Remove LFS tracking

.gitattributes

@@ -1 +0,0 @@
-*.pkl filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -1,9 +1,16 @@
 venv/
 __pycache__/
-*.pkl
+#*.pkl
 data/
 .ipynb_checkpoints/
 outputs/
 *.pyc
 *.egg-info/
 .env 
+src/model_rf.pkl
+src/model_multi.pkl
+src/modeles_segment.pkl
+src/label_encoder.pkl
+src/features.pkl
+src/label_encoder_multi.pkl
+src/features_multi.pkl

.~lock.documentation_immo_predict_v2_v3.docx#

@@ -1 +0,0 @@
-,DESKTOP-AUN3R3J/Elyas,,12.03.2026 21:10,file:///C:/Users/Elyas/AppData/Roaming/OfficeDocOpener/4;

requirement.txt

@@ -0,0 +1 @@
+ 

src/static/script.js

@@ -12,7 +12,6 @@ function initThree() {
   const camera = new THREE.PerspectiveCamera(60, window.innerWidth / window.innerHeight, 0.1, 100);
   camera.position.z = 30;
 
-  // Particules
   const count = 1200;
   const positions = new Float32Array(count * 3);
   const colors = new Float32Array(count * 3);
@@ -24,20 +23,11 @@ function initThree() {
 
     const r = Math.random();
     if (r < 0.5) {
-      // Bleu
-      colors[i * 3]     = 0.23;
-      colors[i * 3 + 1] = 0.51;
-      colors[i * 3 + 2] = 0.96;
+      colors[i * 3] = 0.23; colors[i * 3 + 1] = 0.51; colors[i * 3 + 2] = 0.96;
     } else if (r < 0.8) {
-      // Cyan
-      colors[i * 3]     = 0.02;
-      colors[i * 3 + 1] = 0.71;
-      colors[i * 3 + 2] = 0.83;
+      colors[i * 3] = 0.02; colors[i * 3 + 1] = 0.71; colors[i * 3 + 2] = 0.83;
     } else {
-      // Blanc doux
-      colors[i * 3]     = 0.55;
-      colors[i * 3 + 1] = 0.58;
-      colors[i * 3 + 2] = 0.70;
+      colors[i * 3] = 0.55; colors[i * 3 + 1] = 0.58; colors[i * 3 + 2] = 0.70;
     }
   }
 
@@ -46,33 +36,21 @@ function initThree() {
   geo.setAttribute('color', new THREE.BufferAttribute(colors, 3));
 
   const mat = new THREE.PointsMaterial({
-    size: 0.12,
-    vertexColors: true,
-    transparent: true,
-    opacity: 0.7,
-    sizeAttenuation: true
+    size: 0.12, vertexColors: true, transparent: true, opacity: 0.7, sizeAttenuation: true
   });
 
   const points = new THREE.Points(geo, mat);
   scene.add(points);
 
-  // Lignes de grille en perspective
-  const lineMat = new THREE.LineBasicMaterial({
-    color: 0x1e3a5f,
-    transparent: true,
-    opacity: 0.15
-  });
+  const lineMat = new THREE.LineBasicMaterial({ color: 0x1e3a5f, transparent: true, opacity: 0.15 });
 
   for (let i = -5; i <= 5; i++) {
     const hGeo = new THREE.BufferGeometry().setFromPoints([
-      new THREE.Vector3(-40, i * 8, -10),
-      new THREE.Vector3(40, i * 8, -10)
+      new THREE.Vector3(-40, i * 8, -10), new THREE.Vector3(40, i * 8, -10)
     ]);
     scene.add(new THREE.Line(hGeo, lineMat));
-
     const vGeo = new THREE.BufferGeometry().setFromPoints([
-      new THREE.Vector3(i * 8, -40, -10),
-      new THREE.Vector3(i * 8, 40, -10)
+      new THREE.Vector3(i * 8, -40, -10), new THREE.Vector3(i * 8, 40, -10)
     ]);
     scene.add(new THREE.Line(vGeo, lineMat));
   }
@@ -107,7 +85,6 @@ function animateCounters() {
     const target = parseInt(el.dataset.target);
     const duration = 1500;
     const start = performance.now();
-
     function update(now) {
       const progress = Math.min((now - start) / duration, 1);
       const ease = 1 - Math.pow(1 - progress, 3);
@@ -159,7 +136,6 @@ async function loadCommunes() {
   sel.innerHTML = communes.map(c => `<option value="${c}">${c}</option>`).join('');
 }
 
-// ── Prédiction ──
 async function predict() {
   const btn = document.getElementById('cta-btn');
   const label = document.getElementById('cta-label');
@@ -172,6 +148,26 @@ async function predict() {
   btn.disabled = true;
 
   try {
+    const commune = document.getElementById('commune').value;
+    const dept = document.getElementById('departement').value;
+
+    let latitude = 0, longitude = 0, code_postal = '00000';
+
+    try {
+      const adresse = `${commune} ${dept} France`;
+      const geoRes = await fetch(
+        `https://api-adresse.data.gouv.fr/search/?q=${encodeURIComponent(adresse)}&limit=1`
+      );
+      const geoData = await geoRes.json();
+      if (geoData.features && geoData.features.length > 0) {
+        longitude = geoData.features[0].geometry.coordinates[0];
+        latitude = geoData.features[0].geometry.coordinates[1];
+        code_postal = geoData.features[0].properties.postcode || '00000';
+      }
+    } catch (e) {
+      console.log('Géocodage échoué, fallback centroïde');
+    }
+
     const res = await fetch('/api/predict', {
       method: 'POST',
       headers: { 'Content-Type': 'application/json' },
@@ -181,24 +177,27 @@ async function predict() {
         nb_pieces: steppers.pieces,
         nb_lots: steppers.lots,
         surface_terrain: document.getElementById('terrain').value,
-        commune: document.getElementById('commune').value,
-        departement: document.getElementById('departement').value
+        commune: commune,
+        departement: dept,
+        latitude: latitude,
+        longitude: longitude,
+        code_postal: code_postal
       })
     });
 
     const data = await res.json();
 
-    // Remplir les résultats
     document.getElementById('result-price').textContent = fmt(data.prix);
     document.getElementById('result-sub').textContent =
-      selectedType + ' · ' + document.getElementById('commune').value + ' (' + document.getElementById('departement').value + ')';
+      selectedType + ' · ' + commune + ' (' + dept + ')' +
+      ' · ' + data.dist_centre_km + ' km du centre · ' +
+      new Intl.NumberFormat('fr-FR').format(data.revenu_median_zone) + '€ revenu médian';
     document.getElementById('r-bas').textContent = fmt(data.fourchette_bas);
     document.getElementById('r-haut').textContent = fmt(data.fourchette_haut);
     document.getElementById('r-m2').textContent = new Intl.NumberFormat('fr-FR').format(data.prix_m2) + ' €/m²';
     document.getElementById('r-precision').textContent = data.precision + '%';
-    document.getElementById('r-segment').textContent = data.segment.replace(/_/g, ' ');
+    document.getElementById('r-segment').textContent = data.segment;
 
-    // Afficher et animer
     const result = document.getElementById('result');
     result.style.display = 'block';
     setTimeout(() => {