Datasets:
Shameka Brown
Shameka/
EpilepsyDataset
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[a12a16]: / epilepsy_federated_dataset.csv

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# Mean_EEG_Amplitude EEG_Std_Dev EEG_Skewness EEG_Kurtosis Zero_Crossing_Rate Root_Mean_Square Peak_to_Peak_Amplitude Signal_Energy Variance_of_EEG_Signals Interquartile_Range Auto_Correlation_of_EEG_Signals Cross_Correlation_Between_Channels Hjorth_Mobility Hjorth_Complexity Line_Length_Feature Delta_Band_Power Theta_Band_Power Alpha_Band_Power Beta_Band_Power Gamma_Band_Power Low_to_High_Frequency_Power_Ratio Power_Spectral_Density Spectral_Edge_Frequency Spectral_Entropy Fourier_Transform_Features Wavelet_Entropy Wavelet_Energy Discrete_Wavelet_Transform Continuous_Wavelet_Transform Wavelet_Based_Shannon_Entropy Sample_Entropy Approximate_Entropy Shannon_Entropy Permutation_Entropy Lyapunov_Exponent Hurst_Exponent Detrended_Fluctuation_Analysis Higuchi_Fractal_Dimension Katz_Fractal_Dimension Lempel_Ziv_Complexity Seizure_Duration Pre_Seizure_Pattern Post_Seizure_Recovery Seizure_Frequency_Per_Hour Interictal_Spike_Rate Seizure_Intensity_Index Age Gender Medication_Status Seizure_History Multi_Class_Label Seizure_Type_Label
1 0.4639946488220793 1.560094860654418 -1.953751849908902 1.4178162770262317 53.42810201659377 2.552077671669182 3.7349228212301933 17.276017873595077 4.627323360539411 2.054437577675515 0.23093260822882214 0.13631737816493275 0.7109894223787806 2.183192215036195 1.0043717850580427 1.2074384265419318 0.5676247146324658 0.5240071047281871 -0.16128418843017958 -0.039924385029319956 1.7416565060163978 0.33228304618532717 77.75955833778289 4.427273796841279 7.3067570709129095 2.293537622425803 12.237742589573642 2.8334609250485507 10.338299029943881 4.087257091037538 0.6697969624363536 0.6028383526452056 1.9253480269324785 0.5019503919023457 0.24870122946331608 -0.23702937588719986 0.08426834466662614 1.459174313133793 0.45965231258161304 0.3723340699665721 1.424512766020158 0.29800514096483 0.3829423731373636 3.250527448478816 6.405068245626742 0.6860148900959105 87 0 1 18 0 2
2 0.32463245406933633 0.9532327179112323 -0.034527395043736996 1.333842470663469 61.486037364729484 1.968715210360924 1.2858567748186478 8.099144350733276 3.572131981609743 0.5411162953237445 0.06321364605586043 0.07910750251320771 0.9233364930758835 0.4461292195655031 2.1590199558829615 0.24147373927315038 0.4044743164570188 0.07432947294527345 -0.11110001391365643 -0.03777250685076854 0.061087359056043046 0.17955938970569782 102.9981737819057 3.2226517716492333 7.470282170827573 4.381704149019807 5.948212512580805 3.3443167698468623 7.9268177213016005 3.318317917289232 1.2175027229427768 0.47810804415222424 1.455698375225635 0.16567274406869395 0.22413454561736978 -0.25359672696758473 2.091604080408081 0.688578179477716 0.1777412906140279 0.6831090030902646 15.641924347176005 0.23276156838737755 0.423757335567017 9.210367293951315 3.192447393128976 0.9442323603938142 1 1 0 0 2 0
3 0.4994966989724982 0.4191818177141978 -0.6975098927212863 7.3456700852217995 33.56969647735554 2.226112186823515 1.8690523789019748 7.211444886193283 4.022813515100462 0.9398259262198962 0.04353679333044975 0.07567680599107034 0.3973373796214109 1.902938661713236 0.2012003247248455 0.46306994017710007 0.194077354873736 0.1227371076954127 -0.046285227233404884 -0.024686220867313195 4.8517404986176835 0.6536966675825879 84.66854577859858 3.3515698382865833 6.2191029713327275 2.7626519204868862 9.13182909100207 5.839558274604152 3.146634888550615 2.2829211387256376 1.0531502757986702 0.9266167306364685 1.8291700319101172 0.15237379315387947 0.20511926185466847 -0.5621119432608671 1.638041293604335 0.970989080344483 0.7801713212618023 1.6285832710837547 0.5621288013149736 0.45697746241451365 0.40729608465545447 3.2124977662649012 4.143877961638318 0.2880991569350308 53 1 1 7 0 1
4 0.7217301978632347 0.9628997623460948 -1.1619931873850882 0.7749896909458048 81.81103553077791 2.3495057772858927 3.5245827875145594 13.94085654363724 2.152731636872494 1.032525978100332 0.1631127199746413 0.12220281805122046 0.4920756335322871 0.8408959758542558 0.8326784055970247 0.8317194644170226 0.14350557426412464 0.024136392692813542 -0.05581164636667648 -0.05228089404907089 6.874577346241627 0.3222662471148382 5.2866211089894914 2.434615112301015 2.5805446395939193 2.3022832500246135 12.123970111219789 2.5128763617628302 9.019374526887807 1.2703279928939688 1.2969417133550087 1.1235256046169537 0.6725967635463045 0.6504228860130576 0.131535430854194 -0.07529428277433917 0.8198483200971748 0.8131446566324291 0.9592606138092892 1.3699049548871542 1.4222288433293926 0.22052611361278857 0.18450032900056484 1.3105430708781256 7.854327561724122 1.4638628653286898 18 0 0 18 0 2
5 0.30506385732260755 1.2536471165030585 -1.1666299300960847 1.265766580940789 38.618300331584855 1.9948777411888783 2.9026247839454555 7.698448688032154 4.3324776594864325 0.6603860434167693 0.1569014081062078 0.1556038906876862 1.0548874157519477 1.1895939833333748 1.7819491628835007 1.3966558347011921 0.4949801358282153 0.2430037691150397 -0.07329077433367041 -0.015447249141194113 4.089782687853597 0.3277751016046133 86.93718019306279 3.083249520672782 4.88885282029414 3.4967209915211073 2.3414838997560823 3.611934108759501 6.272548617917189 3.1331592574993405 0.8559399009638482 0.032100685965854595 0.5138324000724598 0.3075716044349432 0.15551274771561602 -0.17234461497345768 1.7793241003588698 0.31799406627136345 0.6240696357866781 0.684325307287012 8.675853782433297 0.17448255079693384 0.3685718783850551 6.087262156771392 1.6595063371813064 0.12163215388902537 12 1 1 3 1 1
6 0.30506717295650515 2.1621541134947493 -0.4235670329657612 0.9197246023434448 85.19505253941043 1.3028079964683497 4.038719582441738 23.22461210554063 4.177007042774904 0.8887613603371568 0.26760232306905984 0.10741868682358467 0.7633978225871353 0.2408612776060833 2.382844943586465 0.2854124280456307 0.6945059670079882 0.1799601193626754 -0.063547914027447 -0.05232842264906924 1.7561129283759371 0.6130001561116848 53.443661092719424 3.341800258819355 7.007579777549066 1.7749150885485405 25.76250937881457 5.439052579038485 16.57421215782598 2.5670105842694637 0.03961902368148541 0.5000847326177729 0.7971308169362828 0.5676255834105021 0.15972976052217813 -0.23570455474674415 3.2646195951959105 1.249259570325101 0.4341998546895188 0.6179684580037685 2.754170209148039 0.6522235744907007 0.4295500801934493 2.7869357113157722 2.6965488127893598 0.6861617965550296 32 1 0 6 0 0
7 0.7369016662775587 1.630203355738162 -0.09767000357290599 0.19877632834404493 114.97738553080883 1.903646511746936 9.748130508434 0.19152012614351704 0.8354875197078473 1.8654644762422798 0.2425807786933671 0.0867493376263504 0.729819614835602 1.6002725438438283 1.6606969690153783 0.4360239759474179 0.5788290687016072 0.5003203699041019 -0.05175588284007249 -0.04257796531336671 0.07315770665405506 0.28679617453619227 41.062790856630016 2.3416163183635232 2.755673003804281 3.0794097264385103 13.641264902704767 10.083760888999846 21.06389210763556 4.81259136660281 1.5352120689595181 0.9732288517058941 0.3362647861625398 0.6911936442867479 0.0045314865774666625 -0.4119346978311893 0.7420056147481932 1.169301233741534 0.7032232764896201 1.1966759085294336 9.745196542519986 0.07877545503080992 0.4100365616361293 5.063121218097031 5.353823668752181 1.7391559250901387 40 1 1 19 1 0
8 0.5282693024208375 1.5076462834628814 -1.108511767064347 11.772939732314486 136.3543592736619 1.9902681236219935 2.4988771851872955 7.8797316955615395 5.4695035406700505 0.7921145062999604 0.2256623293127139 0.1810276634232989 0.0009437774255040569 0.5003058757174157 0.7537104388785681 0.5160045061382565 0.32594009615993014 0.4011386892760196 -0.02326789828705346 -0.04877002753461776 2.6082847553570794 0.1663353918928348 51.25748521949619 1.4061573117411061 7.633611345056219 1.7737194109177346 9.97688403966208 8.069702675409609 12.341614984901714 0.6240943770895397 0.44379146582206547 0.3820656548704099 2.2351357570386345 0.30261193482026705 0.1364445162445951 -0.38169946442328095 0.1572033936484252 0.4227027641164608 0.7847691875223299 1.4455165272937278 24.919138686425928 0.3019303806692464 0.5156345025613596 7.453609971218839 9.635708563721431 1.3004306620834511 54 0 0 19 0 2
9 0.25879608484878386 1.7299609172018018 -2.1571350135554073 1.30844092942045 78.03215458153052 1.432655128840016 2.5239068471563395 12.690064491198974 6.034903184201174 1.3560456762923687 0.2621881667306992 0.045044438813811774 0.14146334424923998 1.32371294130224 0.815618662670578 0.8994296358607847 0.08954838579265686 0.33579573638584376 -0.09086117635340259 -0.05573220861042351 2.359902035409498 0.5804352106049168 80.59348504697364 6.379881770953272 6.513222857052848 4.213936062930196 1.3331015742458419 3.4443377466050693 13.234247426695402 0.8762206217079198 0.3973977910645135 1.0808818985171513 1.4435827137651376 0.1703699896227149 0.3154137531252793 -0.29412310524798796 0.13569726784663638 1.4577166844180385 0.16627069725059637 0.8385546486395666 28.815296001091543 0.900877086035784 0.573564949856571 8.242590734790737 3.7848960913254293 1.0688195485390326 20 1 0 17 1 2
10 0.47468305623063867 0.7684395292043457 -0.5523624307804211 0.028814496928358857 60.82117400665868 1.4756873153442793 2.8744243064095296 16.87627295046708 4.178506813567157 1.2878957527359625 0.18100115602958153 0.09572746938224841 0.9637310288469878 0.4774591148345428 2.2171697174139546 0.6901651326329507 0.4500516774615384 0.0016543851527899233 -0.18868604390596988 -0.07068965270687937 2.4599026247123392 0.315553800677282 116.6299750276385 2.416513526510118 5.6492727513353245 2.8250231272425825 11.348225570282176 11.366005077200189 10.980834989456321 5.647861788199095 0.7918912401159353 0.5556474979574667 1.0517892782095275 0.5635927919592157 0.1210932596121239 -0.3237150620468027 1.7694978984333951 0.5335512737792949 0.2605550685381267 0.7992109384072066 5.603916567078561 0.24866614346215643 0.06695853033723147 5.12959119076193 1.8079565330343133 1.7747925204775938 24 1 1 16 0 0
11 0.259954861224391 1.7529722146509286 -0.19587750325732795 11.648820803869157 114.69523418676096 2.9551694446054695 2.89214523723508 7.445543566405799 5.526144090626578 0.6310819268678043 0.3288552797377357 0.1278366722633714 0.855958133551705 1.1769020380518178 0.8182945225988659 0.8166281659746809 0.8532274334949448 0.15241609138995144 -0.14845893129447624 -0.005530553669831612 4.204725036690341 0.4469811367346517 39.030806473137034 4.033760845471216 4.720346388842209 2.6296154354477417 11.765553189164846 7.0339938547891885 5.31635294154304 1.9330051456824295 0.3450921470205803 1.3765078884051452 1.76040794675158 0.5289909057944605 0.05523502137178813 -0.23046338834072813 1.027864862184667 0.775769665918101 0.21119422406949256 0.9189616512192135 11.233387850819245 0.3228305182561885 0.24577557228941777 3.7884698511713997 3.145834030391486 1.5085006642750498 34 1 0 18 2 0
12 0.2595123103759478 1.2129637343215547 -0.40097895807684053 0.528887889801219 83.77713198025614 2.475617752943996 4.648989124856742 14.057897973401076 7.553168598712767 2.0270641114731043 0.022455757195844816 0.16408730420205905 0.6339355479030008 0.7035063924248731 0.8545183951343075 0.543013613945673 0.7193885253479153 3.6621695276712443e-06 -0.26401888649706806 -0.05358638043979423 2.968106892780792 0.3355193182588124 64.50586435700679 3.336132157776869 4.615827820065085 1.863292765173322 27.855740961455943 7.670721227945145 3.7050324356537256 0.16139898754614712 0.8528911521667867 1.294730084649213 2.318337460293804 1.0588183314738375 0.2686876657019652 -0.39149676196781125 1.278429903073707 0.7549498435910661 0.5013246483183437 0.7414301464488605 6.523725072214588 0.255394427927645 0.4471093771860426 9.523776263976536 6.286524890095872 1.4784523566926075 12 1 0 2 0 2
13 0.40610394244599934 1.9848817828733962 -1.4157402551389044 10.365504449653256 96.59676196921693 1.9366451488878287 2.7646250652609856 20.858217400809423 5.080194072981844 1.5559412398413917 0.05512710413842357 0.034629631579605594 0.3464754820292009 0.33518144585295223 1.8667423264144987 0.9152862466631464 0.7177953394958803 0.20181376502485673 -0.18701227511149743 -0.014816247192813912 2.6636178705065703 0.3032037200060331 46.509795575792396 2.7276457968078036 7.991796269724006 3.1991028557277033 20.594749382183785 4.451178800796553 6.714308478675373 1.948022012792377 0.6657248779958375 0.32887319261294923 1.5772337295242749 0.4424903383968156 0.1420051984001836 -0.637631505276251 0.7027520738474995 1.2760061259317066 1.0462862167229872 0.7602287808800317 5.340331854497186 0.6181906048913993 1.0969463800585857 0.12000266304214921 4.918732864022617 0.8834486142218458 28 1 0 17 0 0
14 0.04019676110507306 1.9484011046187462 -1.1283747101615793 4.558254647438317 32.72005886132169 1.9133876408746506 1.6875405001372223 11.27793478891037 1.7844690527842255 0.0028247683248192115 0.11598799810675291 0.052816578302521774 0.15348340547513734 1.2614045843689488 0.005192489222236133 0.7977373846708304 0.4797482944265002 0.5311536162920809 -0.025455565186396224 -0.006071138804740131 2.6191693425787608 0.22971366672210983 80.86549431687611 1.2003552836037419 3.7395519963436294 2.897908852068762 0.4325800897352361 13.078223229220418 14.026570596210808 2.0223828514289783 0.10781626421823703 0.3039370957942 0.9415643445147941 0.7371719370388111 0.17978332695304733 -0.25622636027899576 1.4026641465989058 0.7626718668555649 0.12224814843184845 1.4473062113902753 13.284057917799501 0.6787076467491313 0.6094658331645071 6.132588999831955 3.2215323854208435 1.2493773084829907 84 1 0 7 0 0
15 0.061033266092409735 1.9939326890346611 -0.42192640423626626 0.1445236537250029 52.86236412178129 1.6867331548132103 3.830438886267486 8.830881137556815 1.8906130726980144 0.06473024795234408 0.048052302040017904 0.03558872527065468 0.31610813843891816 0.4788270023149543 1.726761748350142 0.8314641838248894 0.46854534646669327 0.16439142033776358 -0.08533014929845756 -0.05933741150821899 0.5681764504202846 0.1654865778890575 87.30385855940611 1.8227529626456052 5.23550728636392 2.8438790805330556 17.096071274805052 7.127316259146194 4.734850944951142 1.956170429441014 0.09350668355101845 1.0442430498230157 0.654649692375913 0.47219794042490465 0.20283741539754654 -0.4239813794652504 0.4177226893126244 0.7004620013063225 0.5213491359682237 0.951451359031946 8.02429912255727 0.4413024106722315 0.2062317351346575 6.54816792303785 0.09370714913942288 1.335634358366364 31 1 0 14 1 2
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