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+# ---- Base Image ----
+FROM python:3.10-slim
+
+# ---- System Dependencies ----
+RUN apt-get update && apt-get install -y \
+    git \
+    wget \
+    build-essential \
+    libopenblas-dev \
+    && rm -rf /var/lib/apt/lists/*
+
+# ---- Workspace Setup ----
+WORKDIR /app
+
+# ---- Copy Requirements ----
+COPY requirements.txt .
+
+# ---- Install Python Dependencies ----
+RUN pip install --no-cache-dir -r requirements.txt
+
+# ---- Copy Project Files ----
+COPY . .
+
+# ---- Optional: Cache Sentence Transformer Model On Build ----
+RUN python - <<EOF
+from sentence_transformers import SentenceTransformer, CrossEncoder
+print("Downloading embedding model...")
+SentenceTransformer("sentence-transformers/paraphrase-multilingual-mpnet-base-v2")
+print("Downloading intent model...")
+SentenceTransformer("all-MiniLM-L6-v2")
+print("Downloading reranker model...")
+CrossEncoder("cross-encoder/ms-marco-MiniLM-L-6-v2")
+print("All models cached.")
+EOF
+
+# ---- Expose Required Port ----
+EXPOSE 7860
+
+# ---- Run API ----
+CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]

app.py

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+from fastapi import FastAPI, Query
+from fastapi.middleware.cors import CORSMiddleware
+import pandas as pd
+
+from filtered_search_engine import SmartRecommender
+from reranker import Reranker
+from intent_classifier import IntentClassifier
+from keyword_boosting_layer import apply_keyword_boost
+
+# ------------------------------
+# Initialize App
+# ------------------------------
+app = FastAPI(
+    title="Salahkar AI Recommender",
+    description="Smart cultural, heritage & food recommendation engine for BharatVerse",
+    version="1.0.0"
+)
+
+from fastapi.staticfiles import StaticFiles
+
+# CORS Support (allows frontend browser access)
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],  
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+# Mount images folder to serve static files
+app.mount("/images", StaticFiles(directory="images"), name="images")
+
+# ------------------------------
+# Load Core Components Once
+# ------------------------------
+print("📌 Loading dataset...")
+df = pd.read_csv("salahkar_enhanced.csv")
+
+print("📌 Loading smart recommendation engine...")
+engine = SmartRecommender()
+
+print("📌 Loading reranker model...")
+reranker = Reranker()
+
+print("📌 Loading intent recognizer...")
+intent_detector = IntentClassifier()
+
+print("🚀 Salahkar AI Ready!")
+
+
+# ------------------------------
+# Routes
+# ------------------------------
+
+@app.get("/")
+def root():
+    return {
+        "message": "🇮🇳 Welcome to Salahkar AI – BharatVerse Intelligent Recommendation System",
+        "usage": "/recommend?query=your text"
+    }
+
+
+@app.get("/recommend")
+def get_recommendation(query: str = Query(..., description="User's search text"), k: int = 7):
+
+    print(f"\n🔍 User Query: {query}")
+
+    # 1️⃣ Detect intent
+    detected_intent = intent_detector.predict_intent(query)
+    print(f"🧠 Intent Detected: {detected_intent}")
+
+    # 2️⃣ FAISS + Filter Search
+    results = engine.recommend(query, k=k)
+
+    # 3️⃣ Prepare results for reranker
+    prepared = []
+    for name, domain, category, region, score in results:
+        row = df[df["name"] == name].iloc[0]
+        prepared.append({
+            "name": name,
+            "domain": domain,
+            "category": category,
+            "region": region,
+            "embedding_score": float(score),
+            "text": row["search_embedding_text"],
+            "image": row["image_file"]
+        })
+
+    # 4️⃣ Re-rank using cross encoder
+    reranked_results = reranker.rerank(query, prepared)
+
+    # 5️⃣ Apply keyword boosting
+    final_results = apply_keyword_boost(query, reranked_results)
+
+    # 6️⃣ Format response for frontend
+    response = [
+        {
+            "name": item["name"],
+            "category": item["category"],
+            "domain": item["domain"],
+            "region": item["region"],
+            "score": float(item["final_score"]),
+            "image": f"/images/{item['image']}" if item.get("image") else None
+        }
+        for item in final_results[:k]
+    ]
+
+    return {
+        "query": query,
+        "intent": detected_intent,
+        "results": response
+    }
+
+
+# -------------------------------------------
+# Run (Ignored by HuggingFace — needed only for local testing)
+# -------------------------------------------
+if __name__ == "__main__":
+    import uvicorn
+    uvicorn.run(app, host="0.0.0.0", port=7860)

build_faiss_index.py

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+import pandas as pd
+import numpy as np
+import faiss
+from sentence_transformers import SentenceTransformer
+
+MODEL_NAME = "sentence-transformers/paraphrase-multilingual-mpnet-base-v2"
+DATA_FILE = "salahkar_enhanced.csv"
+OUTPUT_INDEX = "faiss_index.bin"
+OUTPUT_MAPPING = "index_mapping.csv"
+
+print("📌 Loading dataset...")
+df = pd.read_csv(DATA_FILE)
+
+print("📌 Loading embedding model...")
+model = SentenceTransformer(MODEL_NAME)
+
+print("📌 Generating embeddings...")
+if "search_embedding_text" not in df.columns:
+    print("⚠ 'search_embedding_text' column missing. Using 'name' instead.")
+    texts = df["name"].astype(str).tolist()
+else:
+    texts = df["search_embedding_text"].astype(str).tolist()
+
+embeddings = model.encode(texts, normalize_embeddings=True)
+embeddings = np.array(embeddings).astype("float32")
+
+print("📌 Building FAISS index...")
+dimension = embeddings.shape[1]
+index = faiss.IndexFlatIP(dimension)
+index.add(embeddings)
+
+print("📌 Saving FAISS index...")
+faiss.write_index(index, OUTPUT_INDEX)
+
+print("📌 Saving index mapping...")
+df[["name", "domain", "category", "region"]].to_csv(OUTPUT_MAPPING, index=False)
+
+print("\n🎉 SUCCESS: New FAISS index created and synced with dataset!")

faiss_index.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:37c126cb829f19d3ad2ebb46ce229d6e17fcd10c943c6fac5bb266f34b92d729
+size 4088877

filtered_search_engine.py

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+"""
+FILE: 05_filtered_search_engine.py
+
+PURPOSE:
+- Combine intent understanding with semantic similarity
+- Filter dataset BEFORE vector search for better accuracy
+- Return ranked recommendations with metadata
+"""
+
+import numpy as np
+import pandas as pd
+import faiss
+from sentence_transformers import SentenceTransformer
+from intent_classifier import classify_intent  # <-- imports previous file
+
+
+# ---------------- CONFIG ----------------
+INDEX_FILE = "faiss_index.bin"
+MAPPING_FILE = "index_mapping.csv"
+MODEL_NAME = "sentence-transformers/paraphrase-multilingual-mpnet-base-v2"
+DATA_FILE = "salahkar_enhanced.csv"
+# ----------------------------------------
+
+
+class SmartRecommender:
+
+    def __init__(self):
+        print("📌 Loading resources...")
+        self.df = pd.read_csv(DATA_FILE)
+        self.mapping = pd.read_csv(MAPPING_FILE)
+        self.index = faiss.read_index(INDEX_FILE)
+        self.model = SentenceTransformer(MODEL_NAME)
+
+        # Normalize categories to lowercase for matching
+        self.df["domain_normalized"] = self.df["domain"].str.lower()
+        self.df["category_normalized"] = self.df["category"].str.lower()
+        self.df["region_normalized"] = self.df["region"].str.lower()
+
+        print("✨ Smart Recommender Ready")
+
+    def recommend(self, query, k=7):
+        print("\n🔍 User Query:", query)
+
+        intent = classify_intent(query)
+        print(f"🧠 Detected Intent: {intent}")
+
+        # Embed the query
+        vec = self.model.encode([query], normalize_embeddings=True)
+        vec = np.array(vec, dtype="float32").reshape(1, -1)
+
+        # Search in full FAISS with wider net (NO HARD FILTERING)
+        scores, ids = self.index.search(vec, k=300)
+
+        results = []
+        for i, score in zip(ids[0], scores[0]):
+            record = self.mapping.iloc[i]
+            results.append({
+                "name": record["name"],
+                "domain": record["domain"],
+                "category": record["category"],
+                "region": record["region"],
+                "score": score,
+                "intent": intent  # Pass intent for boosting later
+            })
+
+            if len(results) >= 200:
+                break
+
+        print("\n🎯 Top Recommendations (Pre-Rerank):")
+        for rank, item in enumerate(results[:5]):
+            print(f"{rank+1}. {item['name']} | {item['domain']} | Score: {round(float(item['score']), 3)}")
+
+        return results, intent
+
+
+if __name__ == "__main__":
+    bot = SmartRecommender()
+
+    # Run tests
+    bot.recommend("romantic historical place india")
+    bot.recommend("spicy south indian breakfast")
+    bot.recommend("temple for peace and meditation")
+    bot.recommend("best festival sweets india")

final_recommender.py

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+"""
+FINAL SMART RECOMMENDER SYSTEM
+Embeddings + Intent + Filtering + Reranking + Keyword Boosting
+"""
+
+from filtered_search_engine import SmartRecommender
+from reranker import Reranker
+from keyword_boosting_layer import apply_keyword_boost  # <-- booster imported
+import pandas as pd
+
+class FinalSalahkar:
+
+    def __init__(self):
+        print("✨ Initializing Final AI Recommender...")
+        self.engine = SmartRecommender()
+        self.reranker = Reranker()
+        self.df = pd.read_csv("salahkar_enhanced.csv")
+        print("🚀 System Ready!")
+
+    def ask(self, query, k=7):
+        print("\n==============================================")
+        print(f"🧠 INPUT QUERY → {query}")
+        print("==============================================")
+
+        # STEP 1 → BASE SEARCH (filtered FAISS)
+        # Now returns (results_list, detected_intent)
+        results, intent = self.engine.recommend(query, k=k)
+
+        # STEP 2 → Prepare embedding text for reranking
+        prepared = []
+        for item in results:
+            name = item["name"]
+            # Find the full row for this item
+            row = self.df[self.df["name"] == name].iloc[0]
+            
+            prepared.append({
+                "name": name,
+                "domain": item["domain"],
+                "category": item["category"],
+                "region": item["region"],
+                "embedding_score": item["score"],
+                "text": row["search_embedding_text"],
+                "intent": intent # Pass intent for boosting
+            })
+
+        # STEP 3 → Cross-Encoder Reranking
+        ranked = self.reranker.rerank(query, prepared)
+
+        # STEP 4 → Keyword Boost (final scoring)
+        boosted = apply_keyword_boost(query, ranked)
+
+        # STEP 5 → Display final sorted results
+        print("\n🏆 FINAL SMART RANKED RESULTS:")
+        for i, item in enumerate(boosted[:k]):
+            print(f"{i+1}. {item['name']}  |  Final Score: {round(item['final_score'], 3)}")
+
+        return boosted
+
+
+if __name__ == "__main__":
+    bot = FinalSalahkar()
+
+    bot.ask("romantic historical place india")
+    bot.ask("spiritual peaceful temple")
+    bot.ask("best south indian spicy breakfast")
+    bot.ask("sweet festival food india")

index_mapping.csv

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+name,domain,category,region
+Red Fort,heritage,Fort,Delhi
+Taj Mahal,heritage,Mausoleum,Agra
+Qutub Minar,heritage,Tower,Delhi
+Hawa Mahal,architecture,Palace,Jaipur
+Gateway of India,heritage,Monument,Mumbai
+Masala Dosa,food,Breakfast,South India
+Butter Chicken,food,Main Course,North India
+Biryani,food,Main Course,Hyderabad
+Pani Puri,food,Snack,Pan India
+Vada Pav,food,Snack,Maharashtra
+Golden Temple,heritage,Temple,Amritsar
+Ajanta Caves,heritage,Caves,Aurangabad
+Ellora Caves,heritage,Caves,Aurangabad
+Idli Sambhar,food,Breakfast,South India
+Pav Bhaji,food,Snack,Maharashtra
+Dhokla,food,Snack,Gujarat
+Gajar Ka Halwa,food,Dessert,North India
+Rasgulla,food,Dessert,West Bengal
+Chole Bhature,food,Main Course,Punjab
+Samosa,food,Snack,Pan India
+City Palace Jaipur,heritage,Palace,Jaipur
+Charminar,heritage,Monument,Hyderabad
+Konark Sun Temple,heritage,Temple,Konark
+Rani ki Vav,heritage,Stepwell,Patan
+Dal Baati Churma,food,Main Course,Rajasthan
+Rajma Chawal,food,Main Course,North India
+Dosa Mysore,food,Main Course,South India
+Dal Makhani,food,Main Course,Punjab
+Poha,food,Breakfast,Madhya Pradesh
+Kheer,food,Dessert,Pan India
+Gulab Jamun,food,Dessert,Pan India
+Appam with Stew,food,Main Course,South India
+Hyderabadi Haleem,food,Main Course,Telangana
+Pesarattu,food,Breakfast,South India
+Khajuraho Temples,heritage,Temple,Khajuraho
+Mysore Palace,heritage,Palace,Mysuru
+Victoria Memorial,heritage,Museum,Kolkata
+Brihadeeswara Temple,heritage,Temple,Thanjavur
+Amer Fort,heritage,Fort,Jaipur
+Jantar Mantar Jaipur,heritage,Observatory,Jaipur
+Sanchi Stupa,heritage,Buddhist Monument,Sanchi
+Ranthambore Fort,heritage,Fort,Ranthambore
+Somnath Temple,heritage,Temple,Somnath
+Golconda Fort,heritage,Fort,Hyderabad
+Aloo Paratha,food,Breakfast,Punjab
+Paneer Tikka,food,Starter,North India
+Chicken 65,food,Starter,South India
+Thali Gujarati,food,Meal,Gujarat
+Malai Kofta,food,Main Course,North India
+Puttu Kadala,food,Breakfast,Kerala
+Bhutte Ka Kees,food,Snack,Madhya Pradesh
+Rogan Josh,food,Main Course,Kashmir
+Sarson ka Saag and Makki ki Roti,food,Main Course,Punjab
+Thepla,food,Snack,Gujarat
+Lavani Thali,food,Main Course,Maharashtra
+Modak,food,Dessert,Maharashtra
+Peda Mathura,food,Dessert,Uttar Pradesh
+Dabeli,food,Snack,Gujarat
+Chicken Chettinad,food,Main Course,Tamil Nadu
+Varkala Beach,nature,Beach,Varkala
+Rishikesh,travel,Spiritual Town,Uttarakhand
+Andaman Cellular Jail,heritage,Historic Site,Port Blair
+Coorg,nature,Hill Station,Coorg
+Ooty Botanical Gardens,nature,Garden,Ooty
+Darjeeling,nature,Hill Station,Darjeeling
+Jaisalmer Desert Safari,travel,Adventure,Jaisalmer
+Chennai Marina Beach,nature,Beach,Chennai
+Nainital Lake,nature,Lake,Nainital
+Shillong,nature,Hill Station,Shillong
+Spiti Valley,nature,Himalayan Valley,Lahaul-Spiti
+Lonavala,nature,Hill Station,Lonavala
+Alleppey Backwaters,travel,Backwaters,Alappuzha
+Meenakshi Temple,heritage,Temple,Madurai
+Mahabalipuram Shore Temple,heritage,Temple,Mahabalipuram
+Momos,food,Snack,Northeast India
+Idiyappam,food,Breakfast,South India
+Sambar Rice,food,Main Course,South India
+Kadhi Pakora,food,Main Course,North India
+Sambar Vada,food,Snack,South India
+Payasam,food,Dessert,South India
+Kesari Bath,food,Dessert,South India
+Kosha Mangsho,food,Main Course,West Bengal
+Pongal,food,Breakfast,South India
+Chicken Korma,food,Main Course,Mughlai
+Amritsar Kulcha,food,Breakfast,Punjab
+Paniyaram,food,Snack,South India
+Besan Ladoo,food,Dessert,Pan India
+Chikki,food,Snack,Maharashtra
+Besan Chilla,food,Snack,North India
+Nagarhole National Park,nature,Wildlife,Coorg
+Jim Corbett National Park,nature,Wildlife,Ramnagar
+Khajjiar,nature,Hill Station,Khajjiar
+Gangtok,nature,Capital Town,Gangtok
+Tawang Monastery,heritage,Monastery,Tawang
+Hampi,heritage,Ruins,Hampi
+Ghoomar Dance Experience,cultural,Cultural Activity,Udaipur
+Kathakali Show,cultural,Cultural Show,Kochi
+Pushkar Camel Fair,cultural,Fair,Pushkar
+Hornbill Festival,cultural,Festival,Kisama
+Biryani Kolhapuri,food,Main Course,Maharashtra
+Rabri,food,Dessert,Rajasthan
+Sheer Kurma,food,Dessert,Pan India
+Idli Upma,food,Snack,South India
+Chicken Momos,food,Snack,Himalayan Region
+Chole Kulche,food,Snack,North India
+Mutton Biryani Lucknowi,food,Main Course,Uttar Pradesh
+Parota with Curry,food,Main Course,South India
+Puran Poli,food,Dessert,Maharashtra
+Pootharekulu,food,Dessert,Andhra Pradesh
+Ajmer Sharif Dargah,heritage,Shrine,Ajmer
+Basilica of Bom Jesus,heritage,Church,Old Goa
+Elephanta Caves,heritage,Caves,Mumbai
+Vivekananda Rock Memorial,heritage,Monument,Kanyakumari
+Salar Jung Museum,heritage,Museum,Hyderabad
+Bhature with Paneer Gravy,food,Main Course,North India
+Khichdi,food,Main Course,Pan India
+Undhiyu,food,Main Course,Gujarat
+Chocolate Burfi,food,Dessert,Pan India
+Chana Jor Garam,food,Snack,Pan India
+Bhindi Fry,food,Main Course,Pan India
+Keema Pav,food,Snack,Mumbai
+Paya Soup,food,Main Course,Hyderabad
+Paneer Butter Masala,food,Main Course,North India
+Machher Jhol,food,Main Course,West Bengal
+Ghee Roast Dosa,food,Breakfast,South India
+Matar Paneer,food,Main Course,North India
+Chicken Angara,food,Main Course,North India
+Laal Maas,food,Main Course,Rajasthan
+Anda Curry,food,Main Course,Pan India
+Belur Chennakesava Temple,heritage,Temple,Belur
+Kedarnath Temple,heritage,Temple,Kedarnath
+Amarnath Cave Temple,heritage,Pilgrimage,Pahalgam
+Jagannath Temple,heritage,Temple,Puri
+Kaziranga National Park,nature,Wildlife,Golaghat
+Manali,nature,Hill Station,Manali
+Kutch White Desert,travel,Desert,Kutch
+Har Ki Dun,travel,Trekking,Garhwal
+Araku Valley,nature,Hill Station,Araku
+Vellore Golden Temple,heritage,Temple,Vellore
+Chitradurga Fort,heritage,Fort,Chitradurga
+Sun Temple Modhera,heritage,Temple,Modhera
+Neemrana Fort Palace,heritage,Fort,Neemrana
+Saint Mary's Basilica,heritage,Church,Bangalore
+Kavadi Chauth Temple,heritage,Temple,Shivpuri
+Sambar Idiyappam,food,Breakfast,South India
+Shorshe Ilish,food,Main Course,Bengal
+Pathrode,food,Snack,Karnataka
+Chicken Sukka,food,Main Course,Mangalore
+Kothimbir Vadi,food,Snack,Maharashtra
+Tandoori Roti,food,Bread,North India
+Thukpa,food,Main Course,Himalayan Region
+Tamarind Rice Puliyogare,food,Main Course,South India
+Tulaipanji Rice Dish,food,Main Course,West Bengal
+Bisi Bele Bath,food,Main Course,Karnataka
+Aamras Puri,food,Dessert/Guilt Meal,Gujarat
+Mysore Pak,food,Dessert,Karnataka
+Poornalu,food,Dessert,Andhra Pradesh
+Kaapi Filter Coffee,food,Beverage,South India
+Kachori Sabzi,food,Breakfast,Rajasthan
+Shaniwar Wada,heritage,Fort,Pune
+Umaid Bhawan Palace,heritage,Palace,Jodhpur
+Sirpur Buddhist Monastery,heritage,Monastery,Sirpur
+Bhangarh Fort,heritage,Fort,Bhangarh
+Patwon Ki Haveli,heritage,Haveli,Jaisalmer
+Kalimpong,nature,Hill Station,Kalimpong
+Mount Abu Dilwara Temples,heritage,Jain Temple,Mount Abu
+Sudama Setu,heritage,Bridge,Dwarka
+Bidhannagar Rabindra Tirtha,heritage,Cultural Center,Kolkata
+Chitrakote Waterfall,nature,Waterfall,Bastar
+Dhokar Dalna,food,Main Course,West Bengal
+Chhena Poda,food,Dessert,Odisha
+Dum Aloo Kashmiri,food,Main Course,Kashmir
+Murgh Malai Tikka,food,Starter,North India
+Hara Bhara Kebab,food,Starter,North India
+Paya Nihari,food,Main Course,North India
+Majjige Huli,food,Main Course,Karnataka
+Gongura Pachadi,food,Side Dish,Andhra Pradesh
+Sattu Sharbat,food,Beverage,Bihar
+Dal Dhokli,food,Main Course,Gujarat
+Litti Chokha,food,Main Course,Bihar
+Sol Kadi,food,Beverage,Goa
+Chicken Rezala,food,Main Course,Kolkata
+Mango Pickle Achar,food,Condiment,Pan India
+Rasmalai,food,Dessert,Bengal
+Banganapalle Mangoes,food,Fruit,Andhra Pradesh
+Tilkut,food,Dessert,Bihar
+Bebinca,food,Dessert,Goa
+Srikhand,food,Dessert,Maharashtra
+Kappa Biryani,food,Main Course,Kerala
+Ranthambore National Park,nature,Wildlife,Sawai Madhopur
+Saputara,nature,Hill Station,Saputara
+Nubra Valley,nature,Himalayan Valley,Ladakh
+Harsil,travel,Hill Village,Harsil
+Mawsynram,travel,Weather Phenomenon,Meghalaya
+Chilika Lake,nature,Lagoon,Puri
+Kondapalli Fort,heritage,Fort,Vijayawada
+Tripolia Gate,heritage,Gate,Pilani
+Sair Sapata,heritage,Recreational Landmark,Bhopal
+Kottayam Vembanad Lake,nature,Lake,Kottayam
+Chicken Mandi,food,Main Course,Hyderabad
+Pootharekulu Chocolate,food,Dessert,Andhra Pradesh
+Kappa Meen Curry,food,Main Course,Kerala
+Aam Panna,food,Beverage,Pan India
+Puri Bhaji,food,Breakfast,Pan India
+Appam Egg Curry,food,Main Course,Kerala
+Sarva Pindi,food,Snack,Telangana
+Makkhan Malai,food,Dessert,Lucknow
+Kokum Sharbat,food,Beverage,Konkan
+Chur Chur Naan,food,Main Course,North India
+Bokaro Steel City Park,travel,Urban Park,Bokaro
+Ganga Sagar Island,nature,Island,Kolkata
+Chilka Bird Sanctuary,nature,Bird Reserve,Puri
+Thalassery Fort,heritage,Fort,Thalassery
+Kevadiya Viewing Gallery,travel,Viewpoint,Kevadiya
+Barrackpore Mangal Pandey Park,heritage,Memorial,Kolkata
+Mawsmai Caves,heritage,Limestone Caves,Cherrapunji
+Bekal Fort,heritage,Fort,Bekal
+Jog Waterfalls,nature,Waterfall,Shimoga
+McLeodGanj,nature,Tibetan Town,Dharamshala
+Lotus Temple,heritage,Temple,Delhi
+Akshardham Temple,heritage,Temple,Delhi
+Gol Gumbaz,heritage,Mausoleum,Vijayapura
+Fatehpur Sikri,heritage,Historic City,Agra
+Sundarbans National Park,nature,Wildlife,Sundarbans
+Valley of Flowers,nature,National Park,Chamoli
+Pangong Lake,nature,Lake,Ladakh
+Ghevar,food,Dessert,Rajasthan
+Lassi,food,Beverage,Punjab
+Misal Pav,food,Snack,Maharashtra
+Kulfi,food,Dessert,Pan India
+Kumbh Mela,cultural,Festival,Prayagraj
+Durga Puja,cultural,Festival,Kolkata
+Dudhsagar Falls,nature,Waterfall,Goa
+Dal Bafla,food,Main Course,Madhya Pradesh
+Sev Tamatar,food,Main Course,Gujarat
+Petha,food,Dessert,Agra
+Bedmi Puri,food,Breakfast,Agra
+Tehri,food,Main Course,Uttar Pradesh
+Singhara Ki Sabzi,food,Main Course,North India
+Pinni,food,Dessert,Punjab
+Gajak,food,Dessert,Morena
+Neer Dosa,food,Breakfast,Mangalore
+Rava Dosa,food,Breakfast,South India
+Mirchi Bajji,food,Snack,Hyderabad
+Unniyappam,food,Snack,Kerala
+Kozhikode Biryani,food,Main Course,Kozhikode
+Avial,food,Main Course,Kerala
+Curd Rice,food,Main Course,South India
+Chettinad Fish Fry,food,Starter,Tamil Nadu
+Sabudana Khichdi,food,Breakfast,Maharashtra
+Zunka Bhakar,food,Main Course,Maharashtra
+Khandvi,food,Snack,Gujarat
+Patra,food,Snack,Gujarat
+Basundi,food,Dessert,Gujarat
+Vindaloo,food,Main Course,Goa
+Xacuti,food,Main Course,Goa
+Luchi Aloo Dum,food,Breakfast,Bengal
+Misti Doi,food,Dessert,Bengal
+Pakhala Bhata,food,Main Course,Odisha
+Chenna Poda,food,Dessert,Odisha
+Thekua,food,Snack,Bihar
+Bamboo Shoot Curry,food,Main Course,Nagaland
+Apong,food,Beverage,Arunachal Pradesh
+Iromba,food,Main Course,Manipur
+Humayun's Tomb,heritage,Mausoleum,Delhi
+Jama Masjid,heritage,Mosque,Delhi
+Agrasen ki Baoli,heritage,Stepwell,Delhi
+Gwalior Fort,heritage,Fort,Gwalior
+Jhansi Fort,heritage,Fort,Jhansi
+Orchha Fort,heritage,Fort,Orchha
+Chittorgarh Fort,heritage,Fort,Chittorgarh
+Kumbhalgarh Fort,heritage,Fort,Kumbhalgarh
+Mehrangarh Fort,heritage,Fort,Jodhpur
+Bada Imambara,heritage,Monument,Lucknow
+Chota Imambara,heritage,Monument,Lucknow
+Murud Janjira,heritage,Fort,Raigad
+Daulatabad Fort,heritage,Fort,Aurangabad
+Bibi Ka Maqbara,heritage,Mausoleum,Aurangabad
+Warangal Fort,heritage,Ruins,Warangal
+Thousand Pillar Temple,heritage,Temple,Hanamkonda
+Lepakshi Temple,heritage,Temple,Lepakshi
+Padmanabhaswamy Temple,heritage,Temple,Thiruvananthapuram
+Mattancherry Palace,heritage,Palace,Kochi
+Gingee Fort,heritage,Fort,Villupuram
+Dhanushkodi,heritage,Ruins,Rameswaram
+Nalanda University,heritage,Ruins,Nalanda
+Mahabodhi Temple,heritage,Temple,Bodh Gaya
+Vikramshila Ruins,heritage,Ruins,Bhagalpur
+Rumtek Monastery,heritage,Monastery,Gangtok
+Unakoti,heritage,Rock Carvings,Unakoti
+Kamakhya Temple,heritage,Temple,Guwahati
+Periyar National Park,nature,Wildlife,Thekkady
+Bandipur National Park,nature,Wildlife,Bandipur
+Gir National Park,nature,Wildlife,Gir
+Tadoba National Park,nature,Wildlife,Chandrapur
+Pench National Park,nature,Wildlife,Seoni
+Kanha National Park,nature,Wildlife,Mandla
+Hemis National Park,nature,Wildlife,Ladakh
+Loktak Lake,nature,Lake,Moirang
+Rann of Kutch,travel,Desert,Kutch
+Yumthang Valley,nature,Valley,Lachung
+Dzukou Valley,nature,Valley,Kohima
+Munnar,nature,Hill Station,Munnar
+Wayanad,nature,Hill Station,Wayanad
+Kodaikanal,nature,Hill Station,Kodaikanal
+Gokarna,nature,Beach,Gokarna
+Pondicherry,nature,Coastal Town,Pondicherry
+Havelock Island,nature,Beach,Andaman
+Dawki River,nature,River,Dawki
+Living Root Bridges,travel,Nature,Cherrapunji
+Bihu Festival,cultural,Festival,Assam
+Onam,cultural,Festival,Kerala
+Pongal Festival,cultural,Festival,Tamil Nadu
+Ganesh Chaturthi,cultural,Festival,Mumbai
+Navratri,cultural,Festival,Gujarat
+Holi in Vrindavan,cultural,Festival,Vrindavan
+Hemis Festival,cultural,Festival,Ladakh
+Ziro Festival of Music,cultural,Festival,Ziro
+Rath Yatra,cultural,Festival,Puri
+Camel Festival Bikaner,cultural,Festival,Bikaner
+Kite Festival,cultural,Festival,Ahmedabad
+Goa Carnival,cultural,Festival,Goa
+Mysore Dasara,cultural,Festival,Mysuru
+Chhath Puja,cultural,Festival,Bihar
+Sonepur Mela,cultural,Fair,Sonepur
+Aloo Tikki,food,Snack,North India
+Bhel Puri,food,Snack,Mumbai
+Sev Puri,food,Snack,Mumbai
+Dahi Puri,food,Snack,Mumbai
+Ragda Pattice,food,Snack,Mumbai
+Khaman,food,Snack,Gujarat
+Handvo,food,Snack,Gujarat
+Fafda Jalebi,food,Breakfast,Gujarat
+Lilva Kachori,food,Snack,Gujarat
+Mohanthal,food,Dessert,Gujarat
+Shrikhand,food,Dessert,Maharashtra
+Thalipeeth,food,Breakfast,Maharashtra
+Sabudana Vada,food,Snack,Maharashtra
+Kombdi Vade,food,Main Course,Konkan
+Solkadhi,food,Beverage,Konkan
+Bakarwadi,food,Snack,Pune
+Amti,food,Main Course,Maharashtra
+Bharli Vangi,food,Main Course,Maharashtra
+Pithla Bhakri,food,Main Course,Maharashtra
+Akki Rotti,food,Breakfast,Karnataka
+Ragi Mudde,food,Main Course,Karnataka
+Maddur Vada,food,Snack,Maddur
+Dharwad Peda,food,Dessert,Dharwad
+Chiroti,food,Dessert,Karnataka
+Obbattu,food,Dessert,Karnataka
+Mangalore Buns,food,Breakfast,Mangalore
+Kori Rotti,food,Main Course,Mangalore
+Kane Rava Fry,food,Starter,Mangalore
+Goli Baje,food,Snack,Mangalore
+Adai,food,Breakfast,Tamil Nadu
+Kuzhambu,food,Main Course,Tamil Nadu
+Rasam,food,Soup,South India
+Kootu,food,Side Dish,Tamil Nadu
+Poriyal,food,Side Dish,Tamil Nadu
+Jigarthanda,food,Beverage,Madurai
+Kothu Parotta,food,Street Food,Tamil Nadu
+Athirasam,food,Dessert,Tamil Nadu
+Puttu,food,Breakfast,Kerala
+Kadala Curry,food,Main Course,Kerala
+Karimeen Pollichathu,food,Main Course,Kerala
+Palada Pradhaman,food,Dessert,Kerala
+Neyyappam,food,Snack,Kerala
+Thalassery Biryani,food,Main Course,Kerala
+Pazham Pori,food,Snack,Kerala
+Erissery,food,Main Course,Kerala
+Gongura Mutton,food,Main Course,Andhra Pradesh
+Pulihora,food,Main Course,Andhra Pradesh
+Garelu,food,Snack,Andhra Pradesh
+Kakinada Kaja,food,Dessert,Andhra Pradesh
+Bobbatlu,food,Dessert,Andhra Pradesh
+Ulava Charu,food,Soup,Andhra Pradesh
+Royyala Iguru,food,Main Course,Andhra Pradesh
+Double Ka Meetha,food,Dessert,Hyderabad
+Qubani Ka Meetha,food,Dessert,Hyderabad
+Bagara Baingan,food,Main Course,Hyderabad
+Osmania Biscuit,food,Snack,Hyderabad
+Pachi Pulusu,food,Main Course,Telangana
+Sakkarai Pongal,food,Dessert,Tamil Nadu
+Kozhukattai,food,Dessert,Tamil Nadu
+Sundal,food,Snack,Tamil Nadu
+Chicken Ghee Roast,food,Main Course,Mangalore
+Kori Gassi,food,Main Course,Mangalore
+Bangda Fry,food,Starter,Maharashtra
+Bombil Fry,food,Starter,Maharashtra
+Kharvas,food,Dessert,Maharashtra
+Amrakhand,food,Dessert,Maharashtra
+Methi Thepla,food,Breakfast,Gujarat
+Dhebra,food,Snack,Gujarat
+Muthiya,food,Snack,Gujarat
+Khakhra,food,Snack,Gujarat
+Gathiya,food,Snack,Gujarat
+Chorafali,food,Snack,Gujarat
+Adadiya Pak,food,Dessert,Gujarat
+Kansar,food,Dessert,Gujarat
+Sutarfeni,food,Dessert,Gujarat
+Gari,food,Dessert,Surat
+Locho,food,Street Food,Surat
+Surti Undhiyu,food,Main Course,Surat
+Ponkh,food,Snack,Surat
+Kachori,food,Snack,Rajasthan
+Mirchi Vada,food,Snack,Jodhpur
+Mawa Kachori,food,Dessert,Jodhpur
+Ker Sangri,food,Main Course,Rajasthan
+Gatte Ki Sabzi,food,Main Course,Rajasthan
+Papad Ki Sabzi,food,Main Course,Rajasthan
+Bajre Ki Roti,food,Bread,Rajasthan
+Raab,food,Beverage,Rajasthan
+Kalakand,food,Dessert,Alwar
+Moong Dal Halwa,food,Dessert,Rajasthan
+Churma Ladoo,food,Dessert,Rajasthan
+Malpua,food,Dessert,Rajasthan
+Sohan Halwa,food,Dessert,Ajmer
+Imarti,food,Dessert,North India
+Balushahi,food,Dessert,North India
+Nankhatai,food,Snack,North India
+Shahi Tukda,food,Dessert,Mughlai
+Galouti Kebab,food,Starter,Lucknow
+Kakori Kebab,food,Starter,Lucknow
+Basket Chaat,food,Snack,Lucknow
+Dalmoth,food,Snack,Agra
+Bedmi Aloo,food,Breakfast,Agra
+Jalebi,food,Dessert,North India
+Rabri Falooda,food,Dessert,North India
+Ram Ladoo,food,Snack,Delhi
+Daulat Ki Chaat,food,Dessert,Delhi
+Matar Kulcha,food,Street Food,Delhi
+Soya Chaap,food,Starter,Delhi
+Laphing,food,Snack,Delhi
+Aloo Chaat,food,Snack,Delhi
+Fruit Chaat,food,Snack,Delhi
+Mutton Rogan Josh,food,Main Course,Kashmir
+Yakhni Pulao,food,Main Course,Kashmir
+Gushtaba,food,Main Course,Kashmir
+Tabak Maaz,food,Starter,Kashmir
+Haak,food,Main Course,Kashmir
+Kahwa,food,Beverage,Kashmir
+Noon Chai,food,Beverage,Kashmir
+Siddu,food,Snack,Himachal Pradesh
+Dham,food,Meal,Himachal Pradesh
+Madra,food,Main Course,Himachal Pradesh
+Babru,food,Snack,Himachal Pradesh
+Tudkiya Bhath,food,Main Course,Himachal Pradesh
+Chha Gosht,food,Main Course,Himachal Pradesh
+Chhatrapati Shivaji Terminus,heritage,Station,Mumbai
+Kanheri Caves,heritage,Caves,Mumbai
+Global Vipassana Pagoda,heritage,Monument,Mumbai
+Aga Khan Palace,heritage,Palace,Pune
+Sinhagad Fort,heritage,Fort,Pune
+Lohagad Fort,heritage,Fort,Lonavala
+Raigad Fort,heritage,Fort,Raigad
+Pratapgad Fort,heritage,Fort,Mahabaleshwar
+Sindhudurg Fort,heritage,Fort,Malvan
+Vijaydurg Fort,heritage,Fort,Sindhudurg
+Panhala Fort,heritage,Fort,Kolhapur
+Mahalakshmi Temple,heritage,Temple,Kolhapur
+Trimbakeshwar Temple,heritage,Temple,Nashik
+Shirdi Sai Baba Temple,heritage,Temple,Shirdi
+Siddhivinayak Temple,heritage,Temple,Mumbai
+Haji Ali Dargah,heritage,Shrine,Mumbai
+Se Cathedral,heritage,Church,Goa
+Aguada Fort,heritage,Fort,Goa
+Chapora Fort,heritage,Fort,Goa
+Reis Magos Fort,heritage,Fort,Goa
+Mangeshi Temple,heritage,Temple,Ponda
+Shanta Durga Temple,heritage,Temple,Ponda
+Hampi Ruins,heritage,Ruins,Hampi
+Virupaksha Temple,heritage,Temple,Hampi
+Vittala Temple,heritage,Temple,Hampi
+Lotus Mahal,heritage,Palace,Hampi
+Elephant Stables,heritage,Monument,Hampi
+Ibrahim Rauza,heritage,Mausoleum,Bijapur
+Pattadakal,heritage,Temple,Bagalkot
+Aihole,heritage,Temple,Bagalkot
+Badami Caves,heritage,Caves,Badami
+Chennakeshava Temple,heritage,Temple,Belur
+Hoysaleswara Temple,heritage,Temple,Halebidu
+Gommateshwara Statue,heritage,Statue,Shravanabelagola
+Murudeshwar Temple,heritage,Temple,Murudeshwar
+Udupi Sri Krishna Matha,heritage,Temple,Udupi
+Jog Falls,heritage,Nature,Shimoga
+Bidar Fort,heritage,Fort,Bidar
+Brihadeeswarar Temple,heritage,Temple,Thanjavur
+Ramanathaswamy Temple,heritage,Temple,Rameswaram
+Shore Temple,heritage,Temple,Mahabalipuram
+Pancha Rathas,heritage,Monolith,Mahabalipuram
+Arjuna's Penance,heritage,Relief,Mahabalipuram
+Kanyakumari Temple,heritage,Temple,Kanyakumari
+Thiruvalluvar Statue,heritage,Statue,Kanyakumari
+Nataraja Temple,heritage,Temple,Chidambaram
+Annamalaiyar Temple,heritage,Temple,Tiruvannamalai
+Srirangam Temple,heritage,Temple,Trichy
+Rockfort Temple,heritage,Temple,Trichy
+Vellore Fort,heritage,Fort,Vellore
+Chettinad Mansions,heritage,Architecture,Karaikudi
+Chowmahalla Palace,heritage,Palace,Hyderabad
+Qutb Shahi Tombs,heritage,Mausoleum,Hyderabad
+Falaknuma Palace,heritage,Palace,Hyderabad
+Ramappa Temple,heritage,Temple,Mulugu
+Medak Cathedral,heritage,Church,Medak
+Bhongir Fort,heritage,Fort,Bhuvanagiri
+Undavalli Caves,heritage,Caves,Vijayawada
+Chandragiri Fort,heritage,Fort,Tirupati
+Borra Caves,heritage,Caves,Araku Valley
+Belum Caves,heritage,Caves,Kurnool
+Amaravati Stupa,heritage,Ruins,Amaravati
+Lingaraj Temple,heritage,Temple,Bhubaneswar
+Mukteshvara Temple,heritage,Temple,Bhubaneswar
+Rajarani Temple,heritage,Temple,Bhubaneswar
+Udayagiri and Khandagiri Caves,heritage,Caves,Bhubaneswar
+Dhauli Giri,heritage,Monument,Bhubaneswar
+Barabati Fort,heritage,Fort,Cuttack
+Howrah Bridge,heritage,Bridge,Kolkata
+Dakshineswar Kali Temple,heritage,Temple,Kolkata
+Belur Math,heritage,Monastery,Kolkata
+Kalighat Temple,heritage,Temple,Kolkata
+Hazarduari Palace,heritage,Palace,Murshidabad
+Cooch Behar Palace,heritage,Palace,Cooch Behar
+Bishnupur Temples,heritage,Temple,Bishnupur
+Shantiniketan,heritage,Cultural,Bolpur
+Darjeeling Himalayan Railway,heritage,Railway,Darjeeling
+Cellular Jail,heritage,Museum,Port Blair
+Ross Island,heritage,Ruins,Port Blair
+Amber Fort,heritage,Fort,Jaipur
+Nahargarh Fort,heritage,Fort,Jaipur
+Jaigarh Fort,heritage,Fort,Jaipur
+Albert Hall Museum,heritage,Museum,Jaipur
+Patrika Gate,heritage,Monument,Jaipur
+Jaswant Thada,heritage,Mausoleum,Jodhpur
+Junagarh Fort,heritage,Fort,Bikaner
+Karni Mata Temple,heritage,Temple,Deshnoke
+Jaisalmer Fort,heritage,Fort,Jaisalmer
+Ranakpur Jain Temple,heritage,Temple,Ranakpur
+Dilwara Temples,heritage,Temple,Mount Abu
+Bundi Palace,heritage,Palace,Bundi
+Agra Fort,heritage,Fort,Agra
+Buland Darwaza,heritage,Monument,Fatehpur Sikri
+Sarnath,heritage,Ruins,Varanasi
+Kashi Vishwanath Temple,heritage,Temple,Varanasi
+Dashashwamedh Ghat,heritage,Ghat,Varanasi
+Manikarnika Ghat,heritage,Ghat,Varanasi
+Ramnagar Fort,heritage,Fort,Varanasi
+Residency Lucknow,heritage,Ruins,Lucknow
+Rumi Darwaza,heritage,Monument,Lucknow
+Jallianwala Bagh,heritage,Memorial,Amritsar
+Wagah Border,heritage,Border,Amritsar
+Partition Museum,heritage,Museum,Amritsar
+Qila Mubarak,heritage,Fort,Bathinda
+Rock Garden,heritage,Park,Chandigarh
+Capitol Complex,heritage,Architecture,Chandigarh
+Masroor Rock Cut Temple,heritage,Temple,Kangra
+Kangra Fort,heritage,Fort,Kangra
+Hadimba Temple,heritage,Temple,Manali
+Tabo Monastery,heritage,Monastery,Spiti
+Key Monastery,heritage,Monastery,Spiti
+Baijnath Temple,heritage,Temple,Palampur
+Martand Sun Temple,heritage,Ruins,Anantnag
+Shankaracharya Temple,heritage,Temple,Srinagar
+Hari Parbat Fort,heritage,Fort,Srinagar
+Vaishno Devi,heritage,Temple,Katra
+Leh Palace,heritage,Palace,Leh
+Thiksey Monastery,heritage,Monastery,Leh
+Diskit Monastery,heritage,Monastery,Nubra Valley
+Shanti Stupa,heritage,Monument,Leh
+Palolem Beach,nature,Beach,Canacona
+Anjuna Beach,nature,Beach,Anjuna
+Calangute Beach,nature,Beach,Calangute
+Arambol Beach,nature,Beach,Arambol
+Kovalam Beach,nature,Beach,Thiruvananthapuram
+Athirappilly Falls,nature,Waterfall,Thrissur
+Kumarakom,nature,Backwaters,Kottayam
+Silent Valley National Park,nature,Wildlife,Palakkad
+Ooty,nature,Hill Station,Ooty
+Coonoor,travel,Hill Station,Coonoor
+Yercaud,nature,Hill Station,Salem
+Marina Beach,nature,Beach,Chennai
+Pamban Bridge,travel,Bridge,Rameswaram
+Hogenakkal Falls,nature,Waterfall,Dharmapuri
+Chikmagalur,nature,Hill Station,Chikmagalur
+Nandi Hills,nature,Hill Station,Chikkaballapur
+Dandeli,travel,Adventure,Uttara Kannada
+Kabini,nature,Wildlife,Mysuru
+Agumbe,nature,Nature,Shimoga
+Mahabaleshwar,nature,Hill Station,Satara
+Panchgani,travel,Hill Station,Satara
+Matheran,travel,Hill Station,Raigad
+Alibaug,nature,Beach,Raigad
+Kaas Plateau,travel,Nature,Satara
+Bhandardara,nature,Nature,Ahmednagar
+Statue of Unity,travel,Monument,Kevadia
+Diu,nature,Beach,Diu
+Mount Abu,nature,Hill Station,Sirohi
+Pushkar,nature,Spiritual,Ajmer
+Udaipur Lakes,nature,Lake,Udaipur
+Sariska Tiger Reserve,travel,Wildlife,Alwar
+Keoladeo National Park,nature,Wildlife,Bharatpur
+Nainital,nature,Hill Station,Nainital
+Mussoorie,travel,Hill Station,Dehradun
+Haridwar,travel,Spiritual,Haridwar
+Auli,travel,Adventure,Chamoli
+Kedarnath,travel,Spiritual,Rudraprayag
+Badrinath,nature,Spiritual,Chamoli
+Shimla,travel,Hill Station,Shimla
+Dharamshala,travel,Hill Station,Kangra
+Kasol,nature,Hill Station,Kullu
+Dalhousie,travel,Hill Station,Chamba
+Bir Billing,travel,Adventure,Kangra
+Dal Lake,nature,Lake,Srinagar
+Gulmarg,travel,Hill Station,Baramulla
+Pahalgam,nature,Hill Station,Anantnag
+Sonamarg,travel,Hill Station,Ganderbal
+Pangong Tso,nature,Lake,Ladakh
+Tsomgo Lake,nature,Lake,Gangtok
+Nathula Pass,travel,Pass,Gangtok
+Pelling,travel,Hill Station,West Sikkim
+Gurudongmar Lake,nature,Lake,North Sikkim
+Tawang,travel,Hill Station,Tawang
+Majuli,nature,Island,Majuli
+Cherrapunji,nature,Nature,East Khasi Hills
+Sundarbans,travel,Wildlife,South 24 Parganas
+Mandarmani,nature,Beach,Purba Medinipur
+Puri Beach,nature,Beach,Puri
+Simlipal National Park,nature,Wildlife,Mayurbhanj
+Gandikota,nature,Nature,Kadapa
+Horsley Hills,nature,Hill Station,Chittoor
+Lambasingi,travel,Hill Station,Visakhapatnam
+Dev Deepawali,cultural,Festival,Varanasi
+Lathmar Holi,cultural,Festival,Barsana
+Taj Mahotsav,cultural,Festival,Agra
+Ganga Dussehra,cultural,Festival,Haridwar
+Nanda Devi Raj Jat,cultural,Festival,Chamoli
+International Yoga Festival,cultural,Festival,Rishikesh
+Hola Mohalla,cultural,Festival,Anandpur Sahib
+Lohri,cultural,Festival,Punjab
+Baisakhi,cultural,Festival,Punjab
+Kullu Dussehra,cultural,Festival,Kullu
+Minjar Fair,cultural,Fair,Chamba
+Losar,cultural,Festival,Ladakh
+Saga Dawa,cultural,Festival,Gangtok
+Losoong,cultural,Festival,Sikkim
+Moatsu,cultural,Festival,Mokokchung
+Sekrenyi,cultural,Festival,Kohima
+Wangala Festival,cultural,Festival,Tura
+Nongkrem Dance,cultural,Festival,Shillong
+Chapchar Kut,cultural,Festival,Aizawl
+Sangai Festival,cultural,Festival,Imphal
+Yaoshang,cultural,Festival,Imphal
+Kharchi Puja,cultural,Festival,Agartala
+Ambubachi Mela,cultural,Fair,Guwahati
+Ras Leela,cultural,Art Form,Majuli
+Poush Mela,cultural,Fair,Shantiniketan
+Gangasagar Mela,cultural,Fair,Sagar Island
+Chhau Dance,cultural,Art Form,Purulia
+Konark Dance Festival,cultural,Festival,Konark
+Raja Parba,cultural,Festival,Odisha
+Nuakhai,cultural,Festival,Sambalpur
+Bali Yatra,cultural,Fair,Cuttack
+Bastar Dussehra,cultural,Festival,Jagdalpur
+Madai Festival,cultural,Festival,Chhattisgarh
+Khajuraho Dance Festival,cultural,Festival,Khajuraho
+Tansen Samaroh,cultural,Festival,Gwalior
+Bhagoria Festival,cultural,Festival,Jhabua
+Marwar Festival,cultural,Festival,Jodhpur
+Gangaur,cultural,Festival,Jaipur
+Teej,cultural,Festival,Jaipur
+Desert Festival,cultural,Festival,Jaisalmer
+Elephant Festival,cultural,Festival,Jaipur
+Rann Utsav,cultural,Festival,Kutch
+Modhera Dance Festival,cultural,Festival,Modhera
+Tarnetar Fair,cultural,Fair,Surendranagar
+Bhavnath Fair,cultural,Fair,Junagadh
+Ganesh Visarjan,cultural,Festival,Mumbai
+Gudi Padwa,cultural,Festival,Maharashtra
+Palkhi Festival,cultural,Festival,Pandharpur
+Ellora Ajanta Festival,cultural,Festival,Aurangabad
+Sao Joao,cultural,Festival,Goa
+Shigmo,cultural,Festival,Goa
+Hampi Utsav,cultural,Festival,Hampi
+Kambala,cultural,Sport,Dakshina Kannada
+Karaga,cultural,Festival,Bangalore
+Pattadakal Dance Festival,cultural,Festival,Pattadakal
+Thrissur Pooram,cultural,Festival,Thrissur
+Theyyam,cultural,Art Form,Kannur
+Snake Boat Race,cultural,Sport,Alappuzha
+Vishu,cultural,Festival,Kerala
+Karthigai Deepam,cultural,Festival,Tiruvannamalai
+Jallikattu,cultural,Sport,Madurai
+Chithirai Festival,cultural,Festival,Madurai
+Mahamastakabhisheka,cultural,Festival,Shravanabelagola
+Bonalu,cultural,Festival,Hyderabad
+Bathukamma,cultural,Festival,Telangana
+Sammakka Saralamma Jatara,cultural,Festival,Medaram
+Deccan Festival,cultural,Festival,Hyderabad
+Visakha Utsav,cultural,Festival,Visakhapatnam
+Flamingo Festival,cultural,Festival,Nellore
+Indian Museum,heritage,Museum,Kolkata
+Calico Museum of Textiles,heritage,Museum,Ahmedabad
+Napier Museum,heritage,Museum,Thiruvananthapuram
+DakshinaChitra,heritage,Museum,Chennai
+Rail Museum Delhi,heritage,Museum,Delhi
+Shankar's International Dolls Museum,heritage,Museum,Delhi
+Visvesvaraya Industrial and Technological Museum,heritage,Museum,Bangalore
+HAL Aerospace Museum,heritage,Museum,Bangalore
+Naval Aviation Museum,heritage,Museum,Vasco da Gama
+Sulabh International Museum of Toilets,heritage,Museum,Delhi
+Kite Museum,heritage,Museum,Ahmedabad
+Auto World Vintage Car Museum,heritage,Museum,Ahmedabad
+Blackbuck National Park,nature,Wildlife,Velavadar
+Marine National Park,nature,Wildlife,Jamnagar
+Polo Forest,nature,Nature,Sabarkantha
+Thol Lake,nature,Wildlife,Ahmedabad
+Nalsarovar,travel,Wildlife,Ahmedabad
+Champaner-Pavagadh,heritage,Ruins,Panchmahal
+Adalaj Stepwell,heritage,Stepwell,Ahmedabad
+Modhera Sun Temple,heritage,Temple,Modhera
+Dwarkadhish Temple,heritage,Temple,Dwarka
+Girnar,travel,Mountain,Junagadh
+Mandvi Beach,nature,Beach,Kutch
+Dholavira,heritage,Ruins,Kutch
+Lothal,heritage,Ruins,Ahmedabad
+Sarkhej Roza,heritage,Monument,Ahmedabad
+Sidi Saiyyed Mosque,heritage,Monument,Ahmedabad
+Hutheesing Jain Temple,heritage,Temple,Ahmedabad
+Akshardham Gandhinagar,heritage,Temple,Gandhinagar
+Pavagadh,nature,Hill Station,Panchmahal
+Wilson Hills,nature,Hill Station,Valsad
+Don Hill Station,nature,Hill Station,Dang
+Gira Waterfalls,nature,Waterfall,Dang
+Ninai Waterfalls,nature,Waterfall,Narmada
+Zarwani Waterfalls,nature,Waterfall,Narmada
+Hathni Mata Waterfall,nature,Waterfall,Panchmahal
+Jambughoda Wildlife Sanctuary,nature,Wildlife,Panchmahal
+Purna Wildlife Sanctuary,nature,Wildlife,Dang
+Vansda National Park,nature,Wildlife,Navsari
+Narara Marine National Park,nature,Wildlife,Jamnagar
+Khijadiya Bird Sanctuary,nature,Wildlife,Jamnagar
+Jessore Sloth Bear Sanctuary,nature,Wildlife,Banaskantha
+Balaram Ambaji Wildlife Sanctuary,nature,Wildlife,Banaskantha
+Dhordo,travel,Village,Kutch
+Nirona,travel,Village,Kutch
+Bhujodi,travel,Village,Kutch
+Ajrakhpur,travel,Village,Kutch
+Hodka,travel,Village,Kutch
+Khavda,travel,Village,Kutch
+Lakhpat,heritage,Fort,Kutch
+Koteshwar,heritage,Temple,Kutch
+Narayan Sarovar,heritage,Temple,Kutch
+Mata No Madh,heritage,Temple,Kutch
+Chari Dhand,travel,Wildlife,Kutch
+Fossil Park,travel,Nature,Kutch
+Dinosaur Fossil Park,travel,Nature,Mahisagar
+Galteshwar,heritage,Temple,Kheda
+Dakor,heritage,Temple,Kheda
+Shamlaji,heritage,Temple,Aravalli
+Idar Gadh,travel,Mountain,Sabarkantha
+Taranga Hill,heritage,Temple,Mehsana
+Vadnagar,heritage,City,Mehsana
+Kirti Toran,heritage,Monument,Vadnagar
+Hatkeshwar Temple,heritage,Temple,Vadnagar
+Sun Temple of Borsad,heritage,Temple,Anand
+Stambheshwar Mahadev,heritage,Temple,Bharuch
+Kabirvad,nature,Nature,Bharuch
+Golden Bridge,heritage,Bridge,Bharuch
+Nilkanth Dham,heritage,Temple,Poicha
+Kuber Bhandari,heritage,Temple,Vadodara
+Laxmi Vilas Palace,heritage,Palace,Vadodara
+Sayaji Baug,nature,Park,Vadodara
+EME Temple,heritage,Temple,Vadodara
+Sursagar Lake,nature,Lake,Vadodara
+Khanderao Market,heritage,Architecture,Vadodara
+Hazira Maqbara,heritage,Mausoleum,Vadodara
+Tambekar Wada,heritage,Architecture,Vadodara
+Makarpura Palace,heritage,Palace,Vadodara
+Champaner Mosque,heritage,Monument,Panchmahal
+Saat Kaman,heritage,Ruins,Panchmahal
+Vadhvana Wetland,travel,Wildlife,Vadodara
+Sankheda,travel,Village,Chhota Udepur
+Rathwa Art,cultural,Art Form,Chhota Udepur
+Tribal Museum,heritage,Museum,Chhota Udepur
+Kadyavana,nature,Nature,Chhota Udepur
+Harsiddhi Mata Temple,heritage,Temple,Porbandar
+Kirti Mandir,heritage,Memorial,Porbandar
+Sudama Mandir,heritage,Temple,Porbandar
+Porbandar Bird Sanctuary,nature,Wildlife,Porbandar
+Ghumli,heritage,Ruins,Devbhumi Dwarka
+Barda Wildlife Sanctuary,nature,Wildlife,Porbandar
+Mokarsagar Wetland,travel,Wildlife,Porbandar
+Madhavpur Beach,nature,Beach,Porbandar
+Uparkot Fort,heritage,Fort,Junagadh
+Mahabat Maqbara,heritage,Mausoleum,Junagadh
+Sakkarbaug Zoo,travel,Wildlife,Junagadh
+Damodar Kund,heritage,Temple,Junagadh
+Wellington Dam,nature,Nature,Junagadh
+Khodiyar Dam,nature,Nature,Amreli
+Tulsiishyam,nature,Nature,Gir Somnath
+Kankai,nature,Nature,Gir Somnath
+Sasan Gir,nature,Wildlife,Gir Somnath
+Devalia Safari Park,travel,Wildlife,Gir Somnath
+Jamjir Waterfall,nature,Waterfall,Gir Somnath
+Chorwad Beach,nature,Beach,Junagadh
+Sarkheshwar Beach,nature,Beach,Amreli
+Shiyal Bet,nature,Island,Amreli
+Rajkumar College,heritage,Architecture,Rajkot
+Watson Museum,heritage,Museum,Rajkot
+Rotary Dolls Museum,heritage,Museum,Rajkot
+Khambhalida Caves,heritage,Caves,Rajkot
+Hingolgadh Nature Education Sanctuary,nature,Wildlife,Rajkot
+Ghela Somnath,heritage,Temple,Rajkot
+Osam Hill,nature,Mountain,Rajkot
+Anal Gadh,travel,Mountain,Rajkot
+Nyari Dam,nature,Nature,Rajkot
+Aji Dam,nature,Nature,Rajkot
+Pradyuman Park,travel,Wildlife,Rajkot
+Ishwariya Park,travel,Park,Rajkot
+Rampara Wildlife Sanctuary,nature,Wildlife,Morbi
+Wankaner Palace,heritage,Palace,Morbi
+Mani Mandir,heritage,Temple,Morbi
+Julto Pul,heritage,Bridge,Morbi
+Navlakha Palace,heritage,Palace,Morbi
+Riverside Palace,heritage,Palace,Gondal
+Orchard Palace,heritage,Palace,Gondal
+Swaminarayan Temple Gondal,heritage,Temple,Gondal
+Virpur Jalaram,heritage,Temple,Rajkot
+Khodaldham,heritage,Temple,Rajkot
+Karim's,food,Restaurant,Delhi
+Paranthe Wali Gali,food,Street Food,Delhi
+Sita Ram Diwan Chand,food,Restaurant,Delhi
+Kuremal Mohan Lal Kulfi Wale,food,Dessert,Delhi
+Natraj Dahi Bhalle,food,Street Food,Delhi
+Moolchand Paratha,food,Street Food,Delhi
+Dolma Aunty Momos,food,Street Food,Delhi
+Khan Chacha,food,Restaurant,Delhi
+Wenger's,food,Bakery,Delhi
+Depaul's,food,Beverage,Delhi
+Giani's Di Hatti,food,Dessert,Delhi
+Lotan Chole Kulche,food,Street Food,Delhi
+Bishan Swaroop Chaat,food,Street Food,Delhi
+Ashok Meat Dhaba,food,Restaurant,Delhi
+Rajinder Da Dhaba,food,Restaurant,Delhi
+Tunday Kababi,food,Restaurant,Lucknow
+Idris Biryani,food,Restaurant,Lucknow
+Prakash Ki Kulfi,food,Dessert,Lucknow
+Sharma Tea Stall,food,Beverage,Lucknow
+Royal Cafe,food,Restaurant,Lucknow
+Raheem's Kulcha Nihari,food,Restaurant,Lucknow
+Dastarkhwan,food,Restaurant,Lucknow
+Kesar Da Dhaba,food,Restaurant,Amritsar
+Bharawan Da Dhaba,food,Restaurant,Amritsar
+Kulcha Land,food,Restaurant,Amritsar
+Ahuja Lassi,food,Beverage,Amritsar
+Beera Chicken,food,Restaurant,Amritsar
+Makhan Fish,food,Restaurant,Amritsar
+Giani Tea Stall,food,Beverage,Amritsar
+Murthal Parathas,food,Restaurant,Sonipat
+Pahalwan Di Hatti,food,Restaurant,Jammu
+Rawat Mishtan Bhandar,food,Restaurant,Jaipur
+Lassiwala,food,Beverage,Jaipur
+Laxmi Misthan Bhandar (LMB),food,Restaurant,Jaipur
+Sanjay Omelette,food,Street Food,Jaipur
+Pandit Pav Bhaji,food,Street Food,Jaipur
+Shri Ram Chaat,food,Street Food,Jaipur
+Jodhpur Sweets,food,Dessert,Jodhpur
+Shahi Samosa,food,Street Food,Jodhpur
+Gypsy Dining Hall,food,Restaurant,Jodhpur
+Natraj Dining Hall,food,Restaurant,Udaipur
+JMB (Jagdish Misthan Bhandar),food,Dessert,Udaipur
+Manek Chowk,food,Street Food,Ahmedabad
+Das Khaman,food,Street Food,Ahmedabad
+Induben Khakhrawala,food,Shop,Ahmedabad
+Agashiye,food,Restaurant,Ahmedabad
+Oshwal,food,Restaurant,Jamnagar
+Khetla Apa Tea,food,Beverage,Rajkot
+Jagdish Farsan,food,Shop,Vadodara
+Raju Omlet,food,Street Food,Vadodara
+Mahakali Sev Usal,food,Street Food,Vadodara
+Britannia & Co.,food,Restaurant,Mumbai
+Kyani & Co.,food,Bakery,Mumbai
+Bademiya,food,Street Food,Mumbai
+Sardar Pav Bhaji,food,Restaurant,Mumbai
+Ashok Vada Pav,food,Street Food,Mumbai
+Cannon Pav Bhaji,food,Street Food,Mumbai
+Haji Ali Juice Centre,food,Beverage,Mumbai
+Bachelorr's,food,Dessert,Mumbai
+Leopold Cafe,food,Restaurant,Mumbai
+Mahesh Lunch Home,food,Restaurant,Mumbai
+Shree Thaker Bhojanalay,food,Restaurant,Mumbai
+Prakash Shakahari Upahar Kendra,food,Restaurant,Mumbai
+Aaswad,food,Restaurant,Mumbai
+Kayani Bakery,food,Bakery,Pune
+German Bakery,food,Cafe,Pune
+Goodluck Cafe,food,Restaurant,Pune
+Vaishali,food,Restaurant,Pune
+Bedekar Misal,food,Restaurant,Pune
+Chitale Bandhu Mithaiwale,food,Shop,Pune
+Marz-O-Rin,food,Bakery,Pune
+Dorabjee & Sons,food,Restaurant,Pune
+Joshi Wade Wale,food,Restaurant,Indore
+Chappan Dukan,food,Street Food,Indore
+Sarafa Bazaar,food,Street Food,Indore
+Vijay Chaat House,food,Restaurant,Indore
+Prashant Poha,food,Restaurant,Indore
+Nagori Shikanji,food,Beverage,Indore
+Manohar Dairy,food,Restaurant,Bhopal
+Raju Tea Stall,food,Beverage,Bhopal
+Kalyan Bhel,food,Street Food,Pune
+Sujata Mastani,food,Dessert,Pune
+Garden Vada Pav,food,Street Food,Pune
+Burger King (Pune),food,Restaurant,Pune
+Martin's Corner,food,Restaurant,Betalbatim
+Britto's,food,Restaurant,Baga
+Infantaria,food,Restaurant,Calangute
+Gunpowder,food,Restaurant,Assagao
+Vinayak Family Restaurant,food,Restaurant,Assagao
+Pousada by the Beach,food,Restaurant,Calangute
+Mum's Kitchen,food,Restaurant,Panjim
+Fisherman's Wharf,food,Restaurant,Cavelossim
+Thalassa,food,Restaurant,Siolim
+Burger Factory,food,Restaurant,Anjuna
+Netravali Bubble Lake,nature,Nature,Sanguem
+Chorla Ghat,nature,Nature,Goa
+Harvalem Waterfalls,nature,Waterfall,Sanquelim
+Divar Island,nature,Island,Divar
+Chorao Island,nature,Island,Chorao
+Cabo de Rama,heritage,Fort,Canacona
+Tambdi Surla,heritage,Temple,Sanguem
+Big Foot Goa,heritage,Museum,Loutolim
+Houses of Goa Museum,heritage,Museum,Bardez
+Vidyarthi Bhavan,food,Restaurant,Bangalore
+CTR (Shri Sagar),food,Restaurant,Bangalore
+MTR (Mavalli Tiffin Room),food,Restaurant,Bangalore
+Brahmin's Coffee Bar,food,Restaurant,Bangalore
+Rameshwaram Cafe,food,Restaurant,Bangalore
+Koshy's,food,Restaurant,Bangalore
+Nagarjuna,food,Restaurant,Bangalore
+Meghana Foods,food,Restaurant,Bangalore
+Corner House,food,Dessert,Bangalore
+Empire Restaurant,food,Restaurant,Bangalore
+Airlines Hotel,food,Restaurant,Bangalore
+Murugan Idli Shop,food,Restaurant,Chennai
+Saravana Bhavan,food,Restaurant,Chennai
+Ratna Cafe,food,Restaurant,Chennai
+Rayar's Mess,food,Restaurant,Chennai
+Buhari Hotel,food,Restaurant,Chennai
+Sangeetha Veg Restaurant,food,Restaurant,Chennai
+Dindigul Thalappakatti,food,Restaurant,Dindigul
+Amma Mess,food,Restaurant,Madurai
+Konar Mess,food,Restaurant,Madurai
+Murari's Jigarthanda,food,Dessert,Madurai
+Paragon Restaurant,food,Restaurant,Kozhikode
+Rahmath Hotel,food,Restaurant,Kozhikode
+Dhe Puttu,food,Restaurant,Kochi
+Kashi Art Cafe,food,Cafe,Kochi
+Indian Coffee House,food,Restaurant,Kolkata
+Peter Cat,food,Restaurant,Kolkata
+Flurys,food,Bakery,Kolkata
+Arsalan,food,Restaurant,Kolkata
+Mocambo,food,Restaurant,Kolkata
+Nahoum and Sons,food,Bakery,Kolkata
+K.C. Das,food,Shop,Kolkata
+6 Ballygunge Place,food,Restaurant,Kolkata
+Bhojohori Manna,food,Restaurant,Kolkata
+Mitra Cafe,food,Restaurant,Kolkata
+Paramount Sherbets,food,Beverage,Kolkata
+Glenary's,food,Bakery,Darjeeling
+Keventers,food,Restaurant,Darjeeling
+Paradise Biryani,food,Restaurant,Hyderabad
+Bawarchi,food,Restaurant,Hyderabad
+Shah Ghouse,food,Restaurant,Hyderabad
+Cafe Bahar,food,Restaurant,Hyderabad
+Ram Ki Bandi,food,Street Food,Hyderabad
+Gokul Chat,food,Street Food,Hyderabad
+Nimrah Cafe,food,Cafe,Hyderabad
+Subbayya Gari Hotel,food,Restaurant,Kakinada
+Babai Hotel,food,Restaurant,Vijayawada
+Ramayya Mess,food,Restaurant,Vijayawada
+Netaji Sweets,food,Shop,Cuttack
+Pahadi Pattal,food,Restaurant,Ranchi
+Litti Chokha at Maurya Lok,food,Street Food,Patna
+Chappan Bhog,food,Shop,Lucknow
+Netram Sweets,food,Restaurant,Lucknow
+Thaggu Ke Laddu,food,Shop,Kanpur
+Baba Biryani,food,Restaurant,Kanpur
+Pahalwan Lassi,food,Beverage,Varanasi
+Blue Lassi,food,Beverage,Varanasi
+Kashi Chat Bhandar,food,Street Food,Varanasi
+Deena Chat Bhandar,food,Street Food,Varanasi
+Ram Bhandar,food,Restaurant,Varanasi
+Baati Chokha Restaurant,food,Restaurant,Varanasi
+Kerala House,food,Restaurant,Delhi
+Andhra Bhavan,food,Restaurant,Delhi
+Carnatic Cafe,food,Restaurant,Delhi
+Ama Cafe,food,Cafe,Delhi
+Big Chill Cafe,food,Restaurant,Delhi
+Indian Accent,food,Restaurant,Delhi
+Bukhara,food,Restaurant,Delhi
+Dum Pukht,food,Restaurant,Delhi
+Gulati,food,Restaurant,Delhi
+Havemore,food,Restaurant,Delhi
+Kake Da Hotel,food,Restaurant,Delhi
+United Coffee House,food,Restaurant,Delhi
+Kwality,food,Restaurant,Delhi
+Nizam's Kathi Kabab,food,Restaurant,Kolkata
+ Kusum Rolls,food,Street Food,Kolkata
+Badal Sahu,food,Street Food,Cuttack
+Kishore Bhaina Mutton,food,Restaurant,Bhubaneswar
+Dalma,food,Restaurant,Bhubaneswar
+Tuna Kababi,food,Street Food,Bhubaneswar
+Lingaraj Lassi,food,Beverage,Bhubaneswar
+Hari Super Sandwich,food,Street Food,Bangalore
+Taaza Thindi,food,Restaurant,Bangalore
+Central Tiffin Room,food,Restaurant,Bangalore
+Chikkanna Tiffin Room,food,Restaurant,Bangalore
+Asha Sweets,food,Shop,Bangalore
+Sri Sairam's Chats,food,Street Food,Bangalore
+Fanoos,food,Restaurant,Bangalore
+Albert Bakery,food,Bakery,Bangalore
+Thom's Bakery,food,Bakery,Bangalore
+Variar Bakery,food,Bakery,Bangalore
+Mawlynnong,travel,Village,East Khasi Hills
+Double Decker Living Root Bridge,travel,Nature,Cherrapunji
+Tirthan Valley,nature,Valley,Kullu
+Chitkul,nature,Village,Kinnaur
+Kalpa,travel,Hill Station,Kinnaur
+Gurez Valley,nature,Valley,Bandipora
+Warwan Valley,nature,Valley,Kishtwar
+Bangus Valley,nature,Valley,Kupwara
+Sandhan Valley,nature,Adventure,Ahmednagar
+Lonar Crater,nature,Lake,Buldhana
+Thoseghar Waterfalls,nature,Waterfall,Satara
+Amboli Ghat,nature,Nature,Sindhudurg
+Tarkarli,nature,Beach,Sindhudurg
+Velas,travel,Beach,Ratnagiri
+Yana Rocks,nature,Nature,Uttara Kannada
+St. Mary's Island,nature,Island,Udupi
+Kudremukh,nature,Mountain,Chikmagalur
+Netrani Island,nature,Island,Uttara Kannada
+Pichavaram,nature,Nature,Cuddalore
+Kolli Hills,nature,Hill Station,Namakkal
+Mechuka,nature,Valley,Shi Yomi
+Ziro Valley,nature,Valley,Lower Subansiri
+Mayodia Pass,travel,Pass,Dibang Valley
+Haflong,nature,Hill Station,Dima Hasao
+Jatinga,travel,Nature,Dima Hasao
+Tranquebar (Tharangambadi),nature,Beach,Nagapattinam
+Chettinad,heritage,Architecture,Sivaganga
+Munroe Island,nature,Island,Kollam
+Gavi,nature,Nature,Pathanamthitta
+Vagamon,nature,Hill Station,Idukki
+Thenmala,nature,Nature,Kollam
+Ponmudi,nature,Hill Station,Thiruvananthapuram
+Lepchajagat,nature,Hill Station,Darjeeling
+Sandakphu,travel,Mountain,Darjeeling
+Bhitarkanika National Park,nature,Wildlife,Kendrapara
+Daringbadi,travel,Hill Station,Kandhamal
+Hirakud Dam,nature,Nature,Sambalpur
+Patalkot,nature,Valley,Chhindwara
+Bhedaghat,travel,Nature,Jabalpur
+Pachmarhi,nature,Hill Station,Hoshangabad
+Orchha,heritage,City,Niwari
+Bhimbetka Rock Shelters,heritage,Caves,Raisen
+Mandu,heritage,Ruins,Dhar
+Chanderi,heritage,City,Ashoknagar
+Kuno National Park,nature,Wildlife,Sheopur
+Panna National Park,nature,Wildlife,Panna
+Bandhavgarh National Park,nature,Wildlife,Umaria
+Tadoba Andhari Tiger Reserve,travel,Wildlife,Chandrapur
+Magnetic Hill,nature,Nature,Ladakh
+Lamayuru,travel,Nature,Ladakh
+Hanle,travel,Nature,Ladakh
+Umling La,travel,Pass,Ladakh
+Khardung La,travel,Pass,Ladakh
+Baralacha La,travel,Pass,Lahaul and Spiti
+Chandratal,nature,Lake,Lahaul and Spiti
+Dhankar Lake,nature,Lake,Lahaul and Spiti
+Pin Valley National Park,nature,Wildlife,Lahaul and Spiti
+Nako Lake,nature,Lake,Kinnaur
+Reckong Peo,travel,Hill Station,Kinnaur
+Sangla Valley,nature,Valley,Kinnaur
+Rakcham,travel,Village,Kinnaur
+Jibhi,nature,Hill Station,Kullu
+Shoja,travel,Hill Station,Kullu
+Jalori Pass,nature,Pass,Kullu
+Serolsar Lake,nature,Lake,Kullu
+Great Himalayan National Park,nature,Wildlife,Kullu
+Prashar Lake,nature,Lake,Mandi
+Barot Valley,nature,Valley,Mandi
+Rewalsar Lake,nature,Lake,Mandi
+Janjheli,travel,Valley,Mandi
+Shikari Devi Temple,heritage,Temple,Mandi
+Bishnupur,heritage,City,Bankura
+Murshidabad,heritage,City,Murshidabad
+Maluti,heritage,Village,Dumka
+Sirpur,heritage,Ruins,Mahasamund
+Bhoramdeo,heritage,Temple,Kabirdham
+Burhanpur,heritage,City,Burhanpur
+Asirgarh Fort,heritage,Fort,Burhanpur
+Bateshwar,heritage,Temple,Morena
+Mitavali,heritage,Temple,Morena
+Padavali,heritage,Temple,Morena
+Kalanjar Fort,heritage,Fort,Banda
+Chunar Fort,heritage,Fort,Mirzapur
+Kushinagar,heritage,City,Kushinagar
+Shravasti,heritage,City,Shravasti
+Bhitargaon,heritage,Temple,Kanpur
+Deogarh,heritage,Temple,Lalitpur
+Eran,heritage,Ruins,Sagar
+Udayagiri Caves,heritage,Caves,Vidisha
+Bhojpur,heritage,Temple,Raisen
+Maheshwar,heritage,City,Khargone
+Omkareshwar,heritage,Temple,Khandwa
+Bundi,heritage,City,Bundi
+Kiradu Temples,heritage,Temple,Barmer
+Osian,heritage,Temple,Jodhpur
+Nagaur Fort,heritage,Fort,Nagaur
+Gagron Fort,heritage,Fort,Jhalawar
+Abhaneri,heritage,Stepwell,Dausa
+Shekhawati,heritage,Region,Rajasthan
+Siddhpur,heritage,City,Patan
+Palitana,heritage,Temple,Bhavnagar
+Prag Mahal,heritage,Palace,Kutch
+Aina Mahal,heritage,Palace,Kutch
+Shivneri Fort,heritage,Fort,Pune
+Lohagad,heritage,Fort,Pune
+Belur,heritage,Temple,Hassan
+Halebidu,heritage,Temple,Hassan
+Srirangapatna,heritage,City,Mandya
+Somnathpur,heritage,Temple,Mysuru
+Lepakshi,heritage,Temple,Anantapur
+Alampur Jogulamba,heritage,Temple,Jogulamba Gadwal
+Nagarjunakonda,heritage,Island,Guntur
+Talakadu,heritage,Temple,Mysuru
+Melukote,heritage,Temple,Mandya
+Basar,heritage,Temple,Nirmal
+Paigah Tombs,heritage,Mausoleum,Hyderabad
+Tughlaqabad Fort,heritage,Fort,Delhi
+Safdarjung Tomb,heritage,Mausoleum,Delhi
+Mehrauli Archaeological Park,heritage,Park,Delhi
+Hauz Khas Complex,heritage,Ruins,Delhi
+Parsi Dairy Farm,food,Shop,Mumbai
+Candies,food,Cafe,Mumbai
+Gajalee,food,Restaurant,Mumbai
+Jai Hind Lunch Home,food,Restaurant,Mumbai
+Cafe Madras,food,Restaurant,Mumbai
+Ram Ashraya,food,Restaurant,Mumbai
+Mani's Lunch Home,food,Restaurant,Mumbai
+Lucky Restaurant,food,Restaurant,Mumbai
+Noor Mohammadi Hotel,food,Restaurant,Mumbai
+Bagdadi,food,Restaurant,Mumbai
+Cafe Mondegar,food,Restaurant,Mumbai
+K. Rustom Ice Cream,food,Dessert,Mumbai
+Naturals Ice Cream,food,Dessert,Mumbai
+Amar Juice Centre,food,Street Food,Mumbai
+Elco Pani Puri,food,Street Food,Mumbai
+Swati Snacks,food,Restaurant,Mumbai
+Soam,food,Restaurant,Mumbai
+Bhagat Tarachand,food,Restaurant,Mumbai
+Crystal,food,Restaurant,Mumbai
+Guru Kripa,food,Restaurant,Mumbai
+Merwans,food,Bakery,Mumbai
+Yazdani Bakery,food,Bakery,Mumbai
+Ideal Ice Cream,food,Dessert,Mangalore
+Pabbas,food,Dessert,Mangalore
+Giri Manja's,food,Restaurant,Mangalore
+Machali,food,Restaurant,Mangalore
+Shetty Lunch Home,food,Restaurant,Mangalore
+Karachi Bakery,food,Bakery,Hyderabad
+Hameedi Confectioners,food,Shop,Hyderabad
+Pista House,food,Restaurant,Hyderabad
+Hotel Shadab,food,Restaurant,Hyderabad
+Hotel Nayab,food,Restaurant,Hyderabad
+Grand Hotel,food,Restaurant,Hyderabad
+Meridian Restaurant,food,Restaurant,Hyderabad
+Chutneys,food,Restaurant,Hyderabad
+Minerva Coffee Shop,food,Restaurant,Hyderabad
+Rayalaseema Ruchulu,food,Restaurant,Hyderabad
+Ulavacharu,food,Restaurant,Hyderabad
+Santosh Dhaba,food,Restaurant,Hyderabad
+Pragati Tiffin Centre,food,Street Food,Hyderabad
+Govind Dosa,food,Street Food,Hyderabad
+Famous Ice Cream,food,Dessert,Hyderabad
+Subhan Bakery,food,Bakery,Hyderabad
+Niloufer Cafe,food,Cafe,Hyderabad
+Alpha Hotel,food,Restaurant,Hyderabad
+Ritz Classic,food,Restaurant,Panjim
+Copperleaf,food,Restaurant,Porvorim
+Fat Fish,food,Restaurant,Baga
+Artjuna,food,Cafe,Anjuna
+Eva Cafe,food,Cafe,Anjuna
+Curlies,food,Restaurant,Anjuna
+Lila Cafe,food,Cafe,Baga
+La Plage,food,Restaurant,Ashwem
+Antares,food,Restaurant,Vagator
+Titlie,food,Restaurant,Vagator
+Purple Martini,food,Restaurant,Anjuna
+Joseph Bar,food,Bar,Panjim
+Bean Me Up,food,Restaurant,Vagator
+Anand Seafood,food,Restaurant,Anjuna
+Black Sheep Bistro,food,Restaurant,Panjim
+Nostalgia,food,Restaurant,Raia
+Zeebop,food,Restaurant,Utorda
+Magic Italy,food,Restaurant,Palolem
+Kismoor,food,Restaurant,Sangolda
+Burger Factory (Morjim),food,Restaurant,Morjim
+Subway (Not the chain),food,Restaurant,Goa
+Sakana,food,Restaurant,Anjuna
+Bomra's,food,Restaurant,Anjuna
+Baba Au Rhum,food,Cafe,Anjuna
+Mojigao,food,Cafe,Assagao
+Khorjuem Fort,heritage,Fort,Aldona
+Corjuem Fort,heritage,Fort,Aldona
+Fort Tiracol,heritage,Fort,Pernem
+Sinquerim Fort,heritage,Fort,Sinquerim
+Mormugao Fort,heritage,Fort,Vasco
+Rachol Seminary,heritage,Monument,Rachol
+Mawphlang Sacred Forest,nature,Nature,East Khasi Hills
+Nohkalikai Falls,nature,Waterfall,Cherrapunji
+Seven Sisters Falls,nature,Waterfall,Cherrapunji
+Wei Sawdong,nature,Waterfall,Cherrapunji
+Krang Suri Falls,nature,Waterfall,West Jaintia Hills
+Phe Phe Falls,nature,Waterfall,West Jaintia Hills
+Umiam Lake,nature,Lake,Ri Bhoi
+Laitlum Canyons,travel,Nature,East Khasi Hills
+Shnongpdeng,travel,Nature,West Jaintia Hills
+Kongthong,travel,Village,East Khasi Hills
+Sualkuchi,heritage,Village,Kamrup
+Hajo,heritage,City,Kamrup
+Pobitora Wildlife Sanctuary,nature,Wildlife,Morigaon
+Manas National Park,nature,Wildlife,Baksa
+Nameri National Park,nature,Wildlife,Sonitpur
+Sivasagar,heritage,City,Sivasagar
+Rang Ghar,heritage,Monument,Sivasagar
+Talatal Ghar,heritage,Palace,Sivasagar
+Charaideo Maidams,heritage,Ruins,Charaideo
+Umananda Island,nature,Island,Guwahati
+Mayong,travel,Village,Morigaon
+Bum La Pass,travel,Pass,Tawang
+Madhuri Lake,nature,Lake,Tawang
+Nuranang Falls,nature,Waterfall,Tawang
+Dirang,nature,Valley,West Kameng
+Namdapha National Park,nature,Wildlife,Changlang
+Pakke Tiger Reserve,nature,Wildlife,East Kameng
+Roing,nature,Nature,Lower Dibang Valley
+Dong,travel,Nature,Anjaw
+Parshuram Kund,heritage,Temple,Lohit
+Golden Pagoda,heritage,Temple,Namsai
+Kangla Fort,heritage,Fort,Imphal
+Ima Keithel,cultural,Market,Imphal
+Khonoma,travel,Village,Kohima
+Japfu Peak,nature,Mountain,Kohima
+Longwa,travel,Village,Mon
+Mon,travel,Village,Mon
+Doyang River,nature,Nature,Wokha
+Reiek,nature,Mountain,Mamit
+Phawngpui,nature,Mountain,Lawngtlai
+Vantawng Falls,nature,Waterfall,Serchhip
+Neermahal,heritage,Palace,Sepahijala
+Ujjayanta Palace,heritage,Palace,Agartala
+Chabimura,heritage,Nature,Gomati
+Tripura Sundari Temple,heritage,Temple,Udaipur
+Tashi View Point,travel,Viewpoint,Gangtok
+Khecheopalri Lake,nature,Lake,West Sikkim
+Ravangla,travel,Hill Station,South Sikkim
+Namchi,travel,Hill Station,South Sikkim
+Zuluk,travel,Hill Station,East Sikkim
+Zero Point,travel,Nature,North Sikkim
+Lachung,nature,Village,North Sikkim
+Lachen,travel,Village,North Sikkim
+Temi Tea Garden,nature,Nature,South Sikkim
+Singshore Bridge,travel,Bridge,West Sikkim
+Mawryngkhang Trek,travel,Adventure,East Khasi Hills
+David Scott Trail,travel,Adventure,East Khasi Hills
+Nartiang Monoliths,heritage,Monument,West Jaintia Hills
+Siju Caves,nature,Caves,South Garo Hills
+Balpakram National Park,nature,Wildlife,South Garo Hills
+Nokrek National Park,nature,Wildlife,East Garo Hills
+Tyrshi Falls,nature,Waterfall,West Jaintia Hills
+Thadlaskein Lake,nature,Lake,West Jaintia Hills
+Ward's Lake,nature,Lake,Shillong
+Elephant Falls,nature,Waterfall,Shillong
+Don Bosco Museum,heritage,Museum,Shillong
+Mawlyngot,travel,Village,East Khasi Hills
+Mawphanlur,nature,Village,West Khasi Hills
+Nongkhnum Island,nature,Island,West Khasi Hills
+Jakrem,travel,Nature,South West Khasi Hills
+Ranikor,nature,Nature,South West Khasi Hills
+Deepor Beel,travel,Wildlife,Guwahati
+Basistha Ashram,heritage,Temple,Guwahati
+Navagraha Temple,heritage,Temple,Guwahati
+Akashiganga,heritage,Temple,Siang
+Malinithan,heritage,Ruins,Siang
+Bhismaknagar,heritage,Ruins,Lower Dibang Valley
+Imphal War Cemetery,heritage,Memorial,Imphal
+Shree Govindajee Temple,heritage,Temple,Imphal
+Willong Khullen,heritage,Monument,Senapati
+Kisama Heritage Village,cultural,Village,Kohima
+Kachari Ruins,heritage,Ruins,Dimapur
+Shilloi Lake,nature,Lake,Phek
+Solomon's Temple,heritage,Church,Aizawl
+Murlen National Park,nature,Wildlife,Champhai
+Dampa Tiger Reserve,nature,Wildlife,Mamit
+Palak Dil,nature,Lake,Saiha
+Tam Dil,nature,Lake,Aizawl
+Rih Dil,nature,Lake,Champhai
+Falkawn,cultural,Village,Aizawl
+Hmuifang,nature,Mountain,Aizawl
+Sepahijala Wildlife Sanctuary,nature,Wildlife,Sepahijala
+Jampui Hills,nature,Hill Station,North Tripura
+Pilak,heritage,Ruins,South Tripura
+Bhubaneswari Temple,heritage,Temple,Udaipur
+Boxanagar,heritage,Ruins,Sepahijala
+Gunavati Group of Temples,heritage,Temple,Udaipur
+Enchey Monastery,heritage,Monastery,Gangtok
+Ganesh Tok,travel,Viewpoint,Gangtok
+Hanuman Tok,travel,Viewpoint,Gangtok
+Ban Jhakri Falls,nature,Waterfall,Gangtok
+Bakthang Falls,nature,Waterfall,Gangtok
+Kanchenjunga Falls,nature,Waterfall,West Sikkim
+Rabdentse Ruins,heritage,Ruins,West Sikkim
+Yuksom,heritage,Village,West Sikkim
+Dubdi Monastery,heritage,Monastery,West Sikkim
+Tashiding Monastery,heritage,Monastery,West Sikkim
+Thambi View Point,travel,Viewpoint,East Sikkim
+Aritar Lake,nature,Lake,East Sikkim
+Katao,nature,Nature,North Sikkim
+Chopta Valley,nature,Valley,North Sikkim
+Thangu Valley,nature,Valley,North Sikkim
+Green Lake,nature,Lake,North Sikkim

intent_classifier.py

@@ -0,0 +1,130 @@
+"""
+FILE: intent_classifier.py (ENHANCED VERSION)
+
+PURPOSE:
+- Detect user intent from natural text using Semantic Similarity
+- Route query into domains aligned with the expanded dataset: FOOD / HERITAGE / TRAVEL / CULTURAL / ARCHITECTURE / NATURE
+- Uses SentenceTransformer for robust understanding beyond keywords
+"""
+
+from sentence_transformers import SentenceTransformer, util
+import torch
+
+# Define domain prototypes aligned with the dataset's actual domains
+DOMAIN_PROTOTYPES = {
+    "food": "I want to eat delicious food, snacks, dishes, sweets, desserts, breakfast, lunch, dinner, restaurants, street food, traditional cuisine, beverages.",
+    
+    "heritage": "I want to visit historical sites, ancient monuments, forts, palaces, museums, archaeological ruins, tombs, heritage buildings, UNESCO sites, historical architecture.",
+    
+    "travel": "I want to travel and explore places like hill stations, valleys, mountains, passes, trekking spots, adventure destinations, offbeat locations, hidden gems, scenic viewpoints, roads.",
+    
+    "nature": "I want to experience nature through waterfalls, lakes, rivers, forests, wildlife sanctuaries, national parks, caves, islands, beaches, natural landscapes, gardens.",
+    
+    "cultural": "I want to experience culture through festivals, traditional events, art forms, folk performances, local customs, tribal culture, villages, markets, handlooms, crafts.",
+    
+    "architecture": "I want to see beautiful architecture, design, structures, buildings, temples, churches, mosques, monasteries, modern architecture, engineering marvels."
+}
+
+class IntentClassifier:
+    def __init__(self, model_name="all-MiniLM-L6-v2"):
+        print(f"🧠 Loading Intent Classifier Model: {model_name}...")
+        self.model = SentenceTransformer(model_name)
+        
+        # Pre-compute embeddings for domain prototypes
+        self.domains = list(DOMAIN_PROTOTYPES.keys())
+        self.prototypes = list(DOMAIN_PROTOTYPES.values())
+        self.prototype_embeddings = self.model.encode(self.prototypes, convert_to_tensor=True)
+        print("✅ Intent Classifier Ready")
+
+    def predict_intent(self, query: str, threshold: float = 0.25) -> str:
+        """
+        Predicts the intent of the query based on semantic similarity to domain prototypes.
+        Returns 'general' if the highest similarity score is below the threshold.
+        """
+        query_embedding = self.model.encode(query, convert_to_tensor=True)
+        
+        # Compute cosine similarity
+        cosine_scores = util.cos_sim(query_embedding, self.prototype_embeddings)[0]
+        
+        # Find the best match
+        best_score, best_index = torch.max(cosine_scores, dim=0)
+        best_score = best_score.item()
+        best_domain = self.domains[best_index]
+
+        # Debug output (can be uncommented for testing)
+        # print(f"DEBUG: Query='{query}' | Best Match='{best_domain}' ({best_score:.4f})")
+
+        if best_score < threshold:
+            return "general"
+        
+        return best_domain
+
+# Backwards compatibility wrapper
+_shared_classifier = None
+
+def classify_intent(query: str):
+    global _shared_classifier
+    if _shared_classifier is None:
+        _shared_classifier = IntentClassifier()
+    return _shared_classifier.predict_intent(query)
+
+
+# Enhanced test suite
+if __name__ == "__main__":
+    classifier = IntentClassifier()
+    
+    test_queries = [
+        # Food queries
+        ("spicy masala dosa bangalore", "food"),
+        ("sweet Indian dessert", "food"),
+        ("iconic restaurant butter chicken", "food"),
+        
+        # Heritage queries
+        ("ancient fort in rajasthan", "heritage"),
+        ("historical monuments", "heritage"),
+        ("mughal palace", "heritage"),
+        
+        # Travel queries
+        ("valley of flowers nagaland", "travel"),
+        ("hill station honeymoon", "travel"),
+        ("trekking adventure ladakh", "travel"),
+        ("mountain pass", "travel"),
+        
+        # Nature queries
+        ("hidden waterfall meghalaya", "nature"),
+        ("wildlife sanctuary", "nature"),
+        ("national park tigers", "nature"),
+        ("beautiful lake", "nature"),
+        
+        # Cultural queries
+        ("traditional festival", "cultural"),
+        ("tribal village", "cultural"),
+        ("folk art performance", "cultural"),
+        
+        # Architecture queries
+        ("temple architecture", "architecture"),
+        ("beautiful building design", "architecture"),
+        
+        # General/Ambiguous
+        ("random gibberish text", "general"),
+    ]
+
+    print("\n" + "="*60)
+    print("INTENT CLASSIFIER TEST RESULTS")
+    print("="*60)
+    
+    correct = 0
+    total = len(test_queries)
+    
+    for query, expected in test_queries:
+        predicted = classifier.predict_intent(query)
+        is_correct = predicted == expected
+        correct += is_correct
+        
+        status = "✅" if is_correct else "❌"
+        print(f"{status} Query: '{query}'")
+        print(f"   Expected: {expected} | Predicted: {predicted}\n")
+    
+    print("="*60)
+    print(f"ACCURACY: {correct}/{total} ({round(correct/total * 100, 1)}%)")
+    print("="*60)

keyword_boosting_layer.py

@@ -0,0 +1,186 @@
+"""
+FILE: keyword_boosting_layer.py (ENHANCED VERSION)
+
+PURPOSE:
+- Advanced keyword-based boosting for final score refinement
+- Exact match detection for precise results
+- Location-based boosting
+- Expanded category coverage
+"""
+
+import re
+from difflib import SequenceMatcher
+
+# ---------------- KEYWORD CATEGORIES ----------------
+
+ROMANTIC_BOOST_WORDS = [
+    "love", "romantic", "couple", "honeymoon", "beautiful", "sunset",
+    "palace", "view", "lake", "memories", "historic", "architecture"
+]
+
+SPIRITUAL_BOOST = [
+    "peace", "meditation", "spiritual", "calm", "holy", "divine", "quiet",
+    "temple", "church", "mosque", "monastery", "shrine", "sacred"
+]
+
+FOOD_SPICY = [
+    "spicy", "masala", "hot", "tangy", "flavour", "chilli", "pepper"
+]
+
+ADVENTURE_BOOST = [
+    "trek", "hike", "camping", "rafting", "adventure", "mountain", "climb",
+    "rappelling", "kayaking", "paragliding", "safari", "jungle"
+]
+
+NATURE_BOOST = [
+    "waterfall", "lake", "forest", "valley", "river", "hill", "mountain",
+    "beach", "nature", "wildlife", "scenic", "green", "meadow", "canyon"
+]
+
+HERITAGE_BOOST = [
+    "fort", "palace", "museum", "ruins", "ancient", "heritage", "historic",
+    "archaeological", "monument", "tomb", "temple", "architecture"
+]
+
+SHOPPING_BOOST = [
+    "market", "bazaar", "silk", "saree", "shopping", "handicraft", "souvenir",
+    "textile", "jewellery", "craft"
+]
+
+FOOD_GENERAL = [
+    "authentic", "street food", "cafe", "bakery", "restaurant", "cuisine",
+    "traditional", "local food", "breakfast", "lunch", "dinner"
+]
+
+# Indian states and major cities for location matching
+INDIAN_LOCATIONS = [
+    "delhi", "mumbai", "bangalore", "bengaluru", "kolkata", "chennai", "hyderabad",
+    "pune", "ahmedabad", "jaipur", "lucknow", "varanasi", "banaras", "agra",
+    "goa", "kerala", "karnataka", "tamil nadu", "maharashtra", "rajasthan",
+    "gujarat", "punjab", "himachal pradesh", "uttarakhand", "kashmir", "jammu",
+    "meghalaya", "assam", "nagaland", "manipur", "tripura", "mizoram", "sikkim",
+    "west bengal", "odisha", "chhattisgarh", "madhya pradesh", "uttar pradesh",
+    "bihar", "jharkhand", "andhra pradesh", "telangana", "ladakh", "arunachal pradesh",
+    "shillong", "guwahati", "imphal", "kohima", "gangtok", "darjeeling"
+]
+
+# ---------------- HELPER FUNCTIONS ----------------
+
+def similarity_ratio(a, b):
+    """Calculate similarity between two strings (0.0 to 1.0)"""
+    return SequenceMatcher(None, a.lower(), b.lower()).ratio()
+
+def extract_location_from_query(query):
+    """Extract potential location names from query"""
+    query_lower = query.lower()
+    found_locations = []
+    for loc in INDIAN_LOCATIONS:
+        if loc in query_lower:
+            found_locations.append(loc)
+    return found_locations
+
+# ---------------- MAIN BOOSTING FUNCTION ----------------
+
+def apply_keyword_boost(query, candidates):
+    """
+    Apply advanced keyword boosting to candidates.
+    
+    Args:
+        query: User query string
+        candidates: List of candidate dictionaries with 'name', 'text', 'region', 'state', etc.
+    
+    Returns:
+        Sorted list of candidates with 'final_score' field
+    """
+    query_lower = query.lower()
+    query_locations = extract_location_from_query(query_lower)
+    
+    for item in candidates:
+        # Start with rerank score or embedding score
+        base_score = float(item.get("rerank_score", item.get("embedding_score", 0)))
+        boost = 0.0
+        
+        name = item.get("name", "").lower()
+        text = item.get("text", "").lower()
+        region = item.get("region", "").lower()
+        state = str(item.get("state", "")).lower()
+        
+        # ============ EXACT/NEAR EXACT MATCH BOOST ============
+        # Massive boost if query contains the exact name or very close variant
+        if name in query_lower or query_lower in name:
+            boost += 10.0
+        elif similarity_ratio(query_lower, name) > 0.85:
+            boost += 8.0
+        
+        # ============ LOCATION MATCH BOOST ============
+        # Check if query mentions the location
+        for loc in query_locations:
+            if loc in region or loc in state:
+                boost += 8.0
+                break
+        
+        # ============ INTENT MATCH BOOST ============
+        # "Soft Filter": Boost items that match the detected intent
+        detected_intent = item.get("intent", "general")
+        item_domain = str(item.get("domain", "")).lower()
+        
+        # Map 'nature' intent to 'nature' domain (and 'travel' as secondary)
+        if detected_intent == "nature":
+            if item_domain == "nature":
+                boost += 3.0
+            elif item_domain == "travel":
+                boost += 1.5 # Secondary boost for travel items in nature query
+        
+        # Standard intent match
+        elif detected_intent != "general" and detected_intent in item_domain:
+            boost += 3.0
+            
+        # ============ CATEGORY KEYWORD BOOSTS ============
+        # Count matching keywords and apply scaled boost
+        
+        # Romantic
+        romantic_matches = sum(1 for word in ROMANTIC_BOOST_WORDS if word in query_lower and word in text)
+        if romantic_matches > 0:
+            boost += min(romantic_matches * 0.8, 3.0)
+        
+        # Spiritual
+        spiritual_matches = sum(1 for word in SPIRITUAL_BOOST if word in query_lower and word in text)
+        if spiritual_matches > 0:
+            boost += min(spiritual_matches * 0.7, 2.5)
+        
+        # Spicy Food
+        spicy_matches = sum(1 for word in FOOD_SPICY if word in query_lower and word in text)
+        if spicy_matches > 0:
+            boost += min(spicy_matches * 0.6, 2.0)
+        
+        # Adventure
+        adventure_matches = sum(1 for word in ADVENTURE_BOOST if word in query_lower and word in text)
+        if adventure_matches > 0:
+            boost += min(adventure_matches * 0.7, 2.5)
+        
+        # Nature
+        nature_matches = sum(1 for word in NATURE_BOOST if word in query_lower and word in text)
+        if nature_matches > 0:
+            boost += min(nature_matches * 0.6, 2.5)
+        
+        # Heritage
+        heritage_matches = sum(1 for word in HERITAGE_BOOST if word in query_lower and word in text)
+        if heritage_matches > 0:
+            boost += min(heritage_matches * 0.6, 2.5)
+        
+        # Shopping
+        shopping_matches = sum(1 for word in SHOPPING_BOOST if word in query_lower and word in text)
+        if shopping_matches > 0:
+            boost += min(shopping_matches * 0.5, 2.0)
+        
+        # Food General
+        food_matches = sum(1 for word in FOOD_GENERAL if word in query_lower and word in text)
+        if food_matches > 0:
+            boost += min(food_matches * 0.5, 2.0)
+        
+        # Calculate final score
+        item["final_score"] = base_score + boost
+        item["boost_applied"] = boost
+    
+    # Sort by final score (descending)
+    return sorted(candidates, key=lambda x: x["final_score"], reverse=True)

requirements.txt

@@ -0,0 +1,14 @@
+fastapi
+uvicorn
+pandas
+numpy
+faiss-cpu
+sentence-transformers
+torch
+transformers
+huggingface-hub
+scikit-learn
+openai
+tqdm
+requests
+aiofiles