>
+                          </thead>
+                          <tbody>
+                            @foreach ( $curanmorTertinggis as $curanmorTertinggi )
+                             <tr style="background-color: {{ $curanmorTertinggi->punyaKlasterCuranmor->warna }}">
+                                <td>{{ $curanmorTertinggi->punyaKecamatanCuranmor->nama_kecamatan }}</td>
+                                <td>{{ $curanmorTertinggi->jumlah_curanmor }}</td>
+                                <td>{{ $curanmorTertinggi->punyaKlasterCuranmor->nama_klaster }}</td>
+                             </tr>
+                            @endforeach
+                          </tbody>
+                       </table>
+                    </div>
+                </div>
+            </div>
             <div class="col-lg-12">
                 <div class="card card-block card-stretch card-height">
                     <div class="card-header d-flex justify-content-between">
                         <div class="header-title">
-                            <h4 class="card-title">Pemetaan Curas dan Curanmor Kab Probolinggo</h4>
+                            <h4 class="card-title" id="map-card-title">Pemetaan Curas dan Curanmor Kab Probolinggo</h4>
                         </div>                        
                         <div class="card-header-toolbar d-flex align-items-center">
                             <div class="dropdown">
@@ -103,7 +164,33 @@
                     </div>
                 </div>
             </div>
-        </div>
+            <div class="col-lg-12">
+                <div class="card card-block card-stretch card-height">
+                    <div class="card-header d-flex align-items-center justify-content-between">
+                        <div class="header-title">
+                            <h4 class="card-title">Nilai K Terbaik</h4>
+                        </div>
+                        <div class="card-header-toolbar d-flex align-items-center">
+                            <div class="dropdown">
+                                <span class="dropdown-toggle dropdown-bg btn" id="dropdownMenuButton002"
+                                    data-toggle="dropdown">
+                                    Curanmor<i class="ri-arrow-down-s-line ml-1"></i>
+                                </span>
+                                <div class="dropdown-menu dropdown-menu-right shadow-none"
+                                    aria-labelledby="dropdownMenuButton002">
+                                    <a class="dropdown-item chart-option" data-value="curanmor" href="#">Curanmor</a>
+                                    <a class="dropdown-item chart-option" data-value="curas" href="#">Curas</a>
+                                </div>
+                            </div>
+                        </div>
+                    </div>
+                    <div class="card-body">
+                        <p>Perhitungan Nilai K terbaik menggunakan rumus Sum of Squared Errors (SSE) dengan nilai k = 1 sampa k = 10. Kemudian nilai SSE tersebut ditampilkan dalam Grafik Elbow Method</p>
+                        <div id="layout1-chart-2" style="min-height: 360px;"></div>
+                    </div>
+                </div>
+            </div>
+
         
         <!-- Page end  -->
         
@@ -112,7 +199,7 @@
     <script>
         let map;
         let geoLayer;
-        let mapTitle = document.querySelector('.card-title');
+        let mapTitle = document.getElementById('map-card-title');
         let apiUrl = "{{ url('/api/map/curas') }}"; // default awal curas
         let curasData = {};
     
@@ -177,6 +264,7 @@ function loadInitialMap() {
             map = L.map('map').setView([-7.843271790154591, 113.2990930356143], 10);
             L.tileLayer('https://tile.openstreetmap.org/{z}/{x}/{y}.png', {
                 maxZoom: 19,
+                minZoom: 10,  
                 attribution: '&copy; <a href="http://www.openstreetmap.org/copyright">OpenStreetMap</a>'
             }).addTo(map);
             fetchAndLoadMap(apiUrl, 'Pemetaan Curas Kab Probolinggo');

resources/views/admin/dashboardListCuras.blade.php

@@ -11,7 +11,8 @@
                     </div>
                     <a href="/dashboard/curas/create" class="btn btn-primary add-list"><i class="las la-plus mr-3"></i>Tambah Kasus Curas</a>
                 </div>
-                @if (session()->has('succes'))
+            </div>
+            @if (session()->has('succes'))
                 <div class="alert alert-success" role="alert">
                     {{ session('succes') }}
                 </div>
@@ -21,7 +22,7 @@
                     {{ session('error') }}
                 </div>
             @endif
-            </div>
+
             <div class="col-lg-12">
                 <div class="table-responsive rounded mb-3">
                 <table class="data-table table mb-0 tbl-server-info">

resources/views/admin/dashboardListKecamatan.blade.php

@@ -10,7 +10,7 @@
                          Kabupaten Probolinggo. </p>
                     </div>
                     
-                    <a href="/dashboard/kecamatan/create" class="btn btn-primary add-list"><i class="las la-plus mr-3"></i>Tambah Kecamatan</a>
+                    {{-- <a href="/dashboard/kecamatan/create" class="btn btn-primary add-list"><i class="las la-plus mr-3"></i>Tambah Kecamatan</a> --}}
                 </div>
                 @if (session()->has('succes'))
                     <div class="alert alert-success" role="alert">
@@ -35,8 +35,8 @@
                                 </div>
                             </th>
                             <th>No</th>
-                            <th>Nama Kecamatan</th>
-                            <th>Action</th>
+                            <th class="text-center">Nama Kecamatan</th>
+                            {{-- <th>Action</th> --}}
                         </tr>
                     </thead>
                     @foreach ( $kecamatans as $kecamatan )
@@ -50,7 +50,7 @@
                             </td>
                             <td>{{ $kecamatan -> id }}</td>
                             <td>{{ $kecamatan -> nama_kecamatan }}</td>
-                            <td>
+                            {{-- <td class="text-center">
                                 <div class="d-flex align-items-center list-action">
                                     <a class="badge bg-success mr-2" data-toggle="tooltip" data-placement="top" title="" 
                                         href="/dashboard/kecamatan/{{ $kecamatan ->id}}/edit"><i class="ri-pencil-line mr-0"></i></a>
@@ -61,7 +61,7 @@
                                         
                                     </form>
                                 </div>
-                            </td>
+                            </td> --}}
                         </tr>
                     </tbody>
                     @endforeach

resources/views/admin/dashboardListKlaster.blade.php

@@ -9,19 +9,18 @@
                         <p class="mb-0">Berikut merupakan data Klaster atau Kategori yang dijadikan sebagai acuan pemetaan.<br>
                          Ingat dalam pengisian data klaster, kategori aman atau rendah dimulai dari id 1</p>
                     </div>
-                    <a href="/dashboard/klaster/create" class="btn btn-primary add-list"><i class="las la-plus mr-3"></i>Tambah Klaster</a>
                 </div>
             </div>
             @if (session()->has('succes'))
-                    <div class="alert alert-success" role="alert">
-                        {{ session('succes') }}
-                    </div>
-                @endif
-                @if (session()->has('error'))
-                    <div class="alert alert-danger" role="alert">
-                        {{ session('error') }}
-                    </div>
-                @endif
+                <div class="alert alert-success" role="alert">
+                    {{ session('succes') }}
+                </div>
+            @endif
+            @if (session()->has('error'))
+                <div class="alert alert-danger" role="alert">
+                    {{ session('error') }}
+                </div>
+            @endif
             <div class="col-lg-12">
                 <div class="table-responsive rounded mb-3">
                 <table class="data-table table mb-0 tbl-server-info">
@@ -36,7 +35,7 @@
                             <th>id</th>
                             <th>Nama Klaster</th>
                             <th>Warna</th>
-                            <th>Action</th>
+                            {{-- <th>Action</th> --}}
                         </tr>
                     </thead>
                     @foreach ( $klasters as $klaster )
@@ -51,7 +50,7 @@
                             <td>{{ $klaster -> id }}</td>
                             <td>{{ $klaster -> nama_klaster }}</td>
                             <td style="background-color: {{ $klaster->warna }}" >{{ $klaster -> warna }}</td>
-                            <td>
+                            {{-- <td>
                                 <div class="d-flex align-items-center list-action">
                                     <a class="badge bg-success mr-2" data-toggle="tooltip" data-placement="top" title="" 
                                         href="/dashboard/klaster/{{ $klaster->id }}/edit"><i class="ri-pencil-line mr-0"></i></a>
@@ -62,7 +61,7 @@
                                             
                                         </form>
                                 </div>
-                            </td>
+                            </td> --}}
                         </tr>
                     </tbody>
                     @endforeach

resources/views/admin/dashboardTambahKecamatan.blade.php

@@ -1,6 +1,7 @@
 <x-layoutAdmin>
     <div class="content-page">
-     <div class="container-fluid add-form-list">
+     <div class="container-fluid add-form-
+     ">
         <div class="row">
             <div class="col-sm-12">
                 <div class="card">

resources/views/components/layoutAdmin.blade.php

@@ -39,7 +39,7 @@
       <div class="iq-sidebar  sidebar-default ">
           <div class="iq-sidebar-logo d-flex align-items-center justify-content-between">
               <a href="/dashboard" class="header-logo">
-                  <img src="{{ asset('/assets/images/logo.png') }}" class="img-fluid rounded-normal light-logo" alt="logo"><h5 class="logo-title light-logo ml-3">PROTECT</h5>
+                  <img src="{{ asset('assets/images/logo.png') }}" class="img-fluid rounded-normal light-logo" alt="logo"><h5 class="logo-title light-logo ml-3">KPROTECT</h5>
               </a>
               <div class="iq-menu-bt-sidebar ml-0">
                   <i class="las la-bars wrapper-menu"></i>
@@ -56,7 +56,21 @@
                               <span class="ml-4">Dashboard</span>
                           </a>
                     </li>
-                    <li class=" {{ Request::is('dashboard/kecamatan')||Request::is('dashboard/kecamatan/create') ? 'active' : '' }}">
+                    <li class="{{ Request::is('dashboard/kecamatan') ? 'active' : '' }}">
+                          <a href="/dashboard/kecamatan" class="svg-icon">                        
+                              <svg width="20" height="20" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><g id="SVGRepo_bgCarrier" stroke-width="0"></g><g id="SVGRepo_tracerCarrier" stroke-linecap="round" stroke-linejoin="round"></g><g id="SVGRepo_iconCarrier"> <path d="M5.875 12.5729C5.30847 11.2498 5 9.84107 5 8.51463C5 4.9167 8.13401 2 12 2C15.866 2 19 4.9167 19 8.51463C19 12.0844 16.7658 16.2499 13.2801 17.7396C12.4675 18.0868 11.5325 18.0868 10.7199 17.7396C9.60664 17.2638 8.62102 16.5151 7.79508 15.6" stroke="#676e8a" stroke-width="1.9200000000000004" stroke-linecap="round"></path> <path d="M14 9C14 10.1046 13.1046 11 12 11C10.8954 11 10 10.1046 10 9C10 7.89543 10.8954 7 12 7C13.1046 7 14 7.89543 14 9Z" stroke="#676e8a" stroke-width="1.9200000000000004"></path> <path d="M20.9605 15.5C21.6259 16.1025 22 16.7816 22 17.5C22 18.4251 21.3797 19.285 20.3161 20M3.03947 15.5C2.37412 16.1025 2 16.7816 2 17.5C2 19.9853 6.47715 22 12 22C13.6529 22 15.2122 21.8195 16.5858 21.5" stroke="#676e8a" stroke-width="1.9200000000000004" stroke-linecap="round"></path> </g></svg>
+                              <span class="ml-4">Kecamatan</span>
+                          </a>
+                    </li>
+                    <li class="{{ Request::is('dashboard/klaster') ? 'active' : '' }}">
+                          <a href="/dashboard/klaster" class="svg-icon">                        
+                              <svg class="svg-icon" id="p-dash4" width="20" height="20" xmlns="http://www.w3.org/   2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+                                <path d="M21.21 15.89A10 10 0 1 1 8 2.83"></path><path d="M22 12A10 10 0 0 0 12 2v10z"></path>
+                                </svg>
+                              <span class="ml-4">Klaster</span>
+                          </a>
+                    </li> 
+                    {{-- <li class=" {{ Request::is('dashboard/kecamatan')||Request::is('dashboard/kecamatan/create') ? 'active' : '' }}">
                           <a href="#product" class="collapsed" data-toggle="collapse" aria-expanded="false">
                                 <svg width="20" height="20" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><g id="SVGRepo_bgCarrier" stroke-width="0"></g><g id="SVGRepo_tracerCarrier" stroke-linecap="round" stroke-linejoin="round"></g><g id="SVGRepo_iconCarrier"> <path d="M5.875 12.5729C5.30847 11.2498 5 9.84107 5 8.51463C5 4.9167 8.13401 2 12 2C15.866 2 19 4.9167 19 8.51463C19 12.0844 16.7658 16.2499 13.2801 17.7396C12.4675 18.0868 11.5325 18.0868 10.7199 17.7396C9.60664 17.2638 8.62102 16.5151 7.79508 15.6" stroke="#676e8a" stroke-width="1.9200000000000004" stroke-linecap="round"></path> <path d="M14 9C14 10.1046 13.1046 11 12 11C10.8954 11 10 10.1046 10 9C10 7.89543 10.8954 7 12 7C13.1046 7 14 7.89543 14 9Z" stroke="#676e8a" stroke-width="1.9200000000000004"></path> <path d="M20.9605 15.5C21.6259 16.1025 22 16.7816 22 17.5C22 18.4251 21.3797 19.285 20.3161 20M3.03947 15.5C2.37412 16.1025 2 16.7816 2 17.5C2 19.9853 6.47715 22 12 22C13.6529 22 15.2122 21.8195 16.5858 21.5" stroke="#676e8a" stroke-width="1.9200000000000004" stroke-linecap="round"></path> </g></svg>
                               <span class="ml-4">Kecamatan</span>
@@ -77,7 +91,7 @@
                               </li>
                           </ul>
                     </li>
-                   <li class="{{ Request::is('dashboard/klaster') || Request::is('dashboard/klaster/create') ? 'active' : '' }}">
+                    <li class="{{ Request::is('dashboard/klaster') || Request::is('dashboard/klaster/create') ? 'active' : '' }}">
                         <a href="#sale" class="collapsed" data-toggle="collapse" aria-expanded="false">
                             <svg class="svg-icon" id="p-dash4" width="20" height="20" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
                                 <path d="M21.21 15.89A10 10 0 1 1 8 2.83"></path><path d="M22 12A10 10 0 0 0 12 2v10z"></path>
@@ -99,7 +113,7 @@
                                         </a>
                                 </li>
                         </ul>
-                    </li>
+                    </li> --}}
                     <li class=" {{ Request::is('dashboard/curas')||Request::is('dashboard/curas/create') ||Request::is('dashboard/curanmor/create') ||Request::is('dashboard/curanmor/create') ||Request::is('dashboard/detail-curas') ||Request::is('dashboard/detail-curanmor') ? 'active' : '' }}">
                         <a href="#people" class="collapsed" data-toggle="collapse" aria-expanded="false">
                             <svg class="svg-icon" id="p-dash8" width="20" height="20" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
@@ -166,6 +180,28 @@
                             </li>
                         </ul>
                     </li>
+                    <li class=" {{ Request::is('dashboard/TampilHitungCuras')||Request::is('dashboard/TampilHitungCuranmor') ? 'active' : '' }}">
+                        <a href="#return" class="collapsed" data-toggle="collapse" aria-expanded="false">
+                            <svg fill="#676e8a" height="20px" width="20px" version="1.1" id="Layer_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" viewBox="0 0 512 512" xml:space="preserve" stroke="#676e8a"><g id="SVGRepo_bgCarrier" stroke-width="0"></g><g id="SVGRepo_tracerCarrier" stroke-linecap="round" stroke-linejoin="round"></g><g id="SVGRepo_iconCarrier"> <g> <g> <path d="M468.293,0c-6.07,0-418.515,0-424.585,0C19.607,0,0,19.607,0,43.707c0,6.07,0,418.515,0,424.585 C0,492.393,19.607,512,43.707,512c6.07,0,418.515,0,424.585,0c24.1,0,43.707-19.607,43.707-43.707c0-6.07,0-418.515,0-424.585 C512,19.607,492.393,0,468.293,0z M237.268,474.537H43.707c-3.443,0-6.244-2.801-6.244-6.244V274.732h199.805V474.537z M237.268,237.268H37.463V43.707c0-3.443,2.801-6.244,6.244-6.244h193.561V237.268z M474.537,468.293 c0,3.443-2.801,6.244-6.244,6.244H274.732V274.732h199.805V468.293z M474.537,237.268H274.732V37.463h193.561 c3.443,0,6.244,2.801,6.244,6.244V237.268z"></path> </g> </g> <g> <g> <path d="M177.327,118.634h-21.229V97.405c0-10.345-8.387-18.732-18.732-18.732s-18.732,8.387-18.732,18.732v21.229H97.405 c-10.345,0-18.732,8.387-18.732,18.732s8.387,18.732,18.732,18.732h21.229v21.229c0,10.345,8.387,18.732,18.732,18.732 s18.732-8.387,18.732-18.732v-21.229h21.229c10.345,0,18.732-8.387,18.732-18.732S187.672,118.634,177.327,118.634z"></path> </g> </g> <g> <g> <path d="M414.595,384.624h-79.43c-9.616,0-18.051,7.044-19.106,16.601c-1.246,11.299,7.568,20.862,18.614,20.862h79.43 c9.616,0,18.051-7.044,19.106-16.601C434.456,394.188,425.642,384.624,414.595,384.624z"></path> </g> </g> <g> <g> <path d="M414.595,327.18h-79.43c-9.616,0-18.051,7.044-19.106,16.601c-1.246,11.299,7.568,20.862,18.614,20.862h79.43 c9.616,0,18.051-7.044,19.106-16.601C434.456,336.744,425.642,327.18,414.595,327.18z"></path> </g> </g> <g> <g> <path d="M414.595,118.634h-79.922c-10.345,0-18.732,8.387-18.732,18.732s8.387,18.732,18.732,18.732h79.922 c10.345,0,18.732-8.387,18.732-18.732S424.94,118.634,414.595,118.634z"></path> </g> </g> <g> <g> <path d="M178.868,389.646l-15.012-15.012l15.012-15.012c7.315-7.315,7.315-19.175-0.001-26.49c-7.314-7.314-19.175-7.315-26.49,0 l-15.01,15.012l-15.012-15.012c-7.313-7.314-19.174-7.315-26.49,0c-7.315,7.315-7.315,19.175,0,26.49l15.012,15.012 l-15.012,15.012c-7.315,7.315-7.315,19.175,0,26.49c7.314,7.314,19.175,7.315,26.49,0l15.012-15.012l15.012,15.012 c7.314,7.315,19.174,7.315,26.49,0C186.183,408.821,186.183,396.961,178.868,389.646z"></path> </g> </g> </g></svg>
+                            <span class="ml-4">Detail Perhitungan
+                            </span>
+                            <svg class="svg-icon iq-arrow-right arrow-active" width="20" height="20" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+                                <polyline points="10 15 15 20 20 15"></polyline><path d="M4 4h7a4 4 0 0 1 4 4v12"></path>
+                            </svg>
+                        </a>
+                        <ul id="return" class="iq-submenu collapse" data-parent="#iq-sidebar-toggle">
+                            <li class="">
+                                <a href="/dashboard/TampilHitungCuras">
+                                    <i class="las la-minus"></i><span>K - Means Curas</span>
+                                </a>
+                            </li>
+                            <li class="">
+                                <a href="/dashboard/TampilHitungCuranmor">
+                                    <i class="las la-minus"></i><span>K - Means Curanmor</span>
+                                </a>
+                            </li>
+                        </ul>
+                    </li>
                     
                     
 
@@ -178,9 +214,9 @@
               <nav class="navbar navbar-expand-lg navbar-light p-0">
                   <div class="iq-navbar-logo d-flex align-items-center justify-content-between">
                       <i class="ri-menu-line wrapper-menu"></i>
-                      <a href="../backend/index.html" class="header-logo">
+                      <a href="/dashboard" class="header-logo">
                           <img src="{{ asset('assets/images/logo.png') }}" class="img-fluid rounded-normal" alt="logo">
-                          <h5 class="logo-title ml-3">PROTECT</h5>
+                          <h5 class="logo-title ml-3">KPROTECT</h5>
       
                       </a>
                   </div>
@@ -335,12 +371,11 @@ class="rounded profile-img img-fluid avatar-70">
                 <div class="row">
                     <div class="col-lg-6">
                         <ul class="list-inline mb-0">
-                            <li class="list-inline-item"><a href="../backend/privacy-policy.html">Privacy Policy</a></li>
-                            <li class="list-inline-item"><a href="../backend/terms-of-service.html">Terms of Use</a></li>
+                            <li class="list-inline-item">Designed By : <a target="blank" href="https://iqonic.design/">Iconic.Design</a></li>
                         </ul>
                     </div>
                     <div class="col-lg-6 text-right">
-                        <span class="mr-1"><script>document.write(new Date().getFullYear())</script>©</span> <a href="#" class="">POS Dash</a>.
+                        <span class="mr-1"><script>document.write(new Date().getFullYear())</script>©</span> <a href="/" class="">KProtect</a>.
                     </div>
                 </div>
             </div>

resources/views/landing.blade.php

@@ -88,7 +88,6 @@
         .legend-item {
           display: flex;
           align-items: left;
-
           margin-bottom: 5px;
         } 
 
@@ -164,9 +163,10 @@ class="img-fluid"
                     <!-- drop down third level -->
                   </li>
                   <li>
-                    <a href="#sectionMap">Map</a>
+                    <a href="#sectionOurTeam">Our Teams</a>
                   </li>
-                  <li><a href="#sectionOurTeam">Our Teams</a>
+                  <li>
+                    <a href="#sectionMap">Map</a>
                   </li>
                 </ul>
               </div>
@@ -1434,6 +1434,47 @@ class="img-fluid rounded-circle"
                 </div>
               </div>
             </div>
+            <div class="col-lg-3 col-md-6">
+              <div class="team-box">
+                <div class="team-img text-center">
+                  <img
+                    src="{{ asset('assets/assetLanding/images/team/zahra.jpg') }}"
+                    class="img-fluid rounded-circle"
+                    alt="image"
+                  />
+                </div>
+                <div class="team-detail">
+                  <a class="team-plus" href="#"><i class="fas fa-plus"></i></a>
+                  <div class="team-info">
+                    <h6 class="mb-0 text-white">
+                      <a href="">Fatimatuzzahra <br></a>
+                    </h6>
+                    <span class="mb-0 text-white text-gray iq-fw-4"
+                      >ANGGOTA PENGUJI</span
+                    >
+                  </div>
+                </div>
+                <div class="team-hover">
+                  <p>
+                    Dosen Politeknik Negeri Jember Program Studi D4 Teknik Informatika. Berperan sebagai Anggota Penguji pada Web SIG Pemetaan Daerah Rawan Curas dan Curanmor
+                  </p>
+                  <ul class="list-inline">
+                    <li class="list-inline-item">
+                      <a href="#sectionOurTeam"><i class="fab fa-facebook-f"></i></a>
+                    </li>
+                    <li class="list-inline-item">
+                      <a href="#sectionOurTeam"><i class="fab fa-twitter"></i></a>
+                    </li>
+                    <li class="list-inline-item">
+                      <a href="#sectionOurTeam"><i class="fab fa-linkedin-in"></i></a>
+                    </li>
+                    <li class="list-inline-item">
+                      <a href="#sectionOurTeam"><i class="fab fa-instagram"></i></a>
+                    </li>
+                  </ul>
+                </div>
+              </div>
+            </div>
             
           </div>
         </div>
@@ -1511,7 +1552,7 @@ class="tab-pane show active"
                               <span class="legend-label">Update Terakhir Data Curas : {{ $tanggalCuras }}</span>
                             </div>
                             <div class="legend-item" id="update-curanmor" style="display: none;">
-                              <span class="legend-label">Update Terakhir Data Curanmor : {{ $tanggalCuranmor }}</span>
+                              <span class="legend-label">Update Terakhir Curanmor : {{ $tanggalCuranmor }}</span>
                             </div>
                             
                           </div>
@@ -1809,8 +1850,8 @@ class="form-control position-relative subscription-email"
                   </li>
                   <li class="list-item"><a href="#sectionCurasCuranmor">Curas</a></li>
                   <li class="list-item"><a href="#sectionKmeans">Clustering</a></li>
-                  <li class="list-item"><a href="#sectionMap">Map</a></li>
                   <li class="list-item"><a href="#sectionOurTeam">Our Team</a></li>
+                  <li class="list-item"><a href="#sectionMap">Map</a></li>
                 </ul>
               </div>
             </div>
@@ -2046,7 +2087,13 @@ function popUp(feature, layer) {
       }
 
       function loadInitialMap() {
-          map = L.map('map').setView([-7.843271790154591, 113.2990930356143], 10);
+          map = L.map('map', {
+              center: [-7.843271790154591, 113.2990930356143],
+              zoom: 10,
+              minZoom: 10,  
+              maxZoom: 19
+          });
+
           L.tileLayer('https://tile.openstreetmap.org/{z}/{x}/{y}.png', {
               maxZoom: 19,
               attribution: '&copy; OpenStreetMap'
@@ -2056,41 +2103,37 @@ function loadInitialMap() {
           fetchAndLoadMap(apiUrl, 'Pemetaan Curas Kab Probolinggo');
       }
 
+
       document.addEventListener('DOMContentLoaded', () => {
-          loadInitialMap();
+      // Jalankan peta awal
+      loadInitialMap();
 
-          document.getElementById('btn-curas').addEventListener('click', (e) => {
-              e.preventDefault();
-              fetchAndLoadMap("{{ url('/api/map/curas') }}", "Pemetaan Curas Kab Probolinggo");
-          });
-
-          document.getElementById('btn-curanmor').addEventListener('click', (e) => {
-              e.preventDefault();
-              fetchAndLoadMap("{{ url('/api/map/curanmor') }}", "Pemetaan Curanmor Kab Probolinggo");
-          });
-      });
-    </script>
-
-    <script>
-      document.getElementById('btn-curas').addEventListener('click', (e) => {
+        // Tombol Curas diklik
+        document.getElementById('btn-curas').addEventListener('click', (e) => {
           e.preventDefault();
+
           fetchAndLoadMap("{{ url('/api/map/curas') }}", "Pemetaan Curas Kab Probolinggo");
 
-          // Tampilkan info update curas, sembunyikan curanmor
+          // Tampilkan info curas, sembunyikan curanmor
           document.getElementById('update-curas').style.display = 'block';
           document.getElementById('update-curanmor').style.display = 'none';
-      });
+        });
 
-      document.getElementById('btn-curanmor').addEventListener('click', (e) => {
+        // Tombol Curanmor diklik
+        document.getElementById('btn-curanmor').addEventListener('click', (e) => {
           e.preventDefault();
+
           fetchAndLoadMap("{{ url('/api/map/curanmor') }}", "Pemetaan Curanmor Kab Probolinggo");
 
-          // Tampilkan info update curanmor, sembunyikan curas
+          // Tampilkan info curanmor, sembunyikan curas
           document.getElementById('update-curas').style.display = 'none';
           document.getElementById('update-curanmor').style.display = 'block';
+        });
       });
+
     </script>
 
 
+
   </body>
 </html>

routes/web.php

@@ -10,20 +10,33 @@
 use App\Http\Controllers\dashboardController;
 use App\Http\Controllers\KecamatanController;
 use App\Http\Controllers\DetailCurasController;
-use App\Http\Controllers\hasilIterasiController;
 use App\Http\Controllers\DetailCuranmorController;
+use App\Http\Controllers\TampilHitunganController;
 
-
+// Route Landing
+Route::get('/kmeans', [LandingController::class, 'runKmeans']);
 Route::get('/', [LandingController::class, 'index']);
-
-Route::resource('/dashboard/detail-curas', DetailCurasController::class)->middleware('auth');
-Route::resource('/dashboard/detail-curanmor', DetailCuranmorController::class)->middleware('auth');
-
-
 Route::get('/blank', function () {
     return view('admin.dashboardBlank');
 });
 
+// Route Auth
+Route::post('/login', [loginController::class, 'authenticate']);
+Route::post('/logout', [loginController::class, 'logout']);
+Route::get('/login', [loginController::class, 'index'])->name('login');
+
+// Route Fitur Utama Controller 
+Route::get('/dashboard', [dashboardController::class, 'index'])->middleware('auth');
+Route::get('/dashboard/TampilHitungCuras', [TampilHitunganController::class, 'TampilHitungCuras'])->middleware('auth');
+Route::get('/dashboard/TampilHitungCuranmor', [TampilHitunganController::class, 'TampilHitungCuranmor'])->middleware('auth');
+Route::resource('/dashboard/kecamatan', KecamatanController::class) ->parameters(['data-kecamatan' => 'kecamatan'])->middleware('auth');
+Route::resource('/dashboard/klaster', KlasterController::class) ->parameters(['data-klaster' => 'klaster'])->middleware('auth');
+Route::resource('/dashboard/curas', CurasController::class)->middleware('auth');
+Route::resource('/dashboard/curanmor', CuranmorController::class) ->parameters(['data-curanmor' => 'curanmor'])->middleware('auth');
+Route::resource('/dashboard/detail-curas', DetailCurasController::class)->middleware('auth');
+Route::resource('/dashboard/detail-curanmor', DetailCuranmorController::class)->middleware('auth');
+
+// Route Fitur Tampil Map Admin
 Route::get('/dashboard/mapcuras', function () {
     return view('admin.dashboardMapCuras');
 })->middleware('auth');
@@ -31,16 +44,6 @@
     return view('admin.dashboardMapCuranmor');
 })->middleware('auth');
 
-Route::get('/dashboard', [dashboardController::class, 'index'])->middleware('auth');
-Route::get('/login', [loginController::class, 'index'])->name('login');
-Route::post('/login', [loginController::class, 'authenticate']);
-Route::post('/logout', [loginController::class, 'logout']);
-Route::resource('/dashboard/kecamatan', KecamatanController::class) ->parameters(['data-kecamatan' => 'kecamatan'])->middleware('auth');
-Route::resource('/dashboard/curas', CurasController::class)->middleware('auth');
-Route::resource('/dashboard/curanmor', CuranmorController::class) ->parameters(['data-curanmor' => 'curanmor'])->middleware('auth');
-Route::resource('/dashboard/klaster', KlasterController::class) ->parameters(['data-klaster' => 'klaster'])->middleware('auth');
-
-Route::get('/dashboard/iterasiCuras', [hasilIterasiController::class, 'iterasiCuras'])->middleware('auth');
-
-Route::get('/kmeans-curas', [KmeansController::class, 'KMeansCuras']);
-Route::get('/kmeans-curanmor', [KmeansController::class, 'KMeansCuranmor']);
+// Route K-Means Centroid Tetap
+Route::get('/kmeans-curas', [KmeansController::class, 'KMeansCuras'])->middleware('auth');
+Route::get('/kmeans-curanmor', [KmeansController::class, 'KMeansCuranmor'])->middleware('auth');