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diff --git a/code/backend_reconnaissance/__pycache__/network.cpython-38.pyc b/code/backend_reconnaissance/__pycache__/network.cpython-38.pyc
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diff --git a/code/backend_reconnaissance/audio_data.zip b/code/backend_reconnaissance/audio_data.zip
deleted file mode 100644
index 46e243c..0000000
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diff --git a/code/backend_reconnaissance/audio_detector.py b/code/backend_reconnaissance/audio_detector.py
index a3e170f..7a06d3f 100644
--- a/code/backend_reconnaissance/audio_detector.py
+++ b/code/backend_reconnaissance/audio_detector.py
@@ -119,7 +119,6 @@ def init_database():
         if not os.path.isfile(os.path.join(data_dir, word)):
             for file in os.listdir(os.path.join(data_dir,word)):
                 if os.path.isfile(os.path.join(data_dir, word,file)):
-                    print(word,os.path.join(data_dir, word,file))
                     words.append(word)
                     files.append(os.path.join(data_dir, word,file))
     return words,files
@@ -130,7 +129,23 @@ def get_word_metadata(word):
         return data[word]
 
 #Todo : detecte si pas de note donnée
-def get_grade():
+def record():
+    sr = 44100  # fréquence d'échantillonnage
+    duration = 6  # durée d'enregistrement en secondes
+    filename = "recording"  # nom du fichier à enregistrer
+    record_audio(filename, duration, sr)
+    audio_query,sr = librosa.load(f'{filename}.wav', sr=sr)
+    return audio_query,sr
+
+def analyze(audio_query,sr):
+    coupe_silence(audio_query)
+    words, files = init_database()
+    audio_train_list = [librosa.load(file, sr=sr)[0] for file in files]
+    recognized_word_index = recognize_speech(audio_query, audio_train_list, sr)
+    recognized_word = words[recognized_word_index]
+    return get_word_metadata(recognized_word)
+
+def test():
     sr = 44100  # fréquence d'échantillonnage
     duration = 6  # durée d'enregistrement en secondes
     filename = "recording"  # nom du fichier à enregistrer
diff --git a/code/backend_reconnaissance/hand_detector.py b/code/backend_reconnaissance/hand_detector.py
index 4010cbe..8f78b55 100644
--- a/code/backend_reconnaissance/hand_detector.py
+++ b/code/backend_reconnaissance/hand_detector.py
@@ -1,13 +1,18 @@
 import cv2
 import mediapipe as mp
 import numpy as np
+import os
+from dotenv import load_dotenv
+load_dotenv()
+
 
 class HandDetector():
 	def __init__(self):
+		self.camera_id = int(os.getenv("CAMERA_ID"))
 		self.mp_drawing = mp.solutions.drawing_utils
 		self.mp_drawing_styles = mp.solutions.drawing_styles
 		self.mp_hands = mp.solutions.hands
-		self.cap = cv2.VideoCapture(0)
+		self.cap = cv2.VideoCapture(self.camera_id)
 		self.hands = self.mp_hands.Hands(
 				model_complexity=0,
 				min_detection_confidence=0.5,
@@ -51,8 +56,9 @@ class HandDetector():
 			# To improve performance, optionally mark the image as not writeable to
 			# pass by reference.
 			image.flags.writeable = False
+			image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
 			results = self.hands.process(image)
-			# print(results)
+
 			if results.multi_hand_landmarks:
 				handsPositions = []
 				for hand_landmarks in results.multi_hand_landmarks:
diff --git a/code/backend_reconnaissance/manager.py b/code/backend_reconnaissance/manager.py
index 62da53a..77ce753 100644
--- a/code/backend_reconnaissance/manager.py
+++ b/code/backend_reconnaissance/manager.py
@@ -1,5 +1,5 @@
 from hand_detector import HandDetector
-from audio_detector import get_grade
+from audio_detector import record, analyze, test
 from network import ApiClient, WebsocketServer
 import time
 
@@ -57,23 +57,26 @@ class Manager():
             state, coords, size, finalDecision = res
             self.server.sendMessage({"type": "effects", "effects": [{"type": state, "x":coords[0], "y": coords[1], "width": size, "height": size}]})
             self.isLastHandPacketEmpty = False
+            self.timeLastChange = time.time()
             if(finalDecision != False):
                 self.avis["note"] = 10 if finalDecision == "thumbs_up" else 0
                 self.state = 2
-                self.timeLastChange = time.time()
                 self.server.sendMessage({"type": "state", "state": 2})
         elif self.isLastHandPacketEmpty == False:
             self.server.sendMessage({"type":"effects","effects":[]})
             self.isLastHandPacketEmpty = True
 
     def audio(self):
-        result = get_grade()
+        audio_query,sr = record()
+        self.server.sendMessage({"type":"recording_done"})
+        result = analyze(audio_query,sr)
+        # result = test()
         if(result != False):
+            print("mot detecté : " + result["display"] + " avec une note de " + str(result["grade"]))
             self.server.sendMessage({"type":"new_grade","word":result["display"]})
             self.avis["notes_autres"]["test"] = result["grade"]
             time.sleep(3)
             self.state = 3
-            self.timeLastChange = time.time()
             self.server.sendMessage({"type": "state", "state": 3})
 
     def thankYou(self):
diff --git a/code/backend_reconnaissance/network.py b/code/backend_reconnaissance/network.py
index 4223f14..af007ed 100644
--- a/code/backend_reconnaissance/network.py
+++ b/code/backend_reconnaissance/network.py
@@ -4,6 +4,9 @@ import json
 import os
 import threading
 import websockets
+from dotenv import load_dotenv
+
+load_dotenv()
 
 class WebsocketServer(threading.Thread):
     def __init__(self, onMessage, port=os.getenv("PORT"), host=os.getenv("HOST")):
diff --git a/code/backend_reconnaissance/recording.wav b/code/backend_reconnaissance/recording.wav
index 5d5625a..b73dffa 100644
Binary files a/code/backend_reconnaissance/recording.wav and b/code/backend_reconnaissance/recording.wav differ
diff --git a/code/docker-compose.yaml b/code/docker-compose.yaml
index 91b7c98..af464b8 100644
--- a/code/docker-compose.yaml
+++ b/code/docker-compose.yaml
@@ -85,22 +85,22 @@ services:
   # #Backend de la borne : scripts pythons de reconnaissances video et audio
   # #Envoient les infos a l'interface de la borne par websocket pour mettre a jour l'interface rapidement
   # #Met a jour les avis en faisant des requêtes a l'API
-  backend_reconnaissance:
-    build: ./backend_reconnaissance
-    container_name: backend_reconnaissance
-    restart: always
-    devices:
-      - /dev/video3:/dev/video0
-      - /dev/snd:/dev/snd
-    environment:
-      - PORT=5000
-      - HOST=backend_reconnaissance
-      - API_HOST=reviews_api
-      - API_PORT=8080
-    ports:
-      #Ce container est le serveur websocker dont le client est l'interface de la borne qui tourne dans le navigateur
-      - 5000:5000
-    user: root
+  # backend_reconnaissance:
+  #   build: ./backend_reconnaissance
+  #   container_name: backend_reconnaissance
+  #   restart: always
+  #   devices:
+  #     - /dev/video3:/dev/video0
+  #     - /dev/snd:/dev/snd
+  #   environment:
+  #     - PORT=5000
+  #     - HOST=backend_reconnaissance
+  #     - API_HOST=reviews_api
+  #     - API_PORT=8080
+  #   ports:
+  #     #Ce container est le serveur websocker dont le client est l'interface de la borne qui tourne dans le navigateur
+  #     - 5000:5000
+  #   user: root
     
   video_loopback:
     build: ./video_loopback
diff --git a/code/interface_borne/assets/js/audio_page.js b/code/interface_borne/assets/js/audio_page.js
index 6da88e2..ea7d3c5 100644
--- a/code/interface_borne/assets/js/audio_page.js
+++ b/code/interface_borne/assets/js/audio_page.js
@@ -7,16 +7,21 @@ class AudioPage {
     set enabled(isEnabled) {
         this.isEnabled = isEnabled;
         this.DOMElement.style.display = isEnabled ? "block" : "none";
-        document.getElementById("grade").innerHTML  = "";
+        document.getElementById("audio_status").innerHTML  = "Enregistrement...";
+    }
+    onRecordingDone() {
+        if(this.isEnabled) {
+            document.getElementById("audio_status").innerHTML = "Traitement...";
+        }
     }
 
     setGrade(grade) {
         if(this.isEnabled) {
-            document.getElementById("grade").innerHTML = grade.toString();
+            document.getElementById("audio_status").innerHTML = grade;
         }
     }
 
     reset() {
-        document.getElementById("grade").innerHTML  = "";
+        document.getElementById("audio_status").innerHTML  = "Enregistrement...";
     }
 }
\ No newline at end of file
diff --git a/code/interface_borne/assets/js/network.js b/code/interface_borne/assets/js/network.js
index 90c95b2..7f92900 100644
--- a/code/interface_borne/assets/js/network.js
+++ b/code/interface_borne/assets/js/network.js
@@ -1,5 +1,5 @@
 class WebsocketClient {
-    constructor(onNewEffects, onNewState, onNewGrade, onReset) {
+    constructor(onNewEffects, onNewState, onNewGrade, onReset, onRecordingDone) {
         this.socket = new WebSocket("ws://localhost:5000");
         this.socket.addEventListener("open", (event)  => {
             this.socket.send("connected");
@@ -13,10 +13,13 @@ class WebsocketClient {
             }else if(msg.type == "state") {
                 onNewState(msg.state);
             }else if(msg.type == "new_grade") {
-                onNewGrade(Number(msg.grade));
+                onNewGrade(msg.word);
             }else if(msg.type == "reset") {
                 onReset();
             }
+            else if(msg.type == "recording_done") {
+                onRecordingDone();
+            }
         };
     }
 }
\ No newline at end of file
diff --git a/code/interface_borne/assets/js/state_manager.js b/code/interface_borne/assets/js/state_manager.js
index 9ab68b8..c25f0b4 100644
--- a/code/interface_borne/assets/js/state_manager.js
+++ b/code/interface_borne/assets/js/state_manager.js
@@ -21,6 +21,7 @@ class StateManager {
             (state) => this.setState(state),
             (grade) => this._audioPage.setGrade(grade),
             () => this.reset(),
+            () => this._audioPage.onRecordingDone(),
         );
         
         this._sleepingPage.enabled = true;
diff --git a/code/interface_borne/index.html b/code/interface_borne/index.html
index 59182a1..56f7497 100644
--- a/code/interface_borne/index.html
+++ b/code/interface_borne/index.html
@@ -35,17 +35,15 @@
             <div class="title">
                 <h1>Dites-nous en plus</h1>
             </div>
-            <p>Donnez une note sur 10 au critère suivant</p>
-            <table>
-                <tr>
-                    <th>Critère</td>
-                    <th>Note / 10</td>
-                </tr>
-                <tr>
-                    <td>Calme</td>
-                    <td><span id="grade"></span>/10</td>
-                </tr>
-            </table>
+            <p>Comment avez vous trouvé l'exposition ... ?</p>
+            <p>Dites un mot parmis la liste suivante</p>
+            <ul>
+                <li>J'ai beaucoup aimé</li>
+                <li>génial</li>
+                <li>Ennuyant</li>
+                <li>Nul</li>
+            </ul>
+            <p>Mot détécté : <span id="audio_status"></span></p>
         </div>
     </div>
     <div id="thank-you">
diff --git a/code/Interface_Lounes/determinationGenre.py b/code_autre/Interface_Lounes/determinationGenre.py
similarity index 100%
rename from code/Interface_Lounes/determinationGenre.py
rename to code_autre/Interface_Lounes/determinationGenre.py
diff --git a/code/Interface_Lounes/reconnaissancePouce.py b/code_autre/Interface_Lounes/reconnaissancePouce.py
similarity index 100%
rename from code/Interface_Lounes/reconnaissancePouce.py
rename to code_autre/Interface_Lounes/reconnaissancePouce.py
diff --git a/code/Traitement Langage Naturel/.gitkeep b/code_autre/Traitement Langage Naturel/.gitkeep
similarity index 100%
rename from code/Traitement Langage Naturel/.gitkeep
rename to code_autre/Traitement Langage Naturel/.gitkeep
diff --git a/code/Traitement Langage Naturel/LouvreAvis.txt b/code_autre/Traitement Langage Naturel/LouvreAvis.txt
similarity index 100%
rename from code/Traitement Langage Naturel/LouvreAvis.txt
rename to code_autre/Traitement Langage Naturel/LouvreAvis.txt
diff --git a/code/Traitement Langage Naturel/ReviewAnalysis.py b/code_autre/Traitement Langage Naturel/ReviewAnalysis.py
similarity index 100%
rename from code/Traitement Langage Naturel/ReviewAnalysis.py
rename to code_autre/Traitement Langage Naturel/ReviewAnalysis.py
diff --git a/code/Traitement Langage Naturel/TAL.ipynb b/code_autre/Traitement Langage Naturel/TAL.ipynb
similarity index 100%
rename from code/Traitement Langage Naturel/TAL.ipynb
rename to code_autre/Traitement Langage Naturel/TAL.ipynb
diff --git a/code/Traitement Langage Naturel/TALnegation__1_.ipynb b/code_autre/Traitement Langage Naturel/TALnegation__1_.ipynb
similarity index 100%
rename from code/Traitement Langage Naturel/TALnegation__1_.ipynb
rename to code_autre/Traitement Langage Naturel/TALnegation__1_.ipynb
diff --git a/code/Traitement Langage Naturel/fr_lexicon.txt b/code_autre/Traitement Langage Naturel/fr_lexicon.txt
similarity index 100%
rename from code/Traitement Langage Naturel/fr_lexicon.txt
rename to code_autre/Traitement Langage Naturel/fr_lexicon.txt