{"id":35509,"date":"2025-09-17T18:27:18","date_gmt":"2025-09-17T16:27:18","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/oc-comprehensive-dataset-of-features-extracted-from-seizure-eeg-recordings\/"},"modified":"2025-09-17T18:27:18","modified_gmt":"2025-09-17T16:27:18","slug":"oc-comprehensive-dataset-of-features-extracted-from-seizure-eeg-recordings","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/oc-comprehensive-dataset-of-features-extracted-from-seizure-eeg-recordings\/","title":{"rendered":"(OC) Comprehensive Dataset Of Features Extracted From Seizure EEG Recordings"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I have been working on a personal project to extract features from seizure EEG recordings that I thought I would share, with the goal to use this data to build a novel seizure detection model I have in mind, <\/p>\n<p>The dataset can be found on Kaggle: <a href=\"https:\/\/www.kaggle.com\/datasets\/bonesclarke26\/comp-feature-extract-siena-scalp-chb-mit-eeg\/data\">Feature Extract &#8211; Siena Scalp + CHB MIT EEG Files<\/a><\/p>\n<p>The features were extracted from publicly available EEG files in these two databases:<\/p>\n<p>&#8211; Siena Scalp: <a href=\"https:\/\/physionet.org\/content\/siena-scalp-eeg\/1.0.0\/\">https:\/\/physionet.org\/content\/siena-scalp-eeg\/1.0.0\/<\/a><\/p>\n<p>&#8211; CHB MIT: <a href=\"https:\/\/physionet.org\/content\/chbmit\/1.0.0\/\">https:\/\/physionet.org\/content\/chbmit\/1.0.0\/<\/a><\/p>\n<p>I have tried to include as much as possible on how the features were calculated in the dataset description, but in general, the features were extracted based on these categories:<\/p>\n<ul>\n<li>Differential Entropy\n<ul>\n<li>Sample, Permutation, and Approximate Entropy<\/li>\n<\/ul>\n<\/li>\n<li>PSD Features<\/li>\n<li>Seizure Propagation Speeds<\/li>\n<li>Wavelet<\/li>\n<li>Time Domain<\/li>\n<li>Connectivity<\/li>\n<li>Phase-Amplitude Coupling (PAC)<\/li>\n<li>Rhythmic<\/li>\n<\/ul>\n<p>A word of caution, however, is that I have not been able to have these calculations reviewed or verified by another human but I hope to have someone review it soon. It therefore should only be taken with a grain of salt at the moment but hope it is still useful in some way. I have been also going through the data to see if I can essentially prove what has already been proven, which is how I have been iteratively testing and verifying the data up to this point.<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/bonesclarke84\"> \/u\/bonesclarke84 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1njgenv\/oc_comprehensive_dataset_of_features_extracted\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1njgenv\/oc_comprehensive_dataset_of_features_extracted\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-35509 jlk' href='javascript:void(0)' data-task='like' data-post_id='35509' data-nonce='65e0e39b87' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-35509 lc'>0<\/span><\/a><\/div><\/div> <div class='status-35509 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I have been working on a personal project to extract features from seizure EEG recordings that I&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-35509","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/35509","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=35509"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/35509\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=35509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=35509"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=35509"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}