hasil diagnosis

app/Http/Controllers/DiagnosisController.php

@@ -8,46 +8,60 @@
 class DiagnosisController extends Controller
 {
     public function prosesDiagnosis(Request $request)
-{
-    $input = $request->input('gejala', []);
+    {
+        $input = $request->input('gejala', []);
 
-    if (count($input) < 3) {
-        return redirect()->route('gejala')
-            ->with('error', 'Pilih minimal 3 gejala!');
+        // validasi minimal 3 gejala
+        if (count($input) < 3) {
+            return redirect()->route('gejala')
+                ->with('error', 'Pilih minimal 3 gejala!');
+        }
+
+        $inputNama = $input;
+
+        // ambil fitur dari Python
+        $response = Http::get('http://127.0.0.1:5000/gejala');
+
+        if (!$response->successful()) {
+            return redirect()->route('gejala')
+                ->with('error', 'Tidak bisa mengambil data gejala dari API');
+        }
+
+        $featureCols = $response->json();
+
+        // ubah ke format 1/0
+        $fiturAssoc = [];
+
+        foreach ($featureCols as $col) {
+            $fiturAssoc[$col] = in_array(trim($col), array_map('trim', $inputNama)) ? 1 : 0;
+        }
+
+        // kirim ke Python API
+        $response = Http::post('http://127.0.0.1:5000/predict', $fiturAssoc);
+
+        if (!$response->successful()) {
+            return redirect()->route('gejala')
+                ->with('error', 'Server AI tidak merespon!');
+        }
+
+        $data = $response->json();
+
+        // 🔥 ambil semua hasil dari Python
+        $diagnosis = [
+            'nama' => $data['penyakit'] ?? '-',
+            'kategori' => $data['jenis'] ?? '-',
+            'pertolongan' => $data['pertolongan'] ?? [],
+            'pencegahan' => $data['pencegahan'] ?? [],
+        ];
+
+        return redirect()->route('hasil-diagnosis')
+            ->with('diagnosis', $diagnosis)
+            ->with('gejala', $inputNama);
     }
 
-    // 🔥 LANGSUNG PAKAI INPUT
-    $inputNama = $input;
-
-    // ambil feature dari Python
-    $response = Http::get('http://127.0.0.1:5000/gejala');
-    if (!$response->successful()) {
-        return redirect()->route('gejala')
-            ->with('error', 'Tidak bisa mengambil data gejala dari API');
+    // 🔥 halaman hasil
+    public function hasil()
+    {
+        return view('hasil-diagnosis');
     }
-
-    $featureCols = $response->json();
-
-    // bikin vector
-    $fiturAssoc = [];
-
-    foreach ($featureCols as $col) {
-        $fiturAssoc[$col] = in_array(trim($col), array_map('trim', $inputNama)) ? 1 : 0;
-    }
-
-    // kirim ke Flask
-    $response = Http::post('http://127.0.0.1:5000/predict', $fiturAssoc);
-
-    if (!$response->successful()) {
-        return redirect()->route('gejala')
-            ->with('error', 'Server AI tidak merespon!');
-    }
-
-    $data = $response->json();
-
-    $hasil = isset($data['hasil']) ? trim($data['hasil']) : 'Tidak diketahui';
-
-    return redirect()->route('hasil-diagnosis')
-        ->with('hasil', $hasil)
-        ->with('gejala', $inputNama);
-}}
+}

python_api/app.py

@@ -5,19 +5,52 @@ import pandas as pd
 
 app = Flask(__name__)
 
-# load model
-model = joblib.load("../python_artifacts/modell.joblib")
+# =========================
+# LOAD MODEL
+# =========================
+model = joblib.load("../python_artifacts/model.joblib")
 
-# load fitur
+# =========================
+# LOAD FEATURE
+# =========================
 with open("../python_artifacts/feature_cols.json") as f:
     feature_cols = json.load(f)
 
-# endpoint gejala
+# =========================
+# LOAD EXCEL
+# =========================
+df_info = pd.read_excel("../public/data/Bissmilah lagi.xlsx")
+
+# bersihin data
+df_info.columns = df_info.columns.str.strip()
+
+for col in df_info.columns:
+    df_info[col] = df_info[col].astype(str).str.strip()
+
+df_info['Penyakit'] = df_info['Penyakit'].str.lower()
+
+# buat dictionary
+info_penyakit = {}
+
+for _, row in df_info.iterrows():
+    info_penyakit[row['Penyakit']] = {
+        "jenis": row['Jenis'],
+        "pertolongan": [p.strip() for p in row['Pertolongan'].split(";")],
+        "pencegahan": [p.strip() for p in row['Pencegahan'].split(";")]
+    }
+
+print("DATA PENYAKIT:", info_penyakit.keys())
+
+# =========================
+# ENDPOINT GEJALA
+# =========================
 @app.route('/gejala', methods=['GET'])
 def get_gejala():
     return jsonify(feature_cols)
 
-# endpoint predict
+# =========================
+# ENDPOINT PREDICT
+# =========================
 @app.route('/predict', methods=['POST'])
 def predict():
     data = request.json
@@ -35,13 +68,31 @@ def predict():
     input_df = pd.DataFrame([input_data], columns=feature_cols)
 
     hasil = model.predict(input_df)[0]
+    penyakit = str(hasil).lower().strip()
+
+    print("HASIL MODEL:", hasil)
+    print("CARI DI EXCEL:", penyakit)
+
+    info = info_penyakit.get(penyakit)
+
+    if not info:
+        return jsonify({
+            "penyakit": hasil,
+            "jenis": "-",
+            "pertolongan": [],
+            "pencegahan": []
+        })
 
     return jsonify({
-        "hasil": hasil
+        "penyakit": hasil,
+        "jenis": info["jenis"],
+        "pertolongan": info["pertolongan"],
+        "pencegahan": info["pencegahan"]
     })
+
+# =========================
+# RUN APP
+# =========================
 if __name__ == '__main__':
-    print("API MODEL SIAP DIGUNAKAN (DARI JUPYTER)")
+    print("API MODEL SIAP DIGUNAKAN 🔥")
     app.run(debug=True)
-    print("FEATURE COLS:", feature_cols)
-print("INPUT FROM LARAVEL:", data)
-print("INPUT VECTOR:", input_data)

resources/views/hasil-diagnosis.blade.php

@@ -5,7 +5,9 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0">
 <title>Hasil Diagnosis - PawMedic</title>
 <link href="https://fonts.googleapis.com/css2?family=Poppins:wght@600;700;800&family=Inter:wght@300;400;500;600&display=swap" rel="stylesheet">
-
+@php
+$diagnosis = session('diagnosis')?? [];
+@endphp
 <style>
 :root{
     --ff-heading: 'Poppins', system-ui, -apple-system, 'Segoe UI', Roboto, 'Helvetica Neue', Arial;
@@ -442,16 +444,13 @@
         <div class="diagnosis-result">
             <div class="diagnosis-label">Kemungkinan Penyakit</div>
             <div class="diagnosis-name">
-    {{ session('hasil') ?? 'Tidak diketahui' }}
+            {{ $diagnosis['nama'] ?? 'Tidak diketahui' }}
 </div>
 
 <div class="diagnosis-category">
-    Jenis: {{ session('jenis') ?? '-' }}
+Jenis: {{ $diagnosis['kategori'] ?? '-' }}
 </div>
 
-<div style="margin-top:10px; font-weight:600; color:#4bb66f;">
-    Confidence: {{ session('confidence') }}%
-</div>
 
         <!-- Gejala yang Dipilih -->
         <div class="gejala-list-section">
@@ -471,7 +470,7 @@
                 <span>💡 Rekomendasi Perawatan</span>
             </div>
             <ul class="recommendation-list">
-@foreach(session('pertolongan', []) as $item)
+            @foreach($diagnosis['pertolongan'] ?? [] as $item)
     <li>{{ $item }}</li>
 @endforeach
 </ul>
@@ -482,7 +481,7 @@
         <span>🛡️ Pencegahan</span>
     </div>
     <ul class="recommendation-list">
-    @foreach(session('pencegahan', []) as $item)
+    @foreach($diagnosis['pencegahan'] ?? [] as $item)
         <li>{{ $item }}</li>
     @endforeach
     </ul>
@@ -528,7 +527,7 @@ function printDiagnosis() {
 
 // Share function
 function shareDiagnosis() {
-    const diagnosis = "{{ session('hasil') }}";
+    const diagnosis = "{{ $diagnosis['nama'] ?? '-' }}";
     const gejala = @json(session('gejala', []));
 
     const text = `Hasil Diagnosis PawMedic:\n\nPenyakit: ${diagnosis}\nGejala: ${gejala.join(', ')}\n\nDapatkan diagnosis di: ${window.location.origin}`;

routes/web.php

@@ -21,9 +21,7 @@
 
 Route::post('/diagnosis/proses', [DiagnosisController::class, 'prosesDiagnosis'])->name('diagnosis.proses');
 
-Route::get('/hasil-diagnosis', function () {
-    return view('hasil-diagnosis');
-})->name('hasil-diagnosis');
+Route::get('/hasil-diagnosis', [DiagnosisController::class, 'hasil'])->name('hasil-diagnosis');
 
 Route::get('/ulasan', function () {
     return view('ulasan');