Datasets:

YominE
/

Muscle_Fatigue_Cycling

Time float64 0 1.74k	Right Rectus femoris float64 -0.84 0.99	Left Gluteus maximus float64 -1.12 1.06	Left Gastrocnemius medialis float64 -1.75 1.61	Left Semitendinosus float64 -1.58 0.87	Left Biceps femoris caput longus float64 -0.75 0.84	Right Vastus medialis float64 -1.22 1.08	Right Tibialis anterior float64 -1.3 1.34	Left Gastrocnemius lateralis float64 -1.2 0.94
0	-0.000264	-0.000015	0.000344	0.000108	0.000182	0.000401	0.000267	-0.000236
0.001	-0.001002	-0.000045	0.001342	0.000429	0.000712	0.002234	0.001234	-0.001108
0.002	-0.002173	-0.000034	0.002944	0.001133	0.001692	0.007634	0.003457	-0.003277
0.003	-0.002676	0.000185	0.003504	0.002319	0.00282	0.017656	0.006587	-0.00694
0.004	-0.000844	0.000785	0.000426	0.00395	0.003729	0.028542	0.008889	-0.01131
0.005	0.003671	0.001764	-0.006705	0.005593	0.004464	0.031088	0.00821	-0.014697
0.006	0.008586	0.002873	-0.013426	0.006208	0.005152	0.01704	0.004151	-0.015005
0.007	0.010398	0.003711	-0.012436	0.004687	0.00533	-0.012296	-0.000612	-0.010498
0.008	0.007688	0.003902	-0.0002	0.00104	0.004298	-0.044811	-0.002353	-0.000951
0.009	0.002804	0.003294	0.018045	-0.00307	0.002245	-0.065859	-0.000677	0.011496
0.01	-0.000284	0.002032	0.030975	-0.005521	0.000345	-0.067663	0.000091	0.02276
0.011	0.000136	0.000529	0.030102	-0.005697	-0.000605	-0.0514	-0.004383	0.028714
0.012	0.001931	-0.00059	0.01649	-0.00504	-0.001216	-0.022756	-0.012549	0.027351
0.013	0.001345	-0.000715	-0.000986	-0.005398	-0.002854	0.011996	-0.017625	0.019603
0.014	-0.003187	0.000292	-0.012923	-0.006996	-0.005966	0.04514	-0.014854	0.00878
0.015	-0.009263	0.001784	-0.015086	-0.00814	-0.009002	0.06486	-0.006666	-0.000529
0.016	-0.012432	0.002571	-0.009825	-0.006761	-0.00921	0.057777	0.000285	-0.004573
0.017	-0.010014	0.001746	-0.003891	-0.002352	-0.005159	0.019134	0.001748	-0.003283
0.018	-0.003424	-0.000431	-0.003157	0.003204	0.001364	-0.037636	-0.001438	-0.000678
0.019	0.002772	-0.0026	-0.007618	0.006787	0.006409	-0.084739	-0.005521	-0.00111
0.02	0.004326	-0.003552	-0.012006	0.006622	0.007082	-0.098841	-0.006887	-0.004841
0.021	0.000753	-0.003409	-0.011684	0.003982	0.00369	-0.078976	-0.003921	-0.008042
0.022	-0.004132	-0.003337	-0.007133	0.001923	-0.001087	-0.045243	0.002075	-0.007279
0.023	-0.00557	-0.004244	-0.002616	0.002131	-0.004722	-0.018845	0.007424	-0.003149
0.024	-0.002231	-0.005935	-0.001611	0.003394	-0.006621	-0.004012	0.00859	0.00103
0.025	0.002889	-0.007395	-0.004156	0.00326	-0.008033	0.010372	0.005002	0.003241
0.026	0.005981	-0.007754	-0.007862	0.000782	-0.01032	0.033834	-0.000408	0.004267
0.027	0.006057	-0.00699	-0.010554	-0.002659	-0.012883	0.062246	-0.003547	0.005476
0.028	0.004729	-0.005783	-0.011832	-0.004857	-0.013067	0.082807	-0.002211	0.006611
0.029	0.003581	-0.004768	-0.012541	-0.004693	-0.008915	0.088113	0.002548	0.006281
0.03	0.003078	-0.00399	-0.012994	-0.002782	-0.001879	0.082882	0.00745	0.003833
0.031	0.003519	-0.003037	-0.011992	-0.000772	0.003933	0.076965	0.00959	0.000124
0.032	0.005456	-0.001551	-0.007871	0.000042	0.005455	0.073195	0.008426	-0.003444
0.033	0.008647	0.000454	-0.000544	-0.000319	0.003242	0.063977	0.005297	-0.006135
0.034	0.011162	0.002635	0.007782	-0.000906	0.000162	0.041044	0.001522	-0.007574
0.035	0.010058	0.004427	0.013929	-0.00112	-0.002004	0.007631	-0.002314	-0.007032
0.036	0.003529	0.005206	0.015683	-0.001363	-0.00389	-0.020951	-0.005532	-0.00436
0.037	-0.006875	0.004652	0.013084	-0.002371	-0.006324	-0.029572	-0.006646	-0.000683
0.038	-0.016323	0.003109	0.008813	-0.004008	-0.007716	-0.016376	-0.003994	0.003389
0.039	-0.020006	0.001479	0.006961	-0.005033	-0.004984	0.005251	0.002382	0.008847
0.04	-0.017053	0.000535	0.010015	-0.00437	0.002654	0.017298	0.009546	0.015415
0.041	-0.011206	0.000285	0.016229	-0.002415	0.011805	0.01136	0.013346	0.018662
0.042	-0.007629	0.000107	0.020209	-0.000533	0.017556	-0.005703	0.011782	0.012795
0.043	-0.008846	-0.00054	0.017087	0.000635	0.017692	-0.019964	0.006372	-0.002928
0.044	-0.01309	-0.001622	0.007069	0.001673	0.013956	-0.024279	0.000456	-0.021669
0.045	-0.015987	-0.002563	-0.00427	0.003166	0.009731	-0.023321	-0.003222	-0.033754
0.046	-0.01392	-0.002658	-0.010653	0.00465	0.007068	-0.025654	-0.003642	-0.034037
0.047	-0.006672	-0.001656	-0.009857	0.005146	0.005696	-0.033231	-0.001344	-0.024805
0.048	0.00222	-0.000135	-0.004236	0.00444	0.004193	-0.039196	0.002154	-0.012636
0.049	0.007708	0.000832	0.00175	0.003528	0.001754	-0.034141	0.004637	-0.003612
0.05	0.006804	0.000535	0.003949	0.003774	-0.001013	-0.013581	0.003673	-0.000554
0.051	0.00102	-0.00068	0.000445	0.005598	-0.00263	0.019632	-0.001587	-0.002374
0.052	-0.00432	-0.001511	-0.006979	0.007883	-0.002301	0.058267	-0.008603	-0.005857
0.053	-0.003871	-0.000741	-0.013617	0.008709	-0.001383	0.093681	-0.012989	-0.009256
0.054	0.00332	0.001594	-0.015403	0.006874	-0.003015	0.115117	-0.013274	-0.013285
0.055	0.012554	0.004132	-0.012109	0.002918	-0.009161	0.109274	-0.013161	-0.017814
0.056	0.01722	0.005361	-0.006677	-0.001044	-0.017436	0.066275	-0.017261	-0.019871
0.057	0.01454	0.0049	-0.00165	-0.002611	-0.02177	-0.009731	-0.02467	-0.016932
0.058	0.007766	0.003621	0.002631	-0.000811	-0.017511	-0.095811	-0.028496	-0.010653
0.059	0.002698	0.002635	0.00635	0.002909	-0.006168	-0.15982	-0.022682	-0.005014
0.06	0.002263	0.002341	0.008591	0.005424	0.005238	-0.17953	-0.008322	-0.001353
0.061	0.004453	0.002444	0.008611	0.004083	0.009699	-0.155792	0.007889	0.002542
0.062	0.004712	0.002558	0.007608	-0.001401	0.005643	-0.108806	0.020772	0.008373
0.063	-0.000112	0.002563	0.007615	-0.00891	-0.002328	-0.062147	0.030561	0.014284
0.064	-0.009342	0.002458	0.008873	-0.015682	-0.007986	-0.028729	0.039213	0.016338
0.065	-0.018891	0.002024	0.009674	-0.020052	-0.008779	-0.007499	0.044543	0.011963
0.066	-0.024005	0.000868	0.008826	-0.02165	-0.006552	0.010821	0.040794	0.0022
0.067	-0.022235	-0.000911	0.006921	-0.02054	-0.003786	0.034283	0.025898	-0.00756
0.068	-0.014893	-0.00224	0.005165	-0.016836	-0.000575	0.061965	0.006054	-0.008805
0.069	-0.00654	-0.001779	0.004469	-0.011274	0.004183	0.084196	-0.009017	0.004585
0.07	-0.002155	0.000687	0.005488	-0.005548	0.00984	0.091165	-0.014889	0.028206
0.071	-0.002955	0.003782	0.007657	-0.001241	0.01384	0.080415	-0.015	0.045787
0.072	-0.004607	0.005686	0.008257	0.001729	0.014681	0.05623	-0.015085	0.040822
0.073	-0.000549	0.005771	0.004333	0.004823	0.013772	0.025633	-0.017441	0.011987
0.074	0.012055	0.005006	-0.004121	0.0088	0.01367	-0.003286	-0.020704	-0.023871
0.075	0.029129	0.004782	-0.013668	0.012518	0.015104	-0.023253	-0.022333	-0.045007
0.076	0.042122	0.005549	-0.019823	0.013943	0.01647	-0.032113	-0.01986	-0.041646
0.077	0.043821	0.006626	-0.019773	0.011716	0.01613	-0.034414	-0.011891	-0.021491
0.078	0.032876	0.007002	-0.0139	0.006004	0.01449	-0.036363	0.00017	-0.00061
0.079	0.014404	0.006105	-0.005565	-0.000882	0.013447	-0.039527	0.0119	0.010457
0.08	-0.002886	0.003988	0.001054	-0.004581	0.013968	-0.040978	0.018195	0.012752
0.081	-0.011403	0.001128	0.00369	-0.001158	0.014537	-0.039318	0.016395	0.013847
0.082	-0.009078	-0.001712	0.00311	0.009215	0.012425	-0.038303	0.008133	0.018982
0.083	-0.000483	-0.003594	0.00204	0.021509	0.006867	-0.042739	-0.001607	0.026772
0.084	0.006873	-0.003903	0.002895	0.029458	0.000689	-0.05147	-0.007979	0.031621
0.085	0.008357	-0.002988	0.005828	0.029939	-0.002064	-0.056253	-0.009607	0.029509
0.086	0.005073	-0.002069	0.008787	0.024251	-0.000479	-0.047969	-0.009066	0.022025
0.087	0.001807	-0.002222	0.009733	0.016112	0.001873	-0.023906	-0.010083	0.014685
0.088	0.00273	-0.003401	0.008739	0.008927	0.00061	0.009401	-0.013435	0.010795
0.089	0.008515	-0.004421	0.007767	0.004402	-0.004692	0.039283	-0.015371	0.008277
0.09	0.01654	-0.003891	0.008724	0.002688	-0.009943	0.054124	-0.010867	0.00424
0.091	0.02326	-0.001408	0.012163	0.003049	-0.010674	0.049451	0.001056	0.000937
0.092	0.026244	0.001954	0.017384	0.004328	-0.00624	0.028457	0.015649	0.00363
0.093	0.024536	0.004437	0.022439	0.005071	-0.00006	-0.001322	0.025965	0.012224
0.094	0.018368	0.005133	0.024	0.003758	0.003448	-0.030372	0.027674	0.018549
0.095	0.009287	0.004723	0.019133	-0.000515	0.001777	-0.048278	0.021604	0.014291
0.096	-0.000112	0.004485	0.008264	-0.007213	-0.004967	-0.047241	0.013183	0.000178
0.097	-0.007764	0.004729	-0.004497	-0.014293	-0.014865	-0.027881	0.00842	-0.014501
0.098	-0.013627	0.004586	-0.01456	-0.019242	-0.024832	-0.001054	0.00862	-0.020822
0.099	-0.018945	0.003222	-0.019665	-0.020513	-0.030899	0.018329	0.009568	-0.017435

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This dataset was created with healthy participants aged between 18 and 25 years old. The participants in this dataset were not frequent athletes.

The dataset consists of 8 EMG signals recorded from the domineering foot of each participant during a cycling trial. The participants performed exercises on a conditioned cycle, alternating with short periods of high-intensity sprints. When a participant could no longer sustain the sprint intensity, this was considered the first index of fatigue and was labeled as "Transition-to-Fatigue." If the participant was unable to continue the base exercise, it was labeled as "Fatigue."

For this dataset, it is recommended to work with binary classification models, taking the "Transition-to-Fatigue" state as the positive class, as the data in the "Fatigue" class is significantly limited.

FEATURES

Time
Right Rectus femoris
Left Gluteus maximus
Left Gastrocnemius medialis
Left Semitendinosus
Left Biceps femoris caput longus
Right Vastus medialis
Right Tibialis anterior
Left Gastrocnemius lateralis

TARGETS

0-No Fatigue
1-Transition To Fatigue
2-Fatigue

By: Yomin Jaramillo M

Downloads last month: 32

Size of downloaded dataset files:

499 MB

Size of the auto-converted Parquet files:

251 MB

Number of rows:

3,002,137