{"id":20433354,"url":"https://github.com/jpcadena/classification-tweets-national-security-ecuador","last_synced_at":"2026-04-07T21:31:58.893Z","repository":{"id":68396373,"uuid":"580092520","full_name":"jpcadena/classification-tweets-national-security-ecuador","owner":"jpcadena","description":"Classification of Tweets about national security at Ecuador 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classification-tweets-national-security-ecuador\n\n\u003c!-- Improved compatibility of back to top link: See: https://github.com/othneildrew/Best-README-Template/pull/73 --\u003e\n\n\u003ca name=\"readme-top\"\u003e\u003c/a\u003e\n\n\u003c!-- PROJECT SHIELDS --\u003e\n\u003c!--\n*** Markdown \"reference style\" links for readability.\n*** Reference links are enclosed in brackets [ ] instead of parentheses ( ).\n--\u003e\n\n\u003c!-- PROJECT LOGO --\u003e\n\u003cbr /\u003e\n\u003cdiv align=\"center\"\u003e\n  \u003ca href=\"https://github.com/othneildrew/Best-README-Template\"\u003e\n    \u003cimg src=\"assets/static/images/logo.png\" alt=\"Logo\" width=\"80\" height=\"80\"\u003e\n  \u003c/a\u003e\n\n\u003ch3 align=\"center\"\u003eclassification-tweets-national-security-ecuador\u003c/h3\u003e\n\n  \u003cp align=\"center\"\u003e\n    Machine Learning project based on Natural Language Processing for \nTweets Classification about national security at Ecuador.\n    \u003cbr /\u003e\n    \u003ca href=\"https://github.com/jpcadena/classification-tweets-national-security-ecuador\"\u003e\u003cstrong\u003eExplore the docs »\u003c/strong\u003e\u003c/a\u003e\n    \u003cbr /\u003e\n  \u003c/p\u003e\n\u003c/div\u003e\n\n\u003c!-- TABLE OF CONTENTS --\u003e\n\u003cdetails\u003e\n  \u003csummary\u003eTable of Contents\u003c/summary\u003e\n  \u003col\u003e\n    \u003cli\u003e\n      \u003ca href=\"#about-the-project\"\u003eAbout The Project\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#built-with\"\u003eBuilt With\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003cli\u003e\n      \u003ca href=\"#getting-started\"\u003eGetting Started\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#prerequisites\"\u003ePrerequisites\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#installation\"\u003eInstallation\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#usage\"\u003eUsage\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#contributing\"\u003eContributing\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#license\"\u003eLicense\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#contact\"\u003eContact\u003c/a\u003e\u003c/li\u003e\n  \u003c/ol\u003e\n\u003c/details\u003e\n\n\u003c!-- ABOUT THE PROJECT --\u003e\n\n## About the project\n\n![Project][project-screenshot]\n\nThis project is in development.\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n## Built with\n\n- [![Python][Python.org]][Python-url]\n- [![Pandas][Pandas]][pandas-url]\n- [![numpy][NumPy]][numpy-url]\n- [![scikit-learn][Scikit-Learn]][scikit-learn-url]\n- [![spacy][Spacy]][spacy-url]\n- [![tensorflow][TensorFlow]][tensorflow-url]\n- [![keras][Keras]][keras-url]\n- [![Pylint][Pylint]][pylint-url]\n- [![Jupyter-Notebooks][Jupyter-Notebooks]][Jupyter-Notebooks-url]\n- [![Pycharm][PyCharm]][Pycharm-url]\n- [![Markdown][Markdown]][Markdown-url]\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- GETTING STARTED --\u003e\n\n## Getting started\n\n### Prerequisites\n\n- [Python 3.10+][Python-docs-url]\n\n### Installation\n\n1. Clone the **repository**\n   ```\n   git clone https://github.com/jpcadena/classification-tweets-national-security-ecuador.git\n   ```\n2. Change the directory to **root project**\n   ```\n   cd classification-tweets-national-security-ecuador\n   ```\n3. Create a **virtual environment** _venv_\n   ```\n   python3 -m venv venv\n   ```\n4. Activate **environment** in Windows\n   ```\n   .\\venv\\Scripts\\activate\n   ```\n5. Or with Unix/Mac OS X\n   ```\n   source venv/bin/activate\n   ```\n6. Install requirements with PIP\n   ```\n   pip install -r requirements.txt\n   ```\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- USAGE EXAMPLES --\u003e\n\n### Usage\n\n1. Rename file **sample.env** to **.env**.\n2. Replace your **credentials** into the _.env_ file.\n3. Execute with console.\n   ```\n   python main.py\n   ```\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- CONTRIBUTING --\u003e\n\n## Contributing\n\n[![GitHub][GitHub]][GitHub-Url]\n\nIf you have a suggestion that would make this better, please fork the repo and\ncreate a pull request.\n\n1. Fork the Project\n2. Create your Feature Branch (`git checkout -b feature/AmazingFeature`)\n3. Commit your Changes (`git commit -m 'Add some AmazingFeature'`)\n4. Push to the Branch (`git push origin feature/AmazingFeature`)\n5. Open a Pull Request\n\nUse docstrings with **reStructuredText** format by adding triple double quotes\n**\"\"\"** after function definition.\\\nAdd a brief function description, also for the parameters including the return\nvalue and its corresponding data type.\\\nPlease use **linting** to check your code quality\nfollowing [PEP 8](https://peps.python.org/pep-0008/).\\\nCheck documentation\nfor [Visual Studio Code](https://code.visualstudio.com/docs/python/linting#_run-linting)\nor [Jetbrains Pycharm](https://github.com/leinardi/pylint-pycharm/blob/master/README.md).\n\nRecommended plugin for\nautocompletion: [Tabnine](https://www.tabnine.com/install)\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- LICENSE --\u003e\n\n## License\n\nDistributed under the MIT License.\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- CONTACT --\u003e\n\n## Contact\n\n- [![LinkedIn][LinkedIn]][linkedin-url]\n- [![Outlook][Outlook]](mailto:jpcadena@espol.edu.ec?subject=[GitHub]tweets-classification-backend)\n\n\u003cp align=\"right\"\u003e(\u003ca href=\"#readme-top\"\u003eback to top\u003c/a\u003e)\u003c/p\u003e\n\n\u003c!-- MARKDOWN LINKS \u0026 IMAGES --\u003e\n\u003c!-- https://www.markdownguide.org/basic-syntax/#reference-style-links --\u003e\n\n[LinkedIn]: https://img.shields.io/badge/linkedin-%230077B5.svg?style=for-the-badge\u0026logo=linkedin\u0026logoColor=white\n[linkedin-url]: https://linkedin.com/in/juanpablocadenaaguilar\n[Outlook]: https://img.shields.io/badge/Microsoft_Outlook-0078D4?style=for-the-badge\u0026logo=microsoft-outlook\u0026logoColor=white\n[project-screenshot]: assets/static/images/project.png\n[Python.org]: https://img.shields.io/badge/python-3670A0?style=for-the-badge\u0026logo=python\u0026logoColor=ffdd54\n[Python-url]: https://www.python.org/\n[Python-docs-url]: https://docs.python.org/3.10/\n[Pylint]: https://img.shields.io/badge/linting-pylint-yellowgreen\n[Pandas]: https://img.shields.io/badge/pandas-%23150458.svg?style=for-the-badge\u0026logo=pandas\u0026logoColor=white\n[NumPy]: https://img.shields.io/badge/numpy-%23013243.svg?style=for-the-badge\u0026logo=numpy\u0026logoColor=white\n[Scikit-Learn]: https://img.shields.io/badge/scikit--learn-%23F7931E.svg?style=for-the-badge\u0026logo=scikit-learn\u0026logoColor=white\n[PyCharm]: https://img.shields.io/badge/PyCharm-21D789?style=for-the-badge\u0026logo=pycharm\u0026logoColor=white\n[Markdown]: https://img.shields.io/badge/Markdown-000000?style=for-the-badge\u0026logo=markdown\u0026logoColor=white\n[Spacy]: https://img.shields.io/badge/Spacy-09A3D5?style=for-the-badge\u0026logo=spacy\u0026logoColor=white\n[TensorFlow]: https://img.shields.io/badge/TensorFlow-FF6F00?style=for-the-badge\u0026logo=tensorflow\u0026logoColor=white\n[Keras]: https://img.shields.io/badge/Keras-D00000?style=for-the-badge\u0026logo=keras\u0026logoColor=white\n[Jupyter-Notebooks]: https://img.shields.io/badge/Jupyter_Notebooks-F37626?style=for-the-badge\u0026logo=jupyter\u0026logoColor=white\n[pylint-url]: https://www.pylint.org/\n[pandas-url]: https://pandas.pydata.org/docs/\n[numpy-url]: https://numpy.org/\n[scikit-learn-url]: https://scikit-learn.org/stable/\n[Pycharm-url]: https://www.jetbrains.com/pycharm/\n[Markdown-url]: https://daringfireball.net/projects/markdown/\n[spacy-url]: https://spacy.io/\n[tensorflow-url]: https://www.tensorflow.org/\n[keras-url]: https://keras.io/\n[Jupyter-Notebooks-url]: https://jupyter.org/\n[GitHub]: https://img.shields.io/badge/github-%23121011.svg?style=for-the-badge\u0026logo=github\u0026logoColor=white\n[GitHub-Url]: https://github.com/jpcadena/tweets-classification-backend\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjpcadena%2Fclassification-tweets-national-security-ecuador","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjpcadena%2Fclassification-tweets-national-security-ecuador","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjpcadena%2Fclassification-tweets-national-security-ecuador/lists"}