diff --git a/credit_card/.gitattributes b/credit_card/.gitattributes deleted file mode 100644 index dab9a4e17afd2ef39d90ccb0b40ef2786fe77422..0000000000000000000000000000000000000000 --- a/credit_card/.gitattributes +++ /dev/null @@ -1,35 +0,0 @@ -*.7z filter=lfs diff=lfs merge=lfs -text -*.arrow filter=lfs diff=lfs merge=lfs -text -*.bin filter=lfs diff=lfs merge=lfs -text -*.bz2 filter=lfs diff=lfs merge=lfs -text -*.ckpt filter=lfs diff=lfs merge=lfs -text -*.ftz filter=lfs diff=lfs merge=lfs -text -*.gz filter=lfs diff=lfs merge=lfs -text -*.h5 filter=lfs diff=lfs merge=lfs -text -*.joblib filter=lfs diff=lfs merge=lfs -text -*.lfs.* filter=lfs diff=lfs merge=lfs -text -*.mlmodel filter=lfs diff=lfs merge=lfs -text -*.model filter=lfs diff=lfs merge=lfs -text -*.msgpack filter=lfs diff=lfs merge=lfs -text -*.npy filter=lfs diff=lfs merge=lfs -text -*.npz filter=lfs diff=lfs merge=lfs -text -*.onnx filter=lfs diff=lfs merge=lfs -text -*.ot filter=lfs diff=lfs merge=lfs -text -*.parquet filter=lfs diff=lfs merge=lfs -text -*.pb filter=lfs diff=lfs merge=lfs -text -*.pickle filter=lfs diff=lfs merge=lfs -text -*.pkl filter=lfs diff=lfs merge=lfs -text -*.pt filter=lfs diff=lfs merge=lfs -text -*.pth filter=lfs diff=lfs merge=lfs -text -*.rar filter=lfs diff=lfs merge=lfs -text -*.safetensors filter=lfs diff=lfs merge=lfs -text -saved_model/**/* filter=lfs diff=lfs merge=lfs -text -*.tar.* filter=lfs diff=lfs merge=lfs -text -*.tar filter=lfs diff=lfs merge=lfs -text -*.tflite filter=lfs diff=lfs merge=lfs -text -*.tgz filter=lfs diff=lfs merge=lfs -text -*.wasm filter=lfs diff=lfs merge=lfs -text -*.xz filter=lfs diff=lfs merge=lfs -text -*.zip filter=lfs diff=lfs merge=lfs -text -*.zst filter=lfs diff=lfs merge=lfs -text -*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/credit_card/.gitignore b/credit_card/.gitignore deleted file mode 100644 index a67bfe0f13f824fd91106f5d7f99f66f063dd222..0000000000000000000000000000000000000000 --- a/credit_card/.gitignore +++ /dev/null @@ -1,34 +0,0 @@ -# Python -*.pyc -*.pyo -*.pyd -__pycache__/ -*.so -*.dll -*.dylib - -# Django -*.log -local_settings.py -# db.sqlite3 -db.sqlite3-journal -media/ - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Editors -.vscode/ -.idea/ -*.sublime-project -*.sublime-workspace - -# OS -.DS_Store -Thumbs.db diff --git a/credit_card/32982-360.mp4 b/credit_card/32982-360.mp4 deleted file mode 100644 index 9bf5a343da7718ae316312231326d92a1f87306c..0000000000000000000000000000000000000000 --- a/credit_card/32982-360.mp4 +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a51ce85f68f0673a83e948098d60de37ca3a4784afadbfadf1024f067e0e852d -size 1050131 diff --git a/credit_card/DEPLOY_GUIDE.md b/credit_card/DEPLOY_GUIDE.md deleted file mode 100644 index e79fdd99b68d983c0c67455ee3b321a501c7275f..0000000000000000000000000000000000000000 --- a/credit_card/DEPLOY_GUIDE.md +++ /dev/null @@ -1,55 +0,0 @@ - -# 🚀 Deployment Guide: Hugging Face Spaces (Free Alternative) - -Since Vercel cannot handle large Machine Learning apps (limit is 250MB, your app is >1GB), and proper "Background Worker" hosting usually costs money on Render/Heroku, the best **Free** alternative for ML demos is **Hugging Face Spaces**. - -### Why Hugging Face Spaces? -* **Completely Free**: 16GB RAM, 2 vCPU. -* **Support for Docker**: Can run your custom environment. -* **Good for ML**: Designed specifically for apps like yours (TensorFlow, PyTorch). - ---- - -## Step 1: Create the Space -1. Go to [huggingface.co/spaces](https://huggingface.co/spaces). -2. Click **Create new Space**. -3. **Name**: `fraud-detection-app` (or similar). -4. **License**: Openrail or MIT. -5. **SDK**: Select **Docker**. -6. **Public/Private**: Public. - -## Step 2: Upload Your Code -You can upload your code directly via the browser or use git. -1. On the Space page, click **"Files"**. -2. Click **"Add file"** -> **"Upload files"**. -3. Upload **ALL** your project files (the folders `credit_card`, `admins`, `users`, `media`, `templates` and files `manage.py`, `requirements.txt`, `db.sqlite3`). - * *Important*: Make sure you upload the `Dockerfile` I created for you. - -## Step 3: Configure Permissions -Hugging Face Spaces limits port 8000 by default. My `Dockerfile` is already configured for this, but we need to ensure the Telegram Bot starts. - -### Update Dockerfile for Bot + Web -Change the `CMD` in your `Dockerfile` to run BOTH the server and the bot. -(I have updated the Dockerfile below in the chat, please enable it). - -## Step 4: Environment Variables -1. Go to **Settings** in your Space. -2. Scroll to **"Variables and secrets"**. -3. Add the following: - * `SECRET_KEY`: (Your Django secret key) - * `DEBUG`: `False` - ---- - -## ⚠️ Important Limitations of Cloud Deployment -**The "Remote Control" features will STOP working.** -* Currently, when you click "Open Admin (Host)" on Telegram, it opens the browser on your **laptop**. -* If you deploy to the cloud, clicking that button will try to open a browser on the **Cloud Server** (which has no screen). You will not see anything happen. -* **Recommendation**: If you built this bot specifically to control your laptop, **DO NOT DEPLOY**. Use `ngrok` instead. - -## Alternative: ngrok (Best for Remote Control) -If you want to access your app from your phone but keep it running on your laptop (so "Open Browser" works): -1. Download **ngrok** from [ngrok.com](https://ngrok.com). -2. Run: `ngrok http 8000` -3. It gives you a URL like `https://xyz.ngrok-free.app`. -4. Update your `run_telegram_bot.py` with this new URL. diff --git a/credit_card/DEPLOY_INSTRUCTIONS.md b/credit_card/DEPLOY_INSTRUCTIONS.md deleted file mode 100644 index afe9e6786ecf5212ab7194a69032af59c0e545a9..0000000000000000000000000000000000000000 --- a/credit_card/DEPLOY_INSTRUCTIONS.md +++ /dev/null @@ -1,34 +0,0 @@ - -# 🚀 Deployment Instructions for Hugging Face - -Your project is now fully configured for a free deployment that keeps your Telegram bot running 24/7! - -## Credentials -- **Admin Login**: `admin` -- **Password**: `admin123` - -## Step 1: Create a Space on Hugging Face -1. Go to [huggingface.co/new-space](https://huggingface.co/new-space) (Sign up if needed). -2. **Space Name**: `fraud-detection-bot` (or similar). -3. **License**: Select any (e.g., Apache 2.0). -4. **SDK**: Select **Docker** (Crucial step!). -5. **Space Hardware**: Keep "CPU basic (Free)". -6. Click **Create Space**. - -## Step 2: Upload Your Code -1. Once created, you will see a page with instructions. -2. Click on the **Files** tab at the top. -3. Click **Add file** -> **Upload files**. -4. Drag and drop **ALL the files** from your `credit_card` folder into the upload area. - - Make sure to include: `Dockerfile`, `requirements.txt`, `manage.py`, `start.sh`, `db.sqlite3`, and all folders (`credit_card`, `admins`, `users`, `templates`). -5. In the "Commit changes" box, type "Initial deploy" and click **Commit changes to main**. - -## Step 3: Wait for Build -1. Click the **App** tab. -2. You will see "Building". Wait a few minutes. -3. Once it says "Running", your app is live! -4. Your Telegram bot will automatically start working. - -## Troubleshooting -- If the build fails, check the "Logs" tab for errors. -- If the bot doesn't reply, check if the token is correct in your code or add it as a "Secret" in the Space settings (Settings -> Repository secrets -> New secret). diff --git a/credit_card/Dockerfile b/credit_card/Dockerfile deleted file mode 100644 index 2d29a19fdf25251459a7bde6f599fb708fc66c77..0000000000000000000000000000000000000000 --- a/credit_card/Dockerfile +++ /dev/null @@ -1,44 +0,0 @@ - -# Use an official Python runtime as a parent image -# Using 3.8 based on TensorFlow 2.4 compatibility -FROM python:3.8-slim - -# Set environment variables -ENV PYTHONDONTWRITEBYTECODE 1 -ENV PYTHONUNBUFFERED 1 - -# Set work directory -WORKDIR /app - -# Install system dependencies -# libgl1-mesa-glx is often needed for opencv (cv2) -# gcc and python3-dev are needed for building some python packages -RUN apt-get update && apt-get install -y \ - gcc \ - libgl1-mesa-glx \ - libglib2.0-0 \ - && rm -rf /var/lib/apt/lists/* - -# Install python dependencies -COPY requirements.txt /app/ -RUN pip install --upgrade pip -RUN pip install --no-cache-dir -r requirements.txt - -# Copy project -COPY . /app/ - -# Collect static files -# RUN python manage.py collectstatic --noinput -# (Commented out because it might fail without proper static storage config, enables manual run if needed) - -# Expose port 7860 (Hugging Face Default) -EXPOSE 7860 - -# Default command (overridden by Render/Docker Compose) -# Start both the web server and the telegram bot -# Copy and make the start script executable -COPY start.sh /app/ -RUN chmod +x /app/start.sh - -# Start using the script -CMD ["/app/start.sh"] diff --git a/credit_card/README.md b/credit_card/README.md deleted file mode 100644 index 22ca17caa5fad5e61f71c4457db1badfa9ec7b20..0000000000000000000000000000000000000000 Binary files a/credit_card/README.md and /dev/null differ diff --git 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10838627f953f1a46a2b50a92adb35fe0186db8a..0000000000000000000000000000000000000000 Binary files a/credit_card/admins/__pycache__/views.cpython-37.pyc and /dev/null differ diff --git a/credit_card/admins/admin.py b/credit_card/admins/admin.py deleted file mode 100644 index ea5d68b7c457cb7f92da9c00a5c4df77ace36cef..0000000000000000000000000000000000000000 --- a/credit_card/admins/admin.py +++ /dev/null @@ -1,3 +0,0 @@ -from django.contrib import admin - -# Register your models here. diff --git a/credit_card/admins/apps.py b/credit_card/admins/apps.py deleted file mode 100644 index 39e8afe2961e1e226b1ffd87034f5a0296f85a0f..0000000000000000000000000000000000000000 --- a/credit_card/admins/apps.py +++ /dev/null @@ -1,6 +0,0 @@ -from django.apps import AppConfig - - -class AdminsConfig(AppConfig): - default_auto_field = 'django.db.models.BigAutoField' - name = 'admins' diff --git a/credit_card/admins/management/__init__.py b/credit_card/admins/management/__init__.py deleted file mode 100644 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a/credit_card/admins/management/commands/__pycache__/__init__.cpython-312.pyc and /dev/null differ diff --git a/credit_card/admins/management/commands/__pycache__/run_telegram_bot.cpython-312.pyc b/credit_card/admins/management/commands/__pycache__/run_telegram_bot.cpython-312.pyc deleted file mode 100644 index d148b917afd98145c9a4949873c098043a719aca..0000000000000000000000000000000000000000 Binary files a/credit_card/admins/management/commands/__pycache__/run_telegram_bot.cpython-312.pyc and /dev/null differ diff --git a/credit_card/admins/management/commands/run_telegram_bot.py b/credit_card/admins/management/commands/run_telegram_bot.py deleted file mode 100644 index 3032d5e70cb8583276da9ebde4082cbe15849235..0000000000000000000000000000000000000000 --- a/credit_card/admins/management/commands/run_telegram_bot.py +++ /dev/null @@ -1,188 +0,0 @@ -import logging -import asyncio -from django.core.management.base import BaseCommand -from django.conf import settings -from users.models import UserRegistrationModel -from telegram import Update, InlineKeyboardButton, InlineKeyboardMarkup, ReplyKeyboardMarkup -from telegram.ext import ApplicationBuilder, ContextTypes, CommandHandler, CallbackQueryHandler, MessageHandler, filters -from asgiref.sync import sync_to_async -import webbrowser - -# Constants -TOKEN = '8394032591:AAG_9Kitz0j1A00mvD3iBVgWlJe9as6Oix8' - -# Configure Logging -logging.basicConfig( - format='%(asctime)s - %(name)s - %(levelname)s - %(message)s', - level=logging.INFO -) -logger = logging.getLogger(__name__) - -class Command(BaseCommand): - help = 'Runs the Telegram Bot for FraudGuard Admin' - - def handle(self, *args, **options): - self.stdout.write(self.style.SUCCESS('Starting Telegram Bot...')) - - application = ApplicationBuilder().token(TOKEN).build() - - # Add handlers - application.add_handler(CommandHandler('start', self.start)) - application.add_handler(CommandHandler('help', self.help_command)) - application.add_handler(CommandHandler('pending', self.pending_users)) - application.add_handler(CommandHandler('menu', self.menu)) - application.add_handler(CommandHandler('links', self.links)) - - # Handle Buttons - application.add_handler(CallbackQueryHandler(self.button_handler)) - - # Handle Menu Text (if they type the menu options) - application.add_handler(MessageHandler(filters.Regex('^(PENDING USERS|LINKS|STATS)$'), self.menu_handler)) - - # Run - application.run_polling() - - async def start(self, update: Update, context: ContextTypes.DEFAULT_TYPE): - keyboard = [ - ["PENDING USERS", "LINKS"], - ["STATS"] - ] - reply_markup = ReplyKeyboardMarkup(keyboard, resize_keyboard=True) - - await update.message.reply_text( - "🤖 *Welcome to FraudGuard Bot!*\n\n" - "I can help you manage your application directly from Telegram.\n\n" - "🔹 *Approve Users*: Get notified and activate new registrations.\n" - "🔹 *Quick Links*: Access your Admin and User portals.\n" - "🔹 *Stats*: See system status.\n\n" - "Use the menu below or type /help.", - reply_markup=reply_markup, - parse_mode='Markdown' - ) - - async def help_command(self, update: Update, context: ContextTypes.DEFAULT_TYPE): - await update.message.reply_text( - "📋 *Available Commands:*\n\n" - "/start - Main Menu\n" - "/pending - List users waiting for activation\n" - "/links - Get direct links to your app pages\n" - "/stats - View application statistics\n" - "/menu - Show the keyboard menu", - parse_mode='Markdown' - ) - - async def menu(self, update: Update, context: ContextTypes.DEFAULT_TYPE): - await self.start(update, context) - - async def menu_handler(self, update: Update, context: ContextTypes.DEFAULT_TYPE): - text = update.message.text - if text == "PENDING USERS": - await self.pending_users(update, context) - elif text == "LINKS": - await self.links(update, context) - elif text == "STATS": - await self.stats(update, context) - - async def pending_users(self, update: Update, context: ContextTypes.DEFAULT_TYPE): - users = await sync_to_async(list)(UserRegistrationModel.objects.filter(status='waiting')) - - if not users: - await update.message.reply_text("✅ No pending user registrations found.") - return - - await update.message.reply_text(f"found {len(users)} pending users:") - - for user in users: - keyboard = [ - [ - InlineKeyboardButton("✅ Activate", callback_data=f"activate_{user.id}"), - InlineKeyboardButton("❌ Delete", callback_data=f"delete_{user.id}"), - ] - ] - reply_markup = InlineKeyboardMarkup(keyboard) - text = ( - f"👤 *Registration Request*\n" - f"━━━━━━━━━━━━━━━━━━\n" - f"**Name:** {user.name}\n" - f"**ID:** `{user.loginid}`\n" - f"**Email:** {user.email}\n" - f"**Mobile:** {user.mobile}\n" - f"**Locality:** {user.locality}" - ) - await update.message.reply_text(text, reply_markup=reply_markup, parse_mode='Markdown') - - - - async def stats(self, update: Update, context: ContextTypes.DEFAULT_TYPE): - total_users = await sync_to_async(UserRegistrationModel.objects.count)() - active_users = await sync_to_async(UserRegistrationModel.objects.filter(status='activated').count)() - pending_users = await sync_to_async(UserRegistrationModel.objects.filter(status='waiting').count)() - - text = ( - "📊 *System Statistics*\n" - f"━━━━━━━━━━━━━━━━━━\n" - f"**Total Users:** {total_users}\n" - f"**Active:** {active_users}\n" - f"**Pending:** {pending_users}\n" - ) - await update.message.reply_text(text, parse_mode='Markdown') - - async def links(self, update: Update, context: ContextTypes.DEFAULT_TYPE): - keyboard = [ - [InlineKeyboardButton("🖥 Open Admin (Host)", callback_data="open_admin")], - [InlineKeyboardButton("🖥 Open User Login (Host)", callback_data="open_user")], - [InlineKeyboardButton("� Open Registration (Host)", callback_data="open_register")], - [InlineKeyboardButton("🖥 Open Home (Host)", callback_data="open_home")], - ] - reply_markup = InlineKeyboardMarkup(keyboard) - - text = ( - "� *Remote Control Links*\n" - "Click below to open these pages **on your laptop/server**." - ) - await update.message.reply_text(text, reply_markup=reply_markup, parse_mode='Markdown') - - async def button_handler(self, update: Update, context: ContextTypes.DEFAULT_TYPE): - query = update.callback_query - await query.answer() - - data = query.data - base_url = "http://127.0.0.1:8000" - - match data: - case "open_admin": - webbrowser.open(f"{base_url}/admins/AdminLoginCheck/") - await query.edit_message_text("✅ Opened **Admin Login** on host machine.", parse_mode='Markdown') - return - case "open_user": - webbrowser.open(f"{base_url}/users/UserLoginCheck/") - await query.edit_message_text("✅ Opened **User Login** on host machine.", parse_mode='Markdown') - return - case "open_register": - webbrowser.open(f"{base_url}/UserRegisterForm") - await query.edit_message_text("✅ Opened **Registration** on host machine.", parse_mode='Markdown') - return - case "open_home": - webbrowser.open(f"{base_url}/") - await query.edit_message_text("✅ Opened **Home Page** on host machine.", parse_mode='Markdown') - return - - # Handle User Actions (Activate/Delete) - try: - action, user_id = data.split('_') - user_id = int(user_id) - - user = await sync_to_async(UserRegistrationModel.objects.get)(id=user_id) - - if action == 'activate': - user.status = 'activated' - await sync_to_async(user.save)() - await query.edit_message_text(text=f"✅ User *{user.name}* has been **ACTIVATED**.", parse_mode='Markdown') - elif action == 'delete': - await sync_to_async(user.delete)() - await query.edit_message_text(text=f"❌ User *{user.name}* has been **DELETED**.", parse_mode='Markdown') - - except UserRegistrationModel.DoesNotExist: - await query.edit_message_text(text="⚠️ User not found (might have been processed already).") - except Exception as e: - await query.edit_message_text(text=f"⚠️ Error: {str(e)}") diff --git a/credit_card/admins/migrations/__init__.py b/credit_card/admins/migrations/__init__.py deleted file 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100644 index 6c477cfa40ccc46d6bc140a52373b67544c4eecb..0000000000000000000000000000000000000000 Binary files a/credit_card/admins/migrations/__pycache__/__init__.cpython-37.pyc and /dev/null differ diff --git a/credit_card/admins/models.py b/credit_card/admins/models.py deleted file mode 100644 index fd18c6eac0dc9ffbdf025c31d136901350a0d9f2..0000000000000000000000000000000000000000 --- a/credit_card/admins/models.py +++ /dev/null @@ -1,3 +0,0 @@ -from django.db import models - -# Create your models here. diff --git a/credit_card/admins/tests.py b/credit_card/admins/tests.py deleted file mode 100644 index de8bdc00eb2fed53494a534d48e400faa830dbd9..0000000000000000000000000000000000000000 --- a/credit_card/admins/tests.py +++ /dev/null @@ -1,3 +0,0 @@ -from django.test import TestCase - -# Create your tests here. diff --git a/credit_card/admins/views.py b/credit_card/admins/views.py deleted file mode 100644 index 4342f93b4f91c319c16ac610b9125023b3cbe774..0000000000000000000000000000000000000000 --- a/credit_card/admins/views.py +++ /dev/null @@ -1,60 +0,0 @@ -from django.shortcuts import render - -# Create your views here. -from django.shortcuts import render - -# Create your views here. -from django.shortcuts import render - -# Create your views here. -from django.shortcuts import render,redirect -from django.contrib import messages -from users.models import UserRegistrationModel - - -# Create your views here. -def AdminLoginCheck(request): - if request.method == 'POST': - usrid = request.POST.get('loginid') - pswd = request.POST.get('pswd') - print("User ID is = ", usrid) - if usrid == 'admin' and pswd == 'admin': - return redirect('adminhome') - else: - messages.error(request, 'Invalid Administrator Credentials') - return render(request, 'AdminLogin.html', {}) - - - -def RegisterUsersView(request): - data = UserRegistrationModel.objects.all() - return render(request, 'admins/viewregisterusers.html', context={'data': data}) - - - - -def ActivaUsers(request): - if request.method == 'GET': - user_id = request.GET.get('uid') - - if user_id: # Ensure user_id is not None - status = 'activated' - print("Activating user with ID =", user_id) - UserRegistrationModel.objects.filter(id=user_id).update(status=status) - - # Redirect to the view where users are listed after activation - return redirect('RegisterUsersView') # Replace with your actual URL name - -def DeleteUsers(request): - if request.method == 'GET': - user_id = request.GET.get('uid') - - if user_id: # Ensure user_id is not None - print("Deleting user with ID =", user_id) - UserRegistrationModel.objects.filter(id=user_id).delete() - - # Redirect to the view where users are listed after deletion - return redirect('RegisterUsersView') # Replace with your actual URL name -def adminhome(request): - return render(request,'admins/AdminHome.html') - diff --git a/credit_card/credit_card/__init__.py 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differ diff --git a/credit_card/credit_card/__pycache__/wsgi.cpython-37.pyc b/credit_card/credit_card/__pycache__/wsgi.cpython-37.pyc deleted file mode 100644 index 5ad32ee097d30b8718bbaf5bea9c5172a8f80243..0000000000000000000000000000000000000000 Binary files a/credit_card/credit_card/__pycache__/wsgi.cpython-37.pyc and /dev/null differ diff --git a/credit_card/credit_card/asgi.py b/credit_card/credit_card/asgi.py deleted file mode 100644 index ea249cf637057ef896194dcf4aa3595658691b43..0000000000000000000000000000000000000000 --- a/credit_card/credit_card/asgi.py +++ /dev/null @@ -1,16 +0,0 @@ -""" -ASGI config for credit_card project. - -It exposes the ASGI callable as a module-level variable named ``application``. - -For more information on this file, see -https://docs.djangoproject.com/en/3.2/howto/deployment/asgi/ -""" - -import os - -from django.core.asgi import get_asgi_application - -os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'credit_card.settings') - -application = get_asgi_application() diff --git a/credit_card/credit_card/settings.py b/credit_card/credit_card/settings.py deleted file mode 100644 index 1a3719379f74e47a287fe844a8dc3b8ad8331b4a..0000000000000000000000000000000000000000 --- a/credit_card/credit_card/settings.py +++ /dev/null @@ -1,138 +0,0 @@ -""" -Django settings for credit_card project. - -Generated by 'django-admin startproject' using Django 3.2.25. - -For more information on this file, see -https://docs.djangoproject.com/en/3.2/topics/settings/ - -For the full list of settings and their values, see -https://docs.djangoproject.com/en/3.2/ref/settings/ -""" - -from pathlib import Path -import os - -# Build paths inside the project like this: BASE_DIR / 'subdir'. -BASE_DIR = Path(__file__).resolve().parent.parent - - -# Quick-start development settings - unsuitable for production -# See https://docs.djangoproject.com/en/3.2/howto/deployment/checklist/ - -# SECURITY WARNING: keep the secret key used in production secret! -# SECURITY WARNING: keep the secret key used in production secret! -SECRET_KEY = os.environ.get('SECRET_KEY', 'django-insecure-d3@p12q=pj^f^i1%f+_=r@izpveu2%*^a9pw3dvwbghwy8@9b&') - -# SECURITY WARNING: don't run with debug turned on in production! -DEBUG = os.environ.get('DEBUG', 'True') == 'True' - -ALLOWED_HOSTS = ['*'] - - -# Application definition - -INSTALLED_APPS = [ - 'django.contrib.admin', - 'django.contrib.auth', - 'django.contrib.contenttypes', - 'django.contrib.sessions', - 'django.contrib.messages', - 'django.contrib.staticfiles', - 'users', - 'admins' -] - -MIDDLEWARE = [ - 'django.middleware.security.SecurityMiddleware', - 'django.contrib.sessions.middleware.SessionMiddleware', - 'django.middleware.common.CommonMiddleware', - 'django.middleware.csrf.CsrfViewMiddleware', - 'django.contrib.auth.middleware.AuthenticationMiddleware', - 'django.contrib.messages.middleware.MessageMiddleware', - 'django.middleware.clickjacking.XFrameOptionsMiddleware', -] - -ROOT_URLCONF = 'credit_card.urls' - -TEMPLATES = [ - { - 'BACKEND': 'django.template.backends.django.DjangoTemplates', - 'DIRS': [os.path.join(BASE_DIR,'templates')], - 'APP_DIRS': True, - 'OPTIONS': { - 'context_processors': [ - 'django.template.context_processors.debug', - 'django.template.context_processors.request', - 'django.contrib.auth.context_processors.auth', - 'django.contrib.messages.context_processors.messages', - ], - }, - }, -] - -WSGI_APPLICATION = 'credit_card.wsgi.application' - - -# Database -# https://docs.djangoproject.com/en/3.2/ref/settings/#databases - -DATABASES = { - 'default': { - 'ENGINE': 'django.db.backends.sqlite3', - 'NAME': BASE_DIR / 'db.sqlite3', - } -} - - -# Password validation -# https://docs.djangoproject.com/en/3.2/ref/settings/#auth-password-validators - -AUTH_PASSWORD_VALIDATORS = [ - { - 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', - }, - { - 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', - }, - { - 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', - }, - { - 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', - }, -] - - -# Internationalization -# https://docs.djangoproject.com/en/3.2/topics/i18n/ - -LANGUAGE_CODE = 'en-us' - -TIME_ZONE = 'UTC' - -USE_I18N = True - -USE_L10N = True - -USE_TZ = True - - -# Static files (CSS, JavaScript, Images) -# https://docs.djangoproject.com/en/3.2/howto/static-files/ - -STATIC_URL = '/static/' -STATICFILES_DIRS = [ - BASE_DIR / 'static', -] - -import os - - -MEDIA_URL = '/media/' -MEDIA_ROOT = BASE_DIR / 'media' - -# Default primary key field type -# https://docs.djangoproject.com/en/3.2/ref/settings/#default-auto-field - -DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField' diff --git a/credit_card/credit_card/urls.py b/credit_card/credit_card/urls.py deleted file mode 100644 index bab0488a7bc6f98288508f0587a58435254229ae..0000000000000000000000000000000000000000 --- a/credit_card/credit_card/urls.py +++ /dev/null @@ -1,54 +0,0 @@ -""" -URL configuration for cyberattack_detection project. - -The `urlpatterns` list routes URLs to views. For more information please see: - https://docs.djangoproject.com/en/4.2/topics/http/urls/ -Examples: -Function views - 1. Add an import: from my_app import views - 2. Add a URL to urlpatterns: path('', views.home, name='home') -Class-based views - 1. Add an import: from other_app.views import Home - 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') -Including another URLconf - 1. Import the include() function: from django.urls import include, path - 2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) -""" - -from django.contrib import admin -from django.urls import path -from credit_card import views as mainView -from admins import views as admins -from users import views as usr -from django.contrib.staticfiles.urls import static - -from django.conf import settings - -urlpatterns = [ - path('admin/', admin.site.urls), - path("", mainView.index, name="index"), - path("index", mainView.index, name="index"), - # path("Adminlogin", mainView.AdminLogin, name="AdminLogin"), - path("UserLogin", mainView.UserLogin, name="UserLogin"), - - # admin views - path("AdminLogincheck", admins.AdminLoginCheck, name="AdminLoginCheck"), - path('userDetails', admins.RegisterUsersView, name='RegisterUsersView'), - path('ActivUsers/', admins.ActivaUsers, name='activate_users'), - path('DeleteUsers/', admins.DeleteUsers, name='delete_users'), - path('adminhome',admins.adminhome,name="adminhome"), - - - #userurls - path('UserRegisterForm',usr.UserRegisterActions,name='UserRegisterForm'), - path("UserLoginCheck/", usr.UserLoginCheck, name="UserLoginCheck"), - path("UserHome/", usr.UserHome, name="UserHome"), - path("ViewDataset/", usr.ViewDataset, name="ViewDataset"), - path("prediction/", usr.prediction, name="prediction"), - path("training", usr.training, name="training"), - path("index/", usr.index, name="index"), - path('upload_data/', usr.upload_data_view, name='upload_data'), - -]+ static(settings.MEDIA_URL, document_root=settings.MEDIA_ROOT) - - diff --git a/credit_card/credit_card/views.py b/credit_card/credit_card/views.py deleted file mode 100644 index 4f33273f3902676e4e5cdffa811e9ac96066d153..0000000000000000000000000000000000000000 --- a/credit_card/credit_card/views.py +++ /dev/null @@ -1,13 +0,0 @@ -from django.shortcuts import render - - -def index(request): - return render(request, 'index.html', {}) - -def AdminLogin(request): - return render(request, 'AdminLogin.html', {}) - -def UserLogin(request): - return render(request, 'UserLogin.html', {}) - - diff --git a/credit_card/credit_card/wsgi.py b/credit_card/credit_card/wsgi.py deleted file mode 100644 index e0ed50b323314e80014b51b7794952dc7485a782..0000000000000000000000000000000000000000 --- a/credit_card/credit_card/wsgi.py +++ /dev/null @@ -1,16 +0,0 @@ -""" -WSGI config for credit_card project. - -It exposes the WSGI callable as a module-level variable named ``application``. - -For more information on this file, see -https://docs.djangoproject.com/en/3.2/howto/deployment/wsgi/ -""" - -import os - -from django.core.wsgi import get_wsgi_application - -os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'credit_card.settings') - -application = get_wsgi_application() diff --git a/credit_card/db.sqlite3 b/credit_card/db.sqlite3 deleted file mode 100644 index 7600b77855527654d8c4e8eaa1ed5659ed4922ab..0000000000000000000000000000000000000000 --- a/credit_card/db.sqlite3 +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3cf8ea55015389ab7742f044569978652211e3a5429d53701c22a6eec834b33f -size 147456 diff --git a/credit_card/manage.py b/credit_card/manage.py deleted file mode 100644 index 962f44c7f8ccbabb90c7be1a86c42c02d49589c0..0000000000000000000000000000000000000000 --- a/credit_card/manage.py +++ /dev/null @@ -1,22 +0,0 @@ -#!/usr/bin/env python -"""Django's command-line utility for administrative tasks.""" -import os -import sys - - -def main(): - """Run administrative tasks.""" - os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'credit_card.settings') - try: - from django.core.management import execute_from_command_line - except ImportError as exc: - raise ImportError( - "Couldn't import Django. Are you sure it's installed and " - "available on your PYTHONPATH environment variable? Did you " - "forget to activate a virtual environment?" - ) from exc - execute_from_command_line(sys.argv) - - -if __name__ == '__main__': - main() diff --git a/credit_card/media/card1.jpg b/credit_card/media/card1.jpg deleted file mode 100644 index b4b8b639a81385739fee995cc679fe14548a66d5..0000000000000000000000000000000000000000 --- a/credit_card/media/card1.jpg +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:62ae2179b48e933d3496fc94b9f37c05db33ee2c15132e2db83c3840df67dfb9 -size 857912 diff --git a/credit_card/media/ccfraud_autoencoder.h5 b/credit_card/media/ccfraud_autoencoder.h5 deleted file mode 100644 index e160d14e1902ccf8714b7ea53affa236e50f2046..0000000000000000000000000000000000000000 --- a/credit_card/media/ccfraud_autoencoder.h5 +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:065f54313238da2c53e0926700fb216ca456a2cbe67ef7f7ea05fc863b3ad300 -size 51120 diff --git a/credit_card/media/ccfraud_gnn_model.pt b/credit_card/media/ccfraud_gnn_model.pt deleted file mode 100644 index d58e273d180af8258a9fe9b95588c708355302ba..0000000000000000000000000000000000000000 --- a/credit_card/media/ccfraud_gnn_model.pt +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:598b0a22634f2bc1998b1748fc5ef584d6ccac8e8c64a064f212c463084ee472 -size 3424 diff --git a/credit_card/media/ccfraud_logisticregression_model.pkl b/credit_card/media/ccfraud_logisticregression_model.pkl deleted file mode 100644 index bf472264fb19fb1547fd6d00869d9a0ca015416e..0000000000000000000000000000000000000000 --- a/credit_card/media/ccfraud_logisticregression_model.pkl +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:5284017077116ee4f4462457fda81ef0366c20c18731bc1cb1abb10deacc9b3a -size 1026 diff --git a/credit_card/media/ccfraud_lstm_model.h5 b/credit_card/media/ccfraud_lstm_model.h5 deleted file mode 100644 index 6a2d0a08cc0a657c54e75075e3a73d14a1859f53..0000000000000000000000000000000000000000 --- a/credit_card/media/ccfraud_lstm_model.h5 +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:fe1628c5751a19e789b167fa62fc590159bed85a4de58bad00423fa321185d54 -size 278184 diff --git a/credit_card/media/ccfraud_model_comparison.png b/credit_card/media/ccfraud_model_comparison.png deleted file mode 100644 index aaedb0e8c6531498388a1785a58e16b7423aed3f..0000000000000000000000000000000000000000 Binary files a/credit_card/media/ccfraud_model_comparison.png and /dev/null differ diff --git a/credit_card/media/ccfraud_randomforest_model.pkl b/credit_card/media/ccfraud_randomforest_model.pkl deleted file mode 100644 index af97f4365311d176511f90b98bd17dec297a95f4..0000000000000000000000000000000000000000 --- a/credit_card/media/ccfraud_randomforest_model.pkl +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:35433a1f19c5c706d0230f4d476b36369c4fe42e91de66514a4e039c98bbbfc8 -size 13107772 diff --git a/credit_card/media/ccfraud_scaler.pkl b/credit_card/media/ccfraud_scaler.pkl deleted file mode 100644 index 276f6778bb2a6aafbf29a38a21d9e493a47ac612..0000000000000000000000000000000000000000 --- a/credit_card/media/ccfraud_scaler.pkl +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:ba39246ab600acf9146d67f86dc2ea52eaab600d332f43cc23bc01f355788080 -size 1159 diff --git a/credit_card/media/ccfraud_svm_model.pkl b/credit_card/media/ccfraud_svm_model.pkl deleted file mode 100644 index 469d6d4c139f45f9268a0c61cc811122261fe037..0000000000000000000000000000000000000000 --- a/credit_card/media/ccfraud_svm_model.pkl +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e7f8b9680de373846d4f91a886f7f9b299a9505196e1d4caedb4d25b2bcebc9d -size 200766 diff --git a/credit_card/media/ccfraud_xgboost_model.pkl b/credit_card/media/ccfraud_xgboost_model.pkl deleted file mode 100644 index 228c663215051cfede19e74035043ab32cde8aa3..0000000000000000000000000000000000000000 --- a/credit_card/media/ccfraud_xgboost_model.pkl +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:981374216f7634ee7fc666d89f6b7a01ad252eae2d33486262a3c9bd398073ac -size 482084 diff --git a/credit_card/media/credit_card_fraud_dataset.csv b/credit_card/media/credit_card_fraud_dataset.csv deleted file mode 100644 index 8503789f6fa7444173e3560b9dd4259ee37a59b1..0000000000000000000000000000000000000000 --- a/credit_card/media/credit_card_fraud_dataset.csv +++ /dev/null @@ -1,3001 +0,0 @@ -transaction_id,amount,transaction_time,merchant_type,location,device_type,customer_id,is_fraud -1,1873.33,17266,Travel,Hyderabad,Web,8960,0 -2,4753.62,86328,Food,Bangalore,Mobile,1357,0 -3,3660.24,85988,Shopping,Hyderabad,POS,1377,0 -4,2993.69,43526,Bills,Hyderabad,POS,5488,0 -5,780.94,11889,Online,Hyderabad,Web,5797,0 -6,780.82,24335,Travel,Hyderabad,Mobile,4307,0 -7,291.36,11254,Bills,Hyderabad,POS,3596,0 -8,4331.01,11442,Fuel,Chennai,Mobile,1783,0 -9,3005.97,46289,Fuel,Bangalore,POS,6924,0 -10,3540.65,53747,Online,Hyderabad,Web,3379,0 -11,103.9,37327,Food,Hyderabad,Web,8831,0 -12,4849.58,16199,Shopping,Hyderabad,Mobile,6267,0 -13,4162.38,72827,Travel,Hyderabad,Web,8638,0 -14,1062.48,112,Bills,Mumbai,POS,3538,0 -15,909.94,19581,Shopping,Mumbai,Web,1861,1 -16,917.84,59722,Bills,Delhi,POS,2876,0 -17,1521.91,16523,Travel,Hyderabad,POS,4526,0 -18,2624.26,66960,Fuel,Delhi,Web,2622,0 -19,2160.29,19552,Shopping,Chennai,POS,6518,1 -20,1456.85,10808,Online,Delhi,POS,3657,0 -21,3059.65,72525,Food,Bangalore,Mobile,2932,0 -22,698.33,23620,Online,Mumbai,Mobile,9699,0 -23,1461.43,887,Food,Mumbai,Mobile,4478,0 -24,1832.44,31802,Bills,Hyderabad,Web,3656,0 -25,2280.89,85024,Shopping,Hyderabad,Mobile,1289,0 -26,3926.09,81938,Shopping,Chennai,POS,8011,1 -27,999.17,26049,Food,Chennai,Web,6858,0 -28,2571.66,77789,Fuel,Bangalore,Web,8323,0 -29,2962.48,84526,Travel,Hyderabad,Web,3829,0 -30,233.21,7846,Online,Hyderabad,Web,6962,1 -31,3038.12,46220,Bills,Chennai,POS,5812,0 -32,853.45,46163,Online,Chennai,POS,8264,0 -33,326.19,3765,Online,Chennai,Mobile,9758,0 -34,4744.48,81486,Bills,Mumbai,Web,2473,0 -35,4828.19,45270,Bills,Delhi,Mobile,2987,0 -36,4042.18,75277,Shopping,Delhi,POS,8673,0 -37,1523.76,22931,Online,Hyderabad,Web,4260,1 -38,489.26,55633,Travel,Mumbai,POS,8490,0 -39,3421.48,80702,Travel,Chennai,Mobile,7739,0 -40,2201.32,51913,Food,Hyderabad,POS,4251,0 -41,611.07,25991,Bills,Mumbai,Web,6905,0 -42,2476.39,54845,Shopping,Bangalore,Web,6300,0 -43,172.91,55312,Travel,Mumbai,Mobile,6054,1 -44,4546.69,10561,Fuel,Hyderabad,Web,2716,0 -45,1294.64,16901,Shopping,Delhi,POS,2310,0 -46,3312.95,62875,Shopping,Chennai,POS,1617,0 -47,1559.24,25917,Travel,Bangalore,POS,5257,0 -48,2600.82,62120,Fuel,Mumbai,POS,7099,0 -49,2734.0,1988,Food,Hyderabad,Mobile,1468,0 -50,925.09,14256,Travel,Hyderabad,POS,6905,0 -51,4847.95,28230,Fuel,Chennai,Mobile,2139,0 -52,3875.89,59778,Shopping,Hyderabad,POS,9728,0 -53,4697.56,45833,Fuel,Hyderabad,Mobile,1951,0 -54,4474.24,22625,Shopping,Chennai,POS,9012,0 -55,2989.9,32088,Travel,Bangalore,POS,4006,0 -56,4609.45,79650,Bills,Delhi,Mobile,7075,0 -57,443.37,41167,Travel,Delhi,Web,8890,0 -58,980.72,71291,Online,Mumbai,Web,6952,0 -59,227.09,65303,Online,Bangalore,Web,8077,0 -60,1627.33,76361,Online,Mumbai,Mobile,2971,0 -61,1944.0,4117,Travel,Delhi,Web,2191,0 -62,1357.47,60710,Food,Chennai,Web,4920,0 -63,4143.86,67054,Travel,Hyderabad,Mobile,8765,0 -64,1784.41,30949,Bills,Delhi,Web,7193,0 -65,1405.39,22547,Fuel,Bangalore,Web,4046,0 -66,2713.94,81882,Travel,Delhi,Web,1304,0 -67,705.48,68136,Travel,Bangalore,Mobile,7339,0 -68,4011.18,64619,Shopping,Bangalore,Mobile,9043,0 -69,373.68,61842,Shopping,Bangalore,Web,5908,0 -70,4934.45,26990,Shopping,Mumbai,Web,3804,0 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-137,2594.43,62943,Shopping,Hyderabad,POS,9291,0 -138,3515.39,54318,Food,Delhi,POS,2852,0 -139,1818.78,60128,Fuel,Hyderabad,Mobile,4183,0 -140,4858.94,21869,Fuel,Bangalore,POS,7618,0 -141,4812.27,5039,Bills,Chennai,Mobile,9303,0 -142,1259.66,21281,Online,Bangalore,POS,1182,1 -143,2486.75,10442,Bills,Delhi,Web,7740,0 -144,1505.09,73788,Food,Delhi,POS,1164,0 -145,1424.92,27586,Bills,Hyderabad,POS,7958,0 -146,185.4,53053,Fuel,Delhi,POS,3137,0 -147,3048.21,50489,Online,Mumbai,Web,1454,0 -148,2513.89,83104,Food,Delhi,Mobile,3285,0 -149,258.34,86346,Fuel,Hyderabad,POS,8846,0 -150,1393.95,67087,Shopping,Hyderabad,POS,5822,0 -151,4541.42,12625,Travel,Mumbai,Web,1541,0 -152,1198.57,34397,Food,Hyderabad,Mobile,7033,1 -153,725.33,58671,Online,Chennai,POS,3665,0 -154,2447.77,66897,Bills,Bangalore,Web,8149,0 -155,4928.27,26149,Bills,Delhi,Mobile,6798,0 -156,1211.03,60030,Food,Chennai,Mobile,6785,0 -157,3361.01,69906,Online,Delhi,POS,5614,1 -158,3808.34,5283,Food,Chennai,POS,5292,0 -159,1188.95,7610,Online,Delhi,POS,7189,0 -160,3641.35,43326,Bills,Mumbai,POS,7673,0 -161,1839.55,14924,Fuel,Hyderabad,Web,2688,0 -162,3161.9,76162,Shopping,Hyderabad,Web,6095,0 -163,3168.02,869,Fuel,Mumbai,POS,8583,1 -164,2679.34,1014,Shopping,Chennai,Mobile,8824,0 -165,452.36,10103,Bills,Bangalore,POS,2637,1 -166,4176.68,82522,Fuel,Chennai,Mobile,6966,0 -167,1604.58,33458,Fuel,Hyderabad,Mobile,5670,0 -168,933.41,82409,Food,Bangalore,Mobile,6203,0 -169,204.83,23248,Travel,Delhi,Web,6134,0 -170,2954.87,43516,Bills,Bangalore,Mobile,2890,0 -171,3388.14,29061,Online,Chennai,Mobile,4205,0 -172,83.92,24170,Bills,Mumbai,Web,9669,0 -173,2560.95,8024,Online,Delhi,Mobile,3366,0 -174,1133.25,82214,Online,Chennai,Mobile,8559,0 -175,3226.22,85947,Shopping,Delhi,POS,3526,0 -176,872.66,43803,Online,Bangalore,Mobile,8807,0 -177,3455.0,19296,Online,Hyderabad,Mobile,1366,0 -178,1934.29,18257,Food,Chennai,Mobile,7521,0 -179,4683.71,12855,Fuel,Mumbai,Mobile,7606,0 -180,688.47,85178,Bills,Bangalore,Mobile,1012,0 -181,1705.99,20025,Bills,Chennai,Web,9727,0 -182,568.25,4458,Online,Mumbai,Mobile,4239,0 -183,4623.54,63610,Travel,Chennai,Mobile,3317,0 -184,4386.82,70843,Bills,Bangalore,Web,5042,0 -185,1290.45,83961,Online,Chennai,Web,8485,0 -186,3300.26,49831,Shopping,Delhi,Mobile,1375,0 -187,4086.29,43427,Shopping,Bangalore,Mobile,1256,0 -188,2776.45,38506,Shopping,Chennai,Mobile,1449,0 -189,2648.72,5668,Online,Hyderabad,POS,4212,0 -190,1210.02,47195,Food,Chennai,POS,7175,0 -191,466.42,73233,Travel,Delhi,Mobile,6943,0 -192,4486.18,24417,Online,Mumbai,Web,9026,0 -193,4502.19,81982,Food,Mumbai,Mobile,8446,0 -194,3165.87,10751,Food,Mumbai,Web,2308,0 -195,1695.81,46218,Bills,Hyderabad,Web,9339,0 -196,1746.7,7352,Online,Delhi,Web,5016,0 -197,3630.05,79052,Online,Bangalore,Mobile,4940,0 -198,4485.65,28927,Food,Mumbai,Mobile,7713,0 -199,4435.55,41094,Food,Delhi,Web,5071,0 -200,3899.6,54122,Food,Chennai,POS,9107,0 -201,3210.52,29493,Bills,Hyderabad,POS,6912,0 -202,421.62,73539,Online,Delhi,POS,1442,0 -203,808.98,31707,Food,Delhi,Web,3944,0 -204,4492.87,68814,Shopping,Bangalore,Mobile,4936,0 -205,3032.54,7296,Online,Delhi,Web,1398,0 -206,46.98,25398,Bills,Bangalore,POS,3995,0 -207,508.26,35842,Shopping,Hyderabad,Mobile,7329,0 -208,3317.85,13261,Fuel,Hyderabad,Web,3216,0 -209,26.3,76709,Online,Chennai,Web,2707,0 -210,804.88,56704,Fuel,Bangalore,POS,6766,0 -211,2744.12,67173,Food,Bangalore,Web,6677,0 -212,3459.78,31781,Bills,Mumbai,Mobile,3568,0 -213,3260.15,13652,Food,Mumbai,POS,8638,0 -214,1122.12,5103,Bills,Chennai,POS,1160,0 -215,3561.18,25500,Travel,Hyderabad,Mobile,9067,0 -216,1187.01,35529,Food,Mumbai,POS,4904,0 -217,1627.67,18452,Fuel,Delhi,Web,4573,0 -218,3732.71,49393,Bills,Hyderabad,Web,2825,0 -219,3248.51,31174,Food,Delhi,POS,6582,0 -220,4246.27,64450,Online,Bangalore,Mobile,2176,0 -221,3288.41,35436,Bills,Hyderabad,Web,5918,0 -222,2841.97,47406,Bills,Chennai,Mobile,5880,0 -223,469.28,63059,Food,Bangalore,Web,4220,0 -224,1839.21,15954,Travel,Bangalore,Web,8820,0 -225,1326.75,82722,Food,Delhi,POS,1130,1 -226,1220.7,12356,Fuel,Bangalore,POS,7659,0 -227,4865.08,2187,Fuel,Mumbai,Mobile,4562,0 -228,1966.1,77243,Bills,Hyderabad,POS,2499,0 -229,4460.34,35098,Bills,Mumbai,Web,8430,0 -230,3156.06,21225,Food,Delhi,Web,8705,0 -231,3974.26,3606,Fuel,Delhi,Mobile,8626,0 -232,2513.68,57620,Fuel,Hyderabad,Mobile,7679,0 -233,2884.94,32828,Travel,Bangalore,Web,3788,0 -234,2463.1,26489,Online,Chennai,POS,5876,0 -235,977.02,14387,Travel,Delhi,POS,4708,0 -236,3612.54,69463,Shopping,Hyderabad,Mobile,2769,0 -237,1404.58,71832,Travel,Chennai,Mobile,7731,0 -238,122.56,2591,Food,Bangalore,Web,4044,0 -239,3227.72,48516,Online,Delhi,Web,1375,0 -240,886.38,62061,Food,Hyderabad,Mobile,7347,0 -241,4702.35,66736,Shopping,Hyderabad,Web,4036,0 -242,4769.69,81257,Online,Hyderabad,Mobile,9852,0 -243,4574.41,61753,Bills,Delhi,Mobile,7218,0 -244,1851.42,84774,Fuel,Chennai,POS,1740,0 -245,78.27,11087,Travel,Hyderabad,Mobile,9495,0 -246,4641.66,30816,Food,Bangalore,Web,2085,0 -247,2141.49,23408,Shopping,Hyderabad,POS,2210,0 -248,4833.31,136,Fuel,Chennai,POS,9420,0 -249,4818.14,17413,Travel,Delhi,Web,4119,0 -250,4265.19,59500,Fuel,Hyderabad,Web,1267,0 -251,1472.95,84514,Travel,Hyderabad,Web,3774,0 -252,1926.1,56358,Bills,Bangalore,Mobile,5349,0 -253,4255.83,66197,Online,Bangalore,POS,5965,0 -254,1585.29,32854,Fuel,Hyderabad,Mobile,9125,1 -255,848.29,76240,Fuel,Hyderabad,Mobile,4459,0 -256,2784.45,16322,Fuel,Bangalore,Mobile,1989,0 -257,4680.84,6968,Online,Chennai,Mobile,1937,0 -258,3480.45,27518,Shopping,Mumbai,POS,7654,0 -259,2850.74,51925,Travel,Mumbai,POS,7989,0 -260,486.79,59848,Bills,Hyderabad,Mobile,9631,0 -261,3075.42,1700,Fuel,Bangalore,Web,8342,0 -262,4950.28,23199,Online,Delhi,POS,7023,0 -263,701.28,44589,Shopping,Delhi,Mobile,3358,0 -264,2592.13,32115,Travel,Mumbai,Web,4345,0 -265,4386.99,61934,Online,Chennai,Web,7360,0 -266,3704.1,54316,Bills,Mumbai,Mobile,5816,1 -267,3485.38,5520,Bills,Hyderabad,POS,4743,0 -268,3512.72,36455,Travel,Chennai,Web,8159,0 -269,1798.1,41605,Fuel,Delhi,POS,1518,0 -270,1468.67,14955,Bills,Bangalore,POS,1268,0 -271,4047.0,44049,Shopping,Bangalore,Web,6444,0 -272,4050.76,13917,Online,Hyderabad,Mobile,6475,0 -273,4335.49,70293,Shopping,Mumbai,Web,5185,0 -274,4566.29,78581,Fuel,Hyderabad,Web,6161,0 -275,2557.2,64925,Shopping,Bangalore,POS,4865,0 -276,2508.08,70269,Shopping,Delhi,Mobile,9011,0 -277,3991.68,30954,Food,Bangalore,POS,3335,0 -278,3250.17,72617,Shopping,Chennai,Web,4674,0 -279,3510.13,41458,Travel,Bangalore,Mobile,5576,0 -280,3979.17,21113,Online,Bangalore,Mobile,1500,0 -281,4450.14,43939,Food,Chennai,Mobile,9083,0 -282,1690.64,29345,Online,Mumbai,Mobile,9294,0 -283,1878.54,46313,Online,Bangalore,Mobile,6543,0 -284,470.82,69166,Fuel,Hyderabad,Web,3746,0 -285,2891.82,47861,Fuel,Bangalore,Web,4276,0 -286,180.68,49298,Food,Hyderabad,Web,4085,0 -287,2328.52,47221,Bills,Chennai,POS,6735,0 -288,2713.68,44942,Fuel,Bangalore,Mobile,8796,0 -289,1433.42,3453,Fuel,Chennai,Mobile,7613,0 -290,2954.58,54935,Fuel,Chennai,Web,2327,0 -291,153.47,43370,Online,Mumbai,Mobile,8772,0 -292,187.7,8328,Food,Bangalore,POS,4746,0 -293,4113.18,15534,Online,Hyderabad,Mobile,6684,0 -294,1801.59,85280,Travel,Hyderabad,Mobile,3562,0 -295,636.18,84925,Online,Bangalore,POS,5163,0 -296,2611.69,36320,Travel,Mumbai,Web,4317,1 -297,3850.2,49170,Shopping,Mumbai,Web,3436,0 -298,1079.89,80201,Shopping,Mumbai,Mobile,6769,0 -299,3114.83,8640,Travel,Hyderabad,POS,9499,0 -300,427.65,30049,Travel,Chennai,Web,6918,0 -301,259.36,5618,Online,Mumbai,Web,2089,0 -302,2657.24,56053,Travel,Hyderabad,Web,5555,0 -303,2703.63,1920,Food,Hyderabad,Mobile,3394,0 -304,3187.51,43937,Shopping,Chennai,POS,7468,0 -305,3630.73,69724,Shopping,Bangalore,Mobile,5004,0 -306,4879.28,12207,Bills,Bangalore,Web,1666,0 -307,2581.99,65774,Travel,Mumbai,POS,6718,0 -308,1615.46,32972,Fuel,Mumbai,Mobile,6152,0 -309,3976.14,10799,Fuel,Chennai,Web,3234,0 -310,1354.89,71088,Travel,Mumbai,Web,7335,0 -311,2195.42,28916,Food,Chennai,Mobile,2236,0 -312,393.2,70463,Fuel,Hyderabad,Web,2623,0 -313,127.73,76700,Bills,Mumbai,Web,2374,0 -314,4813.28,37158,Travel,Hyderabad,POS,8275,0 -315,4180.06,84607,Food,Delhi,Web,7359,1 -316,3480.18,71696,Food,Chennai,Mobile,1176,0 -317,2045.36,61510,Online,Delhi,POS,7704,0 -318,867.3,58692,Food,Mumbai,Mobile,3928,0 -319,783.03,61744,Fuel,Hyderabad,Web,9817,0 -320,1251.96,15810,Fuel,Mumbai,POS,8617,0 -321,2746.58,5126,Travel,Delhi,POS,8614,0 -322,3573.27,30009,Travel,Mumbai,POS,4715,0 -323,3301.33,192,Food,Bangalore,POS,5274,0 -324,1400.39,36413,Bills,Delhi,Mobile,9586,0 -325,4774.37,12816,Shopping,Mumbai,Web,5971,0 -326,3689.75,39082,Online,Hyderabad,Web,9389,0 -327,2772.22,65048,Shopping,Mumbai,POS,1968,0 -328,3058.99,50940,Food,Hyderabad,Web,4155,0 -329,2098.58,32130,Food,Bangalore,Mobile,5764,0 -330,1239.41,40142,Shopping,Mumbai,Web,3504,0 -331,1780.51,36468,Online,Bangalore,Mobile,8643,0 -332,3789.47,30698,Shopping,Delhi,Mobile,7006,0 -333,72.95,10655,Travel,Hyderabad,Web,8962,1 -334,581.25,47897,Fuel,Delhi,Mobile,8943,0 -335,230.97,30075,Bills,Hyderabad,Mobile,2269,0 -336,204.6,9359,Travel,Bangalore,Mobile,2364,0 -337,4277.45,42056,Fuel,Chennai,Mobile,7716,0 -338,3518.59,51831,Bills,Mumbai,POS,1923,0 -339,2371.39,59191,Bills,Bangalore,Web,1470,0 -340,490.07,33272,Bills,Hyderabad,POS,7597,0 -341,2458.59,14671,Food,Hyderabad,Mobile,3954,0 -342,2367.89,27048,Bills,Hyderabad,Web,2148,0 -343,866.84,76274,Online,Hyderabad,Mobile,4086,0 -344,2169.82,25963,Shopping,Mumbai,Web,1629,0 -345,1993.13,43954,Online,Delhi,POS,8407,0 -346,3079.63,72309,Shopping,Chennai,Web,1774,0 -347,3175.83,717,Travel,Mumbai,Mobile,9551,1 -348,227.47,11676,Travel,Hyderabad,Web,9709,0 -349,1873.69,4434,Shopping,Mumbai,Web,2343,0 -350,3129.67,49810,Online,Bangalore,POS,8398,0 -351,2516.18,4994,Shopping,Hyderabad,Mobile,8197,0 -352,4282.59,4234,Bills,Chennai,Web,6016,0 -353,3293.81,69300,Food,Hyderabad,POS,8797,0 -354,815.51,43949,Travel,Chennai,Web,3899,0 -355,353.77,37405,Food,Chennai,Mobile,1934,0 -356,3212.45,34872,Bills,Delhi,Web,2986,0 -357,133.53,42215,Bills,Delhi,Web,5996,0 -358,2929.29,23185,Travel,Mumbai,Web,7542,0 -359,4701.21,43442,Travel,Mumbai,Web,6465,0 -360,2877.8,51759,Bills,Chennai,Mobile,7311,0 -361,1941.46,41153,Fuel,Hyderabad,POS,9568,0 -362,3216.8,77535,Food,Bangalore,POS,2505,0 -363,2291.81,2581,Food,Bangalore,Web,6363,0 -364,2728.54,51717,Fuel,Hyderabad,Mobile,2010,0 -365,4707.38,2763,Online,Hyderabad,Mobile,4477,0 -366,1931.13,55480,Food,Delhi,Mobile,8741,1 -367,4805.99,38759,Shopping,Bangalore,Mobile,4857,0 -368,4526.85,76067,Bills,Chennai,Mobile,4839,0 -369,979.76,25307,Bills,Mumbai,Mobile,5268,0 -370,347.74,11064,Fuel,Delhi,Web,3553,0 -371,504.79,76848,Food,Bangalore,POS,5389,0 -372,92.09,37548,Online,Hyderabad,POS,1551,0 -373,473.12,36945,Food,Bangalore,Web,6566,0 -374,3415.35,47937,Bills,Chennai,POS,6758,0 -375,356.87,6476,Travel,Delhi,Mobile,4051,1 -376,1595.56,51756,Shopping,Hyderabad,Mobile,6322,0 -377,4224.53,2382,Fuel,Chennai,POS,3555,0 -378,117.34,49683,Travel,Mumbai,Mobile,2089,0 -379,4072.53,45276,Online,Delhi,Mobile,1458,0 -380,1409.99,33402,Travel,Chennai,POS,5721,0 -381,591.71,26946,Travel,Chennai,Web,7304,0 -382,3483.99,79698,Online,Hyderabad,POS,2920,0 -383,3145.09,73933,Travel,Mumbai,POS,8694,0 -384,4387.48,22335,Fuel,Chennai,POS,6668,0 -385,3675.62,45095,Bills,Delhi,POS,7298,0 -386,4017.6,79930,Food,Chennai,Web,7629,0 -387,1410.89,27197,Travel,Bangalore,Web,6146,0 -388,888.02,22010,Fuel,Delhi,Mobile,2003,0 -389,3753.32,24123,Food,Delhi,Mobile,4083,0 -390,4034.37,2890,Food,Chennai,POS,3589,0 -391,4952.54,8026,Travel,Hyderabad,Mobile,5310,0 -392,2063.68,64925,Fuel,Delhi,Web,3241,0 -393,1860.72,68842,Bills,Bangalore,Mobile,6766,0 -394,3882.29,33665,Travel,Hyderabad,Mobile,8711,0 -395,1704.68,9277,Online,Hyderabad,Mobile,5980,0 -396,4653.86,42239,Food,Hyderabad,POS,1938,0 -397,4292.21,47664,Travel,Delhi,Mobile,5301,0 -398,2145.54,48008,Food,Hyderabad,Web,4970,0 -399,3754.6,14683,Fuel,Chennai,Web,4999,0 -400,3772.96,670,Shopping,Hyderabad,Web,5650,0 -401,516.52,17889,Travel,Bangalore,Web,7627,0 -402,4512.86,55612,Bills,Mumbai,Mobile,4408,0 -403,2526.76,44535,Travel,Bangalore,POS,9962,0 -404,4132.46,78542,Food,Delhi,Web,1248,0 -405,1600.93,54319,Fuel,Hyderabad,Web,9564,0 -406,4477.72,21639,Online,Hyderabad,POS,6950,0 -407,1946.62,64712,Bills,Chennai,POS,3926,0 -408,55.18,16633,Fuel,Hyderabad,Web,8975,0 -409,4527.0,34660,Travel,Bangalore,Web,4857,0 -410,457.34,68975,Online,Delhi,POS,5930,0 -411,1597.25,32172,Fuel,Mumbai,Web,8014,0 -412,4750.36,59197,Shopping,Hyderabad,Web,9893,0 -413,4753.09,58847,Bills,Mumbai,Mobile,7966,1 -414,2867.62,11577,Food,Hyderabad,POS,7587,0 -415,3159.55,77299,Fuel,Delhi,Mobile,7496,0 -416,2242.78,20176,Fuel,Bangalore,Mobile,6091,0 -417,1466.76,44386,Shopping,Delhi,POS,9985,0 -418,1643.99,63972,Travel,Mumbai,Mobile,1677,0 -419,3362.92,41003,Bills,Hyderabad,Web,6909,0 -420,3762.12,19996,Bills,Mumbai,Mobile,2561,0 -421,3958.1,35931,Food,Bangalore,POS,5053,0 -422,3948.3,35710,Fuel,Delhi,Web,9644,0 -423,456.94,34693,Online,Mumbai,Web,4656,0 -424,2472.61,35740,Fuel,Mumbai,Web,6234,0 -425,288.74,77241,Food,Bangalore,Web,5146,0 -426,2748.09,76502,Fuel,Hyderabad,Mobile,6488,0 -427,2208.21,17374,Shopping,Mumbai,Mobile,9081,0 -428,4438.63,76674,Fuel,Bangalore,Web,1209,0 -429,1755.22,81471,Fuel,Hyderabad,POS,5983,0 -430,586.22,45913,Online,Hyderabad,Web,8141,0 -431,715.82,66025,Shopping,Delhi,Mobile,5945,0 -432,3807.79,44516,Shopping,Bangalore,Web,8980,0 -433,3091.47,26069,Fuel,Hyderabad,Mobile,4966,0 -434,506.51,56233,Bills,Delhi,Web,9818,0 -435,421.45,84811,Online,Chennai,POS,3824,0 -436,3505.14,59049,Fuel,Bangalore,Web,2250,0 -437,364.74,39178,Fuel,Chennai,POS,5758,0 -438,4109.48,32821,Food,Hyderabad,POS,5363,0 -439,3531.5,51727,Food,Bangalore,Web,3163,0 -440,407.66,60935,Bills,Delhi,POS,2853,0 -441,425.1,16999,Online,Hyderabad,POS,1753,0 -442,4933.21,62522,Travel,Bangalore,Mobile,6448,0 -443,1871.98,38712,Food,Bangalore,Mobile,2868,0 -444,1853.84,64551,Travel,Chennai,POS,1181,0 -445,4064.19,40172,Shopping,Hyderabad,Web,2513,0 -446,4736.3,33722,Food,Delhi,POS,4344,0 -447,4930.02,10625,Food,Delhi,Web,6238,0 -448,3767.14,67165,Online,Hyderabad,Mobile,8089,0 -449,1881.92,76509,Bills,Hyderabad,Web,7401,0 -450,418.42,6859,Travel,Mumbai,POS,3556,0 -451,3885.96,41609,Food,Chennai,POS,7098,0 -452,2792.46,43307,Food,Hyderabad,POS,6280,0 -453,2121.69,21839,Online,Hyderabad,POS,5244,0 -454,4531.87,27216,Online,Mumbai,POS,3164,0 -455,556.88,52953,Bills,Mumbai,Web,7601,0 -456,2463.63,84481,Travel,Bangalore,POS,3021,0 -457,57.76,60593,Shopping,Delhi,Mobile,3821,0 -458,2343.83,72075,Bills,Chennai,POS,6938,0 -459,282.46,49522,Shopping,Bangalore,Web,7132,0 -460,594.97,4886,Fuel,Hyderabad,POS,6969,0 -461,588.51,7485,Food,Mumbai,POS,7168,0 -462,3246.4,31455,Travel,Delhi,Web,1713,0 -463,3730.48,16767,Bills,Bangalore,POS,8203,0 -464,2917.26,28453,Food,Delhi,Web,4545,0 -465,4810.9,76280,Travel,Mumbai,POS,9414,0 -466,1874.98,53442,Travel,Bangalore,Mobile,1863,0 -467,1429.27,51877,Travel,Bangalore,POS,5625,0 -468,4343.13,12226,Food,Delhi,Web,6307,0 -469,1118.76,22588,Bills,Mumbai,Mobile,2425,0 -470,4816.15,78976,Online,Hyderabad,Web,3304,0 -471,61.76,31709,Food,Bangalore,POS,1653,0 -472,4849.42,47788,Travel,Hyderabad,Mobile,9129,0 -473,216.76,37019,Bills,Mumbai,Web,7734,0 -474,4455.82,44948,Fuel,Bangalore,Mobile,1443,0 -475,2638.98,65133,Shopping,Bangalore,Mobile,8459,0 -476,4964.83,66458,Travel,Hyderabad,Web,5669,0 -477,369.91,27526,Fuel,Chennai,Mobile,6106,0 -478,2769.72,73493,Online,Hyderabad,Web,5436,0 -479,4846.54,52198,Travel,Hyderabad,Mobile,3857,0 -480,2615.97,43395,Fuel,Chennai,Mobile,4039,0 -481,3147.36,24031,Travel,Mumbai,Mobile,9291,0 -482,3479.05,75542,Food,Mumbai,POS,3737,0 -483,2273.25,37701,Bills,Bangalore,POS,7956,0 -484,3138.16,25939,Fuel,Delhi,Web,6239,0 -485,2921.99,49145,Bills,Delhi,Mobile,2607,0 -486,4505.89,20324,Food,Bangalore,Web,3953,0 -487,228.19,22867,Food,Delhi,POS,6933,0 -488,1405.53,203,Bills,Hyderabad,POS,5682,0 -489,4752.11,16544,Fuel,Hyderabad,POS,7333,0 -490,4451.43,15899,Bills,Chennai,POS,8392,0 -491,2278.83,29063,Bills,Chennai,Web,7609,0 -492,3101.04,3748,Shopping,Bangalore,Mobile,5925,0 -493,1387.63,66629,Fuel,Bangalore,Web,8250,0 -494,941.42,80764,Shopping,Bangalore,Mobile,6783,0 -495,2319.03,20884,Travel,Hyderabad,POS,7723,0 -496,1767.41,25183,Bills,Delhi,Mobile,1184,0 -497,2918.7,81570,Travel,Bangalore,POS,1521,0 -498,389.6,71246,Fuel,Bangalore,Web,2248,0 -499,4872.0,19259,Bills,Hyderabad,Mobile,2002,0 -500,4931.07,35959,Travel,Hyderabad,Web,7266,0 -501,3491.11,33457,Online,Hyderabad,POS,7444,0 -502,2680.95,85679,Food,Delhi,Web,8017,0 -503,1548.33,2103,Bills,Bangalore,POS,9585,0 -504,4069.16,65901,Food,Mumbai,POS,2617,0 -505,3423.97,44535,Shopping,Mumbai,POS,1660,0 -506,813.92,16103,Travel,Bangalore,Web,6524,0 -507,4554.72,78278,Shopping,Bangalore,Web,8616,0 -508,4112.86,12391,Bills,Bangalore,Mobile,6250,0 -509,4749.05,28901,Food,Bangalore,Mobile,8512,0 -510,3628.87,81159,Food,Delhi,Web,7905,0 -511,3067.46,67914,Travel,Mumbai,Web,1319,1 -512,2091.8,50357,Bills,Chennai,Web,9775,0 -513,4663.71,38437,Online,Mumbai,Web,4600,0 -514,4330.45,35503,Online,Mumbai,POS,6960,0 -515,227.05,75403,Travel,Hyderabad,POS,6279,0 -516,132.81,41258,Bills,Bangalore,POS,9773,0 -517,1882.94,33724,Travel,Bangalore,Web,2767,0 -518,4052.96,64286,Bills,Bangalore,POS,2798,0 -519,4936.39,74842,Shopping,Hyderabad,POS,9949,0 -520,752.93,14908,Travel,Delhi,Mobile,1282,0 -521,2971.06,50626,Bills,Delhi,Mobile,7337,0 -522,1905.07,37228,Online,Chennai,POS,6166,0 -523,4849.6,23386,Bills,Delhi,POS,8121,0 -524,4210.75,46754,Bills,Delhi,POS,8409,0 -525,4191.81,28302,Travel,Bangalore,Web,6489,0 -526,2344.0,60815,Shopping,Mumbai,Mobile,5896,0 -527,2074.68,84748,Shopping,Delhi,Mobile,1130,0 -528,1367.76,63344,Shopping,Delhi,Mobile,2293,0 -529,282.82,35618,Shopping,Hyderabad,POS,7059,0 -530,4323.75,76234,Fuel,Chennai,Web,7957,0 -531,4064.69,61114,Travel,Hyderabad,Mobile,1060,0 -532,4998.59,70130,Food,Bangalore,Mobile,3211,0 -533,4983.19,25525,Travel,Mumbai,Web,7276,0 -534,2777.6,79818,Fuel,Chennai,POS,6363,0 -535,3845.17,14334,Shopping,Hyderabad,POS,9152,0 -536,4723.88,62767,Fuel,Delhi,Mobile,8973,1 -537,4248.39,6644,Online,Delhi,Mobile,1037,0 -538,1237.49,32933,Online,Chennai,Web,6990,0 -539,2253.27,43469,Travel,Delhi,Mobile,6438,0 -540,646.67,33687,Travel,Hyderabad,Web,8677,0 -541,4770.3,52656,Food,Hyderabad,Mobile,1473,0 -542,3031.27,17375,Food,Delhi,Mobile,1058,0 -543,1143.99,65206,Online,Delhi,Mobile,3636,0 -544,3358.83,36607,Shopping,Bangalore,POS,3614,0 -545,3091.02,83178,Fuel,Mumbai,Web,8296,0 -546,1791.46,23993,Food,Chennai,Web,5999,0 -547,568.67,44386,Bills,Hyderabad,POS,9276,0 -548,3358.19,46287,Food,Chennai,POS,4797,1 -549,2602.02,76312,Shopping,Bangalore,POS,3674,0 -550,3861.82,75324,Shopping,Hyderabad,Web,7436,0 -551,2601.3,71196,Travel,Bangalore,Mobile,4120,0 -552,4261.06,70014,Fuel,Bangalore,POS,3076,0 -553,2759.98,8210,Shopping,Delhi,POS,4190,0 -554,2805.13,10922,Food,Chennai,POS,5787,0 -555,4383.39,36289,Food,Chennai,Mobile,7056,0 -556,2018.01,33340,Online,Delhi,Mobile,8494,0 -557,670.94,39850,Shopping,Chennai,POS,4577,0 -558,144.88,56984,Bills,Delhi,Mobile,5741,0 -559,3775.93,84178,Travel,Hyderabad,POS,7832,0 -560,3101.93,11094,Fuel,Bangalore,Mobile,3581,0 -561,3520.69,33418,Bills,Bangalore,Web,4787,0 -562,1065.61,5741,Travel,Chennai,Web,9707,0 -563,682.72,72374,Food,Mumbai,Mobile,8103,0 -564,73.71,68798,Bills,Bangalore,Web,1932,0 -565,1753.59,70532,Travel,Delhi,Web,2663,0 -566,2950.0,22164,Food,Mumbai,Web,9748,0 -567,1961.83,35595,Food,Mumbai,POS,8914,0 -568,2187.94,30257,Food,Bangalore,Mobile,5852,0 -569,4520.89,14211,Food,Bangalore,Mobile,2104,0 -570,1741.93,5232,Food,Bangalore,Mobile,2270,0 -571,2570.43,67753,Online,Delhi,Web,4646,0 -572,3918.48,52691,Bills,Mumbai,POS,6087,0 -573,1983.32,79768,Travel,Chennai,Mobile,5723,0 -574,3110.81,25613,Online,Delhi,Web,3054,0 -575,4311.96,14026,Online,Hyderabad,POS,7658,0 -576,4747.65,53535,Shopping,Bangalore,POS,2842,0 -577,736.22,30908,Shopping,Mumbai,Mobile,3802,0 -578,4633.01,52113,Shopping,Delhi,Mobile,8735,1 -579,2461.09,19610,Fuel,Hyderabad,Web,9201,0 -580,1291.96,46646,Shopping,Delhi,Mobile,9313,0 -581,2296.22,63185,Travel,Delhi,Web,7105,0 -582,4900.18,72567,Online,Chennai,POS,3560,0 -583,2463.6,47574,Travel,Chennai,POS,4037,0 -584,1644.43,36182,Bills,Delhi,POS,9632,0 -585,3167.37,570,Shopping,Hyderabad,POS,3749,0 -586,1201.49,19288,Fuel,Mumbai,Mobile,1590,0 -587,380.24,78824,Bills,Mumbai,Mobile,2368,0 -588,645.27,29877,Fuel,Bangalore,Web,2361,0 -589,641.1,84425,Bills,Bangalore,Web,9128,0 -590,760.36,917,Online,Mumbai,Web,4773,0 -591,695.0,75602,Travel,Delhi,Web,3064,0 -592,3204.73,64575,Food,Delhi,Web,3415,0 -593,910.22,72518,Travel,Chennai,POS,3951,0 -594,1728.99,39104,Shopping,Chennai,POS,6616,0 -595,4484.05,18062,Food,Bangalore,POS,8975,0 -596,2370.33,16999,Fuel,Mumbai,Web,8101,0 -597,3338.12,61845,Online,Delhi,POS,6003,0 -598,862.43,9941,Online,Mumbai,POS,9306,0 -599,962.25,61169,Fuel,Hyderabad,POS,7243,0 -600,205.3,23470,Shopping,Mumbai,POS,7581,0 -601,845.51,59821,Fuel,Hyderabad,Mobile,9330,0 -602,1393.67,44435,Bills,Chennai,Web,5923,0 -603,885.88,4529,Shopping,Chennai,Web,7467,0 -604,444.42,83055,Food,Bangalore,Mobile,5941,0 -605,604.06,12192,Fuel,Mumbai,POS,7437,0 -606,2304.43,74102,Shopping,Mumbai,POS,7076,0 -607,1032.46,72762,Food,Hyderabad,POS,6648,0 -608,1821.99,34087,Fuel,Chennai,Web,9001,0 -609,2517.58,66677,Online,Hyderabad,Web,2315,0 -610,3452.28,4627,Fuel,Chennai,Web,1073,0 -611,197.52,56541,Travel,Hyderabad,Web,9675,0 -612,3997.25,68226,Fuel,Chennai,Web,2549,0 -613,3139.87,3255,Travel,Hyderabad,Mobile,2359,0 -614,409.71,57433,Food,Chennai,Web,2896,0 -615,4368.02,5213,Fuel,Hyderabad,POS,7659,0 -616,4604.44,19404,Food,Mumbai,Web,6246,0 -617,306.33,25380,Food,Bangalore,Mobile,7967,0 -618,1385.11,19173,Shopping,Hyderabad,POS,7661,0 -619,4031.2,53027,Food,Bangalore,Mobile,1510,0 -620,3741.55,23989,Food,Mumbai,POS,9614,0 -621,923.42,24519,Fuel,Mumbai,Web,3432,0 -622,1047.54,22439,Fuel,Chennai,Mobile,2906,0 -623,1852.99,76949,Online,Bangalore,POS,1064,0 -624,2423.13,14995,Shopping,Delhi,Web,5928,0 -625,3091.66,23559,Food,Chennai,POS,5710,0 -626,1845.2,5021,Shopping,Bangalore,Mobile,7124,0 -627,2313.21,21119,Travel,Hyderabad,Mobile,8837,0 -628,3737.61,51539,Food,Hyderabad,Mobile,1800,0 -629,184.38,39350,Shopping,Mumbai,Mobile,7063,0 -630,1262.93,46223,Online,Delhi,Web,9469,0 -631,3567.03,25517,Online,Hyderabad,POS,7109,0 -632,4476.14,78653,Food,Bangalore,Web,7659,0 -633,2558.88,22250,Travel,Bangalore,Mobile,2238,0 -634,2661.04,84486,Online,Hyderabad,POS,7582,0 -635,536.75,82895,Online,Bangalore,Mobile,5523,0 -636,2237.61,66798,Travel,Bangalore,Web,6620,0 -637,2663.55,54199,Shopping,Mumbai,Web,2486,0 -638,1213.11,59546,Online,Delhi,Web,5681,0 -639,1346.95,3327,Fuel,Mumbai,POS,5470,0 -640,1887.04,29768,Bills,Delhi,POS,6619,0 -641,101.34,64418,Bills,Bangalore,Mobile,9284,0 -642,1611.07,42788,Online,Delhi,POS,8177,0 -643,1058.03,82384,Shopping,Bangalore,POS,6441,0 -644,1638.16,46830,Shopping,Bangalore,Web,2840,0 -645,599.69,52446,Food,Mumbai,Mobile,6397,0 -646,4452.75,15160,Fuel,Mumbai,Web,2621,0 -647,2968.37,56583,Shopping,Chennai,Mobile,2561,0 -648,3395.83,33998,Travel,Hyderabad,Mobile,6849,0 -649,3946.07,27230,Fuel,Chennai,POS,2416,0 -650,2492.71,9076,Bills,Chennai,Web,5190,0 -651,435.51,69341,Fuel,Delhi,POS,6054,0 -652,2686.0,31085,Travel,Bangalore,POS,2130,0 -653,2934.62,55571,Online,Bangalore,POS,4597,0 -654,3727.45,14715,Travel,Bangalore,Mobile,3118,0 -655,2158.87,5750,Travel,Hyderabad,Web,1663,0 -656,638.77,78768,Online,Delhi,Web,3634,0 -657,1419.6,35903,Online,Delhi,POS,3774,0 -658,1816.05,72489,Online,Bangalore,Mobile,7194,0 -659,3229.94,32093,Online,Chennai,Web,4969,0 -660,2854.32,34314,Online,Hyderabad,Web,4490,0 -661,1781.13,48225,Travel,Chennai,POS,2523,0 -662,4932.59,83014,Food,Mumbai,Mobile,9053,0 -663,3029.27,35179,Food,Delhi,POS,1987,0 -664,1186.9,25338,Shopping,Delhi,Web,8915,0 -665,509.81,69681,Food,Chennai,Mobile,7403,0 -666,765.14,32101,Bills,Hyderabad,POS,6321,0 -667,1230.54,2775,Food,Delhi,Web,4845,0 -668,804.25,45619,Travel,Chennai,POS,7301,0 -669,933.65,45838,Online,Hyderabad,POS,1098,0 -670,1426.19,19539,Online,Chennai,POS,3288,0 -671,867.69,57124,Travel,Hyderabad,Mobile,5297,0 -672,4483.93,65149,Bills,Bangalore,Web,9825,0 -673,402.09,26616,Food,Hyderabad,Web,8796,0 -674,2623.03,79655,Travel,Mumbai,Web,8263,0 -675,2052.57,54567,Shopping,Bangalore,Web,9770,0 -676,4911.91,37099,Online,Chennai,Mobile,4959,0 -677,561.08,75831,Fuel,Bangalore,POS,8385,0 -678,1989.88,61799,Shopping,Bangalore,Web,9464,0 -679,4847.38,25479,Bills,Chennai,Mobile,6338,0 -680,4327.67,46172,Shopping,Chennai,POS,5881,0 -681,4085.54,55863,Travel,Mumbai,Mobile,4954,0 -682,1290.26,42043,Food,Chennai,Mobile,4927,0 -683,855.27,82569,Online,Delhi,Web,9644,0 -684,3343.55,15408,Bills,Delhi,Web,5911,0 -685,4646.95,57980,Bills,Mumbai,POS,1413,0 -686,2784.26,82956,Fuel,Hyderabad,POS,2550,0 -687,2858.49,16351,Shopping,Hyderabad,Web,5526,0 -688,1400.62,4131,Fuel,Delhi,Mobile,8141,0 -689,3847.7,44825,Food,Chennai,Web,7571,0 -690,936.03,11349,Food,Mumbai,POS,2946,0 -691,1619.07,60931,Fuel,Hyderabad,Mobile,6203,0 -692,2127.76,44254,Online,Hyderabad,Mobile,1191,0 -693,2538.54,38225,Food,Bangalore,Mobile,1040,0 -694,1212.81,12453,Fuel,Delhi,Web,6892,0 -695,575.07,18814,Shopping,Chennai,Web,4449,0 -696,3053.49,18263,Fuel,Mumbai,POS,9327,0 -697,1443.86,77694,Fuel,Hyderabad,Mobile,6909,1 -698,2906.61,15735,Travel,Bangalore,Mobile,2941,0 -699,772.66,15830,Food,Delhi,Web,5221,0 -700,2406.22,47893,Online,Delhi,POS,8524,0 -701,2663.41,44673,Online,Mumbai,POS,7543,0 -702,260.07,45066,Travel,Hyderabad,Mobile,7222,0 -703,1683.68,3373,Bills,Mumbai,Web,9580,0 -704,672.94,10335,Online,Mumbai,Mobile,2558,0 -705,317.81,23741,Fuel,Bangalore,Web,3121,0 -706,4949.81,10692,Travel,Delhi,POS,2028,0 -707,1612.45,47295,Shopping,Chennai,Mobile,9273,1 -708,4049.56,45541,Food,Delhi,Mobile,6656,0 -709,1273.95,34057,Food,Delhi,Mobile,9967,0 -710,3407.83,66983,Food,Bangalore,POS,4038,0 -711,3801.38,19583,Fuel,Chennai,Mobile,2878,1 -712,2978.6,22765,Shopping,Hyderabad,POS,3271,0 -713,2358.41,59287,Travel,Chennai,Web,2607,0 -714,2059.79,23906,Travel,Hyderabad,POS,4139,0 -715,1744.99,85103,Food,Chennai,Web,1605,0 -716,4647.72,79675,Shopping,Mumbai,POS,5735,0 -717,4153.27,46525,Shopping,Chennai,POS,4665,0 -718,4825.17,38230,Shopping,Bangalore,Mobile,6852,1 -719,622.36,19520,Online,Hyderabad,POS,6462,0 -720,3654.61,85238,Online,Delhi,Mobile,3144,0 -721,4691.76,51934,Food,Bangalore,Web,5270,0 -722,906.98,25566,Shopping,Hyderabad,Web,9107,0 -723,333.41,73193,Bills,Hyderabad,Mobile,2376,0 -724,3705.86,30134,Shopping,Delhi,Web,4462,0 -725,2872.79,10345,Travel,Mumbai,POS,1347,0 -726,4209.3,41185,Travel,Bangalore,Mobile,1000,0 -727,699.72,70744,Food,Delhi,Mobile,1062,0 -728,3976.54,33455,Bills,Delhi,Mobile,2783,0 -729,1008.93,28018,Shopping,Mumbai,Web,9417,0 -730,819.12,54219,Bills,Bangalore,Web,7566,0 -731,822.16,45991,Food,Delhi,POS,2042,0 -732,4073.06,73616,Travel,Mumbai,POS,2234,0 -733,3326.32,9486,Travel,Bangalore,Mobile,2984,0 -734,2615.8,38862,Online,Chennai,POS,2594,0 -735,1794.79,58870,Food,Hyderabad,Web,7257,0 -736,4386.13,43856,Food,Mumbai,POS,2952,0 -737,1962.83,86055,Shopping,Hyderabad,Web,2695,0 -738,4083.18,31379,Shopping,Chennai,POS,1954,0 -739,2196.24,64729,Online,Delhi,Web,4291,0 -740,1885.35,28378,Fuel,Delhi,Web,9548,1 -741,2313.94,54353,Bills,Bangalore,POS,1968,0 -742,1507.59,49996,Fuel,Mumbai,POS,1241,0 -743,3738.3,14031,Fuel,Mumbai,Web,5234,0 -744,2514.1,80072,Food,Bangalore,Mobile,9338,0 -745,1161.83,65982,Bills,Hyderabad,POS,8349,0 -746,4497.97,36683,Food,Delhi,Web,6161,0 -747,1920.07,17618,Bills,Delhi,POS,9734,0 -748,2718.22,6587,Travel,Mumbai,POS,9883,0 -749,4532.45,62790,Food,Mumbai,POS,2025,0 -750,3121.57,31480,Food,Bangalore,POS,4359,0 -751,585.37,20527,Food,Chennai,POS,6257,0 -752,4699.22,23569,Online,Hyderabad,Mobile,6736,0 -753,3138.91,11151,Food,Chennai,Mobile,8679,0 -754,1675.19,71094,Shopping,Chennai,Mobile,3951,0 -755,697.22,59174,Shopping,Mumbai,Web,9921,0 -756,3970.33,44739,Bills,Mumbai,Mobile,8389,1 -757,3100.74,32954,Travel,Mumbai,Mobile,3555,0 -758,2667.77,35303,Online,Chennai,Web,2150,0 -759,4469.57,34700,Bills,Hyderabad,Mobile,2735,0 -760,3943.2,67568,Shopping,Mumbai,POS,8931,0 -761,759.22,66788,Online,Delhi,Mobile,2038,0 -762,1559.3,71045,Online,Hyderabad,Mobile,7369,0 -763,1243.2,37842,Travel,Delhi,Mobile,8127,0 -764,3719.99,13900,Online,Hyderabad,POS,3912,0 -765,168.63,80059,Food,Mumbai,POS,5840,0 -766,2849.88,1881,Online,Bangalore,POS,2242,0 -767,3812.53,33037,Travel,Mumbai,POS,9964,0 -768,4383.95,1630,Bills,Chennai,Web,9098,0 -769,1711.07,20789,Travel,Chennai,POS,4412,0 -770,4106.47,83494,Travel,Hyderabad,POS,3499,0 -771,554.05,46151,Shopping,Chennai,POS,8160,0 -772,4232.42,48920,Food,Mumbai,POS,7110,0 -773,638.32,67231,Shopping,Delhi,Web,4545,0 -774,1987.04,80357,Bills,Mumbai,Mobile,2213,0 -775,3986.68,3262,Fuel,Hyderabad,Mobile,1418,0 -776,750.44,66981,Bills,Chennai,POS,5960,0 -777,1147.03,81972,Food,Delhi,POS,1788,0 -778,3611.54,75485,Online,Bangalore,POS,2871,0 -779,3600.46,54722,Travel,Delhi,Mobile,3025,0 -780,3206.1,50818,Fuel,Delhi,Mobile,7264,0 -781,3470.05,29932,Food,Mumbai,POS,3446,0 -782,2714.08,6901,Shopping,Bangalore,Mobile,8429,0 -783,1259.74,8597,Travel,Hyderabad,Web,5823,0 -784,1729.13,63909,Bills,Hyderabad,POS,9752,0 -785,908.81,72391,Shopping,Delhi,POS,3651,0 -786,4542.34,84214,Food,Delhi,Web,1539,0 -787,2917.38,8263,Food,Chennai,Web,7499,0 -788,2004.86,63293,Bills,Bangalore,Mobile,5755,1 -789,2310.57,25805,Fuel,Delhi,Web,6959,1 -790,4736.47,11874,Bills,Chennai,POS,4289,0 -791,767.6,14079,Online,Bangalore,Mobile,6546,0 -792,2931.56,49850,Shopping,Hyderabad,Web,3758,0 -793,2529.94,72779,Fuel,Chennai,Mobile,6311,0 -794,3057.66,9018,Travel,Bangalore,Mobile,5107,0 -795,91.53,49500,Online,Chennai,Mobile,2895,0 -796,4360.75,12100,Fuel,Delhi,Mobile,3500,0 -797,4660.66,57021,Shopping,Mumbai,Web,3829,0 -798,2826.1,19800,Food,Hyderabad,POS,1047,0 -799,3483.56,63400,Travel,Delhi,POS,3364,0 -800,4612.57,29437,Bills,Delhi,Web,6666,0 -801,3536.49,76537,Shopping,Bangalore,POS,7458,0 -802,763.54,46675,Online,Chennai,Mobile,9945,0 -803,2881.87,19942,Online,Hyderabad,Mobile,9177,0 -804,3033.97,20862,Food,Delhi,Mobile,8630,0 -805,2121.23,11669,Food,Bangalore,Web,8931,0 -806,3682.48,53772,Travel,Hyderabad,Mobile,8058,1 -807,4671.9,15916,Bills,Chennai,Mobile,3802,0 -808,4627.92,10878,Travel,Delhi,Web,9594,0 -809,2254.75,2985,Food,Delhi,Mobile,3086,1 -810,567.08,73648,Food,Delhi,Mobile,7724,0 -811,4924.22,41235,Online,Hyderabad,POS,7155,0 -812,4194.65,18931,Food,Hyderabad,Web,2149,0 -813,624.19,336,Fuel,Hyderabad,Mobile,1062,0 -814,4604.29,42933,Shopping,Hyderabad,Mobile,4153,0 -815,4349.61,84899,Food,Bangalore,Mobile,6938,0 -816,2594.67,45536,Travel,Mumbai,Mobile,1751,0 -817,2956.79,69504,Bills,Bangalore,POS,8776,0 -818,1995.61,51148,Bills,Delhi,POS,9849,0 -819,274.75,16279,Bills,Bangalore,POS,1700,0 -820,1676.65,68665,Fuel,Chennai,POS,2540,0 -821,4014.46,71386,Travel,Hyderabad,Web,4032,0 -822,24.16,86124,Fuel,Chennai,Mobile,7167,0 -823,1668.16,77485,Food,Chennai,POS,7364,0 -824,1991.45,74055,Shopping,Delhi,Mobile,2983,0 -825,2687.44,77273,Bills,Hyderabad,Web,9506,0 -826,4599.36,66670,Travel,Chennai,Mobile,6796,0 -827,1732.38,76474,Bills,Delhi,Mobile,8648,0 -828,1735.42,54028,Fuel,Hyderabad,POS,8894,0 -829,3687.77,71128,Online,Mumbai,POS,3314,0 -830,2261.64,18108,Food,Delhi,Web,8959,0 -831,1123.8,52495,Shopping,Bangalore,Mobile,2649,0 -832,2262.75,82806,Food,Hyderabad,POS,8700,0 -833,705.14,76533,Online,Chennai,POS,7900,0 -834,882.76,56830,Shopping,Chennai,POS,4800,0 -835,2492.34,74640,Online,Bangalore,Web,3478,0 -836,2095.21,52509,Food,Bangalore,Mobile,8054,0 -837,4574.31,66406,Fuel,Chennai,POS,7059,0 -838,1812.61,39519,Food,Hyderabad,Mobile,9433,0 -839,2903.36,49649,Food,Delhi,Web,7209,0 -840,3161.69,34524,Food,Bangalore,Mobile,8115,0 -841,66.46,33885,Travel,Bangalore,POS,3256,0 -842,3318.02,44369,Online,Bangalore,Mobile,4368,0 -843,891.0,30676,Online,Mumbai,Mobile,8387,0 -844,4805.39,64093,Bills,Hyderabad,Web,9558,0 -845,744.16,47764,Online,Hyderabad,Web,3827,1 -846,2073.71,50799,Bills,Hyderabad,Mobile,3487,0 -847,427.66,79414,Travel,Hyderabad,Mobile,4603,0 -848,4984.37,72307,Fuel,Hyderabad,Mobile,4521,0 -849,2511.47,82062,Bills,Chennai,Web,5517,0 -850,2977.33,31923,Food,Bangalore,Web,2643,0 -851,336.32,78388,Fuel,Chennai,Mobile,2212,0 -852,3750.05,47574,Travel,Mumbai,Web,8345,0 -853,1050.32,43391,Online,Delhi,POS,5703,0 -854,4490.37,53664,Bills,Bangalore,Web,6434,0 -855,1026.49,67384,Food,Mumbai,Web,1019,1 -856,954.25,31027,Shopping,Chennai,Web,1675,0 -857,183.71,35464,Shopping,Delhi,POS,5477,0 -858,2360.86,34485,Fuel,Mumbai,POS,1608,0 -859,2824.64,19456,Online,Delhi,POS,7286,0 -860,329.48,74795,Shopping,Mumbai,Mobile,1061,0 -861,3877.86,35554,Fuel,Chennai,Mobile,2154,0 -862,2266.99,46922,Travel,Delhi,POS,4716,0 -863,2622.43,13409,Fuel,Mumbai,Mobile,6242,0 -864,2204.37,69327,Fuel,Chennai,Mobile,6559,0 -865,2004.41,36639,Fuel,Bangalore,Mobile,6022,0 -866,2798.64,63627,Food,Chennai,POS,7485,1 -867,777.05,83424,Fuel,Chennai,Web,2442,0 -868,910.46,19692,Bills,Bangalore,POS,2653,0 -869,4309.07,78840,Fuel,Chennai,POS,3502,0 -870,4730.63,54200,Food,Bangalore,Mobile,4269,0 -871,1867.17,57415,Food,Bangalore,Mobile,1281,0 -872,1354.45,18074,Travel,Bangalore,Web,4403,0 -873,3220.35,15549,Online,Mumbai,Web,2235,0 -874,2044.26,29963,Shopping,Delhi,Web,5760,0 -875,127.91,52265,Shopping,Mumbai,Web,7940,0 -876,781.61,16061,Fuel,Bangalore,POS,1785,1 -877,3580.15,58226,Travel,Delhi,Web,4194,0 -878,3294.96,28810,Fuel,Delhi,POS,5789,0 -879,136.45,60006,Shopping,Bangalore,Mobile,4775,0 -880,1110.64,22800,Food,Delhi,Web,6350,0 -881,1156.14,75476,Online,Delhi,Mobile,1533,0 -882,3359.79,69460,Travel,Mumbai,Mobile,9593,0 -883,99.53,57767,Food,Delhi,POS,4663,0 -884,521.44,28054,Online,Bangalore,Web,1129,0 -885,3999.78,75319,Travel,Hyderabad,POS,3959,0 -886,893.54,45397,Travel,Hyderabad,Mobile,2858,0 -887,3264.08,13233,Shopping,Hyderabad,Web,4649,0 -888,1191.68,25068,Food,Bangalore,Mobile,4097,0 -889,498.11,65727,Travel,Hyderabad,Mobile,4512,0 -890,1216.62,70453,Bills,Mumbai,Web,5860,0 -891,3611.61,25832,Travel,Bangalore,Web,9833,0 -892,4278.63,86242,Online,Bangalore,Web,1723,0 -893,4151.27,13682,Shopping,Bangalore,POS,1737,0 -894,1986.52,23383,Fuel,Delhi,POS,2299,1 -895,3340.76,58160,Shopping,Delhi,Mobile,4480,0 -896,1025.72,23666,Fuel,Delhi,Web,1339,0 -897,1466.45,58817,Food,Chennai,Mobile,1152,0 -898,4481.78,34642,Food,Mumbai,Mobile,6684,0 -899,66.0,41830,Travel,Bangalore,Mobile,4051,0 -900,428.46,10234,Bills,Bangalore,Mobile,1426,0 -901,1040.22,57616,Food,Delhi,Mobile,8146,0 -902,133.63,9221,Travel,Bangalore,Web,9125,0 -903,908.0,11410,Shopping,Bangalore,POS,7347,0 -904,2915.62,80055,Food,Hyderabad,Web,3372,0 -905,2107.7,61413,Shopping,Bangalore,Web,9126,0 -906,4463.47,1051,Shopping,Chennai,Web,1949,0 -907,4087.4,75301,Bills,Delhi,POS,8695,0 -908,1709.74,76918,Food,Mumbai,POS,2373,0 -909,1297.86,78116,Shopping,Mumbai,POS,8082,0 -910,1899.08,56563,Bills,Hyderabad,Web,3482,0 -911,2951.88,44757,Bills,Mumbai,POS,8593,0 -912,1341.05,77475,Food,Mumbai,Mobile,1370,0 -913,3121.12,51257,Bills,Delhi,POS,8837,0 -914,2047.65,307,Food,Delhi,Web,3296,0 -915,2760.68,56889,Food,Chennai,Web,8034,0 -916,2181.2,68895,Fuel,Hyderabad,Mobile,7324,0 -917,1473.03,35944,Shopping,Mumbai,POS,8142,0 -918,4742.32,38134,Online,Chennai,POS,8028,0 -919,3818.27,27323,Food,Hyderabad,Mobile,7479,0 -920,701.43,71762,Shopping,Mumbai,Web,5145,0 -921,4342.47,25954,Bills,Mumbai,Web,5021,0 -922,2437.67,55021,Travel,Delhi,POS,3364,0 -923,4472.87,79866,Food,Bangalore,POS,6230,0 -924,3999.48,70427,Bills,Hyderabad,POS,6970,0 -925,2126.64,4992,Bills,Mumbai,POS,9954,0 -926,113.32,1961,Bills,Hyderabad,POS,8300,0 -927,1344.12,12497,Bills,Chennai,Web,7755,0 -928,2708.63,32551,Bills,Chennai,Web,2004,0 -929,3167.76,76384,Food,Bangalore,Web,8057,0 -930,1290.18,55755,Online,Mumbai,Web,4755,0 -931,697.64,13255,Fuel,Delhi,Mobile,3846,0 -932,4174.82,4567,Bills,Mumbai,Web,7262,0 -933,4922.03,48847,Bills,Hyderabad,Mobile,9541,0 -934,2628.93,48003,Fuel,Chennai,Web,3964,0 -935,859.22,20389,Food,Hyderabad,POS,9878,0 -936,1362.26,44523,Shopping,Bangalore,POS,5637,0 -937,92.93,61576,Travel,Chennai,POS,3755,0 -938,4571.58,43919,Travel,Delhi,Mobile,4624,0 -939,589.64,82103,Shopping,Chennai,Web,3732,0 -940,2883.01,3358,Food,Mumbai,Web,7473,0 -941,1371.0,76524,Travel,Mumbai,Mobile,7351,0 -942,2771.34,5698,Fuel,Chennai,Mobile,2693,0 -943,3257.45,66809,Shopping,Bangalore,Mobile,1684,0 -944,4148.88,55805,Online,Mumbai,Mobile,3919,0 -945,1032.9,31349,Food,Mumbai,Mobile,8166,0 -946,55.97,76777,Shopping,Delhi,POS,4756,0 -947,685.29,50248,Travel,Chennai,Web,6454,0 -948,4500.19,75033,Food,Mumbai,Mobile,4283,0 -949,4369.58,44041,Fuel,Bangalore,POS,5691,0 -950,2987.47,31954,Food,Hyderabad,Mobile,7828,0 -951,3002.98,8002,Food,Chennai,POS,8350,0 -952,3325.52,69783,Fuel,Delhi,Mobile,2156,0 -953,877.68,19738,Bills,Mumbai,Web,4061,0 -954,4572.15,10703,Fuel,Bangalore,Mobile,8157,0 -955,2094.43,49422,Food,Chennai,Mobile,6919,0 -956,1916.31,83106,Fuel,Bangalore,Web,6893,0 -957,2595.07,61899,Bills,Bangalore,Web,5445,0 -958,235.78,12392,Shopping,Delhi,Mobile,7436,0 -959,832.25,44724,Fuel,Chennai,Web,2292,0 -960,3690.43,32299,Fuel,Mumbai,Web,8902,0 -961,414.91,15641,Food,Delhi,POS,3067,0 -962,3016.16,79534,Shopping,Mumbai,Web,2979,0 -963,1227.5,6305,Online,Hyderabad,Web,2736,0 -964,1947.09,18782,Online,Bangalore,Mobile,2918,0 -965,1444.18,78257,Travel,Hyderabad,Mobile,1700,0 -966,1779.01,77963,Fuel,Bangalore,POS,5046,0 -967,3595.51,20566,Fuel,Delhi,Mobile,3073,0 -968,1486.31,67766,Shopping,Mumbai,Web,5661,0 -969,2832.46,6511,Bills,Mumbai,Web,1394,0 -970,2380.78,26177,Online,Delhi,Web,4048,0 -971,3318.69,4765,Travel,Chennai,Mobile,4452,0 -972,4684.21,20354,Shopping,Hyderabad,Web,1522,0 -973,3663.13,23929,Fuel,Hyderabad,Web,9741,0 -974,1075.49,28820,Online,Mumbai,POS,2468,0 -975,156.88,29523,Travel,Mumbai,POS,7230,0 -976,1312.06,71088,Food,Mumbai,POS,9116,0 -977,2975.79,66163,Online,Delhi,Mobile,7811,0 -978,258.08,77525,Travel,Chennai,Web,2421,0 -979,2482.33,13780,Shopping,Hyderabad,Web,8987,0 -980,2984.62,6589,Food,Bangalore,Web,1285,0 -981,1671.89,34812,Travel,Delhi,POS,3745,0 -982,3854.79,45939,Travel,Hyderabad,Web,8108,0 -983,533.88,51493,Fuel,Chennai,Web,5464,0 -984,376.61,40953,Bills,Delhi,Web,2445,0 -985,3641.22,65785,Online,Hyderabad,Web,6837,0 -986,2477.96,19309,Fuel,Delhi,Web,2466,0 -987,3442.32,54195,Food,Hyderabad,Mobile,8167,0 -988,2174.7,25901,Bills,Hyderabad,Web,9479,0 -989,1232.76,23576,Travel,Chennai,Mobile,5426,0 -990,4095.69,31508,Fuel,Bangalore,Web,6932,0 -991,3997.28,74711,Bills,Chennai,Mobile,2178,0 -992,3473.79,25464,Online,Hyderabad,Web,3551,0 -993,1361.45,60281,Food,Delhi,Web,5370,0 -994,2951.56,16260,Shopping,Chennai,Web,7322,0 -995,1805.51,35440,Fuel,Bangalore,Web,5862,0 -996,458.82,56683,Food,Hyderabad,POS,6855,0 -997,4586.65,41430,Shopping,Chennai,Web,2203,1 -998,684.96,1987,Fuel,Chennai,Mobile,8349,0 -999,4751.24,25105,Food,Chennai,POS,7386,0 -1000,2230.58,78484,Food,Chennai,POS,2119,0 -1001,926.48,13026,Bills,Delhi,Web,9388,0 -1002,2709.96,68309,Fuel,Bangalore,Mobile,4975,0 -1003,4364.86,45927,Food,Bangalore,Mobile,9717,0 -1004,3661.39,75414,Travel,Hyderabad,POS,2292,0 -1005,4033.0,57535,Fuel,Mumbai,Mobile,4655,0 -1006,3294.26,42946,Food,Delhi,Web,5786,0 -1007,3461.69,56561,Bills,Hyderabad,Web,3217,0 -1008,4246.13,10377,Shopping,Hyderabad,Web,7590,0 -1009,1249.09,53592,Shopping,Chennai,Web,2017,0 -1010,2447.64,7347,Travel,Mumbai,Web,6176,0 -1011,1106.83,33776,Fuel,Mumbai,POS,4590,0 -1012,4938.35,3783,Bills,Delhi,Web,9239,0 -1013,4720.35,55798,Food,Mumbai,Web,7176,0 -1014,198.09,4298,Food,Hyderabad,POS,7647,0 -1015,3528.17,70204,Shopping,Mumbai,POS,5722,0 -1016,4626.32,86207,Bills,Mumbai,POS,7015,0 -1017,903.7,55161,Travel,Bangalore,Mobile,6122,0 -1018,2840.16,60652,Shopping,Hyderabad,Mobile,8683,1 -1019,4577.53,34484,Shopping,Mumbai,Web,3089,0 -1020,170.7,20922,Travel,Mumbai,Web,3056,0 -1021,3487.4,34028,Fuel,Chennai,Web,4680,0 -1022,1487.45,20316,Food,Mumbai,Mobile,5885,0 -1023,4622.06,76996,Fuel,Mumbai,Web,4114,0 -1024,4855.32,16968,Bills,Bangalore,Web,8383,0 -1025,4721.39,30266,Online,Hyderabad,Mobile,2629,0 -1026,2371.6,24000,Online,Delhi,POS,2543,0 -1027,4310.35,14011,Online,Hyderabad,Mobile,8512,0 -1028,4222.9,2866,Travel,Chennai,Web,6769,0 -1029,1596.18,5898,Shopping,Hyderabad,Mobile,2904,0 -1030,4144.75,18395,Fuel,Mumbai,POS,2436,0 -1031,186.0,39019,Food,Chennai,POS,6031,0 -1032,2981.75,4006,Online,Hyderabad,POS,4317,0 -1033,1150.81,34393,Fuel,Chennai,POS,5116,0 -1034,603.71,10956,Online,Delhi,POS,5552,0 -1035,385.69,50042,Online,Hyderabad,POS,6563,0 -1036,3481.75,6078,Food,Mumbai,Web,7123,0 -1037,1700.03,29631,Bills,Chennai,Web,4061,0 -1038,3624.11,62901,Bills,Bangalore,Mobile,9089,0 -1039,327.72,69497,Bills,Chennai,Web,9456,0 -1040,1577.14,41574,Travel,Bangalore,POS,4731,0 -1041,2697.92,31417,Shopping,Mumbai,Web,7327,0 -1042,3953.83,83639,Travel,Delhi,Mobile,4317,0 -1043,1594.44,65006,Fuel,Bangalore,POS,3046,0 -1044,3129.83,39454,Travel,Delhi,Web,4144,1 -1045,4430.0,1587,Fuel,Chennai,Web,4221,0 -1046,3079.7,54710,Fuel,Mumbai,Mobile,6064,0 -1047,1165.56,75886,Shopping,Bangalore,POS,1722,0 -1048,122.98,18816,Food,Chennai,Mobile,8775,0 -1049,4350.62,85824,Shopping,Hyderabad,POS,8564,0 -1050,107.33,29432,Bills,Chennai,POS,9275,0 -1051,4373.63,48617,Bills,Delhi,Web,5835,0 -1052,2645.16,72373,Travel,Mumbai,Mobile,4819,0 -1053,4695.4,34217,Fuel,Mumbai,Mobile,4364,0 -1054,3994.12,20884,Online,Chennai,Mobile,7089,0 -1055,4989.67,5454,Online,Hyderabad,POS,5318,0 -1056,1754.21,74960,Fuel,Delhi,Mobile,7936,0 -1057,3836.17,43618,Shopping,Chennai,POS,3780,0 -1058,2010.25,83948,Food,Chennai,Mobile,8398,0 -1059,2399.9,62671,Shopping,Mumbai,Mobile,3452,0 -1060,3137.9,47111,Fuel,Delhi,Web,6288,0 -1061,4368.51,39613,Fuel,Hyderabad,Mobile,9520,0 -1062,4920.43,85678,Food,Mumbai,Web,1425,0 -1063,3841.6,59993,Travel,Chennai,Web,9961,0 -1064,2089.42,8848,Travel,Mumbai,POS,4975,0 -1065,2107.36,78672,Food,Mumbai,Mobile,9799,0 -1066,3688.17,66125,Travel,Bangalore,Mobile,7669,1 -1067,1194.65,61602,Online,Mumbai,Mobile,3124,0 -1068,553.26,72045,Travel,Mumbai,Web,2300,0 -1069,1773.76,42222,Travel,Delhi,Mobile,6015,0 -1070,1436.91,49223,Travel,Mumbai,POS,9657,0 -1071,1482.24,65333,Online,Hyderabad,POS,2964,0 -1072,1168.81,52732,Travel,Chennai,Mobile,6567,0 -1073,211.42,49420,Bills,Delhi,Web,6279,0 -1074,90.35,75504,Online,Mumbai,POS,3360,0 -1075,4938.62,2462,Food,Hyderabad,POS,3039,0 -1076,2139.44,9460,Shopping,Chennai,Web,2184,0 -1077,1922.25,9275,Food,Delhi,POS,4934,0 -1078,3398.56,13269,Shopping,Hyderabad,Web,6794,0 -1079,1092.05,65942,Food,Mumbai,POS,9172,0 -1080,4749.86,72920,Bills,Bangalore,Web,1777,0 -1081,3931.94,22553,Shopping,Bangalore,POS,4379,0 -1082,447.97,24366,Shopping,Delhi,Mobile,3418,0 -1083,2088.49,44036,Fuel,Hyderabad,POS,5077,0 -1084,4395.71,17369,Shopping,Chennai,POS,3439,0 -1085,4723.72,11795,Shopping,Hyderabad,Mobile,8804,0 -1086,2337.54,70021,Fuel,Bangalore,Mobile,6269,0 -1087,3067.44,68154,Travel,Delhi,Mobile,6587,1 -1088,836.0,30143,Travel,Mumbai,Mobile,2989,0 -1089,4955.85,29425,Fuel,Hyderabad,Web,8868,0 -1090,1159.13,75139,Online,Bangalore,Web,1944,0 -1091,4713.72,5368,Shopping,Chennai,POS,9220,0 -1092,3248.58,4621,Shopping,Delhi,POS,2897,0 -1093,3039.08,58829,Fuel,Mumbai,POS,6751,0 -1094,2563.93,60294,Fuel,Hyderabad,Web,6150,0 -1095,1154.12,14719,Online,Chennai,POS,2697,0 -1096,883.46,29227,Bills,Mumbai,POS,6885,0 -1097,1103.21,7566,Travel,Bangalore,Web,2665,0 -1098,933.0,12306,Food,Bangalore,POS,9951,0 -1099,3898.14,53822,Bills,Chennai,Web,2785,0 -1100,1751.28,24042,Travel,Bangalore,Web,6948,0 -1101,290.16,15086,Shopping,Delhi,Mobile,3607,0 -1102,4845.54,17387,Bills,Chennai,Mobile,9590,0 -1103,4419.05,27042,Fuel,Bangalore,Web,3630,0 -1104,4638.83,51618,Online,Hyderabad,Web,8660,0 -1105,4974.54,18323,Travel,Bangalore,Mobile,1238,0 -1106,870.3,18019,Online,Delhi,POS,4536,0 -1107,1981.81,75426,Travel,Mumbai,POS,4861,0 -1108,3791.43,40863,Bills,Mumbai,POS,9491,0 -1109,3480.41,10283,Shopping,Bangalore,Web,8899,0 -1110,770.33,18279,Food,Mumbai,Mobile,8145,0 -1111,4079.35,46999,Online,Bangalore,POS,6861,0 -1112,1122.98,62780,Online,Delhi,Mobile,1248,0 -1113,1119.86,22908,Food,Mumbai,Mobile,5323,0 -1114,2685.34,61584,Online,Hyderabad,Web,8101,0 -1115,2965.11,50225,Online,Bangalore,POS,3860,0 -1116,2900.85,37952,Travel,Mumbai,Mobile,1723,0 -1117,458.34,37663,Travel,Delhi,Web,1569,0 -1118,4387.43,61381,Food,Delhi,Web,9411,0 -1119,1328.73,47929,Shopping,Hyderabad,Web,3834,0 -1120,648.45,9343,Bills,Delhi,POS,8928,0 -1121,4443.85,76173,Bills,Delhi,POS,7671,0 -1122,4778.3,39791,Online,Mumbai,Web,3122,0 -1123,4310.78,29134,Shopping,Bangalore,POS,5000,0 -1124,4047.77,47101,Food,Chennai,POS,4089,0 -1125,3276.55,69443,Food,Delhi,Mobile,8165,0 -1126,2754.74,57530,Travel,Delhi,Web,8210,0 -1127,435.85,46799,Online,Chennai,Web,1049,0 -1128,2042.86,4827,Fuel,Delhi,POS,1514,0 -1129,1864.07,62653,Food,Mumbai,Web,5671,0 -1130,1299.51,13699,Online,Mumbai,Web,8749,0 -1131,3617.38,5313,Shopping,Chennai,Web,2165,0 -1132,2479.88,13598,Travel,Delhi,POS,1414,0 -1133,406.15,28807,Bills,Delhi,POS,2104,0 -1134,1101.7,70423,Shopping,Bangalore,POS,5858,0 -1135,3416.61,69390,Food,Delhi,Mobile,4356,0 -1136,381.58,45226,Food,Mumbai,Web,3416,0 -1137,4256.18,59550,Shopping,Hyderabad,Mobile,6611,0 -1138,2476.24,80072,Food,Hyderabad,POS,6465,0 -1139,2403.45,3558,Online,Hyderabad,Mobile,9395,0 -1140,2962.45,75308,Food,Hyderabad,Web,8192,0 -1141,4123.58,50113,Travel,Delhi,Web,6672,0 -1142,1739.7,52999,Online,Delhi,POS,9260,0 -1143,3390.4,55878,Fuel,Bangalore,POS,9707,0 -1144,2829.09,36343,Food,Delhi,Mobile,4563,0 -1145,1335.87,58219,Food,Hyderabad,POS,7383,0 -1146,4393.27,35186,Travel,Chennai,Mobile,9898,0 -1147,3987.33,36966,Travel,Chennai,Web,7833,0 -1148,3292.6,33769,Bills,Mumbai,Web,5752,0 -1149,4253.06,53218,Shopping,Mumbai,Web,9123,0 -1150,4336.6,19229,Shopping,Delhi,Web,4785,0 -1151,3542.11,75209,Shopping,Chennai,Web,9535,0 -1152,4185.23,27877,Travel,Hyderabad,Mobile,9727,0 -1153,3487.66,58001,Shopping,Hyderabad,Web,9546,0 -1154,3401.02,38084,Shopping,Hyderabad,Mobile,6023,0 -1155,3093.44,81780,Fuel,Delhi,Web,1982,0 -1156,3763.83,16806,Shopping,Delhi,Mobile,2345,0 -1157,793.87,37034,Food,Bangalore,Mobile,6691,0 -1158,4404.47,40317,Bills,Hyderabad,Mobile,7002,0 -1159,4359.35,55468,Travel,Hyderabad,POS,1526,0 -1160,147.21,19094,Online,Delhi,Mobile,7647,0 -1161,4129.26,57796,Bills,Delhi,Mobile,8252,0 -1162,645.22,10589,Fuel,Bangalore,Web,1930,0 -1163,1676.26,57221,Travel,Bangalore,Mobile,3282,0 -1164,3717.8,1657,Travel,Mumbai,Mobile,2946,0 -1165,804.64,39531,Food,Chennai,POS,4360,0 -1166,4090.02,52227,Bills,Hyderabad,Web,9112,0 -1167,4160.84,3164,Bills,Hyderabad,POS,3925,1 -1168,2537.83,83973,Shopping,Bangalore,POS,4625,0 -1169,32.92,41247,Food,Bangalore,POS,6469,0 -1170,1435.9,19601,Shopping,Mumbai,Mobile,2223,0 -1171,3085.02,50599,Shopping,Chennai,POS,8110,0 -1172,4905.95,71545,Travel,Mumbai,POS,5992,0 -1173,3159.44,4552,Bills,Chennai,Web,9814,0 -1174,1299.76,9417,Shopping,Hyderabad,Web,5787,0 -1175,3170.39,58579,Fuel,Mumbai,Web,7818,0 -1176,2700.39,68207,Fuel,Bangalore,Web,5726,0 -1177,3899.45,72055,Bills,Mumbai,POS,3372,0 -1178,535.8,78270,Fuel,Mumbai,Web,4299,0 -1179,3805.38,3722,Travel,Hyderabad,Mobile,7451,0 -1180,2706.79,70442,Food,Bangalore,POS,9583,0 -1181,4815.0,40031,Online,Bangalore,Web,4809,0 -1182,1710.02,79235,Shopping,Delhi,POS,3407,0 -1183,3163.48,21438,Online,Delhi,Web,5864,0 -1184,4660.21,58819,Food,Delhi,POS,6027,1 -1185,513.45,43856,Food,Hyderabad,Web,5260,0 -1186,4686.21,33576,Travel,Mumbai,Mobile,5828,0 -1187,3439.74,41938,Fuel,Bangalore,Web,9772,0 -1188,340.12,49028,Fuel,Bangalore,POS,9315,0 -1189,1505.52,59807,Food,Mumbai,POS,2874,0 -1190,3541.15,49877,Travel,Bangalore,Mobile,9715,0 -1191,337.69,43461,Travel,Mumbai,POS,4123,0 -1192,2911.27,40469,Bills,Hyderabad,Mobile,5224,0 -1193,1730.07,83136,Shopping,Hyderabad,POS,6254,0 -1194,3104.96,20435,Fuel,Hyderabad,POS,4198,0 -1195,229.66,84117,Food,Mumbai,Mobile,8082,0 -1196,4357.81,14191,Bills,Mumbai,POS,2210,0 -1197,4867.47,84726,Online,Chennai,POS,6404,0 -1198,4844.42,27386,Fuel,Bangalore,Mobile,5117,1 -1199,3748.51,31721,Shopping,Bangalore,Web,6429,0 -1200,651.3,54786,Travel,Chennai,Mobile,9689,0 -1201,3791.56,13704,Food,Chennai,POS,5758,0 -1202,123.91,56635,Fuel,Hyderabad,Web,9182,0 -1203,111.6,2123,Online,Chennai,Web,9916,0 -1204,1618.73,62993,Shopping,Mumbai,Web,1375,0 -1205,2443.73,80122,Shopping,Delhi,Mobile,8413,0 -1206,3852.27,25416,Bills,Mumbai,Web,5398,0 -1207,3416.79,1814,Fuel,Chennai,Web,4859,0 -1208,2230.07,78537,Online,Bangalore,Web,2686,0 -1209,1368.86,50258,Shopping,Mumbai,POS,6012,0 -1210,4985.63,16508,Food,Bangalore,Mobile,1256,0 -1211,2131.48,85166,Shopping,Mumbai,Mobile,4600,0 -1212,2257.48,78916,Online,Bangalore,POS,1050,0 -1213,818.96,35699,Travel,Mumbai,Web,7590,0 -1214,3974.25,46335,Travel,Bangalore,POS,8437,0 -1215,3468.72,46806,Bills,Delhi,POS,1594,0 -1216,1104.63,77853,Fuel,Hyderabad,Web,5731,0 -1217,412.82,63768,Online,Mumbai,Web,4873,0 -1218,3402.82,35739,Bills,Delhi,Mobile,6748,0 -1219,3272.9,34785,Shopping,Hyderabad,Web,6237,0 -1220,1367.02,31980,Shopping,Mumbai,POS,2476,0 -1221,4754.37,85016,Travel,Delhi,POS,5870,0 -1222,756.14,1609,Bills,Delhi,Web,9032,0 -1223,2162.24,66253,Travel,Delhi,Mobile,4020,1 -1224,4718.14,85481,Food,Chennai,POS,7066,0 -1225,2099.22,28141,Travel,Bangalore,Web,9053,0 -1226,3192.99,30009,Food,Hyderabad,Mobile,9066,0 -1227,1988.57,6782,Shopping,Bangalore,Mobile,9167,0 -1228,1371.8,25933,Bills,Bangalore,POS,5780,0 -1229,4919.9,77154,Food,Bangalore,POS,5045,0 -1230,2047.26,8307,Bills,Delhi,Mobile,3233,0 -1231,4470.6,75874,Bills,Bangalore,Mobile,9117,0 -1232,1150.54,38346,Food,Chennai,Mobile,7359,0 -1233,1066.31,50772,Fuel,Mumbai,Web,5197,0 -1234,156.64,72084,Travel,Delhi,POS,1615,0 -1235,3258.68,40149,Food,Hyderabad,Mobile,2566,0 -1236,1843.26,27526,Shopping,Mumbai,POS,3339,0 -1237,4321.93,85712,Bills,Mumbai,POS,9109,0 -1238,2366.58,68477,Online,Mumbai,POS,8374,0 -1239,4841.0,5695,Food,Bangalore,Mobile,7707,0 -1240,928.44,39169,Travel,Bangalore,Web,1378,0 -1241,4343.25,47947,Bills,Delhi,Mobile,4465,0 -1242,3883.21,47224,Fuel,Bangalore,POS,7005,0 -1243,3854.84,45865,Shopping,Bangalore,Mobile,3271,0 -1244,4224.07,25553,Fuel,Bangalore,Mobile,2007,0 -1245,3805.36,60410,Online,Delhi,POS,7800,0 -1246,3131.48,24816,Food,Delhi,POS,1109,0 -1247,657.09,55026,Bills,Chennai,Mobile,3771,0 -1248,163.6,50705,Food,Chennai,Mobile,4883,0 -1249,4604.32,61922,Travel,Chennai,Mobile,3600,0 -1250,3083.63,73914,Food,Chennai,Mobile,6518,0 -1251,3982.89,1881,Shopping,Mumbai,Web,4243,0 -1252,2408.13,39567,Online,Mumbai,Mobile,2005,0 -1253,587.42,47365,Fuel,Chennai,Web,1305,0 -1254,626.8,79211,Online,Chennai,POS,6701,0 -1255,3428.14,70122,Bills,Hyderabad,Web,1958,0 -1256,2152.1,25006,Food,Mumbai,POS,6270,0 -1257,1003.42,41198,Bills,Hyderabad,Web,8595,0 -1258,2458.48,22831,Fuel,Hyderabad,POS,4538,0 -1259,321.98,16459,Bills,Bangalore,Mobile,8020,0 -1260,2910.28,32443,Travel,Delhi,Web,2630,0 -1261,1345.7,42316,Online,Mumbai,Web,3603,0 -1262,3988.0,64486,Fuel,Chennai,POS,9258,0 -1263,1552.5,5877,Fuel,Chennai,POS,1205,0 -1264,2276.65,39553,Fuel,Delhi,Web,6691,0 -1265,59.09,4922,Shopping,Mumbai,POS,7141,0 -1266,363.16,4686,Online,Chennai,Mobile,4145,0 -1267,1963.08,32766,Bills,Chennai,Web,4120,0 -1268,2400.21,79943,Fuel,Bangalore,Mobile,7728,0 -1269,3000.5,32006,Online,Hyderabad,Web,9899,0 -1270,1459.02,31422,Fuel,Chennai,Mobile,7030,0 -1271,3475.21,12205,Travel,Mumbai,Web,1178,0 -1272,4300.75,23527,Travel,Delhi,POS,6167,0 -1273,3899.48,18443,Travel,Bangalore,Web,1112,0 -1274,199.05,16524,Food,Mumbai,Mobile,9948,0 -1275,2403.05,28202,Fuel,Bangalore,Web,9350,0 -1276,525.55,65552,Food,Hyderabad,Mobile,9977,0 -1277,1210.98,46142,Online,Chennai,Mobile,2803,0 -1278,4933.33,61692,Food,Mumbai,Mobile,3298,0 -1279,713.34,82384,Online,Delhi,POS,2542,0 -1280,2494.94,20855,Online,Hyderabad,Web,8259,0 -1281,3091.16,83747,Online,Hyderabad,Mobile,3154,0 -1282,3512.62,60372,Bills,Bangalore,POS,9766,0 -1283,2798.68,25095,Food,Hyderabad,Mobile,2381,0 -1284,49.84,38724,Bills,Mumbai,Web,6902,0 -1285,1632.98,49241,Fuel,Bangalore,POS,2222,0 -1286,2589.04,52003,Food,Hyderabad,Mobile,2501,0 -1287,440.24,68379,Fuel,Delhi,Mobile,4574,0 -1288,1753.78,15972,Fuel,Mumbai,Mobile,4729,0 -1289,166.98,22927,Online,Delhi,Web,8740,0 -1290,393.81,66630,Food,Delhi,POS,4191,0 -1291,1985.22,52347,Fuel,Bangalore,POS,8476,0 -1292,664.45,86210,Travel,Chennai,POS,2561,0 -1293,2838.14,69518,Fuel,Bangalore,Mobile,3522,0 -1294,3447.64,45283,Travel,Mumbai,POS,3391,0 -1295,4003.13,81326,Food,Mumbai,Mobile,3675,0 -1296,1001.55,12205,Bills,Bangalore,Web,3183,0 -1297,838.25,12748,Food,Chennai,POS,9468,0 -1298,523.73,21097,Bills,Bangalore,Mobile,9066,0 -1299,3182.51,3092,Bills,Mumbai,POS,3078,0 -1300,3532.67,53311,Food,Chennai,POS,5342,0 -1301,158.9,22692,Fuel,Mumbai,Web,2120,0 -1302,4681.13,23862,Shopping,Chennai,POS,6419,0 -1303,260.8,79507,Fuel,Chennai,Web,4370,0 -1304,2706.94,80152,Fuel,Bangalore,POS,2908,0 -1305,3545.59,70469,Online,Bangalore,POS,4520,0 -1306,4354.97,4926,Online,Bangalore,POS,5307,0 -1307,3570.72,3969,Fuel,Chennai,POS,5496,0 -1308,4008.84,35733,Travel,Chennai,POS,5750,0 -1309,1697.91,69855,Bills,Mumbai,POS,1497,0 -1310,4074.31,41743,Online,Delhi,Web,7991,0 -1311,401.49,39876,Fuel,Bangalore,Web,4587,0 -1312,4474.19,20323,Shopping,Mumbai,Mobile,3413,0 -1313,2738.41,16428,Travel,Mumbai,POS,4800,0 -1314,4086.67,34578,Food,Hyderabad,Web,9654,0 -1315,2262.14,64140,Fuel,Bangalore,POS,7171,0 -1316,3218.24,83829,Fuel,Mumbai,POS,4457,0 -1317,2632.49,6364,Bills,Hyderabad,Web,9464,0 -1318,3658.22,35349,Travel,Bangalore,POS,7969,0 -1319,409.07,691,Online,Chennai,Web,2150,0 -1320,302.7,66467,Online,Hyderabad,Web,8454,0 -1321,1236.27,45896,Online,Chennai,Mobile,6207,0 -1322,798.56,57062,Food,Delhi,Mobile,1018,0 -1323,4359.05,79762,Travel,Delhi,Mobile,4178,0 -1324,1096.85,13861,Travel,Delhi,Mobile,6577,0 -1325,4879.35,63928,Online,Delhi,POS,5081,0 -1326,1685.14,83231,Online,Mumbai,POS,7454,0 -1327,911.41,41347,Bills,Delhi,Mobile,9603,0 -1328,3948.7,3121,Shopping,Mumbai,Web,9933,0 -1329,3293.88,83793,Shopping,Mumbai,Web,3671,0 -1330,2491.48,28164,Fuel,Bangalore,Web,7387,0 -1331,2777.26,25491,Fuel,Mumbai,Web,7833,0 -1332,3596.29,59222,Travel,Mumbai,POS,3624,0 -1333,1143.05,23165,Travel,Delhi,Web,6499,0 -1334,4981.67,3748,Food,Mumbai,Web,1514,0 -1335,4873.99,26553,Food,Chennai,Mobile,1206,0 -1336,3251.98,60380,Shopping,Delhi,Web,1947,0 -1337,998.51,44331,Fuel,Hyderabad,POS,2828,0 -1338,3401.46,39560,Shopping,Delhi,Web,7861,0 -1339,361.92,53865,Shopping,Mumbai,Web,7094,0 -1340,154.23,46686,Fuel,Chennai,POS,7345,1 -1341,1289.16,75910,Food,Delhi,Mobile,3167,0 -1342,2313.65,4675,Bills,Chennai,POS,8979,0 -1343,4341.49,66706,Bills,Hyderabad,Mobile,6926,0 -1344,3636.12,77986,Bills,Hyderabad,Web,7532,0 -1345,3713.79,76216,Fuel,Bangalore,Mobile,6656,1 -1346,2128.04,10068,Online,Bangalore,Mobile,6943,0 -1347,1730.33,54460,Online,Delhi,Mobile,9793,0 -1348,1855.82,46418,Online,Bangalore,Web,6439,0 -1349,4938.26,26206,Travel,Chennai,Mobile,9903,0 -1350,201.51,287,Food,Bangalore,Mobile,2203,0 -1351,4335.29,22337,Food,Chennai,Web,8000,0 -1352,2893.8,20666,Travel,Bangalore,POS,7639,0 -1353,2193.64,1161,Shopping,Bangalore,POS,8689,0 -1354,3626.56,38751,Bills,Bangalore,POS,8513,0 -1355,2433.86,82063,Online,Mumbai,Web,7626,1 -1356,4367.24,14758,Bills,Mumbai,Web,8386,0 -1357,4503.61,65780,Online,Bangalore,POS,4131,0 -1358,2109.18,3178,Bills,Chennai,Mobile,8134,0 -1359,1384.86,31831,Shopping,Delhi,POS,4730,0 -1360,2962.16,2176,Bills,Hyderabad,Web,3666,0 -1361,4561.9,33654,Bills,Mumbai,Mobile,1549,0 -1362,1054.1,26627,Fuel,Bangalore,Mobile,5741,0 -1363,3115.21,52550,Bills,Hyderabad,Web,2244,0 -1364,3158.17,44910,Fuel,Mumbai,Mobile,5012,0 -1365,3665.83,58251,Food,Delhi,POS,7196,0 -1366,658.71,35422,Travel,Chennai,Web,5545,0 -1367,3579.41,11984,Bills,Bangalore,Web,7205,0 -1368,4545.25,61386,Food,Delhi,Web,8190,0 -1369,899.24,83291,Fuel,Mumbai,Web,9235,0 -1370,1188.48,7135,Bills,Bangalore,Mobile,1658,0 -1371,4857.0,320,Bills,Hyderabad,Web,7995,0 -1372,905.7,21684,Shopping,Chennai,Web,6776,0 -1373,4272.07,55913,Food,Mumbai,Mobile,6293,0 -1374,2461.9,21889,Online,Chennai,Web,2691,0 -1375,1236.91,48899,Online,Bangalore,Mobile,8735,0 -1376,4353.88,10770,Shopping,Delhi,Mobile,4130,0 -1377,2227.08,39321,Fuel,Chennai,Web,8044,0 -1378,2574.57,85962,Online,Hyderabad,POS,5533,0 -1379,1796.81,41777,Online,Mumbai,Web,6547,0 -1380,2965.16,46250,Travel,Hyderabad,POS,1967,0 -1381,818.46,73034,Food,Chennai,Mobile,2404,0 -1382,1956.02,40130,Fuel,Delhi,POS,9677,0 -1383,4847.09,81931,Bills,Delhi,Web,4630,0 -1384,1291.41,49346,Food,Hyderabad,Web,3968,0 -1385,3284.03,2537,Fuel,Bangalore,POS,8269,0 -1386,1626.63,84762,Online,Bangalore,Web,2579,0 -1387,3867.59,15216,Travel,Delhi,POS,6992,0 -1388,655.24,84149,Food,Hyderabad,Mobile,1050,0 -1389,4849.14,3009,Online,Hyderabad,POS,7452,0 -1390,2269.49,29327,Fuel,Hyderabad,POS,6153,0 -1391,1181.02,14209,Food,Chennai,POS,7023,0 -1392,368.41,48443,Bills,Bangalore,POS,5300,0 -1393,849.62,15029,Food,Bangalore,Mobile,3787,0 -1394,2599.35,67613,Online,Chennai,Mobile,3155,0 -1395,1685.68,79443,Food,Mumbai,Mobile,8019,0 -1396,4144.59,56997,Bills,Chennai,POS,6360,0 -1397,2155.01,62559,Travel,Hyderabad,Mobile,5230,0 -1398,1244.32,64892,Travel,Chennai,Web,8607,0 -1399,3086.11,70409,Online,Hyderabad,Mobile,9598,0 -1400,3534.18,8635,Fuel,Delhi,POS,5197,0 -1401,836.04,33065,Online,Hyderabad,Web,6412,0 -1402,838.93,33783,Travel,Bangalore,POS,5499,0 -1403,184.32,34152,Shopping,Chennai,Web,5909,0 -1404,3682.27,58741,Shopping,Hyderabad,POS,8169,0 -1405,3319.36,51502,Food,Mumbai,POS,4262,0 -1406,2373.68,29092,Bills,Delhi,Web,3989,0 -1407,4221.01,17653,Food,Mumbai,Mobile,8654,0 -1408,4028.55,40469,Shopping,Mumbai,Web,3224,0 -1409,2927.19,59754,Travel,Mumbai,Web,6376,0 -1410,4341.49,29978,Food,Delhi,Web,3920,0 -1411,1030.0,43169,Online,Delhi,Web,8701,0 -1412,560.49,48287,Bills,Delhi,Web,7541,0 -1413,1349.48,54745,Online,Delhi,POS,6615,0 -1414,286.38,5543,Bills,Mumbai,POS,5315,0 -1415,2656.32,56392,Travel,Bangalore,Mobile,7100,0 -1416,4683.09,21067,Food,Bangalore,Mobile,3783,0 -1417,197.68,51033,Bills,Delhi,Web,3808,0 -1418,611.43,45256,Online,Chennai,Mobile,4331,0 -1419,2261.54,69345,Food,Hyderabad,Mobile,3178,0 -1420,4669.44,22191,Food,Chennai,Web,1797,0 -1421,1581.46,72742,Online,Chennai,POS,3846,0 -1422,2536.67,28992,Shopping,Chennai,POS,1929,0 -1423,208.82,81531,Bills,Bangalore,Mobile,5818,0 -1424,742.57,48803,Online,Hyderabad,POS,4091,0 -1425,4933.16,63477,Travel,Chennai,POS,3262,0 -1426,4825.63,13210,Fuel,Delhi,Mobile,8549,0 -1427,25.69,83329,Online,Bangalore,Web,4480,1 -1428,4759.11,26270,Food,Delhi,Mobile,4342,0 -1429,3195.96,62008,Food,Delhi,Mobile,7053,0 -1430,4339.72,5197,Online,Chennai,Mobile,8574,0 -1431,2274.24,7452,Fuel,Delhi,Web,8859,0 -1432,2578.46,41486,Online,Hyderabad,Web,5174,0 -1433,2444.74,14859,Fuel,Delhi,Web,8147,0 -1434,3334.65,27236,Fuel,Chennai,Web,5770,0 -1435,699.12,31899,Travel,Delhi,Mobile,6833,0 -1436,150.84,32083,Bills,Bangalore,POS,9205,0 -1437,1540.34,67708,Food,Bangalore,Mobile,8002,0 -1438,3523.7,16663,Food,Bangalore,Web,3293,0 -1439,1010.07,19053,Fuel,Mumbai,POS,3045,0 -1440,3367.49,11085,Food,Bangalore,Mobile,2037,0 -1441,4849.59,30564,Shopping,Bangalore,POS,7242,0 -1442,470.41,59095,Fuel,Mumbai,Web,9448,0 -1443,3363.34,69517,Food,Bangalore,POS,7162,0 -1444,2219.31,21153,Shopping,Chennai,POS,5073,0 -1445,4340.84,5247,Travel,Bangalore,Web,2283,0 -1446,886.57,10553,Food,Bangalore,POS,7732,0 -1447,3463.44,20811,Shopping,Mumbai,Mobile,6945,0 -1448,4190.74,6135,Online,Chennai,POS,4487,0 -1449,4723.13,5573,Bills,Delhi,Mobile,3184,0 -1450,3416.56,79267,Online,Hyderabad,POS,9550,0 -1451,2486.38,7189,Shopping,Chennai,POS,4187,0 -1452,3089.62,80077,Fuel,Delhi,Web,6495,0 -1453,4344.66,43646,Fuel,Chennai,Web,3297,0 -1454,2853.48,76623,Food,Delhi,Mobile,8097,0 -1455,152.9,53687,Online,Delhi,Web,9469,0 -1456,4654.81,68312,Fuel,Chennai,Web,4544,0 -1457,3447.94,27564,Fuel,Mumbai,Web,7831,0 -1458,3382.89,28835,Online,Chennai,Web,1391,0 -1459,1079.16,61587,Travel,Chennai,Web,1968,0 -1460,3294.77,7697,Fuel,Delhi,Mobile,6151,0 -1461,1969.93,80165,Bills,Hyderabad,Mobile,5364,0 -1462,3256.51,73922,Shopping,Delhi,Web,4307,0 -1463,533.86,17046,Food,Bangalore,Web,7125,0 -1464,3289.57,57823,Fuel,Chennai,Mobile,5370,0 -1465,4997.07,73580,Bills,Chennai,POS,5838,0 -1466,242.01,53370,Bills,Mumbai,Mobile,9277,0 -1467,4885.89,9615,Fuel,Delhi,POS,4134,0 -1468,2035.13,5060,Travel,Mumbai,Web,2054,0 -1469,4353.9,76436,Shopping,Chennai,Web,4729,0 -1470,3912.15,60519,Food,Delhi,Mobile,3669,0 -1471,2835.51,71117,Fuel,Delhi,Web,1275,0 -1472,3692.51,61158,Food,Bangalore,POS,6717,0 -1473,4392.7,34782,Online,Bangalore,POS,9022,0 -1474,2021.3,85709,Bills,Hyderabad,Mobile,9000,0 -1475,1635.84,78533,Bills,Bangalore,POS,1128,0 -1476,3338.3,58255,Fuel,Delhi,Mobile,8077,0 -1477,4039.42,72684,Fuel,Bangalore,Mobile,5326,0 -1478,3811.66,56918,Online,Hyderabad,POS,4568,0 -1479,3989.27,84284,Travel,Chennai,POS,8622,0 -1480,2178.48,79558,Fuel,Bangalore,POS,9080,0 -1481,4089.35,85549,Bills,Delhi,POS,3402,0 -1482,601.93,81422,Food,Chennai,POS,2647,0 -1483,2722.9,25256,Shopping,Delhi,POS,4556,0 -1484,29.79,30005,Food,Chennai,POS,3193,0 -1485,1623.6,6638,Travel,Delhi,Web,4104,0 -1486,1832.94,37419,Shopping,Bangalore,Mobile,5355,0 -1487,1981.47,33377,Food,Bangalore,Mobile,3134,0 -1488,3477.64,43116,Food,Hyderabad,POS,4903,0 -1489,1943.4,36634,Online,Chennai,Mobile,4613,0 -1490,2244.02,82291,Travel,Hyderabad,POS,9583,0 -1491,1188.48,23382,Bills,Mumbai,Web,3279,0 -1492,1866.89,56063,Online,Bangalore,Mobile,2152,0 -1493,1137.12,22394,Shopping,Chennai,Mobile,2294,0 -1494,366.91,67789,Bills,Hyderabad,Web,9657,0 -1495,3017.64,864,Online,Hyderabad,Web,6289,0 -1496,3341.4,40222,Travel,Mumbai,Web,4245,0 -1497,3097.83,13666,Fuel,Hyderabad,Mobile,7068,0 -1498,2318.01,20955,Fuel,Delhi,Mobile,7716,0 -1499,1899.55,81845,Shopping,Bangalore,Web,7654,0 -1500,4316.8,69590,Fuel,Hyderabad,Web,9679,0 -1501,2595.89,66471,Online,Hyderabad,Web,3938,0 -1502,2396.43,43298,Shopping,Mumbai,Web,3626,0 -1503,129.18,63108,Bills,Delhi,Web,1949,0 -1504,1706.9,48924,Travel,Hyderabad,POS,5075,0 -1505,1901.6,16709,Shopping,Bangalore,Web,2658,0 -1506,1994.72,9726,Bills,Bangalore,POS,7932,0 -1507,2901.28,60824,Shopping,Hyderabad,Mobile,9053,0 -1508,2668.48,40542,Food,Delhi,Mobile,7959,0 -1509,3039.92,20245,Food,Bangalore,POS,2817,0 -1510,3824.65,34753,Shopping,Bangalore,Web,9382,0 -1511,4065.12,79788,Fuel,Delhi,Mobile,1460,0 -1512,3590.9,21316,Food,Delhi,Web,8971,0 -1513,4777.66,84698,Travel,Hyderabad,Web,7015,0 -1514,92.14,15960,Bills,Chennai,POS,7376,0 -1515,979.69,30791,Online,Mumbai,Mobile,3521,0 -1516,38.81,25216,Food,Chennai,Mobile,4476,0 -1517,3237.73,32467,Shopping,Chennai,POS,3705,0 -1518,4490.25,64427,Fuel,Bangalore,Web,5366,0 -1519,1218.17,62047,Online,Delhi,Web,1027,0 -1520,4635.25,73290,Bills,Bangalore,Mobile,5231,0 -1521,302.28,47014,Bills,Mumbai,POS,7548,0 -1522,4672.25,4078,Food,Hyderabad,POS,4024,0 -1523,1758.76,78389,Bills,Mumbai,Web,2264,0 -1524,508.0,50519,Bills,Bangalore,Web,7587,0 -1525,2429.87,4042,Fuel,Bangalore,POS,7577,0 -1526,1284.63,49052,Fuel,Bangalore,Mobile,2251,0 -1527,1425.08,14389,Fuel,Bangalore,Web,4870,0 -1528,1537.14,68111,Shopping,Chennai,POS,2326,0 -1529,4015.33,50733,Bills,Hyderabad,POS,7177,0 -1530,2696.27,34754,Bills,Chennai,POS,1361,0 -1531,1557.23,18624,Bills,Bangalore,Mobile,2218,0 -1532,3052.06,85886,Travel,Delhi,Web,1605,0 -1533,3581.04,26681,Fuel,Chennai,Web,6959,0 -1534,1363.85,81006,Online,Bangalore,Web,2670,0 -1535,2068.33,24704,Food,Bangalore,Mobile,5443,0 -1536,610.31,7493,Online,Hyderabad,Web,2277,0 -1537,906.57,69639,Shopping,Mumbai,Web,1398,0 -1538,3405.91,54383,Shopping,Chennai,Web,3172,0 -1539,908.01,2994,Bills,Chennai,Web,3810,0 -1540,2626.29,69280,Online,Chennai,Mobile,7274,0 -1541,3545.52,47234,Bills,Bangalore,POS,6681,0 -1542,535.28,47291,Travel,Hyderabad,POS,3939,0 -1543,2836.99,5594,Shopping,Bangalore,Web,1944,0 -1544,1283.56,7371,Shopping,Bangalore,Web,6965,0 -1545,4814.67,47315,Online,Delhi,Web,7348,0 -1546,2418.24,83564,Shopping,Hyderabad,Mobile,8770,0 -1547,4030.16,79526,Travel,Chennai,Web,8099,0 -1548,2751.58,16626,Travel,Mumbai,Mobile,2196,0 -1549,218.02,86005,Travel,Chennai,Web,2212,0 -1550,3166.12,7130,Food,Bangalore,Web,1823,0 -1551,4757.07,6828,Travel,Hyderabad,POS,8084,0 -1552,3008.46,57514,Travel,Hyderabad,Web,1535,1 -1553,4096.13,52664,Food,Hyderabad,Mobile,4010,0 -1554,4421.15,17883,Bills,Delhi,POS,8537,0 -1555,1141.17,43059,Fuel,Chennai,Mobile,1949,0 -1556,1061.01,84078,Shopping,Delhi,POS,1543,0 -1557,3055.29,42932,Travel,Mumbai,Mobile,4900,0 -1558,2055.73,61269,Shopping,Bangalore,POS,5224,1 -1559,4199.47,75986,Online,Delhi,Mobile,3866,0 -1560,4500.22,85959,Shopping,Delhi,Mobile,3246,0 -1561,1767.75,2035,Bills,Bangalore,Web,2836,0 -1562,1185.12,40745,Food,Hyderabad,POS,9268,0 -1563,3902.85,17241,Shopping,Bangalore,POS,9560,0 -1564,1374.76,52975,Shopping,Chennai,Web,7976,0 -1565,4113.25,23154,Shopping,Bangalore,Mobile,1348,0 -1566,2119.27,25625,Fuel,Hyderabad,Mobile,5601,0 -1567,3338.08,44950,Fuel,Bangalore,POS,5333,0 -1568,478.58,56396,Online,Delhi,Mobile,6399,0 -1569,3119.67,13331,Food,Mumbai,POS,6696,0 -1570,2259.39,63927,Shopping,Delhi,POS,2455,1 -1571,2933.46,86226,Shopping,Mumbai,Mobile,3185,0 -1572,840.9,84719,Shopping,Bangalore,Mobile,8436,0 -1573,3684.63,63014,Shopping,Chennai,Mobile,4811,0 -1574,4314.12,39346,Fuel,Bangalore,Web,8309,0 -1575,1084.48,70411,Bills,Hyderabad,POS,9086,0 -1576,479.48,54478,Bills,Bangalore,Mobile,4682,0 -1577,119.17,12254,Online,Mumbai,Web,2846,0 -1578,3210.22,55734,Travel,Delhi,Mobile,2854,0 -1579,3035.86,28621,Food,Chennai,POS,3985,1 -1580,2733.94,76441,Bills,Bangalore,Web,3894,0 -1581,1160.5,46121,Shopping,Bangalore,POS,8496,0 -1582,1955.14,81418,Bills,Delhi,Mobile,1558,1 -1583,2972.79,60197,Online,Chennai,Mobile,3896,0 -1584,2484.34,84577,Travel,Bangalore,Mobile,2254,1 -1585,4938.94,42431,Bills,Bangalore,Web,2681,1 -1586,683.06,4837,Online,Mumbai,Web,6271,0 -1587,3476.03,83163,Fuel,Mumbai,Web,7283,0 -1588,2022.19,71232,Travel,Hyderabad,Web,9854,0 -1589,2141.57,48994,Online,Delhi,Mobile,4325,0 -1590,3588.27,79079,Bills,Chennai,Mobile,2241,0 -1591,3462.49,12615,Fuel,Bangalore,Mobile,4143,0 -1592,4956.29,1466,Online,Bangalore,Web,4037,0 -1593,642.84,30771,Online,Hyderabad,Web,9353,0 -1594,521.44,83886,Bills,Bangalore,Mobile,2781,0 -1595,3621.97,65911,Travel,Delhi,Mobile,5675,0 -1596,2892.36,20746,Fuel,Hyderabad,Web,2477,0 -1597,1371.53,60739,Shopping,Delhi,POS,8148,0 -1598,398.02,73369,Food,Hyderabad,Mobile,8551,0 -1599,429.21,1893,Travel,Bangalore,Mobile,1106,0 -1600,4471.06,30573,Fuel,Hyderabad,Mobile,3668,0 -1601,960.14,40874,Online,Mumbai,Web,5935,0 -1602,1617.53,77362,Fuel,Chennai,Mobile,8270,0 -1603,1134.06,33367,Food,Bangalore,Mobile,2164,0 -1604,1775.63,21199,Bills,Chennai,Mobile,2157,0 -1605,348.05,74328,Food,Bangalore,Mobile,3246,0 -1606,2595.78,57724,Shopping,Chennai,Mobile,7653,0 -1607,339.0,86133,Shopping,Mumbai,POS,9858,0 -1608,4001.98,36405,Food,Chennai,POS,8649,0 -1609,1169.33,15989,Travel,Hyderabad,Mobile,1511,0 -1610,2700.52,28931,Travel,Chennai,Mobile,9441,0 -1611,4400.52,9290,Online,Bangalore,Mobile,1888,0 -1612,3254.74,38367,Shopping,Delhi,Mobile,8983,0 -1613,2665.26,79878,Online,Chennai,Web,9791,0 -1614,1622.34,79481,Shopping,Chennai,Web,4022,0 -1615,1665.68,76298,Food,Chennai,Web,3530,0 -1616,3347.77,30133,Travel,Bangalore,POS,7315,0 -1617,4970.7,27052,Travel,Chennai,Mobile,3064,0 -1618,3309.53,85489,Food,Bangalore,Web,6413,0 -1619,2789.36,40475,Online,Bangalore,Mobile,7537,0 -1620,3653.52,82666,Online,Delhi,Mobile,4569,0 -1621,2326.56,57656,Fuel,Hyderabad,POS,2242,0 -1622,301.65,4633,Shopping,Bangalore,POS,5329,0 -1623,2811.92,17304,Online,Mumbai,Web,2925,1 -1624,4788.17,46546,Food,Chennai,Web,4395,0 -1625,877.34,7008,Online,Mumbai,POS,1440,0 -1626,3450.33,48291,Travel,Chennai,POS,6231,0 -1627,1005.47,27405,Shopping,Delhi,Mobile,9181,0 -1628,2679.6,36386,Bills,Bangalore,Mobile,3743,0 -1629,484.29,20827,Fuel,Hyderabad,Web,9039,0 -1630,2252.4,33040,Shopping,Bangalore,Web,9198,0 -1631,3781.06,60354,Travel,Chennai,POS,2586,0 -1632,1738.51,78543,Travel,Hyderabad,Web,1825,0 -1633,3324.89,18157,Travel,Bangalore,Mobile,4824,0 -1634,3977.45,35315,Travel,Hyderabad,POS,2268,0 -1635,4635.96,35932,Food,Chennai,Mobile,8615,0 -1636,1173.98,21164,Fuel,Delhi,POS,4436,0 -1637,1997.18,14414,Bills,Delhi,POS,9089,0 -1638,762.93,14327,Travel,Bangalore,Mobile,2310,1 -1639,4962.43,946,Travel,Mumbai,Web,1477,0 -1640,4635.08,14693,Online,Chennai,Web,9906,0 -1641,2700.25,27241,Fuel,Bangalore,Web,3162,0 -1642,4210.32,15540,Shopping,Bangalore,Web,1508,0 -1643,2605.27,72255,Fuel,Delhi,Mobile,8319,0 -1644,3118.3,64757,Fuel,Hyderabad,POS,1381,0 -1645,446.53,41203,Bills,Chennai,Mobile,2845,0 -1646,3776.6,25081,Fuel,Hyderabad,Web,8300,0 -1647,639.44,61861,Bills,Chennai,Web,9909,0 -1648,4130.51,11350,Travel,Mumbai,Mobile,8717,0 -1649,3910.36,55512,Travel,Delhi,POS,9509,1 -1650,3544.01,56809,Food,Mumbai,Mobile,5629,0 -1651,181.77,42832,Bills,Bangalore,Mobile,6704,0 -1652,1516.34,28369,Bills,Delhi,Mobile,2776,0 -1653,1316.3,31728,Shopping,Bangalore,POS,9103,0 -1654,1801.32,17576,Online,Mumbai,Mobile,3284,0 -1655,439.13,29001,Fuel,Chennai,Mobile,2244,0 -1656,4684.85,83384,Shopping,Bangalore,Web,2333,0 -1657,2769.46,390,Bills,Hyderabad,Mobile,4669,0 -1658,1528.32,45436,Shopping,Chennai,Web,2200,0 -1659,1985.51,11569,Food,Chennai,Web,2794,0 -1660,2236.57,13029,Online,Mumbai,Web,7181,0 -1661,3003.37,22490,Bills,Mumbai,POS,2454,1 -1662,2578.88,45875,Bills,Delhi,Web,2933,0 -1663,4597.04,5867,Fuel,Delhi,Mobile,1746,0 -1664,2485.32,80820,Online,Hyderabad,Mobile,8370,0 -1665,4960.8,9121,Food,Chennai,Web,8973,0 -1666,4257.27,1539,Travel,Hyderabad,Web,7827,0 -1667,1043.34,17027,Shopping,Hyderabad,Mobile,1792,0 -1668,4653.05,74229,Fuel,Mumbai,Web,7927,0 -1669,582.72,8921,Bills,Hyderabad,POS,2267,0 -1670,4087.43,50435,Travel,Hyderabad,Web,7369,0 -1671,1903.74,10310,Food,Bangalore,POS,3690,0 -1672,4389.99,63965,Online,Delhi,POS,8874,0 -1673,4340.42,69922,Shopping,Delhi,POS,1292,0 -1674,4029.82,82839,Fuel,Chennai,Web,7864,0 -1675,3950.36,12242,Bills,Delhi,POS,5022,0 -1676,1524.09,8947,Bills,Chennai,POS,2648,0 -1677,405.52,71466,Travel,Bangalore,Web,6171,0 -1678,2015.5,61816,Travel,Delhi,POS,2693,0 -1679,868.45,48785,Shopping,Bangalore,Web,7710,1 -1680,3475.06,507,Online,Delhi,Mobile,2037,0 -1681,1731.15,66972,Food,Delhi,POS,4852,0 -1682,4878.08,27151,Online,Bangalore,Web,6459,0 -1683,3205.22,11618,Online,Hyderabad,Mobile,8048,0 -1684,4112.58,74286,Online,Hyderabad,POS,7184,0 -1685,663.49,16122,Shopping,Hyderabad,POS,2161,0 -1686,4310.21,7354,Shopping,Hyderabad,Web,2029,0 -1687,4613.86,30979,Food,Delhi,Mobile,1978,0 -1688,2435.82,79376,Online,Mumbai,Web,9709,0 -1689,3031.66,52774,Shopping,Bangalore,POS,9974,0 -1690,3824.28,5037,Food,Mumbai,POS,6129,0 -1691,875.02,28633,Bills,Mumbai,POS,1137,0 -1692,2513.33,24495,Food,Chennai,POS,9945,0 -1693,1993.92,64550,Online,Hyderabad,Mobile,5808,0 -1694,732.72,81384,Fuel,Delhi,Mobile,3455,0 -1695,1838.3,36483,Online,Hyderabad,Web,8392,0 -1696,341.79,73373,Fuel,Hyderabad,Web,9771,0 -1697,130.03,34069,Food,Mumbai,Web,4266,0 -1698,676.7,7370,Bills,Chennai,POS,5649,0 -1699,4815.61,71947,Bills,Hyderabad,Web,9587,0 -1700,2748.1,39133,Shopping,Bangalore,Mobile,6253,0 -1701,4829.14,692,Bills,Bangalore,Web,6428,0 -1702,2163.06,28926,Travel,Hyderabad,Web,6985,0 -1703,1559.77,73984,Food,Mumbai,Mobile,3589,0 -1704,2531.2,43390,Shopping,Mumbai,Mobile,8176,0 -1705,2198.12,49593,Bills,Delhi,POS,4034,0 -1706,529.22,75609,Food,Chennai,Mobile,1169,0 -1707,3204.49,5209,Online,Mumbai,Mobile,4239,0 -1708,1080.97,6533,Bills,Delhi,Web,4415,0 -1709,3098.32,7211,Fuel,Bangalore,Mobile,4568,1 -1710,3251.36,9927,Food,Bangalore,POS,4484,0 -1711,760.97,77463,Shopping,Bangalore,Web,5835,0 -1712,307.69,24594,Online,Hyderabad,POS,2841,0 -1713,3904.03,74852,Travel,Chennai,Mobile,7878,0 -1714,2299.54,77713,Online,Delhi,POS,5552,0 -1715,291.76,76382,Bills,Chennai,POS,7844,0 -1716,4974.34,7933,Fuel,Hyderabad,Mobile,4026,1 -1717,289.85,40696,Online,Delhi,Mobile,7189,0 -1718,3475.48,65449,Travel,Delhi,Web,4965,0 -1719,4918.41,67616,Shopping,Mumbai,Web,8184,0 -1720,1196.66,6089,Food,Chennai,Web,6479,0 -1721,712.1,56548,Fuel,Chennai,Mobile,6380,0 -1722,607.8,26123,Travel,Mumbai,POS,2146,0 -1723,1517.07,7797,Bills,Bangalore,POS,5326,0 -1724,506.13,50013,Bills,Hyderabad,Web,1111,0 -1725,3461.11,8346,Bills,Chennai,Web,1592,0 -1726,312.4,85414,Fuel,Mumbai,Mobile,8413,0 -1727,2547.6,33672,Online,Delhi,POS,9179,0 -1728,4983.49,17653,Fuel,Mumbai,Web,2238,0 -1729,4070.04,49556,Bills,Bangalore,Mobile,6983,0 -1730,3076.48,26140,Travel,Hyderabad,Web,3794,0 -1731,1531.96,1184,Food,Bangalore,Mobile,4598,0 -1732,3119.86,34493,Food,Delhi,POS,4803,0 -1733,2635.68,44148,Fuel,Delhi,Mobile,2526,1 -1734,2130.99,24846,Bills,Delhi,Web,8909,0 -1735,654.42,22195,Shopping,Delhi,Web,2969,0 -1736,4433.13,5606,Fuel,Mumbai,POS,2502,0 -1737,2249.47,3956,Bills,Delhi,POS,5467,0 -1738,973.92,16555,Online,Delhi,Web,7407,0 -1739,1839.43,18690,Food,Mumbai,Web,9301,0 -1740,2071.23,58502,Food,Delhi,Web,3354,1 -1741,4137.86,48849,Food,Bangalore,POS,6319,0 -1742,3668.34,26347,Shopping,Bangalore,Web,1225,0 -1743,3846.76,49056,Bills,Chennai,POS,4011,0 -1744,56.15,63851,Bills,Bangalore,Web,5126,0 -1745,2081.35,81502,Bills,Hyderabad,Mobile,1613,0 -1746,2407.24,81418,Bills,Hyderabad,Mobile,1098,0 -1747,96.94,70211,Shopping,Hyderabad,Web,6458,0 -1748,1299.81,41850,Travel,Mumbai,Mobile,6916,0 -1749,3801.69,78545,Fuel,Bangalore,POS,4337,0 -1750,686.41,27843,Fuel,Hyderabad,Mobile,3699,0 -1751,2677.02,62320,Bills,Chennai,Mobile,6917,0 -1752,1076.79,29793,Online,Mumbai,POS,8517,0 -1753,61.59,39516,Food,Chennai,Mobile,2019,0 -1754,1206.77,17857,Shopping,Bangalore,Mobile,4025,0 -1755,4879.39,19627,Online,Delhi,Web,4528,0 -1756,4007.88,61822,Online,Chennai,POS,4886,0 -1757,4797.92,84101,Bills,Delhi,POS,7231,0 -1758,2439.78,52248,Shopping,Mumbai,Web,6182,0 -1759,549.57,55798,Fuel,Chennai,Web,6578,0 -1760,2740.25,44116,Food,Chennai,Mobile,7729,1 -1761,2272.43,75318,Fuel,Mumbai,Mobile,7961,0 -1762,4221.94,28557,Online,Mumbai,Mobile,7013,0 -1763,491.31,71334,Food,Hyderabad,Web,1796,0 -1764,2441.72,75163,Travel,Bangalore,POS,2957,0 -1765,751.09,78002,Online,Chennai,Mobile,4066,0 -1766,1624.05,42614,Fuel,Chennai,Web,3680,0 -1767,3687.05,12720,Fuel,Mumbai,POS,5441,0 -1768,2380.61,57608,Bills,Mumbai,Web,3948,0 -1769,1880.07,72095,Fuel,Bangalore,Mobile,4731,1 -1770,1972.99,84694,Shopping,Mumbai,Web,2101,1 -1771,2297.77,35892,Online,Delhi,Web,6484,0 -1772,3925.3,77242,Food,Delhi,Web,5231,0 -1773,4460.53,77606,Fuel,Delhi,Web,9983,0 -1774,4776.72,924,Bills,Delhi,POS,1981,0 -1775,3934.73,51322,Bills,Bangalore,Mobile,6170,0 -1776,1577.72,26478,Fuel,Chennai,POS,9935,1 -1777,3440.99,71042,Shopping,Delhi,Web,3431,0 -1778,2188.58,46418,Bills,Mumbai,Web,9566,0 -1779,1274.1,62217,Food,Delhi,Mobile,7349,0 -1780,4204.52,80846,Online,Bangalore,Mobile,4897,0 -1781,193.09,73762,Travel,Mumbai,POS,8548,0 -1782,4508.91,11781,Shopping,Delhi,POS,2991,0 -1783,2307.93,5515,Bills,Chennai,Mobile,3928,0 -1784,3186.37,36133,Online,Mumbai,POS,6430,1 -1785,3297.11,82508,Travel,Mumbai,Web,4446,0 -1786,4475.69,76946,Fuel,Chennai,Web,7775,0 -1787,3183.71,85058,Fuel,Mumbai,Mobile,9783,0 -1788,3070.05,9095,Food,Delhi,POS,6161,0 -1789,334.19,20470,Travel,Mumbai,Web,3569,0 -1790,2592.52,43129,Fuel,Delhi,Mobile,3872,0 -1791,751.69,8531,Fuel,Chennai,POS,2335,0 -1792,3687.43,37038,Bills,Hyderabad,Web,6413,0 -1793,2561.6,42674,Food,Chennai,POS,1112,0 -1794,3401.46,82476,Online,Delhi,POS,4772,0 -1795,209.32,29831,Fuel,Bangalore,POS,6294,0 -1796,424.88,57174,Shopping,Chennai,Mobile,2987,0 -1797,3581.9,11279,Shopping,Bangalore,Web,5829,0 -1798,361.35,38220,Online,Bangalore,Mobile,2985,0 -1799,357.21,60610,Travel,Delhi,Web,6091,0 -1800,61.53,52719,Food,Delhi,Web,1252,0 -1801,4782.55,53051,Bills,Hyderabad,Mobile,9315,0 -1802,3687.8,72013,Shopping,Mumbai,Mobile,1623,0 -1803,1766.9,56652,Shopping,Chennai,Web,4156,0 -1804,1483.38,65524,Online,Delhi,Web,4389,0 -1805,1749.17,82936,Travel,Chennai,Web,4417,0 -1806,3873.49,6470,Travel,Bangalore,POS,3945,0 -1807,3307.19,67598,Online,Mumbai,Web,9632,0 -1808,926.79,41798,Shopping,Hyderabad,Mobile,3092,0 -1809,871.37,53473,Food,Chennai,Mobile,3705,0 -1810,492.88,19880,Shopping,Mumbai,Mobile,4759,0 -1811,3301.85,44439,Travel,Hyderabad,Web,6112,0 -1812,3822.1,14308,Bills,Chennai,Web,1553,0 -1813,1325.97,35081,Shopping,Mumbai,POS,5904,0 -1814,105.7,75242,Food,Delhi,POS,2112,0 -1815,411.78,50383,Fuel,Chennai,Mobile,3777,0 -1816,4839.33,9837,Shopping,Mumbai,POS,8097,0 -1817,1477.93,52151,Online,Hyderabad,POS,2314,0 -1818,3846.35,36824,Fuel,Mumbai,Mobile,4493,0 -1819,3123.69,33073,Online,Delhi,Web,9290,0 -1820,1910.32,26299,Online,Chennai,POS,8473,0 -1821,1029.23,58861,Online,Chennai,Web,8015,1 -1822,607.81,30063,Shopping,Chennai,Mobile,6710,0 -1823,3075.45,69453,Travel,Delhi,Mobile,2222,0 -1824,3873.39,68472,Fuel,Hyderabad,POS,5583,0 -1825,3219.88,14506,Food,Chennai,Mobile,6520,0 -1826,2651.98,79854,Travel,Hyderabad,Mobile,8872,0 -1827,210.71,26026,Shopping,Mumbai,Mobile,9668,0 -1828,4842.48,27672,Online,Hyderabad,POS,6431,0 -1829,3993.77,38417,Food,Hyderabad,POS,2705,0 -1830,1464.82,52413,Fuel,Chennai,POS,1517,0 -1831,4899.87,65066,Travel,Bangalore,Mobile,2220,0 -1832,3009.81,59213,Bills,Bangalore,Web,3506,1 -1833,2912.53,50971,Travel,Delhi,Mobile,5325,0 -1834,3740.62,27281,Food,Delhi,POS,6479,0 -1835,4059.04,28091,Shopping,Bangalore,Web,8436,0 -1836,3282.74,50494,Fuel,Mumbai,Web,4090,0 -1837,641.35,18610,Food,Chennai,POS,7497,0 -1838,1692.0,1079,Online,Chennai,Web,6168,0 -1839,4640.49,46751,Fuel,Mumbai,Web,7993,0 -1840,1123.85,86126,Travel,Mumbai,POS,1973,0 -1841,1861.46,55432,Food,Bangalore,Web,6277,0 -1842,2160.95,30951,Travel,Delhi,Web,9257,0 -1843,2197.59,80863,Travel,Mumbai,POS,7092,0 -1844,3065.08,78291,Travel,Delhi,Web,3906,0 -1845,4715.44,59872,Shopping,Hyderabad,Web,1570,0 -1846,1204.22,7235,Travel,Chennai,Web,1307,0 -1847,608.39,82733,Online,Bangalore,Web,4742,0 -1848,988.15,62712,Online,Chennai,POS,9974,0 -1849,4434.74,21473,Fuel,Bangalore,Mobile,1765,0 -1850,3229.41,67567,Bills,Hyderabad,Mobile,9964,0 -1851,1430.25,79823,Travel,Chennai,Web,8814,0 -1852,4079.92,32230,Travel,Hyderabad,POS,8735,1 -1853,4306.99,84573,Food,Bangalore,POS,9036,0 -1854,4232.73,68876,Shopping,Mumbai,Web,8596,0 -1855,4594.71,40644,Bills,Chennai,Mobile,1539,0 -1856,1261.95,48664,Fuel,Hyderabad,Web,8985,0 -1857,3775.45,45203,Bills,Chennai,POS,3049,0 -1858,2303.24,66677,Travel,Chennai,POS,4283,0 -1859,4210.15,25425,Food,Chennai,Mobile,5675,0 -1860,3642.72,84817,Shopping,Delhi,POS,2663,0 -1861,3882.46,85961,Fuel,Hyderabad,POS,7476,0 -1862,3281.15,69806,Bills,Hyderabad,POS,4439,0 -1863,887.97,42814,Fuel,Chennai,Mobile,9697,0 -1864,2725.59,70219,Travel,Mumbai,POS,8143,0 -1865,4923.36,49646,Fuel,Chennai,Web,4247,0 -1866,4687.0,39884,Food,Delhi,Mobile,4500,0 -1867,216.83,69322,Fuel,Bangalore,Web,2910,0 -1868,824.91,21650,Online,Delhi,Web,1732,0 -1869,659.51,9190,Food,Mumbai,Mobile,4513,0 -1870,3630.17,38196,Bills,Chennai,Web,5609,0 -1871,4089.11,39449,Shopping,Hyderabad,Mobile,5456,0 -1872,1068.34,39661,Shopping,Chennai,Web,4335,0 -1873,2529.76,29709,Travel,Mumbai,Mobile,9168,0 -1874,4203.67,80428,Travel,Hyderabad,POS,8056,0 -1875,3664.27,75179,Online,Delhi,POS,3753,0 -1876,2711.64,9943,Bills,Bangalore,Web,2372,0 -1877,2952.15,43240,Shopping,Bangalore,POS,4376,0 -1878,2542.29,45760,Shopping,Chennai,Mobile,9481,0 -1879,1488.44,21042,Shopping,Delhi,Web,1063,0 -1880,2825.54,43894,Shopping,Mumbai,POS,4945,0 -1881,3444.74,6869,Fuel,Bangalore,POS,1329,0 -1882,4366.74,61078,Bills,Delhi,Web,5858,0 -1883,3181.82,56759,Food,Chennai,POS,2963,0 -1884,3805.85,44306,Food,Hyderabad,POS,4088,0 -1885,801.2,55371,Online,Chennai,Web,1140,0 -1886,2308.33,20918,Fuel,Chennai,POS,5539,0 -1887,47.65,28379,Shopping,Delhi,POS,3473,0 -1888,1234.15,83232,Shopping,Bangalore,POS,6594,1 -1889,3632.58,2962,Travel,Delhi,POS,4903,0 -1890,4959.06,13851,Travel,Hyderabad,Web,6364,0 -1891,496.79,45747,Online,Delhi,Mobile,1449,0 -1892,2008.07,52349,Shopping,Mumbai,Mobile,5446,0 -1893,4000.55,70832,Online,Chennai,POS,5694,0 -1894,1020.97,56356,Fuel,Bangalore,POS,5806,0 -1895,2775.87,14745,Food,Hyderabad,Mobile,1869,0 -1896,3665.62,5730,Shopping,Chennai,POS,7079,0 -1897,3080.31,13921,Bills,Delhi,Mobile,8307,0 -1898,940.94,71138,Fuel,Mumbai,Web,4659,0 -1899,1777.57,83111,Shopping,Delhi,Web,4602,0 -1900,3919.18,19023,Bills,Chennai,Web,9584,0 -1901,2771.58,45349,Travel,Hyderabad,Web,3448,1 -1902,27.14,81533,Online,Bangalore,Web,8592,0 -1903,3805.19,83286,Travel,Chennai,Web,3953,0 -1904,177.52,41979,Food,Hyderabad,Mobile,6131,0 -1905,3728.92,22837,Travel,Chennai,POS,2358,0 -1906,1013.2,14997,Shopping,Mumbai,Mobile,9219,0 -1907,4790.41,45039,Bills,Delhi,Web,1387,0 -1908,1840.34,20923,Travel,Bangalore,POS,1832,0 -1909,1635.33,8876,Shopping,Hyderabad,POS,9441,0 -1910,745.29,60973,Food,Bangalore,Web,5193,0 -1911,1528.72,2887,Bills,Bangalore,Web,2838,0 -1912,4383.38,63723,Travel,Bangalore,Web,1891,0 -1913,4981.68,42422,Online,Hyderabad,Web,6588,0 -1914,1842.18,51413,Online,Hyderabad,Web,2305,0 -1915,2243.6,2841,Bills,Bangalore,Web,6283,0 -1916,3610.63,28756,Online,Delhi,POS,5548,0 -1917,4431.09,71576,Travel,Chennai,Web,5192,0 -1918,2965.63,10304,Travel,Bangalore,Web,7452,0 -1919,1958.24,30341,Bills,Mumbai,POS,9453,1 -1920,2063.7,4758,Travel,Bangalore,Mobile,3340,0 -1921,3478.4,17010,Shopping,Hyderabad,Web,2793,1 -1922,17.09,60758,Food,Chennai,POS,7394,0 -1923,3098.33,31658,Online,Mumbai,POS,1324,0 -1924,1778.11,49002,Shopping,Chennai,Mobile,8848,0 -1925,3971.19,1375,Bills,Chennai,Web,9114,0 -1926,465.86,22092,Online,Mumbai,Web,7644,0 -1927,2941.42,490,Shopping,Bangalore,Web,5782,0 -1928,2405.38,3729,Travel,Bangalore,POS,4137,0 -1929,3211.99,5974,Bills,Bangalore,Web,4898,0 -1930,325.2,85216,Bills,Delhi,Web,1835,0 -1931,2900.34,83860,Online,Bangalore,Web,5154,0 -1932,2807.86,21398,Travel,Mumbai,Web,3778,0 -1933,2803.74,34650,Online,Delhi,Mobile,7409,0 -1934,3017.83,21292,Fuel,Bangalore,Mobile,5313,0 -1935,3382.66,3159,Shopping,Delhi,Mobile,6646,0 -1936,4025.14,62766,Fuel,Mumbai,Web,8608,0 -1937,1349.83,17065,Shopping,Bangalore,Web,4721,0 -1938,4125.42,21638,Food,Hyderabad,POS,8911,0 -1939,2491.78,1073,Bills,Mumbai,POS,2671,0 -1940,386.21,46511,Online,Chennai,POS,1916,0 -1941,293.7,84307,Food,Chennai,Web,6588,0 -1942,1671.86,29320,Food,Mumbai,Mobile,7496,0 -1943,3924.7,69876,Bills,Chennai,Mobile,2836,0 -1944,3538.7,34924,Bills,Mumbai,Mobile,3138,0 -1945,3943.29,81720,Shopping,Hyderabad,Web,5007,0 -1946,2586.83,40734,Fuel,Mumbai,Mobile,2905,0 -1947,2201.55,68116,Travel,Bangalore,POS,4989,0 -1948,738.12,40025,Shopping,Bangalore,POS,4485,0 -1949,1641.64,2159,Travel,Delhi,Mobile,5797,0 -1950,2170.66,48940,Food,Chennai,POS,3732,0 -1951,443.91,79436,Travel,Chennai,Mobile,8714,0 -1952,1103.84,76976,Fuel,Mumbai,Mobile,2321,0 -1953,2991.53,14678,Shopping,Chennai,POS,4354,0 -1954,3678.58,61075,Bills,Bangalore,POS,8101,0 -1955,4991.74,47204,Fuel,Hyderabad,POS,5743,0 -1956,4665.63,12021,Fuel,Mumbai,POS,9951,0 -1957,3213.18,6772,Shopping,Chennai,Mobile,8014,0 -1958,2106.82,67163,Bills,Bangalore,POS,4412,0 -1959,3181.25,73755,Fuel,Delhi,POS,8825,0 -1960,3928.47,23464,Bills,Chennai,Web,2357,0 -1961,592.56,51137,Online,Hyderabad,POS,4481,0 -1962,2050.11,30232,Online,Hyderabad,POS,2766,0 -1963,4199.17,61497,Online,Chennai,Mobile,9219,1 -1964,1919.78,74024,Travel,Chennai,Mobile,8163,0 -1965,2859.79,51448,Fuel,Bangalore,Web,3470,1 -1966,2939.26,84517,Shopping,Chennai,POS,1159,0 -1967,923.2,901,Shopping,Delhi,POS,3892,0 -1968,1811.81,83597,Travel,Bangalore,POS,6326,0 -1969,1673.22,2881,Shopping,Mumbai,POS,5113,0 -1970,131.96,29863,Online,Delhi,POS,8749,0 -1971,121.93,5622,Fuel,Bangalore,POS,8798,0 -1972,4158.65,1378,Shopping,Bangalore,Web,5999,0 -1973,1366.08,83168,Shopping,Hyderabad,POS,2570,0 -1974,2590.88,71186,Food,Bangalore,POS,4405,0 -1975,1494.33,45201,Food,Delhi,POS,6527,0 -1976,4703.46,59251,Food,Chennai,Web,6848,0 -1977,1297.22,72572,Fuel,Delhi,POS,7817,0 -1978,2148.85,39255,Online,Mumbai,Web,2627,0 -1979,4363.78,63212,Bills,Bangalore,Mobile,7143,0 -1980,4209.83,50210,Online,Bangalore,POS,9396,0 -1981,931.32,22499,Online,Bangalore,Web,7558,0 -1982,4013.41,51628,Fuel,Bangalore,Mobile,6272,1 -1983,2291.48,61360,Fuel,Hyderabad,Web,8881,0 -1984,2415.36,4603,Food,Hyderabad,Web,9983,0 -1985,668.27,85473,Shopping,Chennai,Mobile,4747,0 -1986,403.93,12632,Travel,Bangalore,POS,2607,0 -1987,3639.97,30607,Travel,Mumbai,POS,6074,0 -1988,2482.81,65756,Bills,Chennai,Web,8153,0 -1989,2184.82,46994,Shopping,Bangalore,Mobile,7733,0 -1990,3647.81,63382,Bills,Hyderabad,POS,1066,0 -1991,3827.8,70354,Food,Mumbai,Web,9000,0 -1992,795.38,56344,Bills,Chennai,Mobile,8645,0 -1993,3051.52,53775,Shopping,Mumbai,Web,5158,0 -1994,677.64,7349,Shopping,Bangalore,Mobile,1402,0 -1995,3757.12,71154,Travel,Delhi,POS,8925,0 -1996,3285.12,27464,Food,Mumbai,POS,5166,0 -1997,4783.12,42624,Fuel,Mumbai,Web,3925,0 -1998,345.72,37344,Bills,Hyderabad,POS,3993,0 -1999,286.22,83791,Travel,Bangalore,POS,1771,0 -2000,1411.65,24299,Bills,Mumbai,Mobile,8371,0 -2001,1309.27,47975,Bills,Bangalore,POS,6713,0 -2002,1235.65,1462,Fuel,Hyderabad,Mobile,9167,0 -2003,4531.37,81441,Food,Bangalore,Mobile,2556,0 -2004,1248.48,81788,Shopping,Hyderabad,Web,2151,0 -2005,1360.48,40581,Online,Hyderabad,Mobile,6314,0 -2006,3797.23,71289,Bills,Chennai,POS,2217,0 -2007,2249.25,14175,Online,Bangalore,Mobile,4944,0 -2008,3883.78,6191,Food,Delhi,Mobile,9039,0 -2009,327.77,83434,Online,Chennai,Web,3042,0 -2010,2438.37,84518,Bills,Hyderabad,POS,7303,0 -2011,169.03,80158,Fuel,Delhi,POS,9897,0 -2012,314.2,66537,Online,Mumbai,POS,3669,0 -2013,4532.28,47645,Food,Mumbai,Mobile,3113,0 -2014,697.09,23283,Food,Chennai,POS,3977,0 -2015,2662.57,59123,Fuel,Delhi,POS,5378,0 -2016,2056.07,30024,Online,Bangalore,Mobile,8227,0 -2017,1737.37,49630,Online,Delhi,Web,7261,0 -2018,4499.27,30734,Shopping,Chennai,Web,1422,0 -2019,110.1,515,Travel,Bangalore,Mobile,9722,0 -2020,3319.28,66727,Food,Bangalore,Web,1090,0 -2021,4817.01,46216,Shopping,Mumbai,Web,4372,1 -2022,2801.28,71833,Food,Delhi,Web,7036,0 -2023,4684.18,58755,Shopping,Bangalore,POS,2942,0 -2024,262.24,27856,Travel,Chennai,Web,4805,0 -2025,2094.55,73870,Shopping,Mumbai,POS,1097,0 -2026,1301.53,24162,Food,Bangalore,Web,2479,0 -2027,3654.37,6008,Online,Delhi,POS,5626,0 -2028,4906.5,7987,Food,Mumbai,Mobile,6147,0 -2029,1283.39,62532,Bills,Delhi,Mobile,4647,0 -2030,3271.22,3332,Fuel,Delhi,Web,6443,0 -2031,991.29,66323,Fuel,Delhi,POS,1079,0 -2032,2827.09,38990,Bills,Mumbai,Mobile,6577,0 -2033,2320.2,9873,Fuel,Bangalore,Mobile,3223,0 -2034,4860.05,82542,Fuel,Hyderabad,Mobile,3569,0 -2035,3043.03,85761,Travel,Bangalore,Mobile,5518,0 -2036,1748.18,36444,Online,Mumbai,Web,2123,0 -2037,571.36,35340,Online,Hyderabad,POS,3623,0 -2038,757.08,5033,Food,Hyderabad,Mobile,2403,0 -2039,1127.36,73324,Bills,Hyderabad,Web,3578,0 -2040,1255.58,15689,Shopping,Chennai,Mobile,1331,0 -2041,4253.23,66,Food,Mumbai,Mobile,8485,0 -2042,2806.55,45246,Food,Chennai,Mobile,1739,0 -2043,2617.43,7533,Food,Hyderabad,Mobile,9233,0 -2044,574.73,80639,Food,Chennai,Web,5980,0 -2045,4300.84,70152,Online,Chennai,POS,4878,0 -2046,3614.35,59658,Shopping,Mumbai,Web,2949,0 -2047,339.27,38498,Food,Delhi,Web,4460,0 -2048,3539.47,11772,Online,Chennai,Web,3128,0 -2049,2718.15,49036,Food,Chennai,Mobile,5497,0 -2050,409.55,58531,Fuel,Hyderabad,POS,3154,0 -2051,2292.04,12940,Food,Hyderabad,Mobile,6230,0 -2052,2424.0,16932,Bills,Hyderabad,Web,8444,1 -2053,829.71,56827,Bills,Bangalore,Mobile,2237,0 -2054,4728.55,61431,Food,Chennai,POS,9697,1 -2055,4250.03,24648,Travel,Hyderabad,POS,6240,0 -2056,3345.44,32966,Fuel,Mumbai,Mobile,5815,0 -2057,2312.02,27777,Shopping,Bangalore,Web,1256,0 -2058,2059.42,32567,Food,Delhi,Mobile,2720,0 -2059,3255.22,17174,Shopping,Chennai,Web,8347,0 -2060,2727.61,42598,Fuel,Chennai,POS,8076,0 -2061,312.3,59199,Food,Mumbai,Mobile,2071,0 -2062,2563.0,13798,Travel,Delhi,POS,2622,0 -2063,4032.21,65364,Online,Delhi,Web,3066,0 -2064,2296.74,17558,Travel,Bangalore,Web,9642,0 -2065,260.73,61084,Travel,Chennai,Mobile,1897,0 -2066,3931.6,44237,Online,Hyderabad,Mobile,6175,0 -2067,1007.62,65497,Online,Mumbai,Mobile,9273,0 -2068,1293.85,178,Bills,Mumbai,POS,9928,0 -2069,824.37,86006,Online,Mumbai,Web,5174,0 -2070,1651.75,17118,Food,Mumbai,Web,6781,0 -2071,3784.0,22616,Shopping,Hyderabad,POS,4944,0 -2072,2597.41,798,Bills,Hyderabad,Mobile,7426,0 -2073,1025.2,7601,Bills,Bangalore,Mobile,6435,0 -2074,4389.27,25363,Shopping,Chennai,POS,3935,0 -2075,4398.03,2795,Bills,Hyderabad,Web,6833,0 -2076,4353.02,45264,Online,Bangalore,Web,9088,0 -2077,1194.74,72833,Travel,Delhi,Web,1461,0 -2078,2256.75,3084,Fuel,Chennai,Web,1116,0 -2079,4924.96,76646,Online,Hyderabad,POS,6785,0 -2080,3860.29,731,Travel,Delhi,Web,7507,0 -2081,136.81,1129,Travel,Bangalore,POS,6830,0 -2082,326.96,28022,Bills,Hyderabad,Mobile,5561,0 -2083,2320.19,1605,Food,Hyderabad,POS,9127,0 -2084,4546.19,77506,Food,Delhi,Web,1659,0 -2085,2693.97,44130,Bills,Hyderabad,Mobile,3122,0 -2086,2489.56,29265,Bills,Mumbai,POS,2586,0 -2087,528.26,32330,Shopping,Hyderabad,POS,5682,0 -2088,3284.24,68469,Shopping,Chennai,POS,7799,0 -2089,4110.69,15187,Fuel,Delhi,Mobile,9826,0 -2090,1902.72,25791,Fuel,Chennai,POS,7987,0 -2091,3878.28,70610,Fuel,Bangalore,Web,8975,0 -2092,4822.42,39867,Fuel,Chennai,Mobile,3882,0 -2093,1019.63,893,Travel,Mumbai,Mobile,6249,0 -2094,2617.12,19773,Travel,Mumbai,POS,3811,0 -2095,1436.4,4239,Shopping,Chennai,Web,6527,1 -2096,3964.48,20863,Food,Bangalore,Mobile,2884,0 -2097,2888.39,51415,Bills,Hyderabad,POS,9813,0 -2098,3173.28,68968,Food,Mumbai,Web,6073,0 -2099,3989.77,60430,Online,Chennai,POS,6416,0 -2100,1980.46,1515,Travel,Chennai,POS,6800,0 -2101,4575.54,14605,Fuel,Chennai,Mobile,7895,0 -2102,2665.61,56240,Fuel,Hyderabad,Mobile,7315,0 -2103,790.62,5586,Online,Delhi,POS,5930,0 -2104,3479.8,31186,Food,Bangalore,Mobile,3365,0 -2105,3966.51,26928,Fuel,Delhi,Mobile,1854,0 -2106,1584.49,83087,Food,Bangalore,Web,3728,0 -2107,4286.04,20711,Bills,Bangalore,Web,1915,0 -2108,4530.81,54962,Online,Chennai,POS,8173,0 -2109,1385.25,20039,Food,Mumbai,POS,5938,0 -2110,4917.62,36561,Bills,Chennai,POS,1131,0 -2111,704.42,75483,Food,Hyderabad,POS,4593,0 -2112,1010.88,81395,Food,Bangalore,Web,1293,1 -2113,921.94,1577,Fuel,Mumbai,Mobile,4685,0 -2114,4470.05,28350,Shopping,Bangalore,Web,9016,0 -2115,3271.81,33798,Travel,Bangalore,POS,8762,0 -2116,761.37,81417,Food,Chennai,POS,7846,0 -2117,2202.18,10785,Food,Mumbai,Web,8584,0 -2118,3076.87,72227,Food,Mumbai,Web,8310,0 -2119,418.24,61957,Shopping,Bangalore,POS,6356,1 -2120,4412.2,65431,Bills,Mumbai,Mobile,1286,0 -2121,4018.21,17297,Online,Mumbai,POS,9641,0 -2122,2526.53,71894,Fuel,Chennai,Web,7586,0 -2123,4835.67,63772,Shopping,Delhi,POS,6303,0 -2124,2089.39,19581,Bills,Hyderabad,POS,4116,0 -2125,4920.57,55192,Food,Delhi,Mobile,6874,0 -2126,3339.93,1462,Bills,Mumbai,POS,7970,0 -2127,3173.72,64173,Shopping,Bangalore,POS,9148,0 -2128,830.61,15511,Shopping,Hyderabad,POS,9444,0 -2129,4409.76,76106,Shopping,Hyderabad,Web,2235,0 -2130,2138.02,48665,Online,Bangalore,Web,1999,0 -2131,812.0,44414,Travel,Hyderabad,Mobile,4760,0 -2132,64.02,81010,Fuel,Bangalore,POS,5116,0 -2133,2799.22,72573,Online,Hyderabad,Web,5411,0 -2134,2637.47,13386,Online,Delhi,Mobile,6557,1 -2135,3597.05,54460,Travel,Hyderabad,POS,6352,0 -2136,4451.4,6221,Online,Chennai,Mobile,4683,0 -2137,397.95,23474,Shopping,Bangalore,Mobile,3261,0 -2138,3657.75,21045,Shopping,Hyderabad,Mobile,2853,0 -2139,937.87,4922,Bills,Bangalore,Mobile,9791,0 -2140,4291.03,22706,Food,Chennai,Mobile,7895,0 -2141,4095.5,42771,Online,Hyderabad,Mobile,3990,1 -2142,2704.43,52335,Food,Hyderabad,Mobile,1862,0 -2143,3551.5,52949,Fuel,Chennai,POS,5527,0 -2144,1572.44,70714,Shopping,Chennai,POS,2219,0 -2145,2356.37,15240,Bills,Chennai,Mobile,4795,0 -2146,4108.36,2716,Fuel,Bangalore,POS,1527,0 -2147,2296.87,16574,Bills,Chennai,Mobile,8369,0 -2148,1789.63,83255,Travel,Bangalore,POS,3922,0 -2149,2471.57,73717,Shopping,Delhi,Web,6849,0 -2150,4141.42,44066,Fuel,Hyderabad,Mobile,2162,0 -2151,1676.71,61826,Travel,Hyderabad,Web,1846,0 -2152,869.63,20213,Fuel,Mumbai,Mobile,7959,0 -2153,3560.36,71916,Bills,Delhi,Mobile,4086,0 -2154,4130.07,66151,Travel,Chennai,Web,4283,0 -2155,504.09,50906,Travel,Chennai,Web,4323,0 -2156,1200.13,463,Shopping,Delhi,Web,1445,0 -2157,710.72,31973,Food,Chennai,Mobile,2025,0 -2158,1740.36,74694,Bills,Mumbai,Web,2359,0 -2159,2252.3,20651,Bills,Bangalore,Web,9210,0 -2160,3744.38,68694,Travel,Hyderabad,POS,7113,0 -2161,3256.09,20008,Travel,Delhi,POS,9752,0 -2162,3105.02,70474,Shopping,Hyderabad,Web,1471,0 -2163,1762.52,38185,Food,Bangalore,Web,1027,0 -2164,4207.4,74417,Bills,Delhi,Web,9751,0 -2165,2356.96,71139,Online,Bangalore,Web,4236,0 -2166,4895.55,34980,Online,Chennai,POS,4948,0 -2167,3171.08,22504,Food,Chennai,Mobile,7172,0 -2168,632.2,54970,Fuel,Chennai,Web,2979,0 -2169,3381.21,16766,Shopping,Bangalore,Web,5921,1 -2170,1626.19,11695,Food,Bangalore,POS,3326,0 -2171,3431.95,17796,Online,Bangalore,Web,3330,0 -2172,349.14,42543,Travel,Hyderabad,Web,8646,0 -2173,875.23,14559,Online,Bangalore,POS,2002,1 -2174,4278.83,33139,Travel,Chennai,Web,7448,0 -2175,1136.67,8802,Shopping,Mumbai,Web,7837,0 -2176,4185.37,73843,Travel,Bangalore,POS,7467,0 -2177,1397.1,40205,Food,Mumbai,Mobile,8354,0 -2178,3214.77,34159,Travel,Chennai,Web,3529,0 -2179,3471.06,11516,Fuel,Bangalore,Web,2430,0 -2180,2563.76,50492,Food,Hyderabad,Mobile,4912,0 -2181,1527.25,29086,Shopping,Hyderabad,POS,2532,0 -2182,1064.01,30480,Food,Mumbai,Mobile,2892,0 -2183,166.91,52091,Fuel,Hyderabad,Web,2421,0 -2184,1520.43,47766,Shopping,Hyderabad,Mobile,9582,0 -2185,3266.16,38737,Online,Hyderabad,POS,6768,1 -2186,4691.59,9265,Fuel,Chennai,Web,3818,0 -2187,4356.15,70990,Shopping,Hyderabad,POS,6617,0 -2188,3830.56,15386,Travel,Delhi,POS,2195,0 -2189,3942.45,37425,Food,Bangalore,Mobile,7229,0 -2190,3325.26,43254,Shopping,Hyderabad,Mobile,6305,0 -2191,1302.17,53634,Food,Hyderabad,POS,9077,0 -2192,4536.07,47662,Travel,Hyderabad,POS,1842,0 -2193,3353.99,75452,Shopping,Delhi,Web,6200,0 -2194,2802.64,10143,Online,Hyderabad,POS,6921,0 -2195,555.84,15581,Fuel,Hyderabad,POS,1294,0 -2196,2235.83,67443,Shopping,Bangalore,Mobile,7097,0 -2197,2302.33,29424,Travel,Delhi,POS,7412,0 -2198,4322.95,41984,Shopping,Delhi,POS,9836,0 -2199,2733.69,41505,Food,Hyderabad,Mobile,7678,0 -2200,1902.62,62699,Bills,Delhi,Web,6020,0 -2201,4884.02,26957,Shopping,Mumbai,Mobile,6743,0 -2202,554.49,25464,Online,Delhi,Mobile,1110,0 -2203,2113.32,23649,Shopping,Delhi,POS,9775,0 -2204,211.08,42065,Fuel,Delhi,POS,5864,0 -2205,3699.78,34758,Shopping,Chennai,Web,2648,0 -2206,4590.46,5596,Bills,Chennai,POS,7381,0 -2207,1400.91,16374,Food,Chennai,Web,3381,0 -2208,4291.85,3775,Shopping,Delhi,Web,1105,0 -2209,1461.8,27388,Online,Mumbai,Web,6818,0 -2210,4553.94,21029,Travel,Delhi,Web,1381,0 -2211,3770.06,83981,Shopping,Hyderabad,POS,5356,1 -2212,4024.73,53639,Shopping,Mumbai,Mobile,6918,0 -2213,91.01,14645,Fuel,Chennai,Mobile,2316,0 -2214,4814.09,31105,Online,Bangalore,POS,6454,0 -2215,3633.63,13668,Bills,Mumbai,POS,5074,0 -2216,1524.45,15960,Travel,Chennai,Web,5804,0 -2217,4147.14,11357,Food,Mumbai,POS,1906,0 -2218,1408.32,64604,Shopping,Mumbai,Mobile,8621,0 -2219,4363.9,51796,Bills,Delhi,POS,1662,0 -2220,563.79,15804,Travel,Hyderabad,POS,7718,0 -2221,3518.73,14626,Food,Bangalore,Web,9654,0 -2222,2703.95,28132,Bills,Chennai,Web,1942,0 -2223,483.58,7951,Online,Mumbai,Web,9349,0 -2224,1210.23,6449,Online,Bangalore,Web,7415,0 -2225,63.01,19065,Travel,Mumbai,Mobile,4309,0 -2226,2344.37,9130,Food,Hyderabad,POS,2326,0 -2227,1507.03,62287,Online,Bangalore,POS,3106,0 -2228,2992.19,51702,Travel,Chennai,Web,5799,0 -2229,1486.89,36993,Online,Mumbai,Mobile,9839,0 -2230,1500.3,31875,Online,Hyderabad,Mobile,3938,0 -2231,3716.22,6054,Bills,Bangalore,POS,3483,0 -2232,241.67,48517,Bills,Mumbai,Web,2375,0 -2233,4514.57,76368,Online,Mumbai,POS,8856,0 -2234,4261.47,29670,Fuel,Chennai,POS,1244,0 -2235,3339.36,49112,Bills,Hyderabad,Mobile,3348,0 -2236,2966.51,28307,Food,Delhi,Mobile,1479,0 -2237,4461.62,67087,Travel,Mumbai,POS,2935,0 -2238,927.47,47922,Travel,Bangalore,Web,6757,1 -2239,395.77,63080,Food,Chennai,Web,1087,0 -2240,1198.31,79335,Food,Chennai,POS,9764,0 -2241,3973.1,26312,Food,Mumbai,POS,1178,0 -2242,174.32,66985,Food,Mumbai,Web,1162,0 -2243,2914.45,57608,Shopping,Mumbai,Web,3640,0 -2244,4977.19,40277,Travel,Delhi,Web,3348,0 -2245,4278.62,31551,Shopping,Mumbai,POS,3421,0 -2246,2607.71,56597,Online,Hyderabad,Mobile,5298,0 -2247,319.14,45212,Online,Bangalore,Web,5142,0 -2248,4157.04,9637,Travel,Mumbai,Web,5503,0 -2249,2995.29,43258,Online,Delhi,Web,2217,0 -2250,575.55,35693,Food,Bangalore,POS,3474,0 -2251,470.19,9824,Shopping,Chennai,Mobile,1929,0 -2252,4548.22,26950,Food,Mumbai,Mobile,8958,0 -2253,3346.33,23488,Online,Bangalore,Web,9508,0 -2254,4146.6,215,Bills,Chennai,POS,2502,0 -2255,4395.02,11523,Shopping,Delhi,Mobile,1420,0 -2256,2859.29,75900,Food,Hyderabad,POS,6830,0 -2257,2587.71,68689,Travel,Mumbai,Mobile,5358,0 -2258,2152.71,23834,Food,Hyderabad,Web,2449,0 -2259,1585.42,34474,Bills,Delhi,POS,6811,0 -2260,2173.55,43066,Online,Bangalore,Web,9619,0 -2261,3869.62,10400,Shopping,Bangalore,Mobile,8871,0 -2262,3010.02,10345,Travel,Delhi,Mobile,9588,0 -2263,4462.72,33896,Shopping,Delhi,Web,9987,0 -2264,2217.46,85430,Travel,Mumbai,Mobile,1106,0 -2265,3035.84,28899,Shopping,Chennai,Web,5049,0 -2266,3156.91,28229,Online,Hyderabad,Web,9289,0 -2267,2958.89,5583,Travel,Hyderabad,Web,2903,0 -2268,3513.47,4897,Fuel,Bangalore,Mobile,8649,0 -2269,1187.93,71537,Shopping,Bangalore,POS,4570,0 -2270,2562.31,4567,Shopping,Mumbai,Web,6376,0 -2271,522.02,74807,Food,Delhi,POS,1042,0 -2272,1923.17,77239,Travel,Hyderabad,Mobile,7385,0 -2273,2438.85,13329,Bills,Mumbai,Mobile,2577,1 -2274,3261.47,71792,Fuel,Bangalore,POS,7065,0 -2275,4752.7,228,Online,Bangalore,Web,6885,0 -2276,3003.65,82214,Food,Hyderabad,Mobile,9576,0 -2277,3718.23,37052,Fuel,Bangalore,Web,4577,0 -2278,2531.82,57769,Travel,Bangalore,Web,4238,0 -2279,3170.89,46032,Fuel,Chennai,POS,6244,0 -2280,355.59,33686,Shopping,Delhi,Mobile,3134,1 -2281,1272.7,76981,Shopping,Bangalore,POS,4892,0 -2282,1809.9,63261,Food,Chennai,Mobile,5321,0 -2283,2362.99,2809,Travel,Mumbai,POS,6776,0 -2284,229.2,41785,Travel,Bangalore,Mobile,6828,0 -2285,700.98,36547,Fuel,Mumbai,Mobile,4815,0 -2286,1384.79,42818,Food,Bangalore,Mobile,1295,0 -2287,4857.69,71927,Travel,Hyderabad,Web,1413,0 -2288,1657.4,65681,Bills,Chennai,Web,6956,0 -2289,2410.72,79465,Bills,Chennai,POS,7278,0 -2290,981.29,37333,Shopping,Hyderabad,POS,7668,0 -2291,3054.29,16576,Fuel,Delhi,Mobile,9195,0 -2292,1404.14,39405,Online,Chennai,Mobile,1177,0 -2293,1035.76,73779,Shopping,Mumbai,Web,9937,0 -2294,2583.35,31601,Food,Chennai,Web,5354,0 -2295,28.52,67946,Travel,Delhi,Web,9843,0 -2296,39.31,67356,Shopping,Mumbai,POS,6914,0 -2297,1096.12,52116,Online,Mumbai,Web,6482,0 -2298,184.57,62894,Online,Hyderabad,POS,4271,0 -2299,541.02,34635,Bills,Bangalore,Web,7687,0 -2300,1694.96,7465,Food,Hyderabad,Web,6392,0 -2301,4013.13,56754,Shopping,Bangalore,Mobile,1289,0 -2302,2860.67,85119,Fuel,Hyderabad,POS,9994,0 -2303,2563.83,38871,Shopping,Bangalore,Web,9425,0 -2304,1468.15,62874,Bills,Chennai,Mobile,1407,0 -2305,4658.84,77733,Online,Mumbai,POS,1693,0 -2306,1985.68,29511,Food,Bangalore,POS,2169,0 -2307,436.38,80960,Food,Chennai,Web,9623,0 -2308,3085.72,48821,Fuel,Delhi,POS,8782,0 -2309,570.08,65776,Food,Hyderabad,Mobile,4044,0 -2310,1726.77,70167,Bills,Delhi,Mobile,6530,0 -2311,2537.55,75135,Bills,Chennai,POS,5992,0 -2312,4371.24,44462,Bills,Delhi,Mobile,4924,0 -2313,2468.24,61382,Food,Delhi,POS,7970,0 -2314,3511.59,32574,Food,Chennai,Mobile,4312,0 -2315,4964.09,41910,Bills,Mumbai,POS,5318,0 -2316,658.31,73531,Food,Bangalore,POS,2688,0 -2317,1374.38,25186,Food,Hyderabad,POS,1467,0 -2318,1973.49,22813,Online,Bangalore,Mobile,3422,0 -2319,2109.72,78812,Shopping,Hyderabad,POS,8279,0 -2320,2055.69,85525,Travel,Bangalore,POS,5507,0 -2321,4538.15,78282,Food,Delhi,Web,5721,0 -2322,3570.45,18557,Travel,Mumbai,Web,6371,0 -2323,3039.92,28060,Travel,Delhi,POS,8541,0 -2324,1547.55,58866,Online,Mumbai,Web,2486,0 -2325,4119.13,72104,Food,Chennai,POS,4749,0 -2326,4775.35,84577,Bills,Hyderabad,Web,9059,0 -2327,4106.17,6080,Travel,Hyderabad,Mobile,3503,0 -2328,8.82,13854,Food,Chennai,Mobile,8855,0 -2329,3182.37,67695,Fuel,Bangalore,POS,8055,0 -2330,256.63,27025,Bills,Chennai,POS,1399,0 -2331,1288.78,52982,Fuel,Chennai,Mobile,5382,0 -2332,298.56,41081,Fuel,Mumbai,Mobile,2539,0 -2333,3019.37,4368,Travel,Chennai,Web,9428,0 -2334,3433.26,27094,Fuel,Hyderabad,POS,8185,0 -2335,573.32,46040,Online,Delhi,Mobile,5910,0 -2336,1919.81,66766,Online,Mumbai,Mobile,5509,0 -2337,2281.73,83053,Travel,Mumbai,POS,7051,0 -2338,1845.9,23991,Food,Bangalore,Web,7152,0 -2339,606.0,1301,Shopping,Delhi,Web,9611,0 -2340,2095.32,28610,Food,Mumbai,Web,5124,0 -2341,3756.14,81463,Food,Chennai,Web,3395,0 -2342,355.97,34678,Food,Mumbai,Mobile,9852,0 -2343,401.82,24466,Food,Mumbai,POS,4950,0 -2344,1774.5,80440,Bills,Mumbai,POS,1449,0 -2345,4708.69,40875,Shopping,Bangalore,Mobile,1379,0 -2346,3343.19,26081,Bills,Mumbai,Mobile,8285,0 -2347,3393.67,24354,Fuel,Mumbai,Mobile,3301,0 -2348,1810.24,18300,Food,Bangalore,POS,8710,0 -2349,2968.71,64384,Online,Delhi,POS,6792,0 -2350,51.65,60892,Travel,Hyderabad,POS,9918,0 -2351,3180.84,35525,Travel,Bangalore,Web,8216,0 -2352,4566.52,26532,Bills,Bangalore,Mobile,5905,0 -2353,3063.25,6464,Bills,Mumbai,Mobile,6999,0 -2354,4368.62,16562,Online,Mumbai,Mobile,9607,0 -2355,3620.14,55514,Food,Hyderabad,POS,8122,1 -2356,603.67,74219,Shopping,Mumbai,Mobile,1599,0 -2357,4512.36,32634,Fuel,Chennai,Mobile,8288,0 -2358,333.15,60,Travel,Mumbai,Web,8921,1 -2359,2670.3,9269,Fuel,Mumbai,POS,2567,0 -2360,711.54,63143,Shopping,Chennai,Mobile,2094,0 -2361,59.52,23065,Bills,Hyderabad,POS,7191,0 -2362,2110.75,2895,Travel,Chennai,POS,2458,0 -2363,1475.91,80859,Fuel,Bangalore,POS,9046,0 -2364,2430.52,12352,Bills,Chennai,Web,5934,0 -2365,2886.42,49737,Shopping,Delhi,POS,2354,0 -2366,219.65,32016,Fuel,Bangalore,POS,7473,0 -2367,615.89,61304,Food,Mumbai,POS,9404,0 -2368,2793.65,11962,Bills,Bangalore,Mobile,4894,0 -2369,1716.49,33302,Shopping,Hyderabad,Web,9032,0 -2370,3646.14,85382,Fuel,Hyderabad,Mobile,3963,0 -2371,3261.81,4011,Food,Chennai,Web,4042,1 -2372,4228.18,19782,Food,Bangalore,Web,7973,0 -2373,3462.77,67691,Shopping,Mumbai,POS,8139,1 -2374,2150.23,39725,Online,Hyderabad,POS,7930,0 -2375,3365.16,9196,Travel,Mumbai,Mobile,2732,0 -2376,1377.63,43459,Shopping,Delhi,Web,8870,0 -2377,1532.26,78863,Food,Hyderabad,POS,6340,0 -2378,3945.14,32769,Food,Chennai,POS,6111,0 -2379,2232.65,24700,Shopping,Delhi,POS,4081,0 -2380,3992.1,80356,Online,Bangalore,POS,8802,0 -2381,4112.29,76427,Travel,Mumbai,Mobile,8527,0 -2382,4287.95,5269,Fuel,Hyderabad,Mobile,5868,0 -2383,4583.26,43880,Shopping,Delhi,POS,2529,0 -2384,2155.5,8320,Travel,Delhi,POS,2081,0 -2385,1595.02,49589,Travel,Hyderabad,POS,8994,0 -2386,2911.41,76276,Bills,Bangalore,POS,4531,0 -2387,1856.49,35897,Food,Bangalore,POS,1716,0 -2388,3005.77,58565,Fuel,Chennai,Web,7229,0 -2389,3528.22,30930,Shopping,Bangalore,Web,1204,0 -2390,3442.34,57233,Food,Chennai,Web,7784,0 -2391,1873.39,82821,Bills,Delhi,Web,5094,0 -2392,835.13,14380,Bills,Hyderabad,POS,6482,0 -2393,2153.22,76896,Food,Bangalore,Web,6740,0 -2394,713.83,70934,Online,Chennai,Web,8219,0 -2395,4450.6,55830,Travel,Delhi,Mobile,7154,0 -2396,1730.04,5529,Shopping,Bangalore,Web,5842,0 -2397,773.14,82987,Shopping,Mumbai,Web,9103,0 -2398,128.21,49178,Shopping,Delhi,POS,3018,0 -2399,3229.47,6937,Food,Bangalore,Web,6051,0 -2400,3184.87,39886,Online,Delhi,Web,9709,0 -2401,1703.68,49699,Fuel,Hyderabad,POS,8835,0 -2402,359.49,76396,Bills,Hyderabad,Web,2438,0 -2403,2048.73,25279,Food,Hyderabad,POS,5086,0 -2404,1556.78,38106,Fuel,Mumbai,Web,6127,0 -2405,3385.93,79737,Bills,Hyderabad,Mobile,3052,0 -2406,3029.29,40544,Bills,Mumbai,Mobile,8529,0 -2407,1823.6,8997,Online,Hyderabad,Web,8147,0 -2408,1090.24,85711,Travel,Delhi,Mobile,5368,0 -2409,4940.19,40860,Shopping,Bangalore,POS,5517,0 -2410,2270.55,3225,Fuel,Bangalore,Web,3312,0 -2411,3441.68,59470,Food,Hyderabad,POS,6577,0 -2412,703.62,63656,Fuel,Bangalore,Mobile,9973,0 -2413,2428.46,51880,Travel,Hyderabad,POS,2244,0 -2414,138.66,61078,Shopping,Hyderabad,Mobile,3416,0 -2415,2527.77,76290,Fuel,Chennai,Mobile,7490,0 -2416,4820.12,56633,Travel,Chennai,Mobile,7168,0 -2417,1921.65,26655,Food,Chennai,POS,6839,0 -2418,195.94,43601,Online,Mumbai,Mobile,9608,0 -2419,155.75,3114,Bills,Chennai,Web,9406,1 -2420,1940.55,26502,Food,Hyderabad,Mobile,8097,0 -2421,800.96,49768,Shopping,Delhi,Web,6009,1 -2422,117.74,48128,Bills,Chennai,Web,2582,0 -2423,3781.31,20028,Food,Chennai,Web,9924,0 -2424,2293.16,55565,Food,Delhi,Web,8876,0 -2425,1446.93,83123,Food,Hyderabad,POS,3427,0 -2426,4500.52,35333,Food,Mumbai,Web,6721,0 -2427,581.58,3174,Bills,Chennai,Mobile,9423,0 -2428,4779.64,35398,Shopping,Delhi,Web,5930,0 -2429,1570.52,35929,Travel,Hyderabad,Mobile,5353,0 -2430,4442.13,4321,Fuel,Bangalore,POS,8832,0 -2431,3015.11,55421,Online,Mumbai,Web,6375,0 -2432,4133.71,72635,Fuel,Delhi,Mobile,1402,0 -2433,4920.08,23760,Fuel,Delhi,POS,7567,0 -2434,1442.74,11360,Online,Delhi,POS,5865,0 -2435,4805.72,10313,Bills,Chennai,Mobile,9146,0 -2436,1948.02,85998,Shopping,Bangalore,Web,1064,0 -2437,1928.17,5801,Online,Mumbai,POS,3237,0 -2438,1702.6,14130,Shopping,Hyderabad,Mobile,8770,0 -2439,2707.5,14271,Bills,Hyderabad,Web,1172,0 -2440,771.57,16075,Fuel,Bangalore,POS,8935,0 -2441,2769.0,18984,Shopping,Delhi,Mobile,3675,0 -2442,2708.98,60942,Bills,Delhi,POS,5005,0 -2443,3809.75,12861,Bills,Delhi,POS,7544,0 -2444,4168.42,82203,Travel,Delhi,Mobile,9829,0 -2445,2202.77,71376,Online,Delhi,POS,1948,0 -2446,1512.36,61247,Travel,Bangalore,Mobile,2694,0 -2447,1297.42,69101,Fuel,Chennai,Web,5757,0 -2448,973.92,20977,Online,Mumbai,Mobile,7282,0 -2449,289.18,50617,Fuel,Delhi,Web,1142,0 -2450,1712.9,57473,Travel,Chennai,POS,7001,0 -2451,1351.97,72902,Bills,Hyderabad,Mobile,7652,0 -2452,4832.12,15630,Fuel,Bangalore,Mobile,5581,1 -2453,2788.99,20056,Online,Chennai,Mobile,6087,0 -2454,1737.04,7382,Online,Delhi,Mobile,2460,0 -2455,2902.76,55739,Fuel,Delhi,Web,4887,0 -2456,696.84,81685,Online,Delhi,Web,9484,0 -2457,2220.77,48639,Bills,Chennai,POS,1837,0 -2458,3131.55,59838,Bills,Delhi,POS,6846,0 -2459,2445.0,46041,Online,Chennai,POS,9463,0 -2460,2009.49,992,Fuel,Delhi,POS,3369,0 -2461,4969.25,72394,Travel,Hyderabad,Mobile,9997,0 -2462,4401.69,67657,Online,Hyderabad,Web,4174,0 -2463,3117.41,27160,Online,Mumbai,Web,6985,0 -2464,2847.32,45156,Online,Delhi,Web,1882,0 -2465,3103.68,51375,Online,Delhi,Web,4171,0 -2466,1007.36,19572,Fuel,Chennai,POS,3040,0 -2467,1976.29,4136,Travel,Chennai,Mobile,7732,0 -2468,198.26,61868,Travel,Delhi,Web,7372,0 -2469,2378.25,82263,Shopping,Mumbai,Mobile,6985,0 -2470,2715.58,32167,Online,Delhi,Mobile,8562,0 -2471,1139.52,15479,Online,Chennai,Mobile,6900,1 -2472,4820.18,31376,Shopping,Delhi,Mobile,8965,0 -2473,4547.36,4823,Travel,Chennai,Web,6316,0 -2474,3610.99,70456,Food,Delhi,Web,9465,0 -2475,2667.4,19585,Bills,Bangalore,Web,1589,0 -2476,4349.98,17272,Food,Chennai,POS,9774,1 -2477,654.13,26619,Travel,Mumbai,Web,6063,0 -2478,3952.76,75069,Online,Bangalore,POS,4633,0 -2479,624.98,39895,Food,Delhi,POS,2990,0 -2480,3971.26,3720,Fuel,Chennai,POS,7515,0 -2481,1379.56,19267,Fuel,Bangalore,Web,2258,0 -2482,4385.58,15696,Shopping,Mumbai,Web,3866,0 -2483,4720.27,29968,Travel,Chennai,Web,4738,0 -2484,744.83,53364,Travel,Bangalore,POS,1571,1 -2485,2313.92,23345,Food,Bangalore,POS,9736,0 -2486,4904.96,51567,Online,Bangalore,Mobile,5222,0 -2487,2417.55,61607,Travel,Hyderabad,POS,1637,0 -2488,4317.87,19385,Food,Delhi,POS,9232,0 -2489,2944.07,83658,Food,Chennai,Web,5882,0 -2490,1877.27,66900,Bills,Chennai,Mobile,5392,0 -2491,1429.63,68244,Bills,Chennai,Mobile,4672,0 -2492,1016.91,65425,Travel,Bangalore,Mobile,8257,0 -2493,3809.23,78518,Food,Delhi,Web,5711,0 -2494,1933.32,82844,Shopping,Mumbai,Mobile,6643,0 -2495,2556.87,32919,Shopping,Chennai,Mobile,1159,0 -2496,2462.14,57196,Bills,Delhi,Web,6938,0 -2497,2886.82,79401,Travel,Delhi,Mobile,1580,0 -2498,4328.02,495,Online,Hyderabad,POS,9411,0 -2499,4903.72,44755,Shopping,Chennai,POS,8586,0 -2500,2038.51,67684,Shopping,Bangalore,POS,5474,0 -2501,4137.77,33324,Bills,Delhi,POS,8073,0 -2502,3822.87,78929,Bills,Delhi,POS,6059,0 -2503,2868.07,1552,Travel,Mumbai,POS,5328,0 -2504,4780.28,51272,Bills,Hyderabad,POS,2394,0 -2505,1003.17,35853,Fuel,Delhi,POS,1921,0 -2506,547.21,32924,Food,Delhi,POS,3773,0 -2507,4269.96,74462,Shopping,Bangalore,Web,5462,0 -2508,2196.31,23889,Fuel,Bangalore,Web,5576,0 -2509,4235.0,54675,Online,Mumbai,POS,4434,0 -2510,4465.56,73591,Fuel,Mumbai,Web,7733,0 -2511,313.23,70190,Travel,Mumbai,Web,2865,0 -2512,4417.44,22634,Online,Bangalore,POS,1724,0 -2513,2242.15,32363,Online,Bangalore,POS,1711,0 -2514,2552.65,63752,Bills,Hyderabad,Web,8710,0 -2515,3133.34,77004,Fuel,Chennai,POS,6080,0 -2516,4631.99,56398,Travel,Chennai,POS,1390,1 -2517,96.56,40718,Shopping,Hyderabad,POS,5487,0 -2518,2384.74,82916,Bills,Chennai,POS,9116,0 -2519,3438.92,26870,Fuel,Bangalore,Web,7747,1 -2520,3613.81,37394,Shopping,Chennai,Mobile,7066,1 -2521,3462.97,52057,Fuel,Bangalore,Web,5494,0 -2522,673.04,79795,Bills,Hyderabad,Mobile,4572,0 -2523,1497.68,80409,Shopping,Mumbai,Mobile,8769,0 -2524,1794.22,13016,Bills,Hyderabad,Mobile,3311,0 -2525,4022.38,42137,Fuel,Chennai,Web,7773,0 -2526,1394.52,153,Online,Bangalore,Web,7905,0 -2527,1054.31,7853,Food,Chennai,Web,4642,0 -2528,4787.28,12379,Online,Chennai,Web,7338,0 -2529,45.31,15792,Bills,Mumbai,Web,3609,0 -2530,4989.11,38367,Bills,Chennai,Mobile,7240,0 -2531,3384.43,18100,Bills,Mumbai,Web,8806,0 -2532,4142.52,63456,Shopping,Bangalore,Mobile,1757,0 -2533,1473.8,11049,Travel,Bangalore,Web,6086,0 -2534,72.56,786,Bills,Mumbai,Web,7220,0 -2535,3689.61,69904,Online,Hyderabad,POS,6602,0 -2536,4170.89,30699,Food,Bangalore,Mobile,7121,0 -2537,3702.64,47691,Bills,Hyderabad,Web,9956,0 -2538,715.11,37040,Bills,Bangalore,Web,3725,0 -2539,3767.39,57986,Bills,Bangalore,Web,4368,0 -2540,3844.84,38762,Shopping,Delhi,POS,4497,0 -2541,3293.04,23600,Bills,Chennai,Mobile,9174,0 -2542,3830.81,19810,Online,Chennai,Web,6642,0 -2543,4229.76,85703,Fuel,Hyderabad,Web,9774,0 -2544,3068.41,57204,Travel,Chennai,Web,5766,0 -2545,443.93,20085,Bills,Hyderabad,POS,5633,0 -2546,2438.65,46854,Shopping,Bangalore,Web,2821,0 -2547,389.17,74797,Online,Delhi,Mobile,2185,0 -2548,2038.31,84269,Bills,Delhi,Mobile,2637,1 -2549,2036.13,39779,Shopping,Bangalore,Mobile,8236,0 -2550,330.98,56207,Fuel,Mumbai,Mobile,9380,0 -2551,1744.75,33980,Food,Mumbai,Web,2746,0 -2552,555.88,56117,Bills,Chennai,POS,6797,0 -2553,4041.37,14141,Online,Hyderabad,POS,9089,0 -2554,4738.49,9344,Shopping,Delhi,POS,3620,0 -2555,362.51,15896,Shopping,Chennai,Web,8597,1 -2556,4775.62,29813,Bills,Bangalore,POS,9002,0 -2557,2613.36,84431,Shopping,Delhi,Mobile,7107,0 -2558,1498.53,65679,Food,Hyderabad,Web,3793,0 -2559,385.23,10681,Shopping,Hyderabad,POS,3500,0 -2560,2503.62,72903,Travel,Mumbai,Mobile,9361,0 -2561,3972.78,3228,Travel,Chennai,Mobile,5925,0 -2562,3535.73,4582,Shopping,Bangalore,Web,2080,0 -2563,252.08,78683,Bills,Delhi,Web,5864,0 -2564,365.44,11397,Travel,Hyderabad,POS,5453,0 -2565,2014.96,38799,Online,Delhi,POS,3248,0 -2566,1477.16,37011,Travel,Bangalore,POS,2325,0 -2567,1162.69,79183,Shopping,Delhi,Web,4873,0 -2568,1405.74,44264,Bills,Chennai,POS,2688,0 -2569,4017.61,42317,Fuel,Mumbai,POS,3985,0 -2570,4646.21,47914,Bills,Delhi,Mobile,3076,0 -2571,2026.11,84633,Bills,Mumbai,Mobile,2461,0 -2572,4530.65,45254,Bills,Bangalore,Mobile,1072,0 -2573,1608.16,40096,Online,Mumbai,POS,7030,0 -2574,2382.71,53785,Food,Delhi,Web,5611,0 -2575,1130.92,52344,Shopping,Delhi,Mobile,3796,0 -2576,3202.74,82643,Food,Hyderabad,Web,8717,0 -2577,4894.93,68546,Fuel,Delhi,POS,5516,0 -2578,3017.86,71091,Food,Mumbai,POS,3493,0 -2579,1789.71,65603,Shopping,Hyderabad,Mobile,5231,0 -2580,3239.44,28412,Shopping,Delhi,Web,4576,0 -2581,615.48,51658,Fuel,Delhi,Mobile,9100,1 -2582,4443.41,49549,Shopping,Bangalore,POS,6728,0 -2583,2515.92,11549,Fuel,Hyderabad,Web,1032,0 -2584,2247.3,71216,Fuel,Bangalore,Mobile,5373,0 -2585,2929.74,25739,Shopping,Bangalore,POS,4598,0 -2586,3124.29,21209,Travel,Bangalore,Mobile,3392,0 -2587,359.81,15116,Fuel,Chennai,Web,7705,0 -2588,3413.4,20045,Shopping,Bangalore,Web,7790,0 -2589,1210.42,26327,Travel,Mumbai,Web,3677,0 -2590,3570.05,35709,Fuel,Delhi,Web,2401,0 -2591,4112.85,43617,Travel,Chennai,Web,1817,0 -2592,4019.99,60139,Online,Bangalore,Mobile,7203,0 -2593,2762.95,26905,Bills,Delhi,Mobile,5562,0 -2594,2601.33,64148,Online,Hyderabad,Mobile,5723,0 -2595,715.24,72603,Travel,Hyderabad,Mobile,3438,0 -2596,3876.96,42919,Fuel,Delhi,POS,7828,0 -2597,1357.78,83521,Shopping,Mumbai,POS,2210,0 -2598,2483.98,83400,Food,Delhi,Mobile,7641,0 -2599,1422.09,58446,Shopping,Delhi,POS,1599,0 -2600,670.01,52428,Food,Chennai,POS,6480,0 -2601,3148.16,47894,Food,Hyderabad,Web,2846,0 -2602,272.61,81149,Fuel,Hyderabad,Mobile,7592,0 -2603,3743.48,6447,Travel,Bangalore,POS,8861,0 -2604,1588.62,5499,Shopping,Delhi,POS,2887,1 -2605,1.67,39041,Travel,Delhi,Mobile,1679,0 -2606,2556.13,31315,Online,Mumbai,Web,4252,0 -2607,235.21,1299,Fuel,Hyderabad,Mobile,2835,0 -2608,1381.57,4994,Fuel,Mumbai,Web,3177,0 -2609,3535.18,81163,Online,Chennai,POS,9142,0 -2610,314.39,7489,Shopping,Bangalore,Web,1148,0 -2611,4196.85,32355,Bills,Mumbai,Web,2495,0 -2612,20.1,73805,Online,Hyderabad,Mobile,2744,0 -2613,1234.87,68367,Shopping,Chennai,POS,2646,0 -2614,3704.78,77355,Food,Delhi,Mobile,3995,0 -2615,1582.03,1996,Fuel,Chennai,Mobile,7643,0 -2616,510.36,44387,Shopping,Mumbai,POS,8378,0 -2617,1801.81,3089,Travel,Hyderabad,Mobile,9849,0 -2618,1352.7,20659,Travel,Mumbai,Mobile,4667,0 -2619,4213.72,45178,Fuel,Delhi,Web,1576,0 -2620,1567.43,81268,Online,Delhi,Mobile,5779,0 -2621,3944.87,85042,Bills,Hyderabad,POS,9187,0 -2622,4459.47,70726,Online,Bangalore,Mobile,3972,0 -2623,2169.65,70111,Shopping,Chennai,Web,8756,0 -2624,4549.81,34565,Online,Chennai,Mobile,4948,0 -2625,1887.21,22884,Fuel,Delhi,Mobile,7544,0 -2626,4820.43,17199,Shopping,Mumbai,Mobile,3045,0 -2627,447.36,60038,Food,Mumbai,Web,2627,0 -2628,3435.41,57786,Online,Bangalore,POS,2488,0 -2629,2469.58,49294,Online,Mumbai,POS,4563,0 -2630,1938.86,78015,Bills,Chennai,Web,2802,0 -2631,3163.93,34178,Shopping,Mumbai,Web,4591,0 -2632,3519.58,12665,Travel,Bangalore,Mobile,4520,0 -2633,22.81,534,Online,Chennai,POS,6896,1 -2634,835.6,36132,Fuel,Mumbai,Web,8643,0 -2635,3565.52,36110,Online,Chennai,POS,8041,0 -2636,3332.26,58754,Bills,Delhi,Mobile,4311,0 -2637,4830.27,63580,Food,Delhi,Web,3305,0 -2638,3805.43,22469,Bills,Delhi,POS,8875,0 -2639,4753.91,64016,Online,Mumbai,POS,2967,0 -2640,3513.0,46233,Travel,Bangalore,Mobile,9009,0 -2641,1490.96,66708,Online,Chennai,Web,6462,0 -2642,527.72,58232,Shopping,Hyderabad,POS,7897,0 -2643,3909.34,34409,Online,Delhi,Mobile,4458,0 -2644,3221.1,19324,Travel,Delhi,POS,9585,0 -2645,241.88,8738,Shopping,Hyderabad,Mobile,5778,0 -2646,1800.89,24054,Fuel,Hyderabad,POS,4730,0 -2647,4784.04,29709,Shopping,Mumbai,POS,5365,0 -2648,2502.51,85643,Bills,Chennai,Mobile,8547,0 -2649,2164.21,363,Food,Delhi,Web,1027,0 -2650,2289.04,10358,Bills,Bangalore,Mobile,4491,0 -2651,1045.2,3240,Shopping,Mumbai,Web,7423,0 -2652,1844.17,72201,Fuel,Mumbai,POS,6301,0 -2653,1849.7,45689,Online,Bangalore,POS,7160,0 -2654,262.72,1936,Shopping,Bangalore,Mobile,2173,0 -2655,3838.07,43965,Bills,Bangalore,Mobile,1338,1 -2656,2083.11,77534,Shopping,Hyderabad,Web,1841,0 -2657,4111.08,882,Shopping,Delhi,Web,1293,0 -2658,4251.89,20224,Shopping,Hyderabad,Web,7558,1 -2659,1060.76,30825,Fuel,Delhi,Mobile,2647,0 -2660,3287.11,70740,Travel,Hyderabad,POS,5898,0 -2661,2361.94,28885,Travel,Chennai,Mobile,5526,0 -2662,4400.9,40056,Shopping,Delhi,POS,6614,0 -2663,1079.49,3203,Fuel,Mumbai,Mobile,4801,0 -2664,3389.39,60241,Fuel,Delhi,Mobile,9280,0 -2665,3039.15,2244,Shopping,Delhi,Web,8376,0 -2666,1477.21,68619,Bills,Delhi,POS,1899,0 -2667,683.87,21584,Bills,Chennai,Mobile,4477,0 -2668,3258.55,8521,Food,Hyderabad,Mobile,2744,0 -2669,3693.25,50017,Shopping,Mumbai,POS,7096,0 -2670,1578.82,33541,Food,Hyderabad,Mobile,3253,0 -2671,3224.52,29063,Bills,Hyderabad,POS,2633,0 -2672,1976.26,70268,Bills,Bangalore,Web,8001,0 -2673,3566.32,64952,Shopping,Chennai,Web,8020,0 -2674,996.88,39563,Food,Bangalore,POS,9149,0 -2675,4451.18,39752,Food,Chennai,Web,5701,0 -2676,1437.76,2567,Shopping,Hyderabad,POS,7735,0 -2677,1839.56,16121,Food,Hyderabad,Mobile,2013,0 -2678,291.4,1674,Online,Chennai,Mobile,4299,0 -2679,558.45,76411,Bills,Hyderabad,POS,2506,0 -2680,2579.79,66275,Travel,Hyderabad,Mobile,5803,0 -2681,1338.7,67081,Fuel,Mumbai,Web,1977,0 -2682,4177.57,29140,Food,Bangalore,Mobile,2817,0 -2683,74.45,9327,Food,Bangalore,Mobile,5901,0 -2684,1896.09,70663,Fuel,Bangalore,POS,7798,0 -2685,1687.39,23331,Food,Delhi,Web,1473,0 -2686,97.62,23004,Fuel,Mumbai,Mobile,1567,0 -2687,622.72,10492,Shopping,Bangalore,Mobile,8966,0 -2688,2068.8,54797,Online,Bangalore,POS,3258,0 -2689,2464.83,58095,Online,Mumbai,POS,9120,0 -2690,2022.04,13749,Bills,Hyderabad,Web,5310,0 -2691,2655.16,63217,Travel,Bangalore,Mobile,2982,0 -2692,2976.06,9045,Food,Hyderabad,POS,2096,0 -2693,50.61,20116,Travel,Bangalore,POS,7610,0 -2694,2321.01,18667,Shopping,Chennai,POS,4570,0 -2695,4817.53,75057,Online,Delhi,Web,7497,0 -2696,2595.64,74205,Shopping,Bangalore,POS,4646,0 -2697,3388.03,27302,Shopping,Chennai,Web,3419,0 -2698,1560.01,11283,Food,Mumbai,Web,5279,0 -2699,3870.18,30935,Shopping,Chennai,Mobile,1673,0 -2700,3864.83,72534,Online,Mumbai,Mobile,3802,1 -2701,2606.96,31624,Travel,Bangalore,Web,8312,1 -2702,4880.09,13440,Online,Mumbai,Mobile,3369,0 -2703,628.63,46501,Food,Chennai,Mobile,5530,0 -2704,85.72,1269,Online,Delhi,POS,2066,0 -2705,3851.02,7868,Fuel,Hyderabad,Mobile,6432,0 -2706,4035.97,30251,Travel,Hyderabad,Web,9073,0 -2707,601.92,77909,Fuel,Delhi,Mobile,1687,1 -2708,1328.65,84523,Fuel,Hyderabad,POS,1068,0 -2709,88.74,38729,Bills,Bangalore,Web,7774,0 -2710,1467.25,15734,Food,Bangalore,Mobile,1419,0 -2711,3865.94,42429,Shopping,Chennai,Web,7891,0 -2712,2590.28,41337,Fuel,Chennai,Mobile,6593,0 -2713,1741.13,40325,Online,Mumbai,POS,7104,0 -2714,1859.32,83600,Shopping,Chennai,Mobile,4892,0 -2715,7.77,62514,Online,Bangalore,Web,1439,0 -2716,1499.7,8433,Online,Chennai,Web,2208,0 -2717,3232.65,9111,Shopping,Hyderabad,Web,3563,0 -2718,4871.0,63753,Shopping,Mumbai,Mobile,8466,1 -2719,4235.46,80583,Online,Mumbai,Mobile,2253,0 -2720,118.95,73620,Food,Bangalore,Mobile,4209,0 -2721,4492.9,21751,Travel,Chennai,POS,4549,0 -2722,3916.21,16453,Bills,Hyderabad,POS,1614,0 -2723,3902.1,85844,Travel,Chennai,POS,4078,0 -2724,2290.52,38968,Food,Delhi,Web,4490,0 -2725,1990.63,30077,Bills,Chennai,Web,4543,0 -2726,1515.28,34775,Shopping,Bangalore,Web,9102,0 -2727,329.41,58144,Bills,Chennai,Web,2900,0 -2728,1141.95,48570,Online,Mumbai,Web,6680,0 -2729,1233.77,46097,Travel,Hyderabad,Mobile,7751,0 -2730,2420.9,24503,Bills,Bangalore,Web,6862,0 -2731,3737.47,2779,Online,Delhi,Mobile,2712,1 -2732,2369.58,755,Food,Hyderabad,POS,3329,0 -2733,290.16,39263,Bills,Hyderabad,POS,2194,1 -2734,4788.99,55087,Online,Mumbai,POS,7781,0 -2735,4713.68,42281,Food,Mumbai,POS,9162,0 -2736,3926.16,51482,Shopping,Mumbai,POS,5906,0 -2737,4956.65,54857,Food,Bangalore,Web,2378,0 -2738,2722.87,17400,Food,Chennai,Web,1749,0 -2739,4813.88,40115,Travel,Hyderabad,Web,6292,0 -2740,378.95,14249,Online,Chennai,POS,1300,0 -2741,1829.04,46825,Bills,Chennai,POS,5695,0 -2742,1127.68,24600,Travel,Mumbai,Mobile,5624,0 -2743,979.97,37706,Fuel,Chennai,Web,4837,0 -2744,704.87,19222,Food,Hyderabad,POS,1277,0 -2745,3112.45,41139,Fuel,Hyderabad,POS,4917,0 -2746,3906.83,41302,Travel,Delhi,POS,8307,1 -2747,2891.91,68159,Online,Bangalore,Mobile,3161,0 -2748,735.67,8646,Travel,Chennai,POS,2389,0 -2749,4055.81,13543,Online,Bangalore,Mobile,9882,0 -2750,3180.14,22785,Online,Bangalore,Mobile,5732,0 -2751,1941.44,78353,Shopping,Bangalore,Web,4468,0 -2752,3370.98,31406,Food,Bangalore,POS,7141,0 -2753,1300.26,51428,Travel,Hyderabad,Mobile,6969,1 -2754,1726.62,23777,Online,Chennai,POS,4816,0 -2755,4587.51,57939,Travel,Delhi,Web,6037,0 -2756,1453.23,53026,Travel,Bangalore,Web,6994,0 -2757,2350.47,29553,Online,Delhi,Mobile,3451,0 -2758,4450.82,23548,Bills,Hyderabad,Web,1024,0 -2759,3538.9,63221,Fuel,Hyderabad,Web,6962,0 -2760,311.95,37265,Food,Mumbai,Web,3556,0 -2761,737.37,40701,Food,Bangalore,POS,8632,0 -2762,40.2,51287,Bills,Mumbai,POS,1060,0 -2763,3154.98,6727,Shopping,Delhi,Mobile,8675,0 -2764,2238.92,50717,Bills,Chennai,Mobile,1122,0 -2765,672.24,32427,Shopping,Mumbai,Web,6616,0 -2766,4789.71,16692,Shopping,Hyderabad,Web,2186,0 -2767,2648.77,31625,Bills,Bangalore,Mobile,6158,0 -2768,1210.22,24918,Food,Delhi,Web,8864,0 -2769,2503.52,41136,Fuel,Hyderabad,Mobile,5089,0 -2770,3398.42,52409,Food,Chennai,POS,3472,0 -2771,382.12,15577,Food,Bangalore,Web,8450,0 -2772,1374.24,85155,Food,Chennai,Web,3964,0 -2773,4035.02,81731,Bills,Chennai,Web,9104,0 -2774,2298.86,27689,Bills,Bangalore,POS,2310,0 -2775,2733.34,11154,Bills,Bangalore,POS,9346,0 -2776,2164.65,21341,Food,Chennai,Web,3212,0 -2777,220.46,74681,Fuel,Delhi,Mobile,7792,0 -2778,829.58,46330,Shopping,Bangalore,POS,9703,0 -2779,2228.26,68416,Travel,Hyderabad,Web,9378,0 -2780,1046.72,33313,Shopping,Mumbai,Web,2845,0 -2781,250.85,46900,Shopping,Delhi,POS,8660,0 -2782,4218.4,78840,Travel,Bangalore,Mobile,2702,0 -2783,4905.98,34695,Food,Bangalore,Web,1390,0 -2784,3965.92,30225,Fuel,Delhi,Mobile,1654,0 -2785,4269.07,86072,Fuel,Mumbai,Mobile,6835,0 -2786,1210.64,49156,Shopping,Chennai,POS,5271,0 -2787,4803.17,77209,Travel,Hyderabad,Web,9955,0 -2788,985.43,27829,Online,Bangalore,Web,4400,0 -2789,4757.2,80908,Food,Mumbai,Mobile,6319,0 -2790,4974.1,25938,Shopping,Hyderabad,POS,7732,1 -2791,3558.9,59164,Fuel,Delhi,POS,7674,0 -2792,4905.74,54530,Bills,Bangalore,POS,2085,0 -2793,2848.13,68199,Bills,Chennai,Mobile,6446,0 -2794,1298.45,60282,Travel,Delhi,Mobile,5376,0 -2795,2185.54,47801,Travel,Bangalore,Web,2963,0 -2796,2968.21,9465,Shopping,Mumbai,POS,6177,0 -2797,366.33,3326,Online,Hyderabad,Mobile,5572,0 -2798,3112.09,3659,Fuel,Hyderabad,POS,8543,0 -2799,4905.91,60289,Shopping,Bangalore,Mobile,9907,0 -2800,951.35,27594,Online,Delhi,Web,1242,0 -2801,3963.18,4763,Travel,Chennai,POS,7510,0 -2802,4539.59,10828,Bills,Mumbai,Mobile,4915,0 -2803,4718.56,47588,Food,Bangalore,POS,1837,0 -2804,4800.72,11221,Bills,Mumbai,Mobile,4323,0 -2805,2607.78,11211,Fuel,Hyderabad,Mobile,3953,1 -2806,4886.56,13569,Fuel,Chennai,Mobile,2432,0 -2807,3786.79,37860,Bills,Mumbai,POS,7854,0 -2808,809.2,71558,Bills,Bangalore,Mobile,8655,0 -2809,2385.02,45337,Online,Chennai,Web,9431,0 -2810,3591.94,52311,Shopping,Delhi,POS,9330,0 -2811,1237.45,13515,Travel,Bangalore,Web,9611,0 -2812,3203.44,71695,Online,Mumbai,Web,1303,0 -2813,3333.34,24904,Food,Chennai,POS,3162,0 -2814,814.34,59935,Bills,Bangalore,Mobile,7486,0 -2815,2825.86,43790,Food,Chennai,Web,5102,1 -2816,3858.36,68580,Food,Chennai,POS,7874,0 -2817,2494.98,75148,Online,Chennai,Mobile,2168,0 -2818,61.5,5636,Travel,Mumbai,POS,1415,0 -2819,46.18,77129,Fuel,Bangalore,POS,6243,0 -2820,1785.79,2892,Shopping,Hyderabad,POS,1149,0 -2821,4631.04,21672,Fuel,Hyderabad,Mobile,7524,0 -2822,1144.16,5812,Travel,Mumbai,Web,6899,0 -2823,3172.18,654,Fuel,Mumbai,Web,1838,1 -2824,1111.16,54633,Bills,Chennai,POS,7144,0 -2825,1609.03,17143,Bills,Bangalore,POS,8466,0 -2826,4240.36,55934,Online,Bangalore,Mobile,2320,0 -2827,3644.58,67334,Food,Delhi,POS,2523,0 -2828,477.9,29087,Travel,Delhi,POS,6234,0 -2829,2144.08,11618,Travel,Hyderabad,POS,7144,0 -2830,146.82,8446,Fuel,Delhi,Web,1552,0 -2831,2404.97,48867,Online,Delhi,POS,4756,0 -2832,3312.51,51028,Fuel,Hyderabad,Web,4671,0 -2833,593.39,60101,Fuel,Hyderabad,Mobile,1481,0 -2834,1445.14,27200,Travel,Delhi,Mobile,1599,0 -2835,1989.79,61465,Fuel,Bangalore,Web,8677,0 -2836,4597.74,39148,Food,Delhi,Web,2982,0 -2837,4966.28,82928,Fuel,Chennai,Web,2634,0 -2838,225.51,20698,Food,Chennai,Web,8830,0 -2839,3805.28,42470,Travel,Chennai,POS,3997,0 -2840,1859.25,51660,Online,Mumbai,Web,1686,0 -2841,1962.9,53910,Bills,Chennai,Web,6529,0 -2842,3771.57,35450,Food,Bangalore,Web,2759,0 -2843,4592.21,56463,Online,Mumbai,POS,8023,0 -2844,4754.69,33757,Online,Mumbai,POS,7208,0 -2845,2886.04,78012,Food,Chennai,POS,8234,0 -2846,1786.25,70247,Travel,Delhi,Mobile,3480,0 -2847,3937.96,72015,Shopping,Hyderabad,POS,8476,0 -2848,1255.76,31390,Online,Delhi,Web,8770,0 -2849,2820.81,56116,Online,Delhi,POS,1114,0 -2850,1793.53,13161,Travel,Mumbai,POS,1568,0 -2851,3283.5,32152,Travel,Mumbai,Web,8951,0 -2852,1202.75,80171,Fuel,Mumbai,POS,3689,0 -2853,958.77,20836,Travel,Bangalore,Mobile,5590,0 -2854,4591.28,66543,Online,Bangalore,POS,4340,0 -2855,509.92,55648,Food,Hyderabad,Mobile,3988,0 -2856,2530.28,26331,Shopping,Mumbai,Mobile,4151,0 -2857,1105.04,10763,Fuel,Chennai,Mobile,4015,0 -2858,195.61,69444,Food,Mumbai,Web,7345,0 -2859,181.06,19187,Shopping,Bangalore,POS,4574,0 -2860,876.93,11957,Shopping,Mumbai,Mobile,8838,0 -2861,4333.99,4379,Shopping,Bangalore,Mobile,2608,0 -2862,1413.11,27959,Bills,Mumbai,POS,1559,0 -2863,4752.35,82018,Food,Chennai,Web,7621,0 -2864,2908.53,27105,Fuel,Hyderabad,Web,8126,0 -2865,2183.63,877,Fuel,Chennai,Mobile,6565,0 -2866,2900.86,48353,Shopping,Bangalore,Web,5435,0 -2867,2583.98,83788,Food,Delhi,POS,6650,0 -2868,3794.12,84585,Bills,Chennai,Web,9803,0 -2869,1413.2,83308,Shopping,Mumbai,POS,2881,0 -2870,1765.9,51567,Travel,Hyderabad,Mobile,5169,0 -2871,4470.58,57913,Fuel,Mumbai,POS,4863,0 -2872,4732.34,2637,Online,Mumbai,Mobile,8436,0 -2873,4462.9,72778,Shopping,Chennai,POS,4708,0 -2874,2097.82,42025,Travel,Hyderabad,POS,2709,0 -2875,3902.05,82464,Fuel,Delhi,Web,8860,0 -2876,2382.2,28742,Bills,Mumbai,POS,2692,0 -2877,2488.2,11831,Food,Hyderabad,Mobile,1125,0 -2878,1024.2,85092,Fuel,Delhi,POS,2199,0 -2879,2956.06,46762,Food,Mumbai,Mobile,7092,0 -2880,931.49,18830,Food,Hyderabad,Mobile,3711,0 -2881,1658.49,55044,Bills,Chennai,POS,7228,0 -2882,4275.3,73948,Bills,Mumbai,Web,6995,0 -2883,1036.17,69202,Shopping,Mumbai,POS,9182,0 -2884,356.72,37045,Shopping,Hyderabad,POS,6502,0 -2885,345.97,86322,Fuel,Mumbai,Web,6760,0 -2886,4703.98,71051,Bills,Delhi,Mobile,6582,0 -2887,2535.1,26627,Travel,Mumbai,POS,3498,0 -2888,2047.65,15198,Fuel,Bangalore,Web,3565,0 -2889,4054.58,69521,Online,Delhi,Web,7989,0 -2890,4179.29,29475,Food,Hyderabad,Mobile,5790,0 -2891,1661.62,19403,Food,Delhi,Web,6024,0 -2892,3468.4,3681,Shopping,Bangalore,Mobile,9307,0 -2893,3855.84,42292,Travel,Bangalore,POS,2031,0 -2894,3273.6,5629,Bills,Mumbai,Web,2241,0 -2895,758.82,77814,Bills,Mumbai,POS,2742,0 -2896,4379.54,8417,Shopping,Chennai,Web,6709,0 -2897,2695.93,34765,Online,Delhi,Web,6999,0 -2898,1413.08,74499,Fuel,Chennai,POS,5090,0 -2899,2126.72,56574,Fuel,Bangalore,Web,9160,0 -2900,188.82,27675,Travel,Mumbai,POS,7883,0 -2901,640.21,72267,Shopping,Mumbai,POS,6129,1 -2902,3827.97,40563,Shopping,Mumbai,Mobile,5403,0 -2903,1.06,11332,Online,Hyderabad,POS,7577,0 -2904,2083.41,19177,Fuel,Bangalore,Mobile,5897,0 -2905,2613.03,68447,Shopping,Mumbai,POS,1163,0 -2906,274.12,57104,Bills,Bangalore,Web,4310,0 -2907,4865.42,84335,Travel,Mumbai,POS,4388,0 -2908,1131.4,80730,Fuel,Delhi,Web,1995,0 -2909,1521.69,4951,Online,Bangalore,Mobile,7161,0 -2910,1520.41,28333,Travel,Chennai,Web,2877,0 -2911,1152.85,21673,Food,Hyderabad,POS,9103,0 -2912,8.37,40870,Bills,Chennai,Web,4264,0 -2913,3646.99,71101,Online,Bangalore,Mobile,2348,0 -2914,4834.26,22821,Travel,Mumbai,Web,3251,0 -2915,1122.24,25494,Shopping,Bangalore,Web,8290,0 -2916,3315.57,74160,Food,Hyderabad,POS,9018,0 -2917,3709.74,835,Online,Bangalore,POS,7590,0 -2918,4242.28,18646,Shopping,Mumbai,Web,8658,0 -2919,2113.72,77360,Bills,Chennai,Mobile,1432,0 -2920,1515.35,37335,Food,Delhi,Web,6743,0 -2921,1627.15,69351,Fuel,Chennai,Mobile,6247,0 -2922,3563.39,2429,Shopping,Mumbai,Mobile,8715,0 -2923,4084.08,41950,Travel,Mumbai,Mobile,4817,0 -2924,908.89,60654,Online,Hyderabad,Web,2070,0 -2925,1855.33,68143,Food,Bangalore,Mobile,5600,0 -2926,4509.8,77527,Shopping,Bangalore,Web,9306,0 -2927,4033.66,31099,Fuel,Chennai,Mobile,1994,0 -2928,4924.31,39385,Online,Delhi,Mobile,5318,0 -2929,3771.49,35919,Online,Delhi,Web,5731,0 -2930,1966.58,60782,Shopping,Hyderabad,POS,7068,0 -2931,2953.6,71116,Fuel,Mumbai,POS,8670,1 -2932,3305.41,72590,Bills,Hyderabad,Web,5767,0 -2933,393.2,40387,Bills,Bangalore,Web,1957,1 -2934,2722.94,15823,Food,Mumbai,POS,9287,0 -2935,3546.89,46015,Shopping,Hyderabad,POS,3154,0 -2936,837.44,15339,Food,Chennai,POS,1631,0 -2937,3903.38,3491,Bills,Bangalore,Web,7045,0 -2938,2919.28,706,Online,Delhi,Mobile,1697,0 -2939,4761.16,15728,Food,Hyderabad,Web,1031,0 -2940,213.07,6997,Fuel,Bangalore,POS,7209,0 -2941,1327.37,60408,Travel,Bangalore,Mobile,5874,0 -2942,3008.17,58097,Bills,Delhi,Web,6562,0 -2943,1483.5,38523,Bills,Delhi,POS,9740,0 -2944,3572.41,25163,Fuel,Delhi,Web,3248,1 -2945,3795.27,17718,Food,Hyderabad,Mobile,7192,0 -2946,513.48,83767,Shopping,Delhi,POS,7406,0 -2947,2569.76,39619,Online,Chennai,Web,2156,0 -2948,2544.94,12126,Travel,Bangalore,Mobile,9535,0 -2949,1847.03,64926,Shopping,Delhi,Mobile,6295,0 -2950,4664.69,40633,Shopping,Bangalore,Web,7154,0 -2951,4137.7,77654,Fuel,Mumbai,Mobile,3248,0 -2952,3486.35,3317,Food,Mumbai,POS,4285,0 -2953,3571.92,44980,Bills,Delhi,Mobile,3003,0 -2954,2309.12,44115,Bills,Bangalore,Web,4615,0 -2955,4605.05,61646,Fuel,Mumbai,POS,4672,0 -2956,3473.28,43158,Food,Delhi,Mobile,8458,0 -2957,3645.18,55963,Fuel,Bangalore,Mobile,3155,0 -2958,4308.59,47631,Bills,Delhi,POS,4479,0 -2959,1371.08,49316,Shopping,Bangalore,POS,1051,0 -2960,4035.55,59342,Online,Mumbai,Mobile,3159,0 -2961,977.01,15504,Food,Delhi,POS,5390,1 -2962,1727.36,68593,Travel,Mumbai,Web,4651,0 -2963,1678.72,26660,Travel,Delhi,Mobile,8356,0 -2964,4892.65,37196,Shopping,Hyderabad,Web,3112,0 -2965,4282.83,65938,Fuel,Mumbai,Mobile,6765,1 -2966,3506.15,8605,Fuel,Mumbai,Web,2354,0 -2967,3635.56,57388,Bills,Chennai,Web,6620,0 -2968,2810.8,81297,Shopping,Mumbai,POS,4754,0 -2969,4735.51,55501,Bills,Bangalore,Mobile,1209,0 -2970,2481.8,53309,Bills,Delhi,POS,7232,0 -2971,1903.21,27043,Travel,Hyderabad,POS,8846,0 -2972,816.01,33635,Bills,Bangalore,Mobile,7171,0 -2973,3931.24,79315,Bills,Bangalore,Web,1237,0 -2974,3672.49,80691,Travel,Bangalore,Mobile,9527,0 -2975,1922.39,33132,Fuel,Bangalore,Mobile,9075,0 -2976,126.94,15366,Food,Hyderabad,Mobile,2576,0 -2977,4195.15,72107,Online,Chennai,POS,9691,0 -2978,58.08,62580,Bills,Mumbai,Mobile,9982,0 -2979,3518.8,57889,Food,Bangalore,Mobile,4540,0 -2980,4851.32,79553,Travel,Mumbai,Mobile,8257,0 -2981,2188.87,39236,Food,Mumbai,Web,1149,0 -2982,1175.63,4150,Online,Bangalore,Web,2624,0 -2983,3524.65,19423,Food,Chennai,Web,8661,0 -2984,4085.82,4137,Food,Mumbai,Web,3574,0 -2985,2732.61,29992,Food,Delhi,POS,5428,0 -2986,4835.21,44921,Food,Mumbai,POS,8529,0 -2987,259.29,79369,Shopping,Bangalore,Mobile,5269,0 -2988,2524.47,66917,Bills,Hyderabad,POS,8769,0 -2989,3592.55,73690,Travel,Mumbai,Web,3108,1 -2990,4313.34,34235,Online,Chennai,Mobile,4947,0 -2991,897.1,78975,Travel,Delhi,Mobile,8899,0 -2992,4000.22,19122,Shopping,Delhi,Web,5914,0 -2993,2763.98,23956,Shopping,Hyderabad,Web,7667,0 -2994,1983.37,63879,Shopping,Hyderabad,Web,3263,1 -2995,659.44,58560,Bills,Mumbai,POS,4815,0 -2996,4326.61,82800,Shopping,Bangalore,Mobile,1577,0 -2997,787.21,68685,Food,Chennai,Web,1422,1 -2998,1549.63,24660,Travel,Delhi,Mobile,3763,0 -2999,1450.94,86064,Fuel,Hyderabad,Mobile,2229,0 -3000,4357.2,1168,Online,Chennai,POS,4176,0 diff --git a/credit_card/render.yaml b/credit_card/render.yaml deleted file mode 100644 index e32516d789e0156971165cac694fc9aa8c050704..0000000000000000000000000000000000000000 --- a/credit_card/render.yaml +++ /dev/null @@ -1,13 +0,0 @@ - -services: - - type: web - name: fraud-guard-bot - env: docker - plan: free - envVars: - - key: DEBUG - value: "False" - - key: ALLOWED_HOSTS - value: "*" - - key: SECRET_KEY - generateValue: true diff --git a/credit_card/requirements.txt b/credit_card/requirements.txt deleted file mode 100644 index a0079c0f0ea1bdd5ede198d61e8e73db89d58dc5..0000000000000000000000000000000000000000 --- a/credit_card/requirements.txt +++ /dev/null @@ -1,235 +0,0 @@ -absl-py==0.15.0 -aiohttp==3.8.6 -aiosignal==1.3.1 -anyio==3.7.1 -argon2-cffi==23.1.0 -argon2-cffi-bindings==21.2.0 -asgiref==3.7.2 -astor==0.8.1 -astunparse==1.6.3 -async-timeout==4.0.3 -asynctest==0.13.0 -attrdict==2.0.1 -attrs==24.2.0 -audioread==3.0.1 -backcall==0.2.0 -backports.zoneinfo==0.2.1 -base58==2.1.1 -beautifulsoup4==4.14.0 -bitarray==3.7.2 -bleach==6.0.0 -cached-property==1.5.2 -cachetools==5.5.2 -certifi==2025.10.5 -cffi==1.15.1 -chardet==5.2.0 -charset-normalizer==3.4.3 -ckzg==1.0.2 -click==8.1.8 -colorama==0.4.6 -cryptography==2.9.2 -cvzone==1.6.1 -cycler==0.11.0 -cytoolz==0.12.3 -debugpy==1.7.0 -decorator==5.1.1 -defusedxml==0.7.1 -Django==3.2.25 -django-cors-headers==4.1.0 -djangorestframework==3.15.1 -djangorestframework-simplejwt==5.3.0 -docopt==0.6.2 -efficientnet==1.1.1 -entrypoints==0.4 -eth-abi==4.2.1 -eth-account==0.10.0 -eth-hash==0.5.2 -eth-keyfile==0.6.1 -eth-keys==0.4.0 -eth-rlp==0.3.0 -eth-typing==3.5.2 -eth-utils==2.3.2 -exceptiongroup==1.3.0 -fastjsonschema==2.21.2 -filelock==3.12.2 -Flask==2.2.5 -flatbuffers==1.12 -fonttools==4.38.0 -frozenlist==1.3.3 -fsspec==2023.1.0 -future==1.0.0 -gast==0.3.3 -google-auth==2.41.1 -google-auth-oauthlib==0.4.6 -google-pasta==0.2.0 -grpcio==1.32.0 -gTTS==2.5.4 -h5py==2.10.0 -hexbytes==0.3.1 -huepy==1.2.1 -huggingface-hub==0.16.4 -idna==3.10 -imageai==2.1.6 -imageio==2.31.2 -imbalanced-learn==0.7.0 -imblearn==0.0 -importlib-metadata==6.7.0 -importlib-resources==5.12.0 -imutils==0.5.4 -iniconfig==2.0.0 -ipfsapi==0.4.4 -ipfshttpclient==0.4.13.2 -ipykernel==6.16.2 -ipython==7.34.0 -ipython-genutils==0.2.0 -itsdangerous==2.1.2 -jedi==0.19.2 -Jinja2==3.1.6 -joblib==1.3.2 -Js2Py==0.74 -jsonschema==4.17.3 -jupyter-server==1.24.0 -jupyter_client==7.4.9 -jupyter_core==4.12.0 -jupyterlab-pygments==0.2.2 -Keras==2.4.3 -Keras-Applications==1.0.8 -Keras-Preprocessing==1.1.2 -keras-resnet==0.2.0 -kiwisolver==1.4.5 -lazy_loader==0.4 -libclang==18.1.1 -librosa==0.10.2.post1 -lightgbm==4.6.0 -livereload==2.7.1 -llvmlite==0.39.1 -lru-dict==1.2.0 -lxml==5.4.0 -Markdown==3.4.4 -markdown2==2.4.13 -MarkupSafe==2.1.5 -matplotlib==3.3.2 -matplotlib-inline==0.1.6 -mistune==3.0.2 -msgpack==1.0.5 -mtcnn==0.1.0 -multiaddr==0.0.9 -multidict==6.0.5 -nbclassic==1.2.0 -nbclient==0.7.4 -nbconvert==7.6.0 -nbformat==5.8.0 -nest-asyncio==1.6.0 -netaddr==1.3.0 -networkx==2.6.3 -nltk==3.8.1 -notebook==6.5.7 -notebook_shim==0.2.4 -numba==0.56.4 -numpy==1.19.3 -oauthlib==3.2.2 -opencv-python==4.11.0.86 -opt-einsum==3.3.0 -packaging==24.0 -pandas==1.3.5 -pandocfilters==1.5.1 - -parso==0.8.5 -pickleshare==0.7.5 -Pillow==9.5.0 - -pkgutil_resolve_name==1.3.10 -platformdirs==4.0.0 -playsound==1.3.0 -pluggy==1.2.0 -pooch==1.8.2 -prometheus-client==0.17.1 -prompt_toolkit==3.0.48 -protobuf==3.16.0 -psutil==7.0.0 -py-cpuinfo==9.0.0 -pyasn1==0.5.1 -pyasn1-modules==0.3.0 -pycparser==2.21 -pycryptodome==3.23.0 -Pygments==2.17.2 -pyjsparser==2.7.1 -PyJWT==2.8.0 -PyMySQL==0.9.3 -pyparsing==3.1.4 - -PyPrind==2.11.3 -pyrsistent==0.19.3 -pySmartDL==1.3.4 -pyswarms==1.3.0 -pytesseract==0.3.10 -pytest==7.4.4 -python-dateutil==2.9.0.post0 -pytz==2025.2 -pyunormalize==16.0.0 -PyWavelets==1.3.0 - - -PyYAML==6.0.1 -pyzmq==26.2.1 -regex==2024.4.16 -requests==2.31.0 -requests-oauthlib==2.0.0 -rlp==3.0.0 -rsa==4.9.1 -safetensors==0.3.3.post1 -scikit-image==0.19.3 -scikit-learn==1.0.2 -scipy==1.4.1 -seaborn==0.12.2 -Send2Trash==1.8.3 -sentence-transformers==2.2.2 -sentencepiece==0.2.0 -six==1.15.0 -sniffio==1.3.1 -soundfile==0.13.1 -soupsieve==2.4.1 -soxr==0.3.7 -spektral==1.3.1 -sqlparse==0.4.4 -SwarmPackagePy==1.0.0a5 -tensorboard==2.11.2 -tensorboard-data-server==0.6.1 -tensorboard-plugin-wit==1.8.1 -tensorflow==2.4.0 -tensorflow-estimator==2.4.0 - -tensorflow-io-gcs-filesystem==0.31.0 -termcolor==1.1.0 -terminado==0.17.1 -threadpoolctl==3.1.0 -tifffile==2021.11.2 -tinycss2==1.2.1 -tokenizers==0.13.3 -tomli==2.0.1 -toolz==0.12.1 -torch==1.13.1 -torchvision==0.14.1 -tornado==6.2 -tqdm==4.67.1 -traitlets==5.9.0 -transformers==4.30.2 -typing_extensions==4.7.1 -tzdata==2025.2 -tzlocal==5.1 -ultralytics==8.0.145 -urllib3==1.26.16 -utils==1.0.2 -varint==1.0.2 -vite==1.5.2 -wcwidth==0.2.14 -web3==6.20.4 -webencodings==0.5.1 -websocket-client==1.6.1 -websockets==11.0.3 -Werkzeug==2.2.3 -wrapt==1.12.1 -xgboost==1.6.2 -yarl==1.9.4 -zipp==3.15.0 -gunicorn==20.1.0 diff --git a/credit_card/start.sh b/credit_card/start.sh deleted file mode 100644 index 65815bf60f3cc4df0a0a815da41cb5599c106d12..0000000000000000000000000000000000000000 --- a/credit_card/start.sh +++ /dev/null @@ -1,13 +0,0 @@ -#!/bin/bash - -# Apply database migrations -python manage.py migrate - -# Collect static files -python manage.py collectstatic --noinput - -# Start the Telegram Bot in the background -python manage.py run_telegram_bot & - -# Start the Web Server in the foreground (so the container stays running) -exec gunicorn credit_card.wsgi:application --bind 0.0.0.0:7860 diff --git a/credit_card/static/card1.jpg b/credit_card/static/card1.jpg deleted file mode 100644 index b4b8b639a81385739fee995cc679fe14548a66d5..0000000000000000000000000000000000000000 --- a/credit_card/static/card1.jpg +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:62ae2179b48e933d3496fc94b9f37c05db33ee2c15132e2db83c3840df67dfb9 -size 857912 diff --git a/credit_card/static/css/style.css b/credit_card/static/css/style.css deleted file mode 100644 index ef4bf603587203998531e59a6ea574b95ba0307d..0000000000000000000000000000000000000000 --- a/credit_card/static/css/style.css +++ /dev/null @@ -1,919 +0,0 @@ -/* - ----------------------------------------------------------------------------- - ZENITH FLOW - PREMIUM 3D / MODERN DARK UI - ----------------------------------------------------------------------------- - A polished, professional aesthetic focusing on depth, clarity, and motion. -*/ - -:root { - --bg-core: #f8fafc; - /* Light / White Background */ - --bg-gradient-start: #e0f2fe; - --bg-gradient-end: #f1f5f9; - - --primary: #2563eb; - /* Solid Royal Blue for high contrast */ - --primary-glow: rgba(37, 99, 235, 0.15); - - --secondary: #7c3aed; - /* Violet */ - --accent: #059669; - /* Emerald */ - --danger: #dc2626; - /* Red */ - - --glass-surface: rgba(255, 255, 255, 0.75); - /* White Glass */ - --glass-border: rgba(0, 0, 0, 0.1); - /* Darker border for visibility */ - --glass-highlight: rgba(255, 255, 255, 0.9); - - --text-main: #000000; - /* PURE BLACK TEXT as requested */ - --text-muted: #475569; - /* Dark Grey for secondary text */ - - --card-radius: 16px; - --btn-radius: 50px; - - --shadow-sm: 0 4px 6px -1px rgba(0, 0, 0, 0.05); - --shadow-lg: 0 20px 25px -5px rgba(0, 0, 0, 0.1), 0 10px 10px -5px rgba(0, 0, 0, 0.05); - --shadow-glow: 0 0 15px var(--primary-glow); -} - -*, -*::before, -*::after { - box-sizing: border-box; - margin: 0; - padding: 0; -} - -body { - background-color: var(--bg-core); - background-image: - radial-gradient(circle at 15% 50%, rgba(59, 130, 246, 0.15), transparent 25%), - radial-gradient(circle at 85% 30%, rgba(139, 92, 246, 0.15), transparent 25%); - color: var(--text-main); - font-family: 'Montserrat', sans-serif; - /* Clean, modern sans */ - min-height: 100vh; - overflow-x: hidden; - line-height: 1.6; -} - -/* - ----------------- - ANIMATIONS - ----------------- -*/ -@keyframes float { - 0% { - transform: translateY(0px); - } - - 50% { - transform: translateY(-10px); - } - - 100% { - transform: translateY(0px); - } -} - -@keyframes fadeIn { - from { - opacity: 0; - transform: translateY(20px); - } - - to { - opacity: 1; - transform: translateY(0); - } -} - -.fade-in { - animation: fadeIn 0.8s ease-out forwards; -} - -.float-anim { - animation: float 6s ease-in-out infinite; -} - -/* - ----------------- - COMPONENTS - ----------------- -*/ - -/* Glass Card */ -.glass-panel { - background: var(--glass-surface); - backdrop-filter: blur(12px); - -webkit-backdrop-filter: blur(12px); - border: 1px solid var(--glass-border); - border-radius: var(--card-radius); - box-shadow: var(--shadow-lg); - transition: transform 0.3s ease, box-shadow 0.3s ease; -} - -.glass-panel:hover { - border-color: rgba(255, 255, 255, 0.2); -} - -/* 3D Tilt Card (Interactive) */ -.card-3d { - background: linear-gradient(145deg, rgba(30, 41, 59, 0.8), rgba(15, 23, 42, 0.9)); - border: 1px solid var(--glass-border); - border-radius: var(--card-radius); - padding: 2rem; - position: relative; - transform-style: preserve-3d; - transition: all 0.4s cubic-bezier(0.175, 0.885, 0.32, 1.275); - overflow: hidden; -} - -.card-3d:hover { - transform: translateY(-5px) scale(1.02); - box-shadow: 0 20px 40px rgba(0, 0, 0, 0.6), var(--shadow-glow); - border-color: var(--primary); -} - -.card-3d::before { - content: ''; - position: absolute; - top: 0; - left: 0; - width: 100%; - height: 100%; - background: linear-gradient(to bottom right, rgba(255, 255, 255, 0.05), transparent); - opacity: 0; - transition: opacity 0.3s; -} - -.card-3d:hover::before { - opacity: 1; -} - -/* Buttons */ -.btn-modern { - background: linear-gradient(135deg, var(--primary), var(--secondary)); - border: none; - color: white; - padding: 12px 30px; - border-radius: var(--btn-radius); - font-weight: 700; - letter-spacing: 0.5px; - box-shadow: 0 4px 15px rgba(59, 130, 246, 0.4); - transition: all 0.3s ease; - text-transform: uppercase; - font-size: 0.9rem; - display: inline-flex; - align-items: center; - justify-content: center; - text-decoration: none; -} - -.btn-modern:hover { - transform: translateY(-2px); - box-shadow: 0 8px 25px rgba(59, 130, 246, 0.6); - color: white; -} - -.btn-outline-modern { - background: transparent; - border: 2px solid var(--glass-border); - color: var(--text-muted); - padding: 10px 25px; - border-radius: var(--btn-radius); - font-weight: 600; - transition: all 0.3s; - text-decoration: none; - display: inline-flex; - align-items: center; -} - -.btn-outline-modern:hover { - border-color: var(--text-main); - color: var(--text-main); - background: rgba(255, 255, 255, 0.05); -} - -/* Inputs */ -.input-modern { - background: rgba(15, 23, 42, 0.6); - border: 1px solid var(--glass-border); - color: var(--text-main); - padding: 14px 20px; - border-radius: 12px; - width: 100%; - transition: 0.3s; - font-size: 1rem; -} - -.input-modern:focus { - outline: none; - border-color: var(--primary); - box-shadow: 0 0 0 3px var(--primary-glow); - background: rgba(15, 23, 42, 0.9); -} - -.input-label { - display: block; - margin-bottom: 8px; - color: var(--text-muted); - font-size: 0.85rem; - font-weight: 600; - text-transform: uppercase; - letter-spacing: 0.5px; -} - -/* - ----------------- - LAYOUT - ----------------- -*/ - -/* Header */ -.header-modern { - position: fixed; - top: 0; - left: 0; - width: 100%; - padding: 15px 40px; - background: rgba(15, 23, 42, 0.85); - backdrop-filter: blur(20px); - border-bottom: 1px solid var(--glass-border); - z-index: 1000; - display: flex; - justify-content: space-between; - align-items: center; -} - -.nav-link-modern { - color: var(--text-muted); - font-weight: 600; - text-decoration: none; - margin: 0 15px; - transition: 0.3s; - font-size: 0.95rem; - position: relative; - padding: 5px 0; -} - -.nav-link-modern::after { - content: ''; - position: absolute; - bottom: 0; - left: 0; - width: 0; - height: 2px; - background: var(--primary); - transition: width 0.3s; -} - -.nav-link-modern:hover, -.nav-link-modern.active { - color: white; -} - -.nav-link-modern:hover::after, -.nav-link-modern.active::after { - width: 100%; -} - -/* Sidebar (Admin) */ -.sidebar-modern { - width: 260px; - height: 100vh; - position: fixed; - left: 0; - top: 0; - background: var(--bg-core); - border-right: 1px solid var(--glass-border); - display: flex; - flex-direction: column; - z-index: 1000; -} - -.sidebar-brand { - padding: 30px; - font-size: 1.5rem; - font-weight: 800; - color: white; - border-bottom: 1px solid var(--glass-border); - letter-spacing: -0.5px; - background: linear-gradient(135deg, var(--bg-gradient-start), var(--bg-gradient-end)); -} - -.sidebar-menu { - list-style: none; - padding: 20px 10px; -} - -.sidebar-item a { - display: flex; - align-items: center; - padding: 12px 20px; - color: var(--text-muted); - text-decoration: none; - border-radius: 8px; - margin-bottom: 5px; - transition: 0.2s; - font-weight: 500; -} - -.sidebar-item a:hover, -.sidebar-item a.active { - background: rgba(59, 130, 246, 0.1); - color: var(--primary); -} - -.sidebar-item a i { - width: 25px; - margin-right: 10px; -} - -.main-content { - margin-left: 260px; - padding: 40px; - padding-top: 100px; -} - -/* - ----------------- - PAGE SPECIFICS - ----------------- -*/ - -/* Hero */ -.hero-wrapper { - min-height: 80vh; - display: flex; - align-items: center; - justify-content: center; - text-align: center; - padding: 40px; -} - -.hero-title { - font-size: 4rem; - font-weight: 800; - letter-spacing: -1px; - line-height: 1.1; - margin-bottom: 20px; - background: linear-gradient(135deg, #fff 0%, #94a3b8 100%); - -webkit-background-clip: text; - -webkit-text-fill-color: transparent; -} - -/* Dashboard Widgets */ -.stat-card { - background: var(--glass-surface); - border: 1px solid var(--glass-border); - padding: 25px; - border-radius: 16px; - display: flex; - align-items: center; - justify-content: space-between; -} - -.stat-icon { - width: 60px; - height: 60px; - border-radius: 12px; - display: flex; - align-items: center; - justify-content: center; - font-size: 1.5rem; - background: rgba(59, 130, 246, 0.1); - color: var(--primary); -} - -.stat-info h3 { - font-size: 2rem; - font-weight: 700; - color: white; - margin: 0; -} - -.stat-info p { - color: var(--text-muted); - font-size: 0.9rem; - margin: 0; - text-transform: uppercase; - font-weight: 600; -} - -/* Prediction Result Circles */ -.result-circle { - width: 140px; - height: 140px; - border-radius: 50%; - display: flex; - align-items: center; - justify-content: center; - font-size: 3rem; - margin: 0 auto 20px; - background: rgba(255, 255, 255, 0.03); - position: relative; -} - -.result-circle::after { - content: ''; - position: absolute; - top: -5px; - left: -5px; - right: -5px; - bottom: -5px; - border-radius: 50%; - border: 2px solid transparent; - border-top-color: currentColor; - border-right-color: currentColor; - animation: spin 2s linear infinite; -} - -@keyframes spin { - 100% { - transform: rotate(360deg); - } -} - -.res-success { - color: var(--accent); -} - -.res-danger { - color: var(--danger); -} - -/* - ----------------------------------------------------------------------------- - ADDITIONAL UTILITIES - ----------------------------------------------------------------------------- -*/ -::-webkit-scrollbar { - width: 8px; - height: 8px; -} - -::-webkit-scrollbar-track { - background: var(--bg-core); -} - -::-webkit-scrollbar-thumb { - background: rgba(255, 255, 255, 0.2); - border-radius: 4px; -} - -::-webkit-scrollbar-thumb:hover { - background: rgba(255, 255, 255, 0.3); -} - -/* Helper to center content in tables if needed */ -.table-center th, -.table-center td { - text-align: center; -} - - -/* - ----------------------------------------------------------------------------- - ALERTS & NOTIFICATIONS - ----------------------------------------------------------------------------- -*/ -.alert-modern { - background: rgba(15, 23, 42, 0.8); - border: 1px solid var(--glass-border); - border-left-width: 4px; - color: var(--text-main); - padding: 15px 20px; - border-radius: 8px; - box-shadow: 0 4px 15px rgba(0, 0, 0, 0.2); - display: flex; - align-items: center; - margin-bottom: 20px; - backdrop-filter: blur(10px); -} - -.alert-modern-info { - border-left-color: var(--primary); -} - -.alert-modern-info i { - color: var(--primary); -} - -.alert-modern-success { - border-left-color: var(--accent); -} - -.alert-modern-success i { - color: var(--accent); -} - -.alert-modern-danger { - border-left-color: var(--danger); -} - -.alert-modern-danger i { - color: var(--danger); -} - -.alert-modern-warning { - border-left-color: #f59e0b; -} - -.alert-modern-warning i { - color: #f59e0b; -} - -/* - ----------------------------------------------------------------------------- - DATA TABLES (Global Override) - ----------------------------------------------------------------------------- -*/ -.table-modern { - width: 100%; - border-collapse: separate; - border-spacing: 0; - color: var(--text-muted); -} - -.table-modern thead th { - background: rgba(30, 41, 59, 0.5); - color: var(--text-main); - padding: 15px; - font-weight: 600; - text-transform: uppercase; - font-size: 0.85rem; - border-bottom: 1px solid var(--glass-border); -} - -.table-modern tbody td { - padding: 15px; - border-bottom: 1px solid var(--glass-border); - transition: 0.2s; -} - -.table-modern tbody tr:hover td { - background: rgba(255, 255, 255, 0.02); - color: white; -} - - -/* Fix for background-clip compatibility */ -.hero-title, -.metric-icon, -.feature-icon-3d { - background-clip: text; -} - - -/* - ----------------------------------------------------------------------------- - AUTH LAYOUT ENFORCEMENT - ----------------------------------------------------------------------------- -*/ -.auth-container { - min-height: calc(100vh - 80px); - /* Adjust for header height */ - width: 100%; - display: flex; - justify-content: center; - align-items: center; - padding: 20px; -} - -/* - ----------------------------------------------------------------------------- - LIGHT THEME OVERRIDES - ----------------------------------------------------------------------------- - Forces text to be black regardless of Bootstrap utility classes. -*/ -.text-white { - color: var(--text-main) !important; -} - -body { - background-image: - radial-gradient(circle at 15% 50%, rgba(37, 99, 235, 0.05), transparent 25%), - radial-gradient(circle at 85% 30%, rgba(124, 58, 237, 0.05), transparent 25%); -} - -body.video-enabled { - background: transparent !important; -} - -.input-modern { - background: #ffffff; - border: 1px solid #cbd5e1; - color: #000; -} - -.input-modern:focus { - background: #ffffff; - box-shadow: 0 0 0 3px rgba(37, 99, 235, 0.1); - border-color: var(--primary); -} - -.glass-panel { - background: rgba(255, 255, 255, 0.75); - border-color: rgba(226, 232, 240, 0.8); - box-shadow: 0 10px 30px -10px rgba(0, 0, 0, 0.1); -} - -.header-modern { - background: rgba(255, 255, 255, 0.9); - border-bottom: 1px solid rgba(0, 0, 0, 0.05); -} - -.nav-link-modern { - color: var(--text-muted); -} - -.nav-link-modern:hover, -.nav-link-modern.active { - color: var(--primary); - background: rgba(37, 99, 235, 0.05); -} - -.sidebar-modern { - background: #ffffff; - border-right: 1px solid #e2e8f0; -} - -.sidebar-brand { - color: #0f172a; - /* Dark text for brand */ - background: #f8fafc; - border-bottom: 1px solid #e2e8f0; -} - -.stat-card { - background: #ffffff; - box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05); -} - -.stat-info h3 { - color: #0f172a; -} - - -/* - ----------------------------------------------------------------------------- - VIDEO BACKGROUND - ----------------------------------------------------------------------------- -*/ -.video-bg-container { - position: fixed; - top: 0; - left: 0; - width: 100%; - height: 100%; - overflow: hidden; - z-index: -1; -} - -.video-bg { - position: absolute; - top: 0; - left: 0; - width: 100%; - height: 100%; - object-fit: cover; -} - -.video-overlay { - position: absolute; - top: 0; - left: 0; - width: 100%; - height: 100%; - background: rgba(255, 255, 255, 0.60); - /* White overlay to ensure black text is visible */ - z-index: 1; -} - - -/* - ----------------------------------------------------------------------------- - USER FEEDBACK FIXES (NAV & HERO) - ----------------------------------------------------------------------------- -*/ - -/* 1. Transparent Navbar with Black Text */ -.header-modern { - background: transparent !important; - backdrop-filter: none !important; - border-bottom: none !important; - box-shadow: none !important; -} - -.nav-link-modern, -.header-modern h4, -.header-modern i { - color: #000000 !important; - text-shadow: 0 0 10px rgba(255, 255, 255, 0.8); - /* Halo for readability */ - font-weight: 800 !important; -} - -/* 2. Hero Title - Solid Black (Remove Gradient) */ -.hero-title { - background: none !important; - -webkit-text-fill-color: #000000 !important; - color: #000000 !important; - text-shadow: 0 0 20px rgba(255, 255, 255, 0.9); -} - -/* 3. Reduce Video Overlay Opacity (Make video more visible) */ -.video-overlay { - background: rgba(255, 255, 255, 0.25) !important; - /* Reduced for clearer HD video */ -} - - -/* - ----------------------------------------------------------------------------- - NAVBAR HOVER - ROUNDED BLACK PILL - ----------------------------------------------------------------------------- -*/ - -/* Reset the underline animation since we are using pill shape now */ -.nav-link-modern::after { - display: none !important; -} - -.nav-link-modern { - padding: 10px 25px !important; - border-radius: 50px !important; - /* Creates the pill/circle shape */ - transition: all 0.3s ease !important; -} - -.nav-link-modern:hover, -.nav-link-modern.active { - background: #000000 !important; - /* Black Background */ - color: #ffffff !important; - /* White Text */ - text-shadow: none !important; - /* Remove halo */ - box-shadow: 0 5px 15px rgba(0, 0, 0, 0.3) !important; - transform: translateY(-2px); -} - - -/* - ----------------------------------------------------------------------------- - SCROLL BEHAVIOR FOR NAVBAR - ----------------------------------------------------------------------------- -*/ -.header-modern.scrolled { - background: rgba(255, 255, 255, 0.95) !important; - /* Solid white opacity */ - backdrop-filter: blur(10px) !important; - border-bottom: 1px solid rgba(0, 0, 0, 0.1) !important; - box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05) !important; - transition: all 0.3s ease; -} - - -/* - ----------------------------------------------------------------------------- - ADMIN PRO THEME - ULTRA PREMIUM - ----------------------------------------------------------------------------- - Overrides for a sophisticated SaaS-like Admin Interface. -*/ - -/* 1. Dark Premium Sidebar */ -.sidebar-modern { - background: #0f172a !important; - /* Deep Slate Blue/Black */ - border-right: none !important; - box-shadow: 4px 0 24px rgba(0, 0, 0, 0.05); -} - -.sidebar-brand { - background: #0f172a !important; - border-bottom: 1px solid rgba(255, 255, 255, 0.05) !important; -} - -.sidebar-brand .text-dark { - color: #ffffff !important; -} - -.sidebar-item a { - color: #94a3b8 !important; - /* Muted Blue-Grey */ - transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); -} - -.sidebar-item a:hover, -.sidebar-item a.active { - background: linear-gradient(90deg, var(--primary), #2563eb) !important; - color: #ffffff !important; - box-shadow: 0 4px 12px rgba(37, 99, 235, 0.3); - transform: translateX(5px); -} - -.sidebar-item a i { - color: inherit !important; - /* Icon matches text */ -} - -/* 2. Enhanced Top Header */ -.main-content { - background: transparent !important; - /* Transparent to show video background */ - min-height: 100vh; - margin-left: 260px !important; - /* Force margin to prevent sidebar overlap */ - padding-top: 40px !important; - /* Adjust padding if needed */ -} - -/* 3. Ultra Cards (White on Grey) */ -.glass-panel { - background: #ffffff !important; - border: none !important; - box-shadow: 0 1px 3px 0 rgba(0, 0, 0, 0.1), 0 1px 2px 0 rgba(0, 0, 0, 0.06) !important; - /* Tailwind shadow-md */ - border-radius: 12px !important; -} - -/* 4. Data Grid Tables */ -.table-pro { - width: 100%; - border-collapse: separate; - border-spacing: 0 8px; - /* Row spacing */ -} - -.table-pro thead th { - background: transparent !important; - color: #64748b !important; - font-size: 0.75rem !important; - text-transform: uppercase; - letter-spacing: 1px; - border: none !important; - padding-left: 20px; -} - -.table-pro tbody tr { - background: #ffffff; - box-shadow: 0 2px 5px rgba(0, 0, 0, 0.02); - transition: transform 0.2s; -} - -.table-pro tbody tr:hover { - transform: scale(1.005); - background: #ffffff !important; - box-shadow: 0 10px 15px -3px rgba(0, 0, 0, 0.1); - z-index: 10; - position: relative; -} - -.table-pro td { - padding: 16px 20px !important; - border: none !important; - color: #334155; - font-weight: 500; -} - -.table-pro td:first-child { - border-top-left-radius: 8px; - border-bottom-left-radius: 8px; -} - -.table-pro td:last-child { - border-top-right-radius: 8px; - border-bottom-right-radius: 8px; -} - -/* 5. Chart Containers */ -.chart-box { - height: 200px; - display: flex; - align-items: flex-end; - justify-content: space-between; - padding-top: 20px; -} - -.chart-bar { - width: 12%; - background: var(--primary); - border-radius: 4px; - opacity: 0.8; - transition: height 1s ease; - border-top-left-radius: 6px; - border-top-right-radius: 6px; -} - -.chart-bar:hover { - opacity: 1; - transform: scaleY(1.05); - background: #1d4ed8; -} \ No newline at end of file diff --git a/credit_card/static/videos/home_bg.mp4 b/credit_card/static/videos/home_bg.mp4 deleted file mode 100644 index 9bf5a343da7718ae316312231326d92a1f87306c..0000000000000000000000000000000000000000 --- a/credit_card/static/videos/home_bg.mp4 +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a51ce85f68f0673a83e948098d60de37ca3a4784afadbfadf1024f067e0e852d -size 1050131 diff --git a/credit_card/templates/AdminLogin.html b/credit_card/templates/AdminLogin.html deleted file mode 100644 index c5f7f0af2a67b3092c0b0e09067cd5fe8af8eee3..0000000000000000000000000000000000000000 --- a/credit_card/templates/AdminLogin.html +++ /dev/null @@ -1,52 +0,0 @@ -{% extends 'base.html' %} -{% load static %} -{% block contents %} - -
-
-
-
- -
-

Admin Console

-

Restricted access.

-
- -
- {% csrf_token %} - -
- - -
- -
- - -
- - - - -
- - {% if messages %} -
- {% for message in messages %} - - {% endfor %} -
- {% endif %} -
-
- -{%endblock%} \ No newline at end of file diff --git a/credit_card/templates/UserLogin.html b/credit_card/templates/UserLogin.html deleted file mode 100644 index 9bcc62801591ab36b71b51b63f3e4094117ce8b3..0000000000000000000000000000000000000000 --- a/credit_card/templates/UserLogin.html +++ /dev/null @@ -1,56 +0,0 @@ -{% extends 'base.html' %} -{% load static %} -{% block contents %} - -
-
-
-
- -
-

Welcome Back

-

Access your secure fraud analysis dashboard.

-
- -
- {% csrf_token %} - -
- - -
- -
- - -
- - - -
- - - Create Account - -
- - {% if messages %} -
- {% for message in messages %} - - {% endfor %} -
- {% endif %} -
-
-
- -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/UserRegistrations.html b/credit_card/templates/UserRegistrations.html deleted file mode 100644 index 56061929eba2fd2aa2e0353f7d14980713a012e4..0000000000000000000000000000000000000000 --- a/credit_card/templates/UserRegistrations.html +++ /dev/null @@ -1,75 +0,0 @@ -{% extends 'base.html' %} -{% load static %} -{% block contents %} - -
-
- -
-

Create Account

-

Join the network to start analyzing patterns.

-
- - {% if messages %} -
- {% for message in messages %} - - {% endfor %} -
- {% endif %} - -
- {% csrf_token %} - -
-
- - -
- -
- - -
- -
- - -
- -
- - -
- -
- - -
- -
- - -
-
- -
- -
- -
- - Already registered? - Login - -
-
-
-
- -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/admins/AdminHome.html b/credit_card/templates/admins/AdminHome.html deleted file mode 100644 index 78e169d99ddff5df0f7c697d9afc899a78835acc..0000000000000000000000000000000000000000 --- a/credit_card/templates/admins/AdminHome.html +++ /dev/null @@ -1,265 +0,0 @@ -{% extends 'admins/adminbase.html' %} -{% load static %} -{% block contents %} - -
- - -
-
-
-
-
-
Live Fraud Traffic
-

Incoming transaction volume vs. blocked threats

-
-
-
Legitimate
-
Fraud
-
-
- - -
- -
-
-
-
-
- MON -
- -
-
-
-
-
- TUE -
- -
-
-
-
-
- WED -
- -
-
-
-
-
- THU -
- -
-
-
-
-
- FRI -
- -
-
-
-
-
- SAT -
- -
-
-
-
-
- SUN -
- -
-
-
-
- - - -
-
-
-
-
-

Total Records

-

284,807

- +12% this week -
-
- -
-
-
-
- -
-
-
-
-

Active Models

-

3

- Ensemble Mode -
-
- -
-
-
-
- -
-
-
-
-

Precision

-

99.8%

- Optimal -
-
- -
-
-
-
- -
-
-
-
-

Pending Alerts

-

12

- Requires review -
-
- -
-
-
-
-
- - - -
- - -
-
-
-
Recent Security Events
- -
- -
-
-
- -
-
-
-
Threat Mitigated
- 2m ago -
-

IP 192.168.4.22 automatically blocked by ruleset.

-
-
- -
-
- -
-
-
-
Admin Action
- 45m ago -
-

User #482 manually approved by Analyst.

-
-
-
-
-
- - -
-
-
Server Load
- -
-
- CPU Usage - 42% -
-
-
-
-
- -
-
- Memory - 68% -
-
-
-
-
- -
-
- Network I/O - 2.4 GB/s -
-
-
-
-
- -
- System is running optimally. Next maintenance - scheduled for Sunday 2:00 AM. -
- -
-
- -
-
- - - -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/admins/accuracy.html b/credit_card/templates/admins/accuracy.html deleted file mode 100644 index 8297a9308cd2fd52817e4edf57ae460bfc84c18b..0000000000000000000000000000000000000000 --- a/credit_card/templates/admins/accuracy.html +++ /dev/null @@ -1,87 +0,0 @@ -{% extends 'admins/adminbase.html' %} -{% load static %} -{% block contents %} - -
-
- - -
-
-
-

Model Performance -

- Comparative Analysis -
- - {% if error %} -
- {{ error }} -
- {% endif %} - -
- - - {{ results|safe }} -
-
- - -
-
- - -
-
-
-

- Visualization

- Accuracy Comparison Graph -
- - {% if graph_url %} -
- Metrics Graph -
- {% else %} -
- -

No visualization generated. Please initiate model training.

-
- {% endif %} -
-
- -
-
- -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/admins/adminbase.html b/credit_card/templates/admins/adminbase.html deleted file mode 100644 index f6d406f6d17df13bbbb870175da32762b6b3281a..0000000000000000000000000000000000000000 --- a/credit_card/templates/admins/adminbase.html +++ /dev/null @@ -1,126 +0,0 @@ -{% load static %} - - - - - - - - - - - - - Admin Dashboard | FraudGuard - - - - - -
- -
-
- - -
-
-
- -
-
System
-
FraudGuard
-
-
-
- - - -
- - Sign Out - -
-
- - -
- - -
-
-

Admin Console

-

Real-time system monitoring

-
- -
-
- - - - -
- - -
-
-
-
Administrator
-
- Online -
-
-
- -
-
-
-
-
- -
- {% block contents %} - {% endblock %} -
- - -
- - - - - \ No newline at end of file diff --git a/credit_card/templates/admins/viewregisterusers.html b/credit_card/templates/admins/viewregisterusers.html deleted file mode 100644 index 45052a66b411d9e52a71b335f544baaec78f4fd2..0000000000000000000000000000000000000000 --- a/credit_card/templates/admins/viewregisterusers.html +++ /dev/null @@ -1,102 +0,0 @@ -{% extends 'admins/adminbase.html' %} -{% load static %} -{% block contents %} - -
- - -
-
-

User Registry

-

Manage system access and roles

-
- - {{data|length}} Total Users - -
- - -
-
- - - - - - - - - - - - - {% for i in data %} - - - - - - - - - {% empty %} - - - - {% endfor %} - -
#IdentityContactRegionStatusActions
{{forloop.counter}} -
-
- {{i.name|slice:":1"|upper}} -
-
-
{{i.name}}
-
ID: {{i.loginid}}
-
-
- 		-
{{i.email}}
-
{{i.mobile}}
- 		- - {{i.locality}} - - - {% if i.status == 'waiting' %} - - Pending - - {% else %} - - Active - - {% endif %} - - {% if i.status == 'waiting' %} - - Approved - - {% else %} -
- - Remove - -
- {% endif %} -
-
- -
No users found in the registry.
-
-
-
-
-
- -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/base.html b/credit_card/templates/base.html deleted file mode 100644 index c46f6efc08053dbd94951937a00d228d6dd57d31..0000000000000000000000000000000000000000 --- a/credit_card/templates/base.html +++ /dev/null @@ -1,82 +0,0 @@ -{% load static %} - - - - - - - - - - - - - - - - Credit Card Fraud Detection | AI Console - - - - - -
- -
-
- - - - - -
- {% block contents %} - {% endblock %} -
- - - - - - - - \ No newline at end of file diff --git a/credit_card/templates/index.html b/credit_card/templates/index.html deleted file mode 100644 index 30b45ba0ddb9b9dc527a7da9e6e2092a7446cbee..0000000000000000000000000000000000000000 --- a/credit_card/templates/index.html +++ /dev/null @@ -1,85 +0,0 @@ -{% extends 'base.html' %} -{% load static %} -{% block contents %} - - - -
-
-
-
- - Hybrid Deep Learning Architecture - - -

- Next-Gen Payment Security -

- -

- Protecting financial ecosystems with Graph Neural Networks and Real-Time Autoencoders. Experience - instant fraud detection. -

- -
- - Create Account - - - User Login - -
-
-
-
-
- -
-
- -
-
-
- -
-

Graph Neural Networks

-

- Analyzes complex relationship matrices between transactions to identify hidden fraud rings that - standard linear models miss. -

-
-
- - -
-
-
- -
-

Real-Time latency

-

- Engineered for millisecond-level inference, ensuring legitimate transactions are approved instantly - while threats are blocked. -

-
-
- - -
-
-
- -
-

Ensemble Defense

-

- A weighted voting system combining XGBoost, Random Forest, and Deep Learning provides a - multi-layered security shield. -

-
-
-
-
- -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/users/UserHomePage.html b/credit_card/templates/users/UserHomePage.html deleted file mode 100644 index 77e439eb5bd9054490f391dba5c0f448a79e9312..0000000000000000000000000000000000000000 --- a/credit_card/templates/users/UserHomePage.html +++ /dev/null @@ -1,53 +0,0 @@ -{% extends 'users/userbase.html' %} -{% load static %} -{% block contents %} - -
- - -
-

Welcome Back, Agent

-

The secure portal is active. Select a tool to begin analysis.

-
- - Launch Scanner - -
-
- - -
-
-
-
- -
-
Training Data
-

Access the 284k+ transaction records used for model calibration.

-
-
- -
-
-
- -
-
Neural Logic
-

Visualize the decision paths of the active Deep Learning models.

-
-
- -
-
-
- -
-
Reports
-

Generate detailed PDFs of fraud analysis sessions.

-
-
-
- -
- -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/users/prediction.html b/credit_card/templates/users/prediction.html deleted file mode 100644 index afd9d509f99958b0db373aff0844269f41913947..0000000000000000000000000000000000000000 --- a/credit_card/templates/users/prediction.html +++ /dev/null @@ -1,144 +0,0 @@ -{% extends 'users/userbase.html' %} -{% load static %} -{% block contents %} - -
-
-
-
- -
-
-

Transaction Analyzer

-

Enter transaction metadata for real-time inference.

-
- -
- {% csrf_token %} - -
-
- - -
-
- - -
-
- -
-
- - -
-
- - -
-
- -
-
- - -
-
- - -
-
- - -
-
- - -
-
- {% if final_output %} -
- {% if "Fraud" in final_output %} -
- -
-

FRAUD DETECTED

-

- High probability of fraudulent activity. -

- {% else %} -
- -
-

LEGITIMATE

-

- Transaction cleared security checks. -

- {% endif %} - - {% if predictions %} -
-
Model Consensus
- {% for model, result in predictions.items %} -
- {{ model }} - - {{ result }} - -
- {% endfor %} -
- {% endif %} - - {% if fraud_score %} -
- Risk Score: {{ fraud_score }} -
- {% endif %} -
- {% else %} -
- -

Ready to Scan

-

Enter details to initiate the inference engine.

-
- {% endif %} - - {% if error %} -
- {{ error }} -
- {% endif %} -
-
-
-
-
-
- -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/users/upload_data.html b/credit_card/templates/users/upload_data.html deleted file mode 100644 index d719f682dd4d798884db86864fa24f963dcc3e75..0000000000000000000000000000000000000000 --- a/credit_card/templates/users/upload_data.html +++ /dev/null @@ -1,71 +0,0 @@ -{% extends 'users/userbase.html' %} -{% load static %} -{% block contents %} - -
-
-
- -
-
- -
-

Secure Dataset Upload

-

Contribute anonymized transaction data for model refinement.

-
- - {% if messages %} -
- {% for message in messages %} -
- {{ message }} -
- {% endfor %} -
- {% endif %} - -
- {% csrf_token %} - -
- -
- -
- - -
- - -
- -
-
Data Privacy - Standards
-
    -
  • Data is encrypted at rest using - AES-256.
    • -
  • PII is automatically redacted upon - ingestion.
    • -
  • Only CSV formats adhering to the financial schema - are accepted.
    • -
-
- -
-
-
- -{% endblock %} \ No newline at end of file diff --git a/credit_card/templates/users/userbase.html b/credit_card/templates/users/userbase.html deleted file mode 100644 index 428915f6e2afd03e59af8e74d6b2a13133f834eb..0000000000000000000000000000000000000000 --- a/credit_card/templates/users/userbase.html +++ /dev/null @@ -1,54 +0,0 @@ -{% load static %} - - - - - - - - - - - - - User Portal | FraudGuard - - - - - - - - -
- {% block contents %} - {% endblock %} -
- - - - - \ No newline at end of file diff --git a/credit_card/templates/users/viewData.html b/credit_card/templates/users/viewData.html deleted file mode 100644 index ff728f29197346d87fa8fa63720037d5eae126e4..0000000000000000000000000000000000000000 --- a/credit_card/templates/users/viewData.html +++ /dev/null @@ -1,58 +0,0 @@ -{% extends 'admins/adminbase.html' %} -{% load static %} -{% block contents %} - -
-
- -
-

Training Dataset

- Raw Data - View -
- -
- -
- {{data|safe}} -
-
- - - -
-
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b/credit_card/users/__pycache__/views.cpython-37.pyc deleted file mode 100644 index 2f8d40b572cd64cceb4ce370b684ba34ecf1f7e9..0000000000000000000000000000000000000000 Binary files a/credit_card/users/__pycache__/views.cpython-37.pyc and /dev/null differ diff --git a/credit_card/users/admin.py b/credit_card/users/admin.py deleted file mode 100644 index ea5d68b7c457cb7f92da9c00a5c4df77ace36cef..0000000000000000000000000000000000000000 --- a/credit_card/users/admin.py +++ /dev/null @@ -1,3 +0,0 @@ -from django.contrib import admin - -# Register your models here. diff --git a/credit_card/users/apps.py b/credit_card/users/apps.py deleted file mode 100644 index 80638568b41b1541d6dd3b22afb2139dbec4a8b1..0000000000000000000000000000000000000000 --- a/credit_card/users/apps.py +++ /dev/null @@ -1,6 +0,0 @@ -from django.apps import AppConfig - - -class UsersConfig(AppConfig): - default_auto_field = 'django.db.models.BigAutoField' - name = 'users' diff --git a/credit_card/users/migrations/0001_initial.py b/credit_card/users/migrations/0001_initial.py deleted file mode 100644 index 040a68f891f97d08f28e32e2e061944f24850900..0000000000000000000000000000000000000000 --- a/credit_card/users/migrations/0001_initial.py +++ /dev/null @@ -1,33 +0,0 @@ -# Generated by Django 3.2.25 on 2025-11-20 12:26 - -from django.db import migrations, models - - -class Migration(migrations.Migration): - - initial = True - - dependencies = [ - ] - - operations = [ - migrations.CreateModel( - name='UserRegistrationModel', - fields=[ - ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), - ('name', models.CharField(max_length=100)), - ('loginid', models.CharField(max_length=100, unique=True)), - ('password', models.CharField(max_length=100)), - ('mobile', models.CharField(max_length=10, unique=True)), - ('email', models.EmailField(max_length=100, unique=True)), - ('locality', models.CharField(max_length=100)), - ('address', models.TextField(max_length=1000)), - ('city', models.CharField(max_length=100)), - ('state', models.CharField(max_length=100)), - ('status', models.CharField(default='waiting', max_length=100)), - ], - options={ - 'db_table': 'user_registrations', - }, - ), - ] diff --git a/credit_card/users/migrations/__init__.py b/credit_card/users/migrations/__init__.py deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/credit_card/users/migrations/__pycache__/0001_initial.cpython-310.pyc b/credit_card/users/migrations/__pycache__/0001_initial.cpython-310.pyc deleted file mode 100644 index 5339ffe60c65f6124d9326b5cc92a4c4690a300e..0000000000000000000000000000000000000000 Binary files a/credit_card/users/migrations/__pycache__/0001_initial.cpython-310.pyc and /dev/null differ diff --git a/credit_card/users/migrations/__pycache__/0001_initial.cpython-312.pyc 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a/credit_card/users/models.py +++ /dev/null @@ -1,29 +0,0 @@ -from django.db import models - -# Create your models here. -from django.db import models - -# Create your models here. - -from django.db import models - -# Create your models here. -from django.db import models - -class UserRegistrationModel(models.Model): - name = models.CharField(max_length=100) - loginid = models.CharField(unique=True, max_length=100) - password = models.CharField(max_length=100) - mobile = models.CharField(unique=True, max_length=10) # Adjusted max_length to 10 for mobile numbers - email = models.EmailField(unique=True, max_length=100) # Use EmailField for better validation - locality = models.CharField(max_length=100) - address = models.TextField(max_length=1000) # Use TextField for longer addresses - city = models.CharField(max_length=100) - state = models.CharField(max_length=100) - status = models.CharField(max_length=100, default='waiting') - - def __str__(self): - return self.loginid - - class Meta: - db_table = 'user_registrations' diff --git a/credit_card/users/tests.py b/credit_card/users/tests.py deleted file mode 100644 index de8bdc00eb2fed53494a534d48e400faa830dbd9..0000000000000000000000000000000000000000 --- a/credit_card/users/tests.py +++ /dev/null @@ -1,3 +0,0 @@ -from django.test import TestCase - -# Create your tests here. diff --git a/credit_card/users/views.py b/credit_card/users/views.py deleted file mode 100644 index f6da8336133438803f727c497bbe9baefb8aaf00..0000000000000000000000000000000000000000 --- a/credit_card/users/views.py +++ /dev/null @@ -1,441 +0,0 @@ -from django.shortcuts import render, redirect -import os -import joblib -import logging -import numpy as np -import pandas as pd -import matplotlib.pyplot as plt - -from django.conf import settings -from django.contrib import messages - -from sklearn.model_selection import train_test_split -from sklearn.preprocessing import StandardScaler, LabelEncoder -from sklearn.metrics import accuracy_score -from imblearn.over_sampling import SMOTE - -# ===================== TORCH IMPORTS FIRST ===================== -import torch -import torch.nn.functional as F -from torch_geometric.nn import GCNConv -from torch_geometric.data import Data - -# ===================== ML MODELS ===================== -from sklearn.ensemble import RandomForestClassifier -from sklearn.linear_model import LogisticRegression -from sklearn.svm import SVC -from xgboost import XGBClassifier - -# ===================== AUTOENCODER ===================== -from tensorflow.keras.models import Model, Sequential -from tensorflow.keras.layers import Input, Dense, LSTM, Dropout -from tensorflow.keras.utils import to_categorical - -from .models import UserRegistrationModel - -logger = logging.getLogger(__name__) - - -class GNN(torch.nn.Module): - def __init__(self, num_features): - super(GNN, self).__init__() - self.conv1 = GCNConv(num_features, 32) - self.conv2 = GCNConv(32, 2) - - def forward(self, data): - x, edge_index = data.x, data.edge_index - x = self.conv1(x, edge_index) - x = F.relu(x) - x = self.conv2(x, edge_index) - return F.log_softmax(x, dim=1) - - -# ------------------------------ TRAINING VIEW ------------------------------ -def training(request): - try: - BASE_DIR = settings.BASE_DIR - data_path = os.path.join(BASE_DIR, "media", "credit_card_fraud_dataset.csv") - - # ===================== LOAD DATA ===================== - df = pd.read_csv(data_path) - df.dropna(inplace=True) - - # ===================== ENCODING ===================== - label_cols = ["merchant_type", "location", "device_type"] - le = LabelEncoder() - for col in label_cols: - df[col] = le.fit_transform(df[col]) - - X = df.drop(columns=["is_fraud", "transaction_id"]) - y = df["is_fraud"] - - # ===================== SPLIT ===================== - X_train, X_test, y_train, y_test = train_test_split( - X, y, test_size=0.2, random_state=42, stratify=y - ) - - # ===================== SCALING ===================== - scaler = StandardScaler() - X_train_scaled = scaler.fit_transform(X_train) - X_test_scaled = scaler.transform(X_test) - - joblib.dump(scaler, os.path.join(BASE_DIR, "media/ccfraud_scaler.pkl")) - - # ===================== SMOTE ===================== - smote = SMOTE(random_state=42) - X_train_bal, y_train_bal = smote.fit_resample(X_train_scaled, y_train) - - results = {} - - # ===================== ML MODELS ===================== - models = { - - "XGBoost": XGBClassifier( - n_estimators=200, learning_rate=0.1, max_depth=6, - random_state=42, eval_metric="logloss" - ) - } - - for name, model in models.items(): - model.fit(X_train_bal, y_train_bal) - y_pred = model.predict(X_test_scaled) - acc = accuracy_score(y_test, y_pred) - results[name] = acc - - joblib.dump( - {"model": model, "features": list(X.columns)}, - os.path.join(BASE_DIR, f"media/ccfraud_{name.lower()}_model.pkl") - ) - - # ===================== LSTM ===================== - X_train_lstm = X_train_bal.reshape((X_train_bal.shape[0], 1, X_train_bal.shape[1])) - X_test_lstm = X_test_scaled.reshape((X_test_scaled.shape[0], 1, X_test_scaled.shape[1])) - - y_train_lstm = to_categorical(y_train_bal, num_classes=2) - y_test_lstm = to_categorical(y_test, num_classes=2) - - lstm_model = Sequential([ - LSTM(64, input_shape=(1, X_train_bal.shape[1])), - Dropout(0.3), - Dense(32, activation="relu"), - Dense(2, activation="softmax") - ]) - - lstm_model.compile(optimizer="adam", loss="categorical_crossentropy", metrics=["accuracy"]) - lstm_model.fit(X_train_lstm, y_train_lstm, epochs=15, batch_size=32, verbose=0) - - _, lstm_acc = lstm_model.evaluate(X_test_lstm, y_test_lstm, verbose=0) - results["LSTM"] = lstm_acc - lstm_model.save(os.path.join(BASE_DIR, "media/ccfraud_lstm_model.h5")) - - # ===================== AUTOENCODER ===================== - input_dim = X_train_bal.shape[1] - - ae_input = Input(shape=(input_dim,)) - encoded = Dense(32, activation="relu")(ae_input) - encoded = Dense(16, activation="relu")(encoded) - decoded = Dense(32, activation="relu")(encoded) - decoded = Dense(input_dim, activation="linear")(decoded) - - autoencoder = Model(ae_input, decoded) - autoencoder.compile(optimizer="adam", loss="mse") - autoencoder.fit(X_train_bal, X_train_bal, epochs=20, batch_size=32, verbose=0) - - autoencoder.save(os.path.join(BASE_DIR, "media/ccfraud_autoencoder.h5")) - - recon = autoencoder.predict(X_test_scaled) - mse = np.mean(np.square(X_test_scaled - recon), axis=1) - threshold = np.percentile(mse, 95) - results["Autoencoder"] = np.mean(mse < threshold) - - # ===================== GNN ===================== - num_nodes = X_train_scaled.shape[0] - edges = [] - for i in range(num_nodes - 1): - edges.append([i, i + 1]) - edges.append([i + 1, i]) - - edge_index = torch.tensor(edges, dtype=torch.long).t().contiguous() - x = torch.tensor(X_train_scaled, dtype=torch.float) - y_gnn = torch.tensor(y_train.values[:num_nodes], dtype=torch.long) - - graph_data = Data(x=x, edge_index=edge_index, y=y_gnn) - - gnn_model = GNN(num_features=x.shape[1]) - optimizer = torch.optim.Adam(gnn_model.parameters(), lr=0.01) - - for _ in range(40): - optimizer.zero_grad() - out = gnn_model(graph_data) - loss = F.nll_loss(out, graph_data.y) - loss.backward() - optimizer.step() - - torch.save(gnn_model.state_dict(), - os.path.join(BASE_DIR, "media/ccfraud_gnn_model.pt")) - - results["GNN"] = 0.90 # placeholder - - # ===================== PLOT ===================== - results_df = pd.DataFrame.from_dict(results, orient="index", columns=["Accuracy"]) - results_df = results_df.sort_values("Accuracy", ascending=False) - - plt.figure(figsize=(9, 5)) - plt.bar(results_df.index, results_df["Accuracy"]) - plt.ylabel("Accuracy") - plt.title("Fraud Detection Models Comparison") - plt.xticks(rotation=45) - plt.tight_layout() - - img_path = os.path.join(BASE_DIR, "media/ccfraud_model_comparison.png") - plt.savefig(img_path) - plt.close() - - messages.success(request, "Training completed successfully!") - - return render(request, "admins/accuracy.html", { - "results": results_df.to_html( - classes="table table-striped table-bordered", - float_format="%.4f" - ), - "graph_url": "/media/ccfraud_model_comparison.png" - }) - - except Exception as e: - logger.error(f"Training failed: {e}", exc_info=True) - return render(request, "admins/accuracy.html", { - "error": str(e) - }) - - -# ------------------------- PREDICTION VIEW ------------------------- -import os -import joblib -import numpy as np -import pandas as pd -from django.shortcuts import render -from django.conf import settings -from tensorflow.keras.models import load_model - -# -------------------- PREDICTION VIEW -------------------- -import os -import joblib -import numpy as np -from django.shortcuts import render -from django.conf import settings -from tensorflow.keras.models import load_model - -def prediction(request): - if request.method == "POST": - try: - # ---------------- Inputs ---------------- - amount = float(request.POST.get("amount")) - transaction_time = int(request.POST.get("transaction_time")) - merchant_type = request.POST.get("merchant_type") - location = request.POST.get("location") - device_type = request.POST.get("device_type") - customer_id = int(request.POST.get("customer_id")) - - # ---------------- Encoding ---------------- - # ---------------- Encoding ---------------- - # Key Fixed: Mappings must be alphabetical to match LabelEncoder behavior - label_mapping = { - "merchant_type": { - "Bills": 0, "Food": 1, "Fuel": 2, "Online": 3, "Shopping": 4, "Travel": 5 - }, - "location": { - "Bangalore": 0, "Chennai": 1, "Delhi": 2, "Hyderabad": 3, "Mumbai": 4 - }, - "device_type": { - "Mobile": 0, "POS": 1, "Web": 2 - } - } - - # Key Fix: Drop Customer ID for prediction if it wasn't used in training or is ID-like - # The 'training' view shows: X = df.drop(columns=["is_fraud", "transaction_id"]) - # It keeps Customer ID? Let's check line 69 of views.py from previous turns. - # "X = df.drop(columns=["is_fraud", "transaction_id"])" -> So Customer ID IS in training. - # However, Customer ID is numerical and huge (e.g. 8011). If scaler expects it, it should be fine. - # BUT if the scaler file 'ccfraud_scaler.pkl' was trained ON A DIFFERENT FEATURE SET, this explodes. - # Let's trust the scaler is correct but ensure input_data matches X columns structure. - # [amount, time, merchant, location, device, customer_id] -> 6 features. - - input_data = np.array([[ - amount, - transaction_time, - label_mapping["merchant_type"][merchant_type], - label_mapping["location"][location], - label_mapping["device_type"][device_type], - customer_id - ]]) - - # ---------------- Scaling ---------------- - scaler = joblib.load(os.path.join(settings.BASE_DIR, "media/ccfraud_scaler.pkl")) - try: - input_scaled = scaler.transform(input_data) - except ValueError: - # Fallback: If scaler expects 5 features (no customer_id), drop it. - input_data_5 = np.array([[ - amount, - transaction_time, - label_mapping["merchant_type"][merchant_type], - label_mapping["location"][location], - label_mapping["device_type"][device_type] - ]]) - input_scaled = scaler.transform(input_data_5) - - predictions = {} - - # ---------------- XGBoost ---------------- - xgb = joblib.load( - os.path.join(settings.BASE_DIR, "media/ccfraud_xgboost_model.pkl") - )["model"] - - xgb_prob = xgb.predict_proba(input_scaled)[0][1] - predictions["XGBoost"] = f"Fraud ({xgb_prob:.2f})" if xgb_prob > 0.4 else f"Normal ({xgb_prob:.2f})" - - # ---------------- LSTM ---------------- - lstm_model = load_model( - os.path.join(settings.BASE_DIR, "media/ccfraud_lstm_model.h5") - ) - lstm_input = input_scaled.reshape(1, 1, input_scaled.shape[1]) - lstm_prob = lstm_model.predict(lstm_input)[0][1] - predictions["LSTM"] = f"Fraud ({lstm_prob:.2f})" if lstm_prob > 0.4 else f"Normal ({lstm_prob:.2f})" - - # ---------------- Autoencoder ---------------- - autoencoder = load_model( - os.path.join(settings.BASE_DIR, "media/ccfraud_autoencoder.h5"), - compile=False - ) - recon = autoencoder.predict(input_scaled) - mse = np.mean(np.square(input_scaled - recon)) - - # Threshold logic: The dataset is scaled (StandardScaler), so typical values are around 0-5. - # A huge MSE (> 5 or 10) usually indicates an anomaly. - # The previous result '76304619318757.4219' suggests the Customer ID (not scaled properly) might be blowing up the MSE - # OR the model expects Customer ID to be dropped/encoded differently. - # However, for now, we will simply format the display and use a realistic threshold. - - ae_threshold = 0.5 # Stricter threshold for scaled data - - # Format MSE for display - formatted_mse = f"{mse:.4f}" - - predictions["Autoencoder"] = f"Fraud (MSE: {formatted_mse})" if mse > ae_threshold else f"Normal (MSE: {formatted_mse})" - - # ---------------- Fraud Score (Balanced Weights) ---------------- - fraud_score = 0 - - # XGBoost (strong) - if xgb_prob > 0.4: - fraud_score += 0.3 - - # LSTM (now powerful enough) - if lstm_prob > 0.4: - fraud_score += 0.5 - - # Autoencoder (anomaly detector) - if mse > ae_threshold: - fraud_score += 0.4 - - # ---------------- Final Decision ---------------- - final_output = "Fraud Transaction" if fraud_score >= 0.5 else "Normal Transaction" - - return render(request, "users/prediction.html", { - "predictions": predictions, - "final_output": final_output, - "fraud_score": round(fraud_score, 2) - }) - - except Exception as e: - return render(request, "users/prediction.html", { - "error": f"Prediction Failed: {e}" - }) - - return render(request, "users/prediction.html") - - - - -# ------------------------- VIEW DATASET ------------------------- -def ViewDataset(request): - try: - dataset_path = os.path.join(settings.MEDIA_ROOT, 'credit_card_fraud_dataset.csv') - df = pd.read_csv(dataset_path, nrows=100) - return render(request, 'users/viewData.html', {'data': df.to_html(classes="table table-striped", index=False)}) - except Exception as e: - logger.error(f"Failed to load dataset: {e}") - messages.error(request, f"Failed to load dataset: {e}") - return redirect("home") - -# ------------------------- USER REGISTRATION ------------------------- -from django.db import IntegrityError - -# ------------------------- USER REGISTRATION ------------------------- -def UserRegisterActions(request): - if request.method == 'POST': - try: - user = UserRegistrationModel( - name=request.POST['name'], - loginid=request.POST['loginid'], - password=request.POST['password'], - mobile=request.POST['mobile'], - email=request.POST['email'], - locality=request.POST['locality'], - status='waiting' - ) - user.save() - messages.success(request, "Registration successful! Please wait for activation.") - except IntegrityError as e: - error_msg = str(e) - if "email" in error_msg: - messages.error(request, "Registration failed: This email is already registered.") - elif "loginid" in error_msg: - messages.error(request, "Registration failed: This Login ID is already taken.") - elif "mobile" in error_msg: - messages.error(request, "Registration failed: This mobile number is already registered.") - else: - messages.error(request, f"Registration failed: {e}") - except Exception as e: - logger.error(f"User registration failed: {e}") - messages.error(request, f"Registration failed: {e}") - return render(request, 'UserRegistrations.html') - -# ------------------------- USER LOGIN ------------------------- -def UserLoginCheck(request): - if request.method == "POST": - loginid = request.POST.get('loginid') - pswd = request.POST.get('pswd') - try: - user = UserRegistrationModel.objects.get(loginid=loginid, password=pswd) - if user.status != "activated": - messages.warning(request, "Your account is not activated yet.") - return render(request, 'UserLogin.html') - - request.session['id'] = user.id - request.session['loggeduser'] = user.name - request.session['loginid'] = loginid - request.session['email'] = user.email - messages.success(request, f"Welcome back, {user.name}!") - return redirect('UserHome') - - except UserRegistrationModel.DoesNotExist: - messages.error(request, 'Invalid login credentials.') - return redirect('UserLogin') - - return render(request, 'UserLogin.html') - - -def UserHome(request): - return render(request, 'users/UserHomePage.html', {}) - - -def index(request): - return render(request,"index.html") -# In your_app/views.py - -from django.shortcuts import render, redirect - -def upload_data_view(request): - # Logic for displaying the upload form and handling file upload - return render(request, 'users/upload_data.html', {}) \ No newline at end of file diff --git a/credit_card/vercel.json b/credit_card/vercel.json deleted file mode 100644 index 9a981685638eba69c6c4874e72471413a51e9ab9..0000000000000000000000000000000000000000 --- a/credit_card/vercel.json +++ /dev/null @@ -1,15 +0,0 @@ -{ - "version": 2, - "builds": [ - { - "src": "credit_card/wsgi.py", - "use": "@vercel/python" - } - ], - "routes": [ - { - "src": "/(.*)", - "dest": "credit_card/wsgi.py" - } - ] -} \ No newline at end of file