fin du bot

agents/pharmacy_agent.py

@@ -1,56 +0,0 @@
-from langchain.agents import create_agent
-from langchain_groq import ChatGroq
-from langchain.tools import tool
-from langgraph.checkpoint.memory import InMemorySaver
-from langchain.messages import HumanMessage
-
-from dotenv import load_dotenv
-from pathlib import Path
-
-import sys
-import os
-
-ROOT_DIR = Path(__file__).resolve().parent.parent
-sys.path.append(str(ROOT_DIR))
-load_dotenv()
-
-from tools.pharma_tools import get_nearly
-from src.prompts import pharmacy_prompt
-
-def pharmacy_agent():
-
-    api_key = os.environ.get('GROQ_API_KEY')
-    llm = ChatGroq(
-        model="openai/gpt-oss-120b", 
-        api_key=api_key, 
-        temperature=0,
-    )
-
-    pha_agent = create_agent(
-        model = llm,
-        tools = [get_nearly],
-        system_prompt = pharmacy_prompt,
-        checkpointer = InMemorySaver(),
-    )
-    return pha_agent
-
-#     while True:
-#         q = input("\nUrgence : ")
-#         config = {"configurable": {"thread_id": "1"}}
-
-#         if q.lower() == 'q': 
-#             break
-#         q = HumanMessage(content=q)
-#         try:
-#             result = pha_agent.invoke({"messages": [q]}, config=config)
-#             print(result['messages'][-1].content)
-#         except Exception as e:
-#             print(f"[BUG] l'agent n'a pas demarer !!")
-#             print(f"Erreur : {e}")
-
-# if __name__ == '__main__':
-#     pharmacy_agent()
-
-
-
-

api.py

@@ -0,0 +1,131 @@
+from fastapi import FastAPI, HTTPException
+from pydantic import BaseModel
+from fastapi.middleware.cors import CORSMiddleware
+from typing import Any
+from tools.transcription import transcribe_audio
+from fastapi import  File, UploadFile, Form
+import os
+import shutil
+import uvicorn
+
+# On importe  graphe LangGraph depuis  main.py
+from main import app as langgraph_app
+
+# Initialisation de l'API
+app = FastAPI(
+    title="Nova Health API", 
+    description="API d'orientation médicale propulsée par l'IA"
+)
+
+# --- CONFIGURATION CORS ---
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+@app.get("/")
+async def accueil():
+    """Route d'accueil simple pour vérifier que l'API tourne."""
+    return {
+        "nom_projet": "Nova Health API",
+        "statut": "En ligne ",
+        "message": "Bienvenue ! Le système d'orientation médicale IA est opérationnel.",
+        "documentation": "Allez sur /docs pour tester l'API avec Swagger UI."
+    }
+
+# --- MODÈLES DE DONNÉES (JSON) ---
+
+# Ce que le frontend doit t'envoyer
+class ChatRequest(BaseModel):
+    user_message: str
+    user_lat: float
+    user_lon: float
+
+# front 
+class ChatResponse(BaseModel):
+    intention: str
+    mot_cle: str
+    reponse_texte: Any
+
+# --- LA ROUTE DE L'API ---
+
+@app.post("/api/chat", response_model=ChatResponse)
+async def chat_endpoint(request: ChatRequest):
+    """
+    Reçoit le message et les coordonnées GPS du patient, 
+    et renvoie l'orientation médicale formatée en JSON.
+    
+    """
+    try:
+        # On prépare les données pour ton routeur LangGraph
+        inputs = {
+            "user_message": request.user_message,
+            "user_lat": request.user_lat,
+            "user_lon": request.user_lon
+        }
+        
+        # On fait réfléchir l'IA
+        result = langgraph_app.invoke(inputs)
+        
+        # On renvoie le résultat au format JSON propre
+        return ChatResponse(
+            intention=result.get("intention", "INCONNU"),
+            mot_cle=result.get("mot_cle", ""),
+            reponse_texte=result.get("final_response", "Désolé, une erreur est survenue lors de la recherche.")
+        )
+        
+    except Exception as e:
+        # S'il y a un crash, on renvoie une erreur 500 propre au frontend
+        raise HTTPException(status_code=500, detail=str(e))
+
+
+@app.post("/api/audio", response_model=ChatResponse)
+async def audio_endpoint(
+    user_lat: float = Form(...),
+    user_lon: float = Form(...),
+    file: UploadFile = File(...)
+):
+    temp_file_path = f"temp_{file.filename}"
+    
+    try:
+        # 1. Sauvegarde
+        with open(temp_file_path, "wb") as buffer:
+            shutil.copyfileobj(file.file, buffer)
+            
+        # 2. Transcription
+        texte_transcrit = transcribe_audio(temp_file_path) 
+        print(f"[VOCAL] Message transcrit : {texte_transcrit}")
+
+        # 3. Appel LangGraph
+        print("[INFO] : Lancement du Graph")
+        inputs = {
+            "user_message": str(texte_transcrit),
+            "user_lat": float(user_lat),
+            "user_lon": float(user_lon)
+        }
+
+        result = langgraph_app.invoke(inputs)
+        
+        # 4. RETOUR UNIFIÉ 
+        return ChatResponse(
+            intention=result.get("intention", "INCONNU"),
+            mot_cle=result.get("mot_cle", ""),
+            reponse_texte=result.get("final_response", "Désolé, une erreur est survenue lors de la recherche.")
+        )
+
+    except Exception as e:
+        print(f"Erreur Audio : {e}")
+        raise HTTPException(status_code=500, detail=f"Erreur : {str(e)}")
+        
+    finally:
+        if os.path.exists(temp_file_path):
+            os.remove(temp_file_path)
+
+
+# --- LANCEMENT DU SERVEUR ---
+if __name__ == "__main__":
+    print("[INFO] Démarrage de l'API Nova Health sur http://localhost:8000")
+    uvicorn.run(app, host="0.0.0.0", port=8000)

data/finetuning_dataset.jsonl

@@ -0,0 +1,54 @@
+{"timestamp": "2026-03-25T17:35:11.044811", "messages": [{"role": "user", "content": "Je recherche une pharmacie ?"}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-25T17:36:22.184748", "messages": [{"role": "user", "content": "j'ai tres mal au pieds "}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"orthopédiste\"}"}]}
+{"timestamp": "2026-03-25T17:40:15.984261", "messages": [{"role": "user", "content": "j'ai tres mal au pieds "}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"orthopédiste\"}"}]}
+{"timestamp": "2026-03-25T17:53:53.209742", "messages": [{"role": "user", "content": "Salut"}, {"role": "assistant", "content": "{\"categorie\": \"INCONNU\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-25T17:54:17.423431", "messages": [{"role": "user", "content": "Comment tu vas !?"}, {"role": "assistant", "content": "{\"categorie\": \"INCONNU\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-25T17:57:21.096039", "messages": [{"role": "user", "content": "J'ai mal a la tête !?"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"neurologue\"}"}]}
+{"timestamp": "2026-03-25T18:12:28.671667", "messages": [{"role": "user", "content": "je recherche un pédiatre !?"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"pédiatre\"}"}]}
+{"timestamp": "2026-03-25T18:19:47.991063", "messages": [{"role": "user", "content": "je recherche un pédiatre !?"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"pédiatre\"}"}]}
+{"timestamp": "2026-03-25T18:20:21.362024", "messages": [{"role": "user", "content": "je recherche une pédiatrie !?"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"pédiatrie\"}"}]}
+{"timestamp": "2026-03-25T18:20:48.677926", "messages": [{"role": "user", "content": "je recherche une pédiatre !?"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"pédiatre\"}"}]}
+{"timestamp": "2026-03-25T18:24:15.915410", "messages": [{"role": "user", "content": "où est ce que je peux trouver un pédiatre"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"pédiatrie\"}"}]}
+{"timestamp": "2026-03-25T18:24:35.214389", "messages": [{"role": "user", "content": "où est ce que je peux trouver un pédiatre"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"pédiatrie\"}"}]}
+{"timestamp": "2026-03-25T23:29:07.900516", "messages": [{"role": "user", "content": "j'ai tres mal au pieds "}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"podiatrie\"}"}]}
+{"timestamp": "2026-03-25T23:29:25.543983", "messages": [{"role": "user", "content": "j'ai tres mal au pieds "}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"podiatrie\"}"}]}
+{"timestamp": "2026-03-26T01:18:38.962149", "messages": [{"role": "user", "content": "je recherche un pediatre"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"pédiatrie\"}"}]}
+{"timestamp": "2026-03-26T01:19:26.148374", "messages": [{"role": "user", "content": "je recherche un spécialiste pour soigner mes enfants"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"pédiatrie\"}"}]}
+{"timestamp": "2026-03-26T01:22:32.351642", "messages": [{"role": "user", "content": "je recherche un medecin generaliste"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T01:29:28.086462", "messages": [{"role": "user", "content": "je recherche un cardiologue"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"cardiologie\"}"}]}
+{"timestamp": "2026-03-26T01:39:39.098727", "messages": [{"role": "user", "content": "je recherche un cardiologue"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"cardiologie\"}"}]}
+{"timestamp": "2026-03-26T01:40:24.371453", "messages": [{"role": "user", "content": "je recherche un cardiologue"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"cardiologie\"}"}]}
+{"timestamp": "2026-03-26T01:42:07.794359", "messages": [{"role": "user", "content": "je recherche un cardiologu"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"cardiologie\"}"}]}
+{"timestamp": "2026-03-26T01:43:41.254338", "messages": [{"role": "user", "content": "je recherche un cardiologue"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"cardiologie\"}"}]}
+{"timestamp": "2026-03-26T01:45:16.333679", "messages": [{"role": "user", "content": "je recherche un cardiologu"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"cardiologie\"}"}]}
+{"timestamp": "2026-03-26T01:49:07.889329", "messages": [{"role": "user", "content": "je recherche un cardiologue"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"cardiologie\"}"}]}
+{"timestamp": "2026-03-26T01:59:01.586599", "messages": [{"role": "user", "content": "je recherche un cardiologue"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"cardiologie\"}"}]}
+{"timestamp": "2026-03-26T01:59:43.935602", "messages": [{"role": "user", "content": "je recherche une pharmacies"}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:02:15.051402", "messages": [{"role": "user", "content": "je recherche pharmacie de garde"}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:03:27.105631", "messages": [{"role": "user", "content": "Saluut comment tu vas !?"}, {"role": "assistant", "content": "{\"categorie\": \"INCONNU\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:08:59.793440", "messages": [{"role": "user", "content": "Je recherches les pharmacie de garde"}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:09:49.780263", "messages": [{"role": "user", "content": "Je recherches les pharmacie de garde"}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:14:04.479515", "messages": [{"role": "user", "content": "Je recherches les pharmacie de garde"}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:19:51.996416", "messages": [{"role": "user", "content": "je fais de la fievre et j 'ai besoin de voir un medecin"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:21:04.691359", "messages": [{"role": "user", "content": "je fais de la fievre et j ai besoin de voir un medecin"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:24:50.052640", "messages": [{"role": "user", "content": "je fais de la fievre et j ai besoin de voir un medecin"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:35:29.689165", "messages": [{"role": "user", "content": "je fais de la fievre et j ai besoin de voir un medecin"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T02:37:30.868528", "messages": [{"role": "user", "content": "je fais de la fievre et j ai besoin de voir un medecin"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:01:56.188466", "messages": [{"role": "user", "content": "je fais de la fievre et j ai besoin de voir un medecin"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:03:05.646253", "messages": [{"role": "user", "content": "je veux aller a la pharmacie"}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:03:43.558212", "messages": [{"role": "user", "content": "je cheche un gynecologue"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"maternité\"}"}]}
+{"timestamp": "2026-03-26T03:04:14.888236", "messages": [{"role": "user", "content": "je fais de la fievre"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:11:03.225954", "messages": [{"role": "user", "content": "je fais de la fievre"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:14:57.801055", "messages": [{"role": "user", "content": "je fais de la fievre"}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:15:35.628768", "messages": [{"role": "user", "content": "je recherche un sexologue"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"sexologie\"}"}]}
+{"timestamp": "2026-03-26T03:19:13.296489", "messages": [{"role": "user", "content": "ma femme enceinte de 8 mois a des douleurs"}, {"role": "assistant", "content": "{\"categorie\": \"SPECIALISTE\", \"mot_cle\": \"maternité\"}"}]}
+{"timestamp": "2026-03-26T03:38:52.846270", "messages": [{"role": "user", "content": " Bonsoir, je recherche une pharmacie de garde proche de moi. Merci."}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:39:18.871398", "messages": [{"role": "user", "content": " Bonsoir, je recherche une pharmacie de garde proche de moi. Merci."}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:42:03.520544", "messages": [{"role": "user", "content": " Bonsoir, je recherche une pharmacie de garde proche de moi. Merci."}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:42:23.167446", "messages": [{"role": "user", "content": " Bonsoir, je recherche une pharmacie de garde proche de moi. Merci."}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:51:15.969948", "messages": [{"role": "user", "content": " Bonsoir, je recherche une pharmacie de garde proche de moi. Merci"}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:52:03.999730", "messages": [{"role": "user", "content": " Bonsoir, je recherche une pharmacie de garde proche de moi. Merci."}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:55:55.213240", "messages": [{"role": "user", "content": " Bonsoir, je recherche une pharmacie de garde proche de moi. Merci."}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T03:56:13.138699", "messages": [{"role": "user", "content": " Bonsoir, je fais de la fièvre et j'ai besoin d'aide."}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T04:01:10.919057", "messages": [{"role": "user", "content": " Bonsoir, je fais de la fièvre et j'ai besoin d'aide."}, {"role": "assistant", "content": "{\"categorie\": \"ORIENTATION\", \"mot_cle\": \"\"}"}]}
+{"timestamp": "2026-03-26T04:01:39.094206", "messages": [{"role": "user", "content": " Bonsoir, je recherche une pharmacie de garde proche de moi. Merci."}, {"role": "assistant", "content": "{\"categorie\": \"PHARMACIE\", \"mot_cle\": \"\"}"}]}

data/pharmacies_cache.json

@@ -1,380 +1,407 @@
 [
     {
-        "nom": "PHARMACIE MAWUNYO",
-        "quartier": "Agoè Sogbossito",
-        "contacts": "98 23 38 30",
-        "latitude": "6.254869000336117",
-        "longitude": "1.1712071560981412",
-        "map_link": "https://maps.google.com/?q=6.254869000336117,1.1712071560981412",
-        "adresse": "Route de Mission Tové, Non loin de la Station OANDO Agoè Sogbossito"
+        "nom": "PHARMACIE LA NOUVELLE TULIPE",
+        "quartier": "LOME",
+        "contacts": "99 47 00 70",
+        "latitude": "6.2608333",
+        "longitude": "1.16075",
+        "map_link": "https://maps.google.com/?q=6.2608333,1.16075",
+        "adresse": "Rte de Mission-Tové, près de la Station CAP Agoè-légbassito"
     },
     {
-        "nom": "PHARMACIE DENIS",
+        "nom": "PHARMACIE LA BARAKA",
         "quartier": "AGOE",
-        "contacts": "93 08 46 40 / 70 12 35 85",
-        "latitude": "6.2477146",
-        "longitude": "1.1529594",
-        "map_link": "https://maps.google.com/?q=6.2477146,1.1529594",
-        "adresse": "Agoè Kové, Carrefour KPOGLI"
+        "contacts": "90 17 49 28 / 70 41 44 13",
+        "latitude": "6.2421387",
+        "longitude": "1.1664511",
+        "map_link": "https://maps.google.com/?q=6.2421387,1.1664511",
+        "adresse": "Agoe Logopé, non loin de l'Ecoke la BRUYERE à proximité du camp GP"
     },
     {
-        "nom": "PHARMACIE ABRAHAM",
-        "quartier": "LOMÉ",
-        "contacts": "22 50 10 00 / 92 25 99 83",
-        "latitude": "6.2358092",
-        "longitude": "1.1667484",
-        "map_link": "https://maps.google.com/?q=6.2358092,1.1667484",
-        "adresse": "Agoè Lohopé Kossigan"
+        "nom": "PHARMACIE DIVINA GRACIA",
+        "quartier": "AGOE",
+        "contacts": "93 83 91 00 / 96 80 10 21",
+        "latitude": "6.2327797",
+        "longitude": "1.1868497",
+        "map_link": "https://maps.google.com/?q=6.2327797,1.1868497",
+        "adresse": "Agoè fiovi, rond point Cool Catche"
     },
     {
-        "nom": "PHARMACIE M'BA",
+        "nom": "PHARMACIE TCHEP'SON",
         "quartier": "AGOE",
-        "contacts": "70 27 81 81 / 99 76 81 81",
-        "latitude": "6.2716598",
-        "longitude": "1.1464673",
-        "map_link": "https://maps.google.com/?q=6.2716598,1.1464673",
-        "adresse": "13 BP 341 Lomé. Route de Kovié, 500 mètres après le marché de LEGBASSITO. "
+        "contacts": "96 90 04 64 / 70 42 94 41",
+        "latitude": "6.2590019",
+        "longitude": "1.1991617",
+        "map_link": "https://maps.google.com/?q=6.2590019,1.1991617",
+        "adresse": "Face terminal du Sahel, Agoè zongo"
     },
     {
-        "nom": "PHARMACIE EMMAUS",
-        "quartier": "AGOE NYIVE",
-        "contacts": "22 51 29 19 / 22 40 25 04",
-        "latitude": "6.2359286",
-        "longitude": "1.1918434",
-        "map_link": "https://maps.google.com/?q=6.2359286,1.1918434",
-        "adresse": "Route de Mission-Tové, Agoè-Nyivé BP 20492"
+        "nom": "PHARMACIE GRATITUDE",
+        "quartier": "Agoè Légbassito",
+        "contacts": "92 18 94 85",
+        "latitude": "6.2646808",
+        "longitude": "1.133599",
+        "map_link": "https://maps.google.com/?q=6.2646808,1.133599",
+        "adresse": "Grand contournement non loin du carrefour avinato à 100m de la clinique OASIS "
     },
     {
-        "nom": "PHARMACIE VITA FLORE",
-        "quartier": "LOME",
-        "contacts": "22 27 06 36",
-        "latitude": "6.2219499",
-        "longitude": "1.163045",
-        "map_link": "https://maps.google.com/?q=6.2219499,1.163045",
-        "adresse": "Baguida, BP 80531"
+        "nom": "PHARMACIE LA MAIN DE DIEU",
+        "quartier": "AGOE",
+        "contacts": "22 52 77 55",
+        "latitude": "6.2349799",
+        "longitude": "1.2003657",
+        "map_link": "https://maps.google.com/?q=6.2349799,1.2003657",
+        "adresse": "Agoè nouveau marché, vers le camp de police"
     },
     {
-        "nom": "PHARMACIE DE LA CHARITE",
-        "quartier": "AGOE NYIVE",
-        "contacts": "22 25 12 60",
-        "latitude": "6.2638511",
-        "longitude": "1.1337231",
-        "map_link": "https://maps.google.com/?q=6.2638511,1.1337231",
-        "adresse": "Non loin de CEG agoè nyivé centre, BP 7856"
+        "nom": "PHARMACIE YESHUA",
+        "quartier": "Agoè-Nyivé",
+        "contacts": "98772153 / 98772150",
+        "latitude": "6.2197903",
+        "longitude": "1.1567935",
+        "map_link": "https://maps.google.com/?q=6.2197903,1.1567935",
+        "adresse": "Agoè - Vakpossito vers l'école NDE, entre le CMS Mur et le CMS Maranatha"
     },
     {
-        "nom": "PHARMACIE TAKOE",
-        "quartier": "AGOE ZONGO",
-        "contacts": "22 35 27 12 / 90 02 34 59",
-        "latitude": "6.253209",
-        "longitude": "1.2063726",
-        "map_link": "https://maps.google.com/?q=6.253209,1.2063726",
-        "adresse": "Rte d’Atakpamé, Face Terminal Sahel, Togblekopé, BP 8408"
+        "nom": "PHARMACIE ZOSSIME",
+        "quartier": "AGOE",
+        "contacts": "99 99 80 75 / 70 46 26 64",
+        "latitude": "6.2333748",
+        "longitude": "1.1391774",
+        "map_link": "https://maps.google.com/?q=6.2333748,1.1391774",
+        "adresse": "Zossimé, route de Sanguéra près du marché de Zossimé"
     },
     {
-        "nom": "PHARMACIE NABINE",
+        "nom": "PHARMACIE LE ROCHER",
         "quartier": "AGOE",
-        "contacts": "93 36 26 26 / 98 97 97 96",
-        "latitude": "6.2180871",
-        "longitude": "1.1825304",
-        "map_link": "https://maps.google.com/?q=6.2180871,1.1825304",
-        "adresse": "Site à Agoè Anomé, dit plateau (Route Bar le Plateau)"
+        "contacts": "92 30 06 56 / 99 08 05 01",
+        "latitude": "6.2461716",
+        "longitude": "1.2071869",
+        "map_link": "https://maps.google.com/?q=6.2461716,1.2071869",
+        "adresse": "Agoè Zongo, sur la nationale N°1, près du terrain de jeu de Golf"
     },
     {
-        "nom": "PHARMACIE ADOUNI",
+        "nom": "PHARMACIE CLEMENCE",
         "quartier": "AGOE",
-        "contacts": "70 39 39 39",
-        "latitude": "6.218597315389508",
-        "longitude": "1.1489563691587497",
-        "map_link": "https://maps.google.com/?q=6.218597315389508,1.1489563691587497",
-        "adresse": "Vakposito logogome, carrefour AISED"
+        "contacts": "70 19 35 35 / 70 21 26 26",
+        "latitude": "6.2199286",
+        "longitude": "1.1895335",
+        "map_link": "https://maps.google.com/?q=6.2199286,1.1895335",
+        "adresse": "Route de la Cour d'appel, entre la CEET et l'Ecole privée LA SOURCE"
     },
     {
-        "nom": "PHARMACIE GANFAT",
-        "quartier": "AGOE",
-        "contacts": "22 55 08 15 / 70 22 15 15",
-        "latitude": "6.2372998",
-        "longitude": "1.1277133",
-        "map_link": "https://maps.google.com/?q=6.2372998,1.1277133",
-        "adresse": "Agoè Daliko près du Carf EDEM (Camp GP)"
+        "nom": "PHARMACIE DIEUDONNE",
+        "quartier": "AGOE NYIVE",
+        "contacts": "23 38 07 44",
+        "latitude": "6.2157404",
+        "longitude": "1.1374364",
+        "map_link": "https://maps.google.com/?q=6.2157404,1.1374364",
+        "adresse": "Route LEO 2000, non loin de FUCEC, Agoè-Téléssou, BP 7951"
     },
     {
-        "nom": "PHARMACIE LAUS DEO",
+        "nom": "PHARMACIE MILLENAIRE",
         "quartier": "LOME",
-        "contacts": "22 25 15 05 / 22 31 54 52",
-        "latitude": "6.2069734",
-        "longitude": "1.1808951",
-        "map_link": "https://maps.google.com/?q=6.2069734,1.1808951",
-        "adresse": "Route de Léo 2000, face clinique Bethesda, Adidoadin, 05 BP 21"
+        "contacts": "22 51 64 31",
+        "latitude": "6.206914",
+        "longitude": "1.1873226",
+        "map_link": "https://maps.google.com/?q=6.206914,1.1873226",
+        "adresse": "Adidoadin, 05 BP 64"
     },
     {
-        "nom": "PHARMACIE DELALI",
-        "quartier": "AGOE NYIVE",
-        "contacts": "22 25 83 31 / 23 36 42 51",
-        "latitude": "6.2079146",
-        "longitude": "1.1930054",
-        "map_link": "https://maps.google.com/?q=6.2079146,1.1930054",
-        "adresse": "Face CMS de cacaveli,   04  BP 225"
+        "nom": "PHARMACIE APOLLON",
+        "quartier": "LOME",
+        "contacts": "22 31 01 07",
+        "latitude": "6.202853",
+        "longitude": "1.1644948",
+        "map_link": "https://maps.google.com/?q=6.202853,1.1644948",
+        "adresse": "Hétsiavi, avédji, 08 BP 80507"
     },
     {
-        "nom": "PHARMACIE EL-SALI",
-        "quartier": "LOME",
-        "contacts": "70 12 44 44",
-        "latitude": "6.2201679",
-        "longitude": "1.1231497",
-        "map_link": "https://maps.google.com/?q=6.2201679,1.1231497",
-        "adresse": "Rte Lomé-Kpalimé, Aflao Apédokoè Gbomamé, à 50 m de la quaincaillerue MACO"
+        "nom": "PHARMACIE EVA",
+        "quartier": "AGOE",
+        "contacts": "92163232",
+        "latitude": "6.24591",
+        "longitude": "1.1150278",
+        "map_link": "https://maps.google.com/?q=6.24591,1.1150278",
+        "adresse": "Sanguéra, non loin de T'OIL"
     },
     {
-        "nom": "PHARMACIE BESDA",
-        "quartier": "",
-        "contacts": "23 37 10 56",
-        "latitude": "6.1946918",
-        "longitude": "1.1537811",
-        "map_link": "https://maps.google.com/?q=6.1946918,1.1537811",
-        "adresse": "2, rue Batoumé, Bawakondji, Assahoun, BP 70"
+        "nom": "PHARMACIE OSSAN",
+        "quartier": "LOME",
+        "contacts": "23 38 44 25 / 22 51 13 04",
+        "latitude": "6.201132",
+        "longitude": "1.1785749",
+        "map_link": "https://maps.google.com/?q=6.201132,1.1785749",
+        "adresse": "Carrefour d’Avédji, BP 869"
     },
     {
-        "nom": "PHARMACIE MAINA",
+        "nom": "PHARMACIE SAINT MICHEL",
         "quartier": "AGOE NYIVE",
-        "contacts": "22 33 65 34",
-        "latitude": "6.1920183",
-        "longitude": "1.1751296",
-        "map_link": "https://maps.google.com/?q=6.1920183,1.1751296",
-        "adresse": "Marché Agoè-Assiyéyé"
+        "contacts": "22 51 70 22",
+        "latitude": "6.2152161",
+        "longitude": "1.2062228",
+        "map_link": "https://maps.google.com/?q=6.2152161,1.2062228",
+        "adresse": "Près de la Brasserie BB, 05 BP 201"
     },
     {
-        "nom": "PHARMACIE NATION",
+        "nom": "PHARMACIE SILOE",
         "quartier": "LOME",
-        "contacts": "22 25 99 65",
-        "latitude": "6.1922419",
-        "longitude": "1.1888177",
-        "map_link": "https://maps.google.com/?q=6.1922419,1.1888177",
-        "adresse": "Totsi en face de l'agence ECOBANK"
+        "contacts": "22 33 82 87",
+        "latitude": "6.2068567",
+        "longitude": "1.1387278",
+        "map_link": "https://maps.google.com/?q=6.2068567,1.1387278",
+        "adresse": "Carrefour Atigangomé, Adidogomé A pédokoe,  07 BP  7189"
     },
     {
-        "nom": "PHARMACIE CONSEIL",
-        "quartier": "LOME",
-        "contacts": "93 10 92 92 / 96 80 21 37",
-        "latitude": "6.1937183",
-        "longitude": "1.1280846",
-        "map_link": "https://maps.google.com/?q=6.1937183,1.1280846",
-        "adresse": "Carrefour du CEG Sagbado Logoté"
+        "nom": "PHARMACIE SAINT ESPRIT",
+        "quartier": "AGOE NYIVE",
+        "contacts": "22 40 29 06",
+        "latitude": "6.2218567",
+        "longitude": "1.219288",
+        "map_link": "https://maps.google.com/?q=6.2218567,1.219288",
+        "adresse": "Route Agoè-Kégué, CEG Agoè Est, BP 1246"
     },
     {
-        "nom": "PHARMACIE EPIPHANIA",
+        "nom": "PHARMACIE ACTUELLE",
         "quartier": "LOME",
-        "contacts": "22 25 02 62 / 23 20 10 52",
-        "latitude": "6.1805102",
-        "longitude": "1.1612939",
-        "map_link": "https://maps.google.com/?q=6.1805102,1.1612939",
-        "adresse": "Rue Lapampa, carrefour Agbénadon, Adidogomé,  04 BP 30446"
+        "contacts": "22 51 11 72 / 22 50 63 30",
+        "latitude": "6.1926065",
+        "longitude": "1.1418284",
+        "map_link": "https://maps.google.com/?q=6.1926065,1.1418284",
+        "adresse": "Route ségbé, sagbado, BP 3622"
     },
     {
-        "nom": "PHARMACIE DU POINT E",
+        "nom": "PHARMACIE VIGUEUR",
         "quartier": "LOME",
-        "contacts": "22 51 91 71",
-        "latitude": "6.1813289",
-        "longitude": "1.1904931",
-        "map_link": "https://maps.google.com/?q=6.1813289,1.1904931",
-        "adresse": "506, rue 129, Aflao Gakli, djidjolé, 08 BP  8589"
+        "contacts": "22 51 63 30 / 90 03 29 71",
+        "latitude": "6.1925619",
+        "longitude": "1.1986329",
+        "map_link": "https://maps.google.com/?q=6.1925619,1.1986329",
+        "adresse": "267, rue Agbalépédo, 05 BP 02"
     },
     {
-        "nom": "PHARMACIE VERTE",
+        "nom": "PHARMACIE ADIDOGOME",
         "quartier": "LOME",
-        "contacts": "22 25 03 26 / 23 35 26 26",
-        "latitude": "6.1859618",
-        "longitude": "1.2047908",
-        "map_link": "https://maps.google.com/?q=6.1859618,1.2047908",
-        "adresse": "Avenue du RPT Bè Klikamé, BP 81297"
+        "contacts": "22 25 54 85 / 22 50 54 85",
+        "latitude": "6.1850613",
+        "longitude": "1.1640512",
+        "map_link": "https://maps.google.com/?q=6.1850613,1.1640512",
+        "adresse": "Avenue du 30 Août, adidogomé, 04 BP 224 Lomé 04"
     },
     {
-        "nom": "PHARMACIE SANTA MADONA",
+        "nom": "PHARMACIE ASSURANCE",
+        "quartier": "AGOE",
+        "contacts": "93 08 76 76 / 96 82 76 76",
+        "latitude": "6.3208762",
+        "longitude": "1.2088685",
+        "map_link": "https://maps.google.com/?q=6.3208762,1.2088685",
+        "adresse": "Adétikopé, Nationale N° 1, non loin du marché"
+    },
+    {
+        "nom": "PHARMACIE DJIDJOLE",
         "quartier": "LOME",
-        "contacts": "70 01 03 03 / 96 68 03 03",
-        "latitude": "6.2139633",
-        "longitude": "1.2376909",
-        "map_link": "https://maps.google.com/?q=6.2139633,1.2376909",
-        "adresse": "Kégué, face Kader COUGBADJA et l'Eglise catholique Ste Thèrese"
+        "contacts": "22 25 65 12 / 23 20 95 55",
+        "latitude": "6.1804899",
+        "longitude": "1.1930898",
+        "map_link": "https://maps.google.com/?q=6.1804899,1.1930898",
+        "adresse": "93 rue Pya BP 8539"
     },
     {
-        "nom": "PHARMACIE NOTRE DAME DE LA TRINITE",
+        "nom": "PHARMACIE DE L'AEROPORT",
         "quartier": "LOME",
-        "contacts": "22 21 27 80",
-        "latitude": "6.1749711",
-        "longitude": "1.1869585",
-        "map_link": "https://maps.google.com/?q=6.1749711,1.1869585",
-        "adresse": "30, Bd. De la paix, super Taco, BP 60154"
+        "contacts": "22 26 21 22",
+        "latitude": "6.18244",
+        "longitude": "1.2055796",
+        "map_link": "https://maps.google.com/?q=6.18244,1.2055796",
+        "adresse": "631, bd ; du haho, imm ; SITO, hédzranawoé, BP 3717"
     },
     {
-        "nom": "PHARMACIE AMEN",
-        "quartier": "AGOE",
-        "contacts": "90 88 55 88 / 97 18 02 02",
-        "latitude": "6.3202621",
-        "longitude": "1.2234323",
-        "map_link": "https://maps.google.com/?q=6.3202621,1.2234323",
-        "adresse": "Marché Adétikopé, près de l'Eglise Catholique Christ-Roi"
+        "nom": "PHARMACIE UNIVERS SANTE",
+        "quartier": "LOMÉ",
+        "contacts": "22 61 81 43 / 93 88 83 31",
+        "latitude": "6.1827033",
+        "longitude": "1.2124053",
+        "map_link": "https://maps.google.com/?q=6.1827033,1.2124053",
+        "adresse": "Bd. GNASSIMGBE Eyadéma, Cité OUA face a l'entrée du CHU-CAMPUS"
     },
     {
-        "nom": "PHARMACIE DE LA CITE",
+        "nom": "PHARMACIE SAINT JOSEPH",
         "quartier": "LOME",
-        "contacts": "22 25 01 25 / 22 37 01  07",
-        "latitude": "6.1711653",
-        "longitude": "1.1878512",
-        "map_link": "https://maps.google.com/?q=6.1711653,1.1878512",
-        "adresse": "Bd ; du 30 Août cité n’danida  BP 8461"
+        "contacts": "22 25 74 65",
+        "latitude": "6.1772853",
+        "longitude": "1.2029426",
+        "map_link": "https://maps.google.com/?q=6.1772853,1.2029426",
+        "adresse": "Rue Bretelle, Avenue de la RP, Bè Klikamé, BP 13000"
     },
     {
-        "nom": "PHARMACIE GBOSSIME",
+        "nom": "PHARMACIE DES LILAS",
         "quartier": "LOME",
-        "contacts": "22 22 50 50",
-        "latitude": "6.1623605",
-        "longitude": "1.2100301",
-        "map_link": "https://maps.google.com/?q=6.1623605,1.2100301",
-        "adresse": "405, Bd. De la Kara, Gbossime, BP 80859"
+        "contacts": "22 42 29 16",
+        "latitude": "6.1830855",
+        "longitude": "1.2332334",
+        "map_link": "https://maps.google.com/?q=6.1830855,1.2332334",
+        "adresse": "7 rue de kégué, en face du camp, BP 31000"
     },
     {
-        "nom": "PHARMACIE RAOUDHA",
+        "nom": "PHARMACIE INTERNATIONALE",
         "quartier": "LOME",
-        "contacts": "22 61 39 39 / 22 35 70 00",
-        "latitude": "6.1946095",
-        "longitude": "1.2516629",
-        "map_link": "https://maps.google.com/?q=6.1946095,1.2516629",
-        "adresse": "4495, Bd. Du Zio, Hédzranawoé, 3 BP 30153"
+        "contacts": "22 26 89 94 / 99 90 89 66",
+        "latitude": "6.1832166",
+        "longitude": "1.2389391",
+        "map_link": "https://maps.google.com/?q=6.1832166,1.2389391",
+        "adresse": "1180, boulevard du Haho, Angle Nord, Assi yéyé Hédzranawoé, BP 1344"
     },
     {
-        "nom": "PHARMACIE FOREVER",
+        "nom": "PHARMACIE DU CAMPUS",
         "quartier": "LOME",
-        "contacts": "22 26 11 77 / 22 42 42 22",
-        "latitude": "6.1596623",
-        "longitude": "1.2242197",
-        "map_link": "https://maps.google.com/?q=6.1596623,1.2242197",
-        "adresse": "142, avenue  des kondona, forever, BP 4884"
+        "contacts": "22 21 56 32",
+        "latitude": "6.1629236",
+        "longitude": "1.2111689",
+        "map_link": "https://maps.google.com/?q=6.1629236,1.2111689",
+        "adresse": "Bd. De la Kara, adéwui, BP 20217"
     },
     {
-        "nom": "PHARMACIE LUMEN",
+        "nom": "PHARMACIE DE LA LIBERATION",
         "quartier": "LOME",
-        "contacts": "23 38 68 36",
-        "latitude": "6.2513181",
-        "longitude": "1.2794971",
-        "map_link": "https://maps.google.com/?q=6.2513181,1.2794971",
-        "adresse": "Avenue de la victoire, tokoin Casablanca, 01 BP 29"
+        "contacts": "22 22 25 25",
+        "latitude": "6.1533788",
+        "longitude": "1.2173758",
+        "map_link": "https://maps.google.com/?q=6.1533788,1.2173758",
+        "adresse": "199 avenue de la libération, tokoin trésor, BP 12045"
     },
     {
-        "nom": "PHARMACIE DE L’ESPERANCE",
-        "quartier": "LOME",
-        "contacts": "22 21 01 28",
-        "latitude": "6.1539595",
-        "longitude": "1.2208199",
-        "map_link": "https://maps.google.com/?q=6.1539595,1.2208199",
-        "adresse": "Rue de l’ogou, en face du lycée française nyikonakpo, BP 719"
+        "nom": "PHARMACIE PROVIDENCE",
+        "quartier": "LOMÉ",
+        "contacts": "22 26 66 48",
+        "latitude": "6.1606858",
+        "longitude": "1.2316459",
+        "map_link": "https://maps.google.com/?q=6.1606858,1.2316459",
+        "adresse": "Boulevard Jean-Paul II"
     },
     {
-        "nom": "PHARMACIE ROBERTSON",
+        "nom": "PHARMACIE SOURCE DE VIE",
         "quartier": "LOME",
-        "contacts": "22 22 28 41 / 23 20 61 11",
-        "latitude": "6.1353768",
-        "longitude": "1.2089434",
-        "map_link": "https://maps.google.com/?q=6.1353768,1.2089434",
-        "adresse": "31 avenue François Mittérand, nyékonakpoè, BP 81670"
+        "contacts": "22 22 45 71",
+        "latitude": "6.1471155",
+        "longitude": "1.2012943",
+        "map_link": "https://maps.google.com/?q=6.1471155,1.2012943",
+        "adresse": "Bd.  De la victoire, Face Collège protestant,  BP 147"
     },
     {
-        "nom": "PHARMACIE LA MISERICORDE",
+        "nom": "PHARMACIE SAINTE RITA",
         "quartier": "LOME",
-        "contacts": "23 38 47 62 / 22 27 17 73",
-        "latitude": "6.15674663",
-        "longitude": "1.2526435",
-        "map_link": "https://maps.google.com/?q=6.15674663,1.2526435",
-        "adresse": "52, Boulevard, de l’Oti, Bè-kpota, BP 8223"
+        "contacts": "22 20 90 16",
+        "latitude": "6.1383352",
+        "longitude": "1.2281291",
+        "map_link": "https://maps.google.com/?q=6.1383352,1.2281291",
+        "adresse": "Rue  de France, face Hôtel Sana, Doulassamé, BP 10046"
     },
     {
-        "nom": "PHARMACIE KPEHENOU",
+        "nom": "PHARMACIE DE L’UNION",
         "quartier": "LOME",
-        "contacts": "22 21 32 24 / 22 35 25 03",
-        "latitude": "6.1384656",
-        "longitude": "1.2348407",
-        "map_link": "https://maps.google.com/?q=6.1384656,1.2348407",
-        "adresse": "Boulevard Felix Houphouët Boigny, BP 12470"
+        "contacts": "22 27 71 64",
+        "latitude": "6.1602452",
+        "longitude": "1.2610987",
+        "map_link": "https://maps.google.com/?q=6.1602452,1.2610987",
+        "adresse": "Bd ; mafakassa Bè KPOTA BP 2735"
     },
     {
-        "nom": "PHARMACIE 2000",
+        "nom": "PHARMACIE DES ETOILES",
         "quartier": "LOME",
-        "contacts": "22 70 48 25 / 22 70 01 69",
-        "latitude": "6.1638256",
-        "longitude": "1.2685838",
-        "map_link": "https://maps.google.com/?q=6.1638256,1.2685838",
-        "adresse": "Bè kpota, BP 61194"
+        "contacts": "22 22 45 04",
+        "latitude": "6.1320067",
+        "longitude": "1.2182941",
+        "map_link": "https://maps.google.com/?q=6.1320067,1.2182941",
+        "adresse": "10, avenue de la nouvelle marché, BP 3484"
     },
     {
-        "nom": "PHARMACIE DES OLIVIERS",
+        "nom": "PHARMACIE HORIZON",
         "quartier": "LOME",
-        "contacts": "22 27 01 34",
-        "latitude": "6.152032",
-        "longitude": "1.2600352",
-        "map_link": "https://maps.google.com/?q=6.152032,1.2600352",
-        "adresse": "266 boulevard Félix Boigny, Akodésséwa, BP 8480"
+        "contacts": "90 56 52 56 / 22 20 42 42",
+        "latitude": "6.1289741",
+        "longitude": "1.210742",
+        "map_link": "https://maps.google.com/?q=6.1289741,1.210742",
+        "adresse": "95, boulevard du 13 Janvier, Nyekonakpoè, 08 BP 81726"
     },
     {
-        "nom": "PHARMACIE DU CHATEAU D’EAU",
+        "nom": "PHARMACIE AMESSIAME",
         "quartier": "LOME",
-        "contacts": "22 21 57 51",
-        "latitude": "6.1371315",
-        "longitude": "1.2468195",
-        "map_link": "https://maps.google.com/?q=6.1371315,1.2468195",
-        "adresse": "Avenue augustino de souza, bè château, BP 60141"
+        "contacts": "22 21 49 74 / 22 40 66 69",
+        "latitude": "6.1361035",
+        "longitude": "1.2320088",
+        "map_link": "https://maps.google.com/?q=6.1361035,1.2320088",
+        "adresse": "Bd. F H Boigny près du marché de Bè, BP 61720"
     },
     {
-        "nom": "PHARMACIE JEANNE D'ARC",
-        "quartier": "ANEHO",
-        "contacts": "22 22 08 01",
-        "latitude": "6.1273136",
-        "longitude": "1.2336277",
-        "map_link": "https://maps.google.com/?q=6.1273136,1.2336277",
-        "adresse": "Sur l’ancienne route d’Aného, BP 368"
+        "nom": "PHARMACIE SANTE",
+        "quartier": "LOME",
+        "contacts": "22 21 58 41",
+        "latitude": "6.1308958",
+        "longitude": "1.2251543",
+        "map_link": "https://maps.google.com/?q=6.1308958,1.2251543",
+        "adresse": "674, rue du chemin de fer, 01 BP 1236"
     },
     {
-        "nom": "PHARMACIE CHRIST ROI",
+        "nom": "PHARMACIE DE SEGBE",
         "quartier": "LOME",
-        "contacts": "22 27 46 66",
-        "latitude": "6.169822",
-        "longitude": "1.2984214",
-        "map_link": "https://maps.google.com/?q=6.169822,1.2984214",
-        "adresse": "Raffinerie vers le petit marché, kagomé, BP 1409"
+        "contacts": "90 59 49 35 / 79 30 07 29",
+        "latitude": "6.1939325",
+        "longitude": "1.0440659",
+        "map_link": "https://maps.google.com/?q=6.1939325,1.0440659",
+        "adresse": "Ségbé, quartier Zanvi,, près de l'EPP et du CEG Ségbé"
     },
     {
-        "nom": "PHARMACIE BAGUIDA",
+        "nom": "PHARMACIE ECLAIR",
         "quartier": "LOME",
-        "contacts": "22 35 47 77",
-        "latitude": "6.1700753",
-        "longitude": "1.3237638",
-        "map_link": "https://maps.google.com/?q=6.1700753,1.3237638",
-        "adresse": "Rte baguida-dévégo, BP 60767"
+        "contacts": "22 22 75 11",
+        "latitude": "6.1425481",
+        "longitude": "1.2548651",
+        "map_link": "https://maps.google.com/?q=6.1425481,1.2548651",
+        "adresse": "Rue avénou, bè ahligo, BP 81297"
     },
     {
-        "nom": "PHARMACIE AVEPOZO",
+        "nom": "PHARMACIE LE PROGRES",
         "quartier": "LOME",
-        "contacts": "22 27 04 86",
-        "latitude": "6.1698577",
-        "longitude": "1.343146",
-        "map_link": "https://maps.google.com/?q=6.1698577,1.343146",
-        "adresse": "A 600m restaurant Alice,  Bè-kome, avépozo, 04 BP  353 Lomé 04"
+        "contacts": "22 35 86 55 / 22 27 14 63",
+        "latitude": "6.166686",
+        "longitude": "1.2810575",
+        "map_link": "https://maps.google.com/?q=6.166686,1.2810575",
+        "adresse": "Akodésséwa Kponou (Zorro-bar), 06 BP 60986"
     },
     {
-        "nom": "PHARMACIE BIEN ETRE",
-        "quartier": "LOME",
-        "contacts": "22 26 45 16",
-        "latitude": "6.2855948",
-        "longitude": "1.5776124",
-        "map_link": "https://maps.google.com/?q=6.2855948,1.5776124",
-        "adresse": "Boulevard du haho, hédzranawoé, BP 2933"
+        "nom": "PHARMACIE SAINT PHILIPPE",
+        "quartier": "AGOE",
+        "contacts": "90 67 33 24 / 99 99 80 04",
+        "latitude": "6.2280254",
+        "longitude": "1.0259728",
+        "map_link": "https://maps.google.com/?q=6.2280254,1.0259728",
+        "adresse": "Zanguéra, Route Lomé-Kpalimé, près de la station de service OANDO"
     },
     {
-        "nom": "PHARMACIE SAINTE MARIE",
+        "nom": "PHARMACIE DE L'EDEN",
         "quartier": "LOME",
-        "contacts": "22 21 85 58",
+        "contacts": "70 42 13 98",
+        "latitude": "6.1611581",
+        "longitude": "1.306967",
+        "map_link": "https://maps.google.com/?q=6.1611581,1.306967",
+        "adresse": "Route d'Anèo, face à la cité Baguida"
+    },
+    {
+        "nom": "PHARMACIE SAINT PIO",
+        "quartier": "KLOBATEME",
+        "contacts": "93404040 / 96868686",
+        "latitude": "0.0",
+        "longitude": "0.0",
+        "map_link": "",
+        "adresse": "Klobatèmé, non loin du CMS Klobatèmé à côté du Complexe Scolaire Bon Samaritain"
+    },
+    {
+        "nom": "PHARMACIE WASTINE",
+        "quartier": "Lomé",
+        "contacts": "92611700 / 22518119",
         "latitude": "0.0",
         "longitude": "0.0",
         "map_link": "",
-        "adresse": "Avenue de la libération, Limusco, Tokoin Ramco, BP 297"
+        "adresse": "Adidogomé Logoté, à 400m du carrefour Logoté sur la route menant au quartier Lankouvi"
     }
 ]

main.py

@@ -0,0 +1,180 @@
+import os
+from typing import TypedDict, Literal
+from dotenv import load_dotenv
+
+from langchain_groq import ChatGroq
+from langchain_core.messages import HumanMessage, SystemMessage
+from langgraph.graph import StateGraph, END
+from pydantic import BaseModel, Field
+
+from tools.pharma_tools import get_nearly
+from tools.hospitals_tools import find_hospitals
+
+load_dotenv()
+
+import json
+from datetime import datetime
+import os
+
+def save_for_finetuning(user_message: str, intention: str, mot_cle: str):
+    """Sauvegarde l'interaction au format JSONL pour un futur fine-tuning."""
+    
+    log_entry = {
+        "timestamp": datetime.now().isoformat(),
+        "messages": [
+            {"role": "user", "content": user_message},
+            {"role": "assistant", "content": f'{{"categorie": "{intention}", "mot_cle": "{mot_cle}"}}'}
+        ]
+    }
+    
+    # Chemin vers le fichier de sauvegarde (dans ton dossier data)
+    os.makedirs("data", exist_ok=True)
+    log_file = "data/finetuning_dataset.jsonl"
+    
+    with open(log_file, "a", encoding="utf-8") as f:
+        f.write(json.dumps(log_entry, ensure_ascii=False) + "\n")
+
+# Definition de l'Etat
+class GraphState(TypedDict):
+    user_message: str
+    user_lat: float
+    user_lon: float
+    intention: str
+    mot_cle: str
+    final_response: str
+
+# 2. Définition du format de sortie 
+class RouterOutput(BaseModel):
+    categorie: Literal["ORIENTATION", "SPECIALISTE", "PHARMACIE", "INCONNU"] = Field(
+        description="Classer la demande dans l'une de ces catégories."
+    )
+    mot_cle: str = Field(
+        description="Le service (ex: maternité), la spécialité (ex: cardiologue) ou vide si pharmacie.", 
+        default=""
+    )
+
+# Initialisation du LLM 
+llm = ChatGroq(model="openai/gpt-oss-120b", temperature=0)
+# On force le LLM à répondre avec notre structure Pydantic
+router_llm = llm.with_structured_output(RouterOutput)
+
+# --- LES NOEUDS DU GRAPHE (NODES) ---
+
+def analyze_intent(state: GraphState):
+    """Analyse le message de l'utilisateur et détermine la route à prendre."""
+    prompt = f"""Tu es le routeur principal d'un assistant médical au Togo.
+    Analyse ce message et extrais l'intention et le mot clé utile.
+    
+    RÈGLE ABSOLUE POUR LE MOT_CLE :
+    Si l'utilisateur cherche un spécialiste, le mot clé DOIT TOUJOURS être le nom du service médical exact (souvent en "ie" ou "logie"), car c'est ce format qui est dans la base de données.
+    Exemples stricts : 
+    - "pédiatre" ou "enfant" -> "pédiatrie"
+    - "cardiologue" -> "cardiologie"
+    - "ophtalmo" -> "ophtalmologie"
+    - "chirurgien" -> "chirurgie"
+    - "gynéco" ou "accoucher" -> "maternité"
+    
+    Message : {state["user_message"]}"""
+    
+    result = router_llm.invoke([SystemMessage(content=prompt)])
+
+    save_for_finetuning(state["user_message"], result.categorie, result.mot_cle)
+    
+    return {"intention": result.categorie, "mot_cle": result.mot_cle}
+
+def route_to_pharmacy(state: GraphState):
+    """Gère la recherche de pharmacies."""
+    response = get_nearly.invoke({
+        "user_lat": state["user_lat"], 
+        "user_lon": state["user_lon"]
+    })
+    
+    return {"final_response": response}
+
+def route_to_orientation(state: GraphState):
+    """Gère l'orientation (rayon 20km)."""
+    response = find_hospitals.invoke({
+        "user_lat": state["user_lat"], 
+        "user_lon": state["user_lon"], 
+        "service_requis": state["mot_cle"], 
+        "is_specialist": False
+    })
+    return {"final_response": response}
+
+def route_to_specialist(state: GraphState):
+    """Gère la recherche de spécialiste."""
+    response = find_hospitals.invoke({
+        "user_lat": state["user_lat"], 
+        "user_lon": state["user_lon"], 
+        "service_requis": state["mot_cle"], 
+        "is_specialist": True
+    })
+    return {"final_response": response}
+
+# --- LA LOGIQUE DE ROUTAGE CONDITIONNEL (EDGES) ---
+
+def decide_next_node(state: GraphState):
+    """Détermine le prochain nœud en fonction de l'intention."""
+    if state["intention"] == "PHARMACIE":
+        return "pharmacy_node"
+    elif state["intention"] == "SPECIALISTE":
+        return "specialist_node"
+    elif state["intention"] == "ORIENTATION":
+        return "orientation_node"
+    else:
+        return END 
+
+# --- CONSTRUCTION DU GRAPHE ---
+
+workflow = StateGraph(GraphState)
+
+# Ajout des nœuds
+workflow.add_node("router_node", analyze_intent)
+workflow.add_node("pharmacy_node", route_to_pharmacy)
+workflow.add_node("orientation_node", route_to_orientation)
+workflow.add_node("specialist_node", route_to_specialist)
+
+# Le point d'entrée est toujours le routeur
+workflow.set_entry_point("router_node")
+
+# Ajout des conditions (Depuis le routeur, vers où aller ?)
+workflow.add_conditional_edges(
+    "router_node",
+    decide_next_node,
+    {
+        "pharmacy_node": "pharmacy_node",
+        "specialist_node": "specialist_node",
+        "orientation_node": "orientation_node",
+        END: END
+    }
+)
+
+# Tous les nœuds d'action mènent à la fin
+workflow.add_edge("pharmacy_node", END)
+workflow.add_edge("orientation_node", END)
+workflow.add_edge("specialist_node", END)
+
+# Compilation du graphe
+app = workflow.compile()
+
+# --- TEST DU SYSTÈME ---
+if __name__ == "__main__":
+    test_lat = 6.1725
+    test_lon = 1.2138
+    
+    message_test = "j'ai tres mal au pieds "
+    
+    print(f"Message utilisateur : {message_test}")
+    
+    inputs = {
+        "user_message": message_test,
+        "user_lat": test_lat,
+        "user_lon": test_lon
+    }
+    
+    result = app.invoke(inputs)
+    
+    print("\n--- RÉSULTAT DU ROUTAGE ---")
+    print(f"Intention détectée : {result.get('intention')}")
+    print(f"Mot clé extrait : {result.get('mot_cle')}")
+    print(f"Réponse finale :\n{result.get('final_response')}")

requirements.txt

@@ -7,4 +7,8 @@ langchain_core
 langchain_groq
 langchain_ollama
 requests
-pyshorteners
+pyshorteners
+psycopg2-binary
+uvicorn
+pydantic
+python-multipart

tools/hospitals_tools.py

@@ -0,0 +1,81 @@
+import os
+import psycopg2
+from dotenv import load_dotenv
+from langchain.tools import tool
+
+# Connexion a la db
+load_dotenv()
+
+def get_db_connection():
+    db_url = os.getenv("DB_URL")
+    if not db_url:
+        raise ValueError("L'URL de la base de données RENDER_DB_URL est introuvable dans le .env")
+    return psycopg2.connect(db_url)
+
+@tool
+def find_hospitals(user_lat: float, user_lon: float, service_requis: str, is_specialist: bool = False):
+    """
+    Cherche les 5 hôpitaux les plus proches avec lits disponibles, sans limite de distance.
+    """
+    conn = get_db_connection()
+    cursor = conn.cursor()
+
+    # Requête unique et propre : on calcule la distance, on filtre par service/lits, 
+    # on trie par proximité et on limite à 5.
+    query = """
+        SELECT h.name, h.address, h.phone, 
+               (6371 * acos(cos(radians(%s)) * cos(radians(h.latitude)) * cos(radians(h.longitude) - radians(%s)) + 
+               sin(radians(%s)) * sin(radians(h.latitude)))) AS distance_reelle,
+               h.latitude, 
+               h.longitude
+        FROM structures h
+        WHERE EXISTS (
+            SELECT 1 FROM services s 
+            WHERE s.structure_id = h.id 
+            AND s.name ILIKE %s
+            AND s.total_beds >= 2
+        )
+        ORDER BY distance_reelle ASC 
+        LIMIT 5;
+    """
+
+    def executer_recherche(mot_cle):
+        # On passe systématiquement les 4 paramètres requis par la requête ci-dessus
+        cursor.execute(query, (user_lat, user_lon, user_lat, f"%{mot_cle}%"))
+        return cursor.fetchall()
+
+    try:
+        # 3. On tente d'abord de chercher le service demandé
+        resultats_recherche = executer_recherche(service_requis)
+        
+        # 4. GESTION DU REPLI
+        if not resultats_recherche:
+            resultats_fallback = executer_recherche("général")
+            
+            if not resultats_fallback:
+                return "Aucun médecin généraliste trouvé à proximité."
+            
+            resultats_finaux = resultats_fallback 
+            
+        else:
+            # Si on a trouvé le spécialiste
+            resultats_finaux = resultats_recherche
+
+        # 5. Boucle d'affichage
+        resultats_json = []
+        
+        for row in resultats_finaux:
+            resultats_json.append({
+                "name": row[0],
+                "address": row[1],
+                "phone": row[2],
+                "distance": round(row[3], 2),
+                "map_link": f"https://www.google.com/maps/dir/?api=1&origin={user_lat},{user_lon}&destination={row[4]},{row[5]}"
+            })
+        return resultats_json
+    
+    except Exception as e:
+        return f"[ERROR] Erreur base de données : {e}"
+    finally:
+        cursor.close()
+        conn.close()

tools/pharma_tools.py

@@ -94,15 +94,21 @@ def get_nearly(user_lat, user_lon, fichier_json=CACHE_FILE_PATH):
             else:
                 phar['distance_reelle'] = float('inf') # Trop loin si pas de GPS
 
-        top_3 = sorted(pharmacies, key=lambda x: x['distance_reelle'])[:3]
-
-        response_txt = ""
-        for p in top_3:
-             response_txt += f"\n - {p['nom']} \n {p['quartier']} \n {p['adresse']} \n {p['contacts']} \n {p['distance_reelle']} Km \n {p['map_link']} \n"
-        return response_txt
+        top_5 = sorted(pharmacies, key=lambda x: x['distance_reelle'])[:5]
+
+        resultats_json = []
+        for p in top_5:
+            resultats_json.append({
+                "name": p.get('nom', 'N/A'),
+                "address": f"{p.get('quartier', '')} - {p.get('adresse', '')}",
+                "phone": p.get('contacts', 'N/A'),
+                "distance": p['distance_reelle'],
+                "map_link": p.get('map_link', '')
+            })
+        return resultats_json
     
     except FileNotFoundError:
-            return "[ERROR] : JSON files does not exist"
+        return {"error": "Le fichier JSON des pharmacies est introuvable."}
     except Exception as e:
-            return f"[ERROR] : {e}"
+        return {"error": str(e)}
 

tools/prompts.py

@@ -0,0 +1,13 @@
+router_prompt = """
+TU ES : Le routeur principal de NOVA HEALTH.
+TON RÔLE : Analyser la demande de l'utilisateur et la classer dans l'une des 3 catégories suivantes :
+1. "ORIENTATION" : L'utilisateur décrit une situation (femme enceinte, enfant malade, accident).
+2. "SPECIALISTE" : L'utilisateur cherche explicitement une spécialité médicale (cardiologue, ophtalmologue...).
+3. "PHARMACIE" : L'utilisateur cherche une pharmacie de garde ou des médicaments.
+
+FORMAT DE SORTIE OBLIGATOIRE (JSON pur) :
+{
+    "categorie": "ORIENTATION" | "SPECIALISTE" | "PHARMACIE",
+    "mot_cle": "maternité" | "pédiatrie" | "cardiologie" | null (selon le besoin extrait)
+}
+"""

tools/transcription.py

@@ -0,0 +1,17 @@
+from groq import Groq
+import os
+from dotenv import load_dotenv
+
+load_dotenv()
+
+def transcribe_audio(audio_file_path):
+    client = Groq(api_key=os.getenv("GROQ_API_KEY"))
+    
+    with open(audio_file_path, "rb") as file:
+        transcription = client.audio.transcriptions.create(
+            file=(audio_file_path, file.read()),
+            model="whisper-large-v3",
+            response_format="text", #  "json" 
+            language="fr" 
+        )
+    return transcription