Add GitHub SEO badges, CITATION.cff, and package metadata
Improve discoverability with social badges (stars, forks, issues, last commit), add CITATION.cff for academic citations, update pyproject.toml/setup.py with full classifiers and URLs, and add GitHub Sponsors funding config. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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hemangjoshi37a
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github: hemangjoshi37a
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custom:
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- "https://hjlabs.in"
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cff-version: 1.2.0
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title: "TradingAgents: Multi-Agents LLM Financial Trading Framework"
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message: "If you use this software, please cite our paper."
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type: software
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license: Apache-2.0
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url: "https://github.com/hemangjoshi37a/TradingAgents"
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repository-code: "https://github.com/hemangjoshi37a/TradingAgents"
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preferred-citation:
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type: article
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title: "TradingAgents: Multi-Agents LLM Financial Trading Framework"
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authors:
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- family-names: Xiao
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given-names: Yijia
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- family-names: Joshi
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given-names: Hemang
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year: 2024
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journal: "arXiv preprint"
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doi: "10.48550/arXiv.2412.20138"
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url: "https://arxiv.org/abs/2412.20138"
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keywords:
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- multi-agent systems
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- financial trading
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- large language models
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- stock analysis
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- algorithmic trading
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- quantitative finance
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21
README.md
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README.md
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<div align="center">
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<img src="assets/schema.png" width="120" alt="TradingAgents Logo" />
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<img src="assets/schema.png" width="120" alt="TradingAgents - Multi-Agent LLM Financial Trading Framework Logo" />
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# TradingAgents
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### Multi-Agent LLM Financial Trading Framework
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[](https://arxiv.org/abs/2412.20138)
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[](https://www.python.org/)
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[](https://www.python.org/)
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[](LICENSE)
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[](https://react.dev/)
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[](https://fastapi.tiangolo.com/)
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[](https://tailwindcss.com/)
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[](https://hjlabs.in)
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[](https://github.com/hemangjoshi37a/TradingAgents/stargazers)
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[](https://github.com/hemangjoshi37a/TradingAgents/network/members)
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[](https://github.com/hemangjoshi37a/TradingAgents/issues)
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[](https://github.com/hemangjoshi37a/TradingAgents/commits/main)
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<br />
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An open-source framework that deploys **specialized AI agents** — analysts, researchers, traders, and risk managers — to collaboratively analyze markets and generate investment recommendations through structured debate.
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<br />
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[Getting Started](#getting-started) • [Web Dashboard](#nifty50-ai-web-dashboard) • [Python API](#python-api) • [Architecture](#architecture) • [Contributing](#contributing)
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[Getting Started](#getting-started) • [Web Dashboard](#nifty50-ai-web-dashboard) • [Python API](#python-api) • [Architecture](#architecture) • [Contributing](#contributing) • [hjlabs.in](https://hjlabs.in)
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<br />
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@ -375,8 +381,15 @@ If you find TradingAgents useful in your research, please cite:
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<div align="center">
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Built and maintained by **[hjlabs.in](https://hjlabs.in)**
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### Built and maintained by **[hjlabs.in](https://hjlabs.in)**
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[](https://hjlabs.in)
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[](https://github.com/hemangjoshi37a)
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[](https://www.linkedin.com/in/hemang-joshi/)
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[](https://www.youtube.com/@hjlabs)
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<sub>Made with AI agents that actually debate before deciding.</sub>
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If you find this project useful, please consider giving it a star on GitHub!
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</div>
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@ -1,8 +1,17 @@
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{
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"name": "frontend",
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"name": "nifty50-ai-dashboard",
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"private": true,
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"version": "0.0.0",
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"version": "1.0.0",
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"type": "module",
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"description": "Nifty50 AI Web Dashboard - Real-time AI stock recommendations with backtesting",
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"homepage": "https://hjlabs.in",
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"repository": {
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"type": "git",
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"url": "git+https://github.com/hemangjoshi37a/TradingAgents.git",
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"directory": "frontend"
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},
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"author": "hjlabs.in",
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"license": "Apache-2.0",
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"scripts": {
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"dev": "vite",
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"build": "tsc -b && vite build",
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"bugs": {
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"url": "https://github.com/hemangjoshi37a/TradingAgents/issues"
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},
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"homepage": "https://github.com/hemangjoshi37a/TradingAgents#readme",
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"homepage": "https://hjlabs.in",
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"dependencies": {
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"playwright": "^1.58.1"
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}
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@ -4,6 +4,27 @@ version = "0.1.0"
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description = "Multi-Agent LLM Financial Trading Framework with AI-powered stock analysis, structured debates, and backtesting"
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readme = "README.md"
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requires-python = ">=3.10"
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license = {text = "Apache-2.0"}
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authors = [
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{name = "Hemang Joshi", email = "hemangjoshi37a@gmail.com"},
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]
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keywords = [
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"trading", "ai", "multi-agent", "llm", "stock-analysis",
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"nifty50", "backtesting", "langchain", "langgraph",
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"algorithmic-trading", "quantitative-finance", "stock-market",
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]
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classifiers = [
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"Development Status :: 4 - Beta",
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"Intended Audience :: Financial and Insurance Industry",
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"License :: OSI Approved :: Apache Software License",
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"Programming Language :: Python :: 3",
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"Programming Language :: Python :: 3.10",
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"Programming Language :: Python :: 3.11",
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"Programming Language :: Python :: 3.12",
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"Programming Language :: Python :: 3.13",
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"Topic :: Office/Business :: Financial :: Investment",
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"Topic :: Scientific/Engineering :: Artificial Intelligence",
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]
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dependencies = [
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"akshare>=1.16.98",
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"backtrader>=1.9.78.123",
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@ -33,3 +54,10 @@ dependencies = [
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"typing-extensions>=4.14.0",
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"yfinance>=0.2.63",
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]
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[project.urls]
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Homepage = "https://hjlabs.in"
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Repository = "https://github.com/hemangjoshi37a/TradingAgents"
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Documentation = "https://github.com/hemangjoshi37a/TradingAgents#readme"
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Issues = "https://github.com/hemangjoshi37a/TradingAgents/issues"
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"Research Paper" = "https://arxiv.org/abs/2412.20138"
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28
setup.py
28
setup.py
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@ -7,10 +7,17 @@ from setuptools import setup, find_packages
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setup(
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name="tradingagents",
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version="0.1.0",
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description="Multi-Agents LLM Financial Trading Framework",
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author="TradingAgents Team",
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author_email="yijia.xiao@cs.ucla.edu",
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url="https://github.com/hemangjoshi37a/TradingAgents",
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description="Multi-Agent LLM Financial Trading Framework with AI-powered stock analysis, structured debates, and backtesting",
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long_description=open("README.md", encoding="utf-8").read(),
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long_description_content_type="text/markdown",
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author="Hemang Joshi",
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author_email="hemangjoshi37a@gmail.com",
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url="https://hjlabs.in",
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project_urls={
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"Source": "https://github.com/hemangjoshi37a/TradingAgents",
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"Issues": "https://github.com/hemangjoshi37a/TradingAgents/issues",
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"Research Paper": "https://arxiv.org/abs/2412.20138",
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},
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packages=find_packages(),
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install_requires=[
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"langchain>=0.1.0",
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@ -33,11 +40,20 @@ setup(
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],
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},
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classifiers=[
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"Development Status :: 3 - Alpha",
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"Intended Audience :: Financial and Trading Industry",
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"Development Status :: 4 - Beta",
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"Intended Audience :: Financial and Insurance Industry",
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"License :: OSI Approved :: Apache Software License",
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"Programming Language :: Python :: 3",
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"Programming Language :: Python :: 3.10",
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"Programming Language :: Python :: 3.11",
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"Programming Language :: Python :: 3.12",
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"Programming Language :: Python :: 3.13",
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"Topic :: Office/Business :: Financial :: Investment",
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"Topic :: Scientific/Engineering :: Artificial Intelligence",
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],
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keywords=[
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"trading", "ai", "multi-agent", "llm", "stock-analysis",
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"nifty50", "backtesting", "langchain", "langgraph",
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"algorithmic-trading", "quantitative-finance",
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],
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)
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