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Exploring FIT Files from Garmin Watches: Challenges and Data Extraction
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Hi, I'm diving deep into the world of Garmin watches, particularly focusing on their use of the FIT file format. In my latest exploration, I've been analyzing an old Fit file from a Garmin device, which is about seven years old. I've encountered some challenges, such as an unusual header with unexpected data lengths and missing records. I'm particularly interested in extracting PPG (photoplethysmography) data, which involves heart rate and blood oxygenation levels. Throughout the video, I discuss how these data points are timestamped individually, rather than having a set sampling rate. I also touch on other innovative projects, like converting EEG signals to music and creating music from hand gestures. Join me as I try to unravel these complex datasets and maybe even fix some bugs along the way!
#GarminWatches #FITFiles #DataAnalysis #PPGData #EEGToMusic #TechTutorials #FitnessTech #BiometricData #OpenSourceProjects #SensorDataAnalysis
00:00 - Introduction to FIT Files and Garmin Watches
00:10 - Loading a FIT File: Code Demonstration
00:15 - Challenges with Older FIT File Examples
00:24 - Parsing Libraries and Header Data Anomalies
00:32 - Issues with Header Length and Record Display
00:38 - Attempting to Fix Data Display Issues
00:46 - Interest in PPG Data from Fitness Watches
00:51 - PPG Data and Other Sensor Details
01:00 - Analyzing Timestamps and Data Sampling
01:07 - Limitations of Placeholder Functions in Code
01:13 - Decision to Focus on More Recent Data Files
01:21 - Encouraging Sharing of New FIT Files on GitHub
01:30 - Transition to Other Projects: EEG to Music Conversion
01:36 - Feedback Request on New Tools
#GarminWatches #FITFiles #DataAnalysis #PPGData #EEGToMusic #TechTutorials #FitnessTech #BiometricData #OpenSourceProjects #SensorDataAnalysis
00:00 - Introduction to FIT Files and Garmin Watches
00:10 - Loading a FIT File: Code Demonstration
00:15 - Challenges with Older FIT File Examples
00:24 - Parsing Libraries and Header Data Anomalies
00:32 - Issues with Header Length and Record Display
00:38 - Attempting to Fix Data Display Issues
00:46 - Interest in PPG Data from Fitness Watches
00:51 - PPG Data and Other Sensor Details
01:00 - Analyzing Timestamps and Data Sampling
01:07 - Limitations of Placeholder Functions in Code
01:13 - Decision to Focus on More Recent Data Files
01:21 - Encouraging Sharing of New FIT Files on GitHub
01:30 - Transition to Other Projects: EEG to Music Conversion
01:36 - Feedback Request on New Tools