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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
| Target
int64 0
2
|
|---|---|---|---|---|---|---|---|---|---|
0 | -0.000264 | -0.000015 | 0.000344 | 0.000108 | 0.000182 | 0.000401 | 0.000267 | -0.000236 | 0 |
0.001 | -0.001002 | -0.000045 | 0.001342 | 0.000429 | 0.000712 | 0.002234 | 0.001234 | -0.001108 | 0 |
0.002 | -0.002173 | -0.000034 | 0.002944 | 0.001133 | 0.001692 | 0.007634 | 0.003457 | -0.003277 | 0 |
0.003 | -0.002676 | 0.000185 | 0.003504 | 0.002319 | 0.00282 | 0.017656 | 0.006587 | -0.00694 | 0 |
0.004 | -0.000844 | 0.000785 | 0.000426 | 0.00395 | 0.003729 | 0.028542 | 0.008889 | -0.01131 | 0 |
0.005 | 0.003671 | 0.001764 | -0.006705 | 0.005593 | 0.004464 | 0.031088 | 0.00821 | -0.014697 | 0 |
0.006 | 0.008586 | 0.002873 | -0.013426 | 0.006208 | 0.005152 | 0.01704 | 0.004151 | -0.015005 | 0 |
0.007 | 0.010398 | 0.003711 | -0.012436 | 0.004687 | 0.00533 | -0.012296 | -0.000612 | -0.010498 | 0 |
0.008 | 0.007688 | 0.003902 | -0.0002 | 0.00104 | 0.004298 | -0.044811 | -0.002353 | -0.000951 | 0 |
0.009 | 0.002804 | 0.003294 | 0.018045 | -0.00307 | 0.002245 | -0.065859 | -0.000677 | 0.011496 | 0 |
0.01 | -0.000284 | 0.002032 | 0.030975 | -0.005521 | 0.000345 | -0.067663 | 0.000091 | 0.02276 | 0 |
0.011 | 0.000136 | 0.000529 | 0.030102 | -0.005697 | -0.000605 | -0.0514 | -0.004383 | 0.028714 | 0 |
0.012 | 0.001931 | -0.00059 | 0.01649 | -0.00504 | -0.001216 | -0.022756 | -0.012549 | 0.027351 | 0 |
0.013 | 0.001345 | -0.000715 | -0.000986 | -0.005398 | -0.002854 | 0.011996 | -0.017625 | 0.019603 | 0 |
0.014 | -0.003187 | 0.000292 | -0.012923 | -0.006996 | -0.005966 | 0.04514 | -0.014854 | 0.00878 | 0 |
0.015 | -0.009263 | 0.001784 | -0.015086 | -0.00814 | -0.009002 | 0.06486 | -0.006666 | -0.000529 | 0 |
0.016 | -0.012432 | 0.002571 | -0.009825 | -0.006761 | -0.00921 | 0.057777 | 0.000285 | -0.004573 | 0 |
0.017 | -0.010014 | 0.001746 | -0.003891 | -0.002352 | -0.005159 | 0.019134 | 0.001748 | -0.003283 | 0 |
0.018 | -0.003424 | -0.000431 | -0.003157 | 0.003204 | 0.001364 | -0.037636 | -0.001438 | -0.000678 | 0 |
0.019 | 0.002772 | -0.0026 | -0.007618 | 0.006787 | 0.006409 | -0.084739 | -0.005521 | -0.00111 | 0 |
0.02 | 0.004326 | -0.003552 | -0.012006 | 0.006622 | 0.007082 | -0.098841 | -0.006887 | -0.004841 | 0 |
0.021 | 0.000753 | -0.003409 | -0.011684 | 0.003982 | 0.00369 | -0.078976 | -0.003921 | -0.008042 | 0 |
0.022 | -0.004132 | -0.003337 | -0.007133 | 0.001923 | -0.001087 | -0.045243 | 0.002075 | -0.007279 | 0 |
0.023 | -0.00557 | -0.004244 | -0.002616 | 0.002131 | -0.004722 | -0.018845 | 0.007424 | -0.003149 | 0 |
0.024 | -0.002231 | -0.005935 | -0.001611 | 0.003394 | -0.006621 | -0.004012 | 0.00859 | 0.00103 | 0 |
0.025 | 0.002889 | -0.007395 | -0.004156 | 0.00326 | -0.008033 | 0.010372 | 0.005002 | 0.003241 | 0 |
0.026 | 0.005981 | -0.007754 | -0.007862 | 0.000782 | -0.01032 | 0.033834 | -0.000408 | 0.004267 | 0 |
0.027 | 0.006057 | -0.00699 | -0.010554 | -0.002659 | -0.012883 | 0.062246 | -0.003547 | 0.005476 | 0 |
0.028 | 0.004729 | -0.005783 | -0.011832 | -0.004857 | -0.013067 | 0.082807 | -0.002211 | 0.006611 | 0 |
0.029 | 0.003581 | -0.004768 | -0.012541 | -0.004693 | -0.008915 | 0.088113 | 0.002548 | 0.006281 | 0 |
0.03 | 0.003078 | -0.00399 | -0.012994 | -0.002782 | -0.001879 | 0.082882 | 0.00745 | 0.003833 | 0 |
0.031 | 0.003519 | -0.003037 | -0.011992 | -0.000772 | 0.003933 | 0.076965 | 0.00959 | 0.000124 | 0 |
0.032 | 0.005456 | -0.001551 | -0.007871 | 0.000042 | 0.005455 | 0.073195 | 0.008426 | -0.003444 | 0 |
0.033 | 0.008647 | 0.000454 | -0.000544 | -0.000319 | 0.003242 | 0.063977 | 0.005297 | -0.006135 | 0 |
0.034 | 0.011162 | 0.002635 | 0.007782 | -0.000906 | 0.000162 | 0.041044 | 0.001522 | -0.007574 | 0 |
0.035 | 0.010058 | 0.004427 | 0.013929 | -0.00112 | -0.002004 | 0.007631 | -0.002314 | -0.007032 | 0 |
0.036 | 0.003529 | 0.005206 | 0.015683 | -0.001363 | -0.00389 | -0.020951 | -0.005532 | -0.00436 | 0 |
0.037 | -0.006875 | 0.004652 | 0.013084 | -0.002371 | -0.006324 | -0.029572 | -0.006646 | -0.000683 | 0 |
0.038 | -0.016323 | 0.003109 | 0.008813 | -0.004008 | -0.007716 | -0.016376 | -0.003994 | 0.003389 | 0 |
0.039 | -0.020006 | 0.001479 | 0.006961 | -0.005033 | -0.004984 | 0.005251 | 0.002382 | 0.008847 | 0 |
0.04 | -0.017053 | 0.000535 | 0.010015 | -0.00437 | 0.002654 | 0.017298 | 0.009546 | 0.015415 | 0 |
0.041 | -0.011206 | 0.000285 | 0.016229 | -0.002415 | 0.011805 | 0.01136 | 0.013346 | 0.018662 | 0 |
0.042 | -0.007629 | 0.000107 | 0.020209 | -0.000533 | 0.017556 | -0.005703 | 0.011782 | 0.012795 | 0 |
0.043 | -0.008846 | -0.00054 | 0.017087 | 0.000635 | 0.017692 | -0.019964 | 0.006372 | -0.002928 | 0 |
0.044 | -0.01309 | -0.001622 | 0.007069 | 0.001673 | 0.013956 | -0.024279 | 0.000456 | -0.021669 | 0 |
0.045 | -0.015987 | -0.002563 | -0.00427 | 0.003166 | 0.009731 | -0.023321 | -0.003222 | -0.033754 | 0 |
0.046 | -0.01392 | -0.002658 | -0.010653 | 0.00465 | 0.007068 | -0.025654 | -0.003642 | -0.034037 | 0 |
0.047 | -0.006672 | -0.001656 | -0.009857 | 0.005146 | 0.005696 | -0.033231 | -0.001344 | -0.024805 | 0 |
0.048 | 0.00222 | -0.000135 | -0.004236 | 0.00444 | 0.004193 | -0.039196 | 0.002154 | -0.012636 | 0 |
0.049 | 0.007708 | 0.000832 | 0.00175 | 0.003528 | 0.001754 | -0.034141 | 0.004637 | -0.003612 | 0 |
0.05 | 0.006804 | 0.000535 | 0.003949 | 0.003774 | -0.001013 | -0.013581 | 0.003673 | -0.000554 | 0 |
0.051 | 0.00102 | -0.00068 | 0.000445 | 0.005598 | -0.00263 | 0.019632 | -0.001587 | -0.002374 | 0 |
0.052 | -0.00432 | -0.001511 | -0.006979 | 0.007883 | -0.002301 | 0.058267 | -0.008603 | -0.005857 | 0 |
0.053 | -0.003871 | -0.000741 | -0.013617 | 0.008709 | -0.001383 | 0.093681 | -0.012989 | -0.009256 | 0 |
0.054 | 0.00332 | 0.001594 | -0.015403 | 0.006874 | -0.003015 | 0.115117 | -0.013274 | -0.013285 | 0 |
0.055 | 0.012554 | 0.004132 | -0.012109 | 0.002918 | -0.009161 | 0.109274 | -0.013161 | -0.017814 | 0 |
0.056 | 0.01722 | 0.005361 | -0.006677 | -0.001044 | -0.017436 | 0.066275 | -0.017261 | -0.019871 | 0 |
0.057 | 0.01454 | 0.0049 | -0.00165 | -0.002611 | -0.02177 | -0.009731 | -0.02467 | -0.016932 | 0 |
0.058 | 0.007766 | 0.003621 | 0.002631 | -0.000811 | -0.017511 | -0.095811 | -0.028496 | -0.010653 | 0 |
0.059 | 0.002698 | 0.002635 | 0.00635 | 0.002909 | -0.006168 | -0.15982 | -0.022682 | -0.005014 | 0 |
0.06 | 0.002263 | 0.002341 | 0.008591 | 0.005424 | 0.005238 | -0.17953 | -0.008322 | -0.001353 | 0 |
0.061 | 0.004453 | 0.002444 | 0.008611 | 0.004083 | 0.009699 | -0.155792 | 0.007889 | 0.002542 | 0 |
0.062 | 0.004712 | 0.002558 | 0.007608 | -0.001401 | 0.005643 | -0.108806 | 0.020772 | 0.008373 | 0 |
0.063 | -0.000112 | 0.002563 | 0.007615 | -0.00891 | -0.002328 | -0.062147 | 0.030561 | 0.014284 | 0 |
0.064 | -0.009342 | 0.002458 | 0.008873 | -0.015682 | -0.007986 | -0.028729 | 0.039213 | 0.016338 | 0 |
0.065 | -0.018891 | 0.002024 | 0.009674 | -0.020052 | -0.008779 | -0.007499 | 0.044543 | 0.011963 | 0 |
0.066 | -0.024005 | 0.000868 | 0.008826 | -0.02165 | -0.006552 | 0.010821 | 0.040794 | 0.0022 | 0 |
0.067 | -0.022235 | -0.000911 | 0.006921 | -0.02054 | -0.003786 | 0.034283 | 0.025898 | -0.00756 | 0 |
0.068 | -0.014893 | -0.00224 | 0.005165 | -0.016836 | -0.000575 | 0.061965 | 0.006054 | -0.008805 | 0 |
0.069 | -0.00654 | -0.001779 | 0.004469 | -0.011274 | 0.004183 | 0.084196 | -0.009017 | 0.004585 | 0 |
0.07 | -0.002155 | 0.000687 | 0.005488 | -0.005548 | 0.00984 | 0.091165 | -0.014889 | 0.028206 | 0 |
0.071 | -0.002955 | 0.003782 | 0.007657 | -0.001241 | 0.01384 | 0.080415 | -0.015 | 0.045787 | 0 |
0.072 | -0.004607 | 0.005686 | 0.008257 | 0.001729 | 0.014681 | 0.05623 | -0.015085 | 0.040822 | 0 |
0.073 | -0.000549 | 0.005771 | 0.004333 | 0.004823 | 0.013772 | 0.025633 | -0.017441 | 0.011987 | 0 |
0.074 | 0.012055 | 0.005006 | -0.004121 | 0.0088 | 0.01367 | -0.003286 | -0.020704 | -0.023871 | 0 |
0.075 | 0.029129 | 0.004782 | -0.013668 | 0.012518 | 0.015104 | -0.023253 | -0.022333 | -0.045007 | 0 |
0.076 | 0.042122 | 0.005549 | -0.019823 | 0.013943 | 0.01647 | -0.032113 | -0.01986 | -0.041646 | 0 |
0.077 | 0.043821 | 0.006626 | -0.019773 | 0.011716 | 0.01613 | -0.034414 | -0.011891 | -0.021491 | 0 |
0.078 | 0.032876 | 0.007002 | -0.0139 | 0.006004 | 0.01449 | -0.036363 | 0.00017 | -0.00061 | 0 |
0.079 | 0.014404 | 0.006105 | -0.005565 | -0.000882 | 0.013447 | -0.039527 | 0.0119 | 0.010457 | 0 |
0.08 | -0.002886 | 0.003988 | 0.001054 | -0.004581 | 0.013968 | -0.040978 | 0.018195 | 0.012752 | 0 |
0.081 | -0.011403 | 0.001128 | 0.00369 | -0.001158 | 0.014537 | -0.039318 | 0.016395 | 0.013847 | 0 |
0.082 | -0.009078 | -0.001712 | 0.00311 | 0.009215 | 0.012425 | -0.038303 | 0.008133 | 0.018982 | 0 |
0.083 | -0.000483 | -0.003594 | 0.00204 | 0.021509 | 0.006867 | -0.042739 | -0.001607 | 0.026772 | 0 |
0.084 | 0.006873 | -0.003903 | 0.002895 | 0.029458 | 0.000689 | -0.05147 | -0.007979 | 0.031621 | 0 |
0.085 | 0.008357 | -0.002988 | 0.005828 | 0.029939 | -0.002064 | -0.056253 | -0.009607 | 0.029509 | 0 |
0.086 | 0.005073 | -0.002069 | 0.008787 | 0.024251 | -0.000479 | -0.047969 | -0.009066 | 0.022025 | 0 |
0.087 | 0.001807 | -0.002222 | 0.009733 | 0.016112 | 0.001873 | -0.023906 | -0.010083 | 0.014685 | 0 |
0.088 | 0.00273 | -0.003401 | 0.008739 | 0.008927 | 0.00061 | 0.009401 | -0.013435 | 0.010795 | 0 |
0.089 | 0.008515 | -0.004421 | 0.007767 | 0.004402 | -0.004692 | 0.039283 | -0.015371 | 0.008277 | 0 |
0.09 | 0.01654 | -0.003891 | 0.008724 | 0.002688 | -0.009943 | 0.054124 | -0.010867 | 0.00424 | 0 |
0.091 | 0.02326 | -0.001408 | 0.012163 | 0.003049 | -0.010674 | 0.049451 | 0.001056 | 0.000937 | 0 |
0.092 | 0.026244 | 0.001954 | 0.017384 | 0.004328 | -0.00624 | 0.028457 | 0.015649 | 0.00363 | 0 |
0.093 | 0.024536 | 0.004437 | 0.022439 | 0.005071 | -0.00006 | -0.001322 | 0.025965 | 0.012224 | 0 |
0.094 | 0.018368 | 0.005133 | 0.024 | 0.003758 | 0.003448 | -0.030372 | 0.027674 | 0.018549 | 0 |
0.095 | 0.009287 | 0.004723 | 0.019133 | -0.000515 | 0.001777 | -0.048278 | 0.021604 | 0.014291 | 0 |
0.096 | -0.000112 | 0.004485 | 0.008264 | -0.007213 | -0.004967 | -0.047241 | 0.013183 | 0.000178 | 0 |
0.097 | -0.007764 | 0.004729 | -0.004497 | -0.014293 | -0.014865 | -0.027881 | 0.00842 | -0.014501 | 0 |
0.098 | -0.013627 | 0.004586 | -0.01456 | -0.019242 | -0.024832 | -0.001054 | 0.00862 | -0.020822 | 0 |
0.099 | -0.018945 | 0.003222 | -0.019665 | -0.020513 | -0.030899 | 0.018329 | 0.009568 | -0.017435 | 0 |
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in Data Studio
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
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