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README.md

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<h1 align="center">NEBULA: A Platform for Decentralized Federated Learning</h1>
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<p align="center">
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<a href="https://federeratedlearning.inf.um.es">federatedlearning.inf.um.es</a>
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<a href="https://nebula-dfl.com">nebula-dfl.com</a> |
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<a href="https://nebula-dfl.eu">nebula-dfl.eu</a> |
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<a href="https://federeratedlearning.inf.um.es">federatedlearning.inf.um.es</a>
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</p>
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</p>
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analysis/README.md

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<br>
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<p align="center">
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<a href="https://github.com/CyberDataLab/nebula">
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<img src="../docs/_prebuilt/static/nebula-logo.jpg" alt="nebula">
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<img src="https://raw.githubusercontent.com/CyberDataLab/nebula/5b44d54eec9186f7c9f6351f26cd92b33bd37fdf/docs/_prebuilt/static/nebula-logo.jpg" alt="nebula">
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</a>
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<h1 align="center">NEBULA: A Platform for Decentralized Federated Learning</h1>
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<p align="center">
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<a href="https://federeratedlearning.inf.um.es">federatedlearning.inf.um.es</a>
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<a href="https://nebula-dfl.com">nebula-dfl.com</a> |
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<a href="https://nebula-dfl.eu">nebula-dfl.eu</a> |
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<a href="https://federeratedlearning.inf.um.es">federatedlearning.inf.um.es</a>
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</p>
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</p>
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## NEBULA Analysis
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This folder contains different analysis of the NEBULA platform. The analysis is divided in two parts:
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This folder contains different analyses of the NEBULA platform. The analysis is divided into two parts:
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- **Data analysis**: This folder contains the analysis of the data included in the platform. The analysis is done using Jupyter Notebooks and Python.
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- **Network analysis**: This folder contains the analysis of the network of the platform. The analysis is done using WireShark and Python.
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_*NOTE:* Some data is not included in this repository due to privacy reasons. If you want to access to the data, please contact us._
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_*NOTE:* Some data is not included in this repository due to privacy reasons. If you want to access the data, please contact us._

nebula/frontend/templates/layout.html

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{% endif %}
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<!-- Open Graph / Facebook -->
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<meta property="og:type" content="website">
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<meta property="og:url" content="https://federatedlearning.inf.um.es">
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<meta property="og:url" content="https://nebula-dfl.com">
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<meta property="og:title" content="NEBULA: A Platform for Decentralized Federated Learning">
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<meta property="og:description"
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content="A cutting-edge platform designed to facilitate the training of federated models within both centralized and decentralized architectures">
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<meta property="og:image" content="{{ url_for('static', path='images/nebula-logo.jpg') }}">
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<!-- Twitter -->
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<meta property="twitter:card" content="summary_large_image">
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<meta property="twitter:url" content="https://federatedlearning.inf.um.es">
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<meta property="twitter:url" content="https://nebula-dfl.com">
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<meta property="twitter:title" content="NEBULA: A Platform for Decentralized Federated Learning">
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<meta property="twitter:description"
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content="A cutting-edge platform designed to facilitate the training of federated models within both centralized and decentralized architectures">
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gtag('js', new Date());
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gtag('config', 'G-CJMRTGSHND', {
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'linker': {
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'domains': ['federatedlearning.inf.um.es'],
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'domains': ['federatedlearning.inf.um.es', 'nebula-dfl.com', 'nebula-dfl.eu']
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}
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});
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</script>
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<li><a class="nav-link scrollto" href="https://nebula.enriquetomasmb.com/developerguide">Developer Guide</a></li>
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</ul>
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</li>
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<li><a class="nav-link scrollto" href="https://federatedlearning.inf.um.es">Website</a></li>
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<li><a class="nav-link scrollto" href="https://nebula-dfl.com">Website</a></li>
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{% if not request.session.get("user", None) %}
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<li class="nav-item dropdown">
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<a class="nav-link dropdown-toggle" href="#" id="navbarLoginDropdown">Login</a>

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