Advanced EEG Data Analysis: Navigating Seizure Events and Interface Optimization
Channel: BioniChaos
Date: 02/11/2023

Seizure EEG Data in Time & Frequency: GPT-4 Vision Flask App Development

In this video, I demonstrate a detailed walkthrough of EEG data analysis using a custom interface. I explore a 16-channel EEG recording, focusing on a specific seizure event. Throughout the video, I analyze various aspects like the Theta, Alpha, Beta frequencies, and the Delta-Theta ratio. I encounter some technical issues, such as errors in data loading and interface limitations, which I address on the go. I also delve into the front-end and back-end aspects, including HTML, JavaScript, and CSS modifications. The video includes troubleshooting various functionalities like the playback button and data scrolling, and I make real-time adjustments to improve the interface's usability. Additionally, I discuss the implementation of a color scheme and the importance of consistent UI elements.

(00:00) Introduction to EEG data analysis
(00:06) Exploring 16-channel EEG recording
(00:14) Analyzing seizure event in the recording
(01:05) Addressing technical issues in data loading
(01:41) Interface improvements and troubleshooting
(02:02) Examining playback functionality
(02:30) Switching between linear and logarithmic scales
(03:04) Discussing front-end and back-end development
(04:01) Implementing a color scheme for the interface
(05:08) Exploring file structure and data display
(06:12) Adjusting data scrolling functionality
(07:02) Debugging and code optimization
(08:03) Using prompts for interface improvement
(09:26) Enhancing data loading efficiency
(10:21) HTML modifications for better data representation
(11:06) Detailed analysis of seizure data
(12:05) Improving linear and logarithmic display
(13:02) Enhancing front-end user experience
(14:07) Suggestions for UI improvements
(15:06) Refining chart labels and data presentation
(16:04) Addressing interface issues and code regeneration
(17:05) Finalizing JavaScript and HTML adjustments
(18:25) Debugging and final touches on the interface
(19:01) Detailed seizure data analysis
(20:03) Discussing Delta-Theta ratio during seizure
(21:27) Enhancing playback functionality
(22:14) Implementing play button in HTML
(23:06) JavaScript modifications for playback
(24:19) Addressing data update issues
(25:33) Finalizing Fetch and update functions
(26:48) Troubleshooting error messages
(27:44) Python code adjustments for data handling
(29:15) Final interface checks and error handling
(30:10) Limiting filter order and spectrum display
(31:05) Addressing play button functionality
(32:02) Running final tests and adjustments
(33:06) Enhancing scroller functionality

#EEG #DataAnalysis #SeizureEvent #InterfaceImprovement #FrontEndDevelopment #BackEndDevelopment #HTML #JavaScript #CSS #UIEnhancements #Debugging #CodeOptimization #DataLoading #PlaybackFunctionality #LinearScale #LogarithmicScale #UserExperience #ChartLabels #DataPresentation #Troubleshooting #PythonCoding #ErrorHandling #FilterOrder #SpectrumDisplay

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