{"id":23085304,"url":"https://github.com/thecoderpinar/hms-brainactivity-analysiss","last_synced_at":"2025-04-30T16:46:55.678Z","repository":{"id":216489564,"uuid":"741461792","full_name":"ThecoderPinar/HMS-BrainActivity-Analysiss","owner":"ThecoderPinar","description":"Welcome to the GitHub repo for \"HMS - EEG Exploration \u0026 Neurocritical Care Journey\"! Explore EEG data, understand wave patterns, and delve into conditions like LPDs, GPDs, LRDA, and GRDA.","archived":false,"fork":false,"pushed_at":"2024-01-10T13:47:52.000Z","size":5936,"stargazers_count":7,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-30T18:02:49.654Z","etag":null,"topics":["critical-care","data-analysis","data-science","data-visualization","deep-neural-networks","eeg","eeg-signals","exploratory-data-analysis","healthcare","medical-research","neuroscience","signal-processing"],"latest_commit_sha":null,"homepage":"https://www.kaggle.com/competitions/hms-harmful-brain-activity-classification/overview","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ThecoderPinar.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2024-01-10T12:54:09.000Z","updated_at":"2024-08-11T11:38:22.000Z","dependencies_parsed_at":"2024-01-10T15:13:33.414Z","dependency_job_id":null,"html_url":"https://github.com/ThecoderPinar/HMS-BrainActivity-Analysiss","commit_stats":null,"previous_names":["thecoderpinar/hms-brainactivity-analysiss"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ThecoderPinar%2FHMS-BrainActivity-Analysiss","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ThecoderPinar%2FHMS-BrainActivity-Analysiss/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ThecoderPinar%2FHMS-BrainActivity-Analysiss/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ThecoderPinar%2FHMS-BrainActivity-Analysiss/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ThecoderPinar","download_url":"https://codeload.github.com/ThecoderPinar/HMS-BrainActivity-Analysiss/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251747787,"owners_count":21637404,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["critical-care","data-analysis","data-science","data-visualization","deep-neural-networks","eeg","eeg-signals","exploratory-data-analysis","healthcare","medical-research","neuroscience","signal-processing"],"created_at":"2024-12-16T17:52:33.299Z","updated_at":"2025-04-30T16:46:55.652Z","avatar_url":"https://github.com/ThecoderPinar.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003c!-- PROJECT LOGO --\u003e\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"https://img.mit.edu/files/images/202211/MIT-Neural-Networks-SL.gif\" alt=\"Logo\" width=\"700\" height=\"400\"\u003e\n  \u003ch3 align=\"center\"\u003e🌩️ HMS - Exploratory Data Analysis and Journey in Neurocritical Care 🌍\u003c/h3\u003e\n  \u003cp align=\"center\"\u003e\n    A comprehensive exploration into neurocritical care using EEG data analysis.\n    \u003cbr /\u003e\n    \u003ca href=\"https://github.com/QMindSolutions/HMS-BrainActivity-Analysis/blob/main/docs/hms-eda-harmful-brain-activity.pdf\"\u003e\u003cstrong\u003eExplore the docs »\u003c/strong\u003e\u003c/a\u003e\n    \u003cbr /\u003e\n    \u003cbr /\u003e\n    \u003ca href=\"https://github.com/QMindSolutions/HMS-BrainActivity-Analysis\"\u003eView Demo\u003c/a\u003e\n    ·\n    \u003ca href=\"https://github.com/QMindSolutions/HMS-BrainActivity-Analysis/issues\"\u003eReport Bug\u003c/a\u003e\n    ·\n    \u003ca href=\"https://github.com/QMindSolutions/HMS-BrainActivity-Analysis/issues\"\u003eRequest Feature\u003c/a\u003e\n  \u003c/p\u003e\n\u003c/p\u003e\n\n\u003c!-- TABLE OF CONTENTS --\u003e\n\u003cdetails open=\"open\"\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=\"#what-is-eeg\"\u003eWhat is EEG?\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#how-spectrograms-are-related-to-eeg\"\u003eHow Spectrograms are Related to EEG?\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#lpd-gpd-lrda-grda-conditions\"\u003eLPD/GPD/LRDA/GRDA Conditions\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=\"#roadmap\"\u003eRoadmap\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    \u003cli\u003e\u003ca href=\"#acknowledgements\"\u003eAcknowledgements\u003c/a\u003e\u003c/li\u003e\n  \u003c/ol\u003e\n\u003c/details\u003e\n\n\u003c!-- ABOUT THE PROJECT --\u003e\n## About The Project\n\nExploratory Data Analysis and Journey in Neurocritical Care is a project that delves deep into the analysis of EEG data to understand brain activity in critical care scenarios.\n\n### What is EEG?\n\nElectroencephalography (EEG) is a non-invasive method used to record electrical activity in the brain. Learn more about EEG [here](#what-is-eeg).\n\n### How Spectrograms are Related to EEG?\n\nSpectrograms play a crucial role in analyzing EEG data. Find out more about their relationship [here](#how-spectrograms-are-related-to-eeg).\n\n### LPD/GPD/LRDA/GRDA Conditions\n\nExplore various brain conditions such as Lateralized Periodic Discharges (LPDs), Generalized Periodic Discharges (GPDs), Lateralized Rhythmic Delta Activity (LRDA), and Generalized Rhythmic Delta Activity (GRDA) [here](#lpd-gpd-lrda-grda-conditions).\n\n\u003c!-- GETTING STARTED --\u003e\n## Getting Started\n\nTo get a local copy up and running follow these simple steps.\n\n### Prerequisites\n\nThis is an example of how to list things you need to use the software and how to install them.\n\n## Installation\nClone the repository 🚀\n\n```bash\ngit clone https://github.com/ThecoderPinar/HMS-BrainActivity-Analysiss.git\n```\n\n\u003c!-- 🚀 Usage --\u003e\n## 🚀 Usage\n\nWelcome to the usage section! Here, you'll find examples and code snippets to help you make the most of this project.\n\n### 1. Data Analysis with Jupyter Notebooks\n\nNavigate to the `📓 notebooks` directory to find Jupyter notebooks for in-depth data analysis and visualization.\n\n```bash\ncd notebook/\njupyter notebook\n  ```\n### 2. Exploring EEG Data\nCheck out the 📂 data directory (please note, actual EEG data is not provided for privacy and ethical reasons). You can replace the placeholder with your own data.\n\n📂 data\n - [ ] ├── train_eegs\\1000913311.parquet\n - [ ] ├── train_spectrograms\\1000189855.parquet\n - [ ] ├── sample_submission.csv\n - [ ] ├── test.csv\n - [ ] ├── train.csv\n\n### 3. Project Documentation\nExplore the 📚 docs directory for comprehensive project documentation, including this README.\n```bash\ncd docs/\n```\n\n### 4. Viewing Outputs\nNavigate to the output directories:\n\n📁 out\n- [ ]  ├── submission.csv\n- [ ]  ├── out_image/\n- [ ]  └── out_audio/\n\n\u003c!-- 📓 Notebook --\u003e\n## 📓 Notebook\n\nExplore the analysis and visualization of harmful brain activity in the following Jupyter Notebook:\n\n- [`https://github.com/ThecoderPinar/HMS-BrainActivity-Analysiss/blob/main/notebook/hms-eda-harmful-brain-activity.ipynb`](https://github.com/ThecoderPinar/HMS-BrainActivity-Analysiss/blob/main/notebook/hms-eda-harmful-brain-activity.ipynb)\n\nFeel free to open the notebook to dive into the details of our exploratory data analysis journey! 🧠📊\n\n\u003c!-- 🚀 ROADMAP --\u003e\n## 🚀 Roadmap\n\nHere's what's coming up for this project:\n\n### 🎉 Version 1.0.0 (Current Release)\n- [x] 🚀 Initial release with basic functionalities.\n- [x] 📊 Exploratory Data Analysis (EDA) on EEG data.\n- [x] 📈 Implement basic data visualization techniques.\n\n### 🌟 Version 1.1.0\n- [ ] 🎨 Add advanced visualization features.\n- [ ] 📉 Include statistical analysis of EEG patterns.\n- [ ] 📘 Improve documentation for better understanding.\n\n### ✨ Version 1.2.0\n- [ ] 🤖 Integrate machine learning models for EEG pattern recognition.\n- [ ] 🎉 Enhance user interface for better user experience.\n- [ ] 🌐 Support for additional EEG datasets.\n\n### 🚧 Version 1.3.0\n- [ ] ⏩ Implement real-time EEG data processing.\n- [ ] 📊 Provide interactive dashboards for data exploration.\n- [ ] 🤝 Collaborate with the community to address user feedback.\n\n### 🔮 Future Releases\n- [ ] ☁️ Explore cloud-based EEG data analysis.\n- [ ] 📱 Develop mobile applications for on-the-go EEG analysis.\n- [ ] 🔄 Continuous improvement based on user feedback and technological advancements.\n\nFeel free to suggest additional features or improvements by opening an issue or reaching out! 🚀\n\n\n\u003c!-- CONTRIBUTING --\u003e\n## Contributing\n\nContributions make the open source community thrive. If you'd like to contribute to this project, follow these steps:\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\n\u003c!-- LICENSE --\u003e\n## License\n\nDistributed under the [Apache License 2.0](LICENSE). See `LICENSE` for more information.\n\n\u003c!-- CONTACT --\u003e\n## Contact\n\nIf you want to reach out, feel free to contact me:\n\nPınar Topuz - [piinartp@gmail.com](mailto:piinartp@gmail.com)\n\nProject Link: [https://github.com/QMindSolutions/HMS-BrainActivity-Analysis](https://github.com/QMindSolutions/HMS-BrainActivity-Analysis)\n\n\u003c!-- ACKNOWLEDGEMENTS --\u003e\n## Acknowledgements\n\nGive credit to the tools, libraries, or resources you used or were inspired by in this project. It's a great way to show appreciation.\n\n* [Tool or Library Name](https://example.com/tool)\n* [Another Tool](https://example.com/another-tool)\n* [Inspiration Source](https://example.com/inspiration)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthecoderpinar%2Fhms-brainactivity-analysiss","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fthecoderpinar%2Fhms-brainactivity-analysiss","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthecoderpinar%2Fhms-brainactivity-analysiss/lists"}