Explore biomedical data with intuitive, browser-based tools.

What is BioniChaos? BioniChaos is an open-source project dedicated to democratizing biomedical data processing. For more details, visit youtube.com/@BioniChaos.

What does the name BioniChaos mean? It describes the sometimes chaotic result of combining biology and electronics.

What am I getting out of BioniChaos? BioniChaos offers dashboards, web applications, and APIs for processing and reviewing biomedical data. We hope it sparks your interest in biomedical data science and engineering.

What topics are covered? We cover a variety of signal processing topics such as statistics, Fuzzy-Logic, Neural-Nets, Spectrogram, Image Processing and Classification, and many more. BioniChaos contains many practical example tools that help determine signal characteristics, predict events and irregularities within signals to better understand biomedical data.

What experience does the developer have with biomedical data? The developer has significant experience with EEG data and cochlear implants, as well as some experience with ECG data. They are also interested in experimenting with other types of biomedical data for future projects, continually expanding their knowledge and expertise in the field.

Do I need to download or install anything? No, just select an example application from the home page and let the magic of data exploration begin. However, stand-alone versions of the tools can be customized for any specific needs.

Can I use BioniChaos on my mobile device? Yes, the site is responsive and should work on mobile devices but is best viewed on a desktop.

Can I access the raw data used on BioniChaos? Yes, all raw data used on this site is de-identified and available in the public domain, exact sources are mentioned in each specific example tool.

Can I use my own data? No, currently BioniChaos does not have an option to upload your data. Please use available public datasets like Physionet or Github. Note that bionicloud.com, an alternative for confidential data, is still under development and not available yet.

Is AI used on BioniChaos? Yes, AI tools such as ChatGPT, GitHub Copilot are used to develop the tools and write text on this site. Some of the tools themselves use AI (TensorFlow, PyTorch, etc.) for data analysis.

Is BioniChaos secure? BioniChaos.com is now secure! Big shoutout to Certifytheweb community edition and letsencrypt.org

Are third-party trackers or other tools used on BioniChaos? We prioritize a lightweight and private user experience. The site does not use any third-party analytics or tracking tools. To help cover server costs, we use Google AdSense to display advertisements, which is the only third-party service integrated into the site.

Disclaimer: Tools and content on this site are experimental and not intended for clinical use — see the full legal notice in the footer.

Can I use BioniChaos for anything? Yes, anything posted on BioniChaos is released under a Creative Commons Attribution License. You can use it for any purpose, including commercial. You can repost, remix, and re-whatever, as long as you mention the source.

Is BioniChaos content allowed for military use? No, BioniChaos content, tools, and resources are not to be used for any military purposes. Our mission is to democratize biomedical data processing and foster innovation for peaceful and educational purposes. We do not support the use of our platform or any of its content in military applications, research, or development. By accessing and using BioniChaos, you agree not to use, or permit others to use, any part of the content for military purposes or activities.

Does BioniChaos collect any personal information? No, you don't need to provide any personal information to use the site.

Can I ask the developer to change or add anything? Yes, please reach out to me with any suggestions or bugs that haven't been mentioned.

Is the developer interested in collaboration? Yes, drop me a line at [email protected]

I would like to contribute to the BioniChaos project, what are my options? You could help analyze the data or develop new tools, please contact me with your level of expertise and specific interests. You could also provide constructive feedback on the website usability and bugs. Check out bionichaos.com/Students for potential student projects.

Where can I find more about open access biomedical data, e.g. available datasets, tools, etc.? Please visit our Resources page for a comprehensive list of resources.