Text Generation
Transformers
Safetensors
English
qwen2
finance
banking
indian
upi
transaction-classification
qwen
fine-tuned
conversational
text-generation-inference
Instructions to use SahilGoel/indian-txn-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use SahilGoel/indian-txn-classifier with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="SahilGoel/indian-txn-classifier") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("SahilGoel/indian-txn-classifier") model = AutoModelForCausalLM.from_pretrained("SahilGoel/indian-txn-classifier", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use SahilGoel/indian-txn-classifier with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "SahilGoel/indian-txn-classifier" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SahilGoel/indian-txn-classifier", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/SahilGoel/indian-txn-classifier
- SGLang
How to use SahilGoel/indian-txn-classifier with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "SahilGoel/indian-txn-classifier" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SahilGoel/indian-txn-classifier", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "SahilGoel/indian-txn-classifier" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SahilGoel/indian-txn-classifier", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use SahilGoel/indian-txn-classifier with Docker Model Runner:
docker model run hf.co/SahilGoel/indian-txn-classifier
| { | |
| "version": "1.0", | |
| "categories": [ | |
| "salary", | |
| "dividend", | |
| "interest", | |
| "rental", | |
| "capital_gains", | |
| "other_income", | |
| "food", | |
| "grocery", | |
| "shopping", | |
| "bills", | |
| "medical", | |
| "insurance", | |
| "tax_payment", | |
| "credit_card", | |
| "personal_transfer", | |
| "investment", | |
| "trading_deposit", | |
| "trading_credit", | |
| "education", | |
| "travel", | |
| "entertainment", | |
| "donation", | |
| "loan_emi", | |
| "loan_repayment", | |
| "cash_withdrawal", | |
| "unclassified", | |
| "friends", | |
| "family", | |
| "flat_deposit", | |
| "trading_fees", | |
| "vehicle_purchase", | |
| "staff_salary", | |
| "unclassified_credit", | |
| "health_fitness", | |
| "transfer" | |
| ], | |
| "curated_transaction_markers": { | |
| "gpaytoll@icici": { | |
| "display_name": "Google Pay FASTag", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.98 | |
| }, | |
| "blusmartmobilit": { | |
| "display_name": "BluSmart", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.98 | |
| }, | |
| "1mg.payu@axisba": { | |
| "display_name": "Tata 1mg", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.98 | |
| }, | |
| "artemis ho": { | |
| "display_name": "Artemis Hospital", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.98 | |
| }, | |
| "artemishospita": { | |
| "display_name": "Artemis Hospital", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.98 | |
| }, | |
| "the chemis": { | |
| "display_name": "The Chemist", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "the chemist": { | |
| "display_name": "The Chemist", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "zomatoindia@ic": { | |
| "display_name": "Zomato", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.98 | |
| }, | |
| "mgf mall m": { | |
| "display_name": "MGF Mall Parking", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "med point": { | |
| "display_name": "Med Point", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| } | |
| }, | |
| "handle_category_map": { | |
| "zomato": { | |
| "display_name": "Zomato", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "swiggy": { | |
| "display_name": "Swiggy", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "blinkit": { | |
| "display_name": "Blinkit", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "zepto": { | |
| "display_name": "Zepto", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "bigbasket": { | |
| "display_name": "BigBasket", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "dominos": { | |
| "display_name": "Dominos", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "pizzahut": { | |
| "display_name": "Pizza Hut", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "kfc": { | |
| "display_name": "KFC", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "mcdonald": { | |
| "display_name": "McDonald's", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "eatfit": { | |
| "display_name": "EatFit", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "box8": { | |
| "display_name": "Box8", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "amazon": { | |
| "display_name": "Amazon", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "flipkart": { | |
| "display_name": "Flipkart", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "myntra": { | |
| "display_name": "Myntra", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "ajio": { | |
| "display_name": "AJIO", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "meesho": { | |
| "display_name": "Meesho", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "nykaa": { | |
| "display_name": "Nykaa", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "tatacliq": { | |
| "display_name": "Tata CLiQ", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "jiomart": { | |
| "display_name": "JioMart", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "bigbazaar": { | |
| "display_name": "Big Bazaar", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.82 | |
| }, | |
| "uber": { | |
| "display_name": "Uber", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "ola": { | |
| "display_name": "Ola", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "blusmart": { | |
| "display_name": "BluSmart", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "rapido": { | |
| "display_name": "Rapido", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "irctc": { | |
| "display_name": "IRCTC", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "makemytrip": { | |
| "display_name": "MakeMyTrip", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "redbus": { | |
| "display_name": "RedBus", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "goibibo": { | |
| "display_name": "Goibibo", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "indigo": { | |
| "display_name": "Indigo Airlines", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "airindia": { | |
| "display_name": "Air India", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "netflix": { | |
| "display_name": "Netflix", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "spotify": { | |
| "display_name": "Spotify", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "hotstar": { | |
| "display_name": "Disney+ Hotstar", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "prime": { | |
| "display_name": "Amazon Prime", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "youtube": { | |
| "display_name": "YouTube", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "playstore": { | |
| "display_name": "Google Play Store", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "sonyliv": { | |
| "display_name": "SonyLIV", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "jiosaavn": { | |
| "display_name": "JioSaavn", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "gpay-utility": { | |
| "display_name": "Google Pay Utility", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.8 | |
| }, | |
| "mygate": { | |
| "display_name": "MyGate", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "paytm-mygate": { | |
| "display_name": "MyGate Society", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "electricity": { | |
| "display_name": "Electricity Bill", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.82 | |
| }, | |
| "water": { | |
| "display_name": "Water Bill", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.8 | |
| }, | |
| "gas": { | |
| "display_name": "Gas Bill", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.8 | |
| }, | |
| "broadband": { | |
| "display_name": "Broadband Bill", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.82 | |
| }, | |
| "airtel": { | |
| "display_name": "Airtel", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "jio": { | |
| "display_name": "Jio", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.82 | |
| }, | |
| "vodafone": { | |
| "display_name": "Vodafone Idea", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.8 | |
| }, | |
| "bsnl": { | |
| "display_name": "BSNL", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.8 | |
| }, | |
| "nivabupa": { | |
| "display_name": "Niva Bupa Insurance", | |
| "category": "insurance", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "hdfclife": { | |
| "display_name": "HDFC Life", | |
| "category": "insurance", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "iciciprulife": { | |
| "display_name": "ICICI Prudential Life", | |
| "category": "insurance", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "lic": { | |
| "display_name": "LIC", | |
| "category": "insurance", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "starhealth": { | |
| "display_name": "Star Health", | |
| "category": "insurance", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "zerodha": { | |
| "display_name": "Zerodha", | |
| "category": "trading_deposit", | |
| "is_income": false, | |
| "confidence": 0.98 | |
| }, | |
| "groww": { | |
| "display_name": "Groww", | |
| "category": "trading_deposit", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "indmoney": { | |
| "display_name": "INDmoney", | |
| "category": "investment", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "upstox": { | |
| "display_name": "Upstox", | |
| "category": "trading_deposit", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "angelone": { | |
| "display_name": "Angel One", | |
| "category": "trading_deposit", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "5paisa": { | |
| "display_name": "5paisa", | |
| "category": "trading_deposit", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "cred.club": { | |
| "display_name": "CRED", | |
| "category": "credit_card", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "cred": { | |
| "display_name": "CRED", | |
| "category": "credit_card", | |
| "is_income": false, | |
| "confidence": 0.95 | |
| }, | |
| "paytm-jiomobili": { | |
| "display_name": "CRED Bill Pay", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.82 | |
| }, | |
| "payzomato@hdfcb": { | |
| "display_name": "CRED Bill Pay", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.75 | |
| }, | |
| "paytm-credit": { | |
| "display_name": "Paytm Credit Card", | |
| "category": "credit_card", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "pharmeasy": { | |
| "display_name": "PharmEasy", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "tata1mg": { | |
| "display_name": "Tata 1mg", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "1mg": { | |
| "display_name": "Tata 1mg", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "apollo": { | |
| "display_name": "Apollo Pharmacy", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.82 | |
| }, | |
| "netmeds": { | |
| "display_name": "Netmeds", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "artemis": { | |
| "display_name": "Artemis Hospital", | |
| "category": "medical", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "udemy": { | |
| "display_name": "Udemy", | |
| "category": "education", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "coursera": { | |
| "display_name": "Coursera", | |
| "category": "education", | |
| "is_income": false, | |
| "confidence": 0.92 | |
| }, | |
| "unacademy": { | |
| "display_name": "Unacademy", | |
| "category": "education", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "byjus": { | |
| "display_name": "Byju's", | |
| "category": "education", | |
| "is_income": false, | |
| "confidence": 0.88 | |
| }, | |
| "ybl": { | |
| "display_name": "UPI Transfer", | |
| "category": "personal_transfer", | |
| "is_income": false, | |
| "confidence": 0.4 | |
| }, | |
| "oksbi": { | |
| "display_name": "UPI Transfer", | |
| "category": "personal_transfer", | |
| "is_income": false, | |
| "confidence": 0.4 | |
| }, | |
| "okhdfc": { | |
| "display_name": "UPI Transfer", | |
| "category": "personal_transfer", | |
| "is_income": false, | |
| "confidence": 0.4 | |
| }, | |
| "okaxis": { | |
| "display_name": "UPI Transfer", | |
| "category": "personal_transfer", | |
| "is_income": false, | |
| "confidence": 0.4 | |
| }, | |
| "okicici": { | |
| "display_name": "UPI Transfer", | |
| "category": "personal_transfer", | |
| "is_income": false, | |
| "confidence": 0.4 | |
| }, | |
| "apl": { | |
| "display_name": "UPI Transfer", | |
| "category": "personal_transfer", | |
| "is_income": false, | |
| "confidence": 0.4 | |
| }, | |
| "payzomato": { | |
| "display_name": "Zomato Pay (via CRED)", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "setu.simpl": { | |
| "display_name": "Simpl", | |
| "category": "credit_card", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "airindia.bdpg": { | |
| "display_name": "Air India", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "paytmqr": { | |
| "display_name": "Paytm Merchant", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.7 | |
| }, | |
| "grofersindia": { | |
| "display_name": "Blinkit (Grofers)", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "flightsmojoin": { | |
| "display_name": "Flight Booking", | |
| "category": "travel", | |
| "is_income": false, | |
| "confidence": 0.8 | |
| }, | |
| "khargymkhana": { | |
| "display_name": "Khar Gymkhana", | |
| "category": "health_fitness", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "getsimpl": { | |
| "display_name": "Simpl", | |
| "category": "credit_card", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "atm": { | |
| "display_name": "ATM Withdrawal", | |
| "category": "cash_withdrawal", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| } | |
| }, | |
| "merchant_aliases": { | |
| "apple": { | |
| "display_name": "Apple", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "appleservices": { | |
| "display_name": "Apple Services", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "amznlpa": { | |
| "display_name": "Amazon", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "amazon": { | |
| "display_name": "Amazon", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "discovery": { | |
| "display_name": "Discovery+", | |
| "category": "entertainment", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "simpl": { | |
| "display_name": "Simpl", | |
| "category": "credit_card", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "setu.simpl": { | |
| "display_name": "Simpl", | |
| "category": "credit_card", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "dlf": { | |
| "display_name": "DLF", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.75 | |
| }, | |
| "ambience": { | |
| "display_name": "Ambience Mall", | |
| "category": "shopping", | |
| "is_income": false, | |
| "confidence": 0.75 | |
| }, | |
| "bistro": { | |
| "display_name": "Bistro", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.8 | |
| }, | |
| "bundl": { | |
| "display_name": "Swiggy", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "eternal": { | |
| "display_name": "Zomato", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "zepto": { | |
| "display_name": "Zepto", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "blinkit": { | |
| "display_name": "Blinkit", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.9 | |
| }, | |
| "groww": { | |
| "display_name": "Groww", | |
| "category": "investment", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "indmoney": { | |
| "display_name": "IndMoney", | |
| "category": "investment", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "zerodha": { | |
| "display_name": "Zerodha", | |
| "category": "trading_deposit", | |
| "is_income": false, | |
| "confidence": 0.85 | |
| }, | |
| "paytmqr": { | |
| "display_name": "PayTM QR", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.7 | |
| }, | |
| "qutab": { | |
| "display_name": "Qutab Plaza", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.7 | |
| }, | |
| "hsquare": { | |
| "display_name": "H Square", | |
| "category": "bills", | |
| "is_income": false, | |
| "confidence": 0.7 | |
| }, | |
| "rumaani": { | |
| "display_name": "Rumaani", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.7 | |
| }, | |
| "laxman": { | |
| "display_name": "Laxman Cafe", | |
| "category": "food", | |
| "is_income": false, | |
| "confidence": 0.7 | |
| }, | |
| "vinod": { | |
| "display_name": "Vinod Mandi", | |
| "category": "grocery", | |
| "is_income": false, | |
| "confidence": 0.7 | |
| }, | |
| "idealprepa": { | |
| "display_name": "Ideal Prep", | |
| "category": "education", | |
| "is_income": false, | |
| "confidence": 0.7 | |
| } | |
| } | |
| } |