patient int64 1 9 | time float64 -0.1 0.7 | label stringclasses 4
values | epoch int64 4 656 | EEG-Fz float64 -83.15 56.5 | EEG-0 float64 -41.68 51.8 | EEG-1 float64 -33.49 40 | EEG-2 float64 -47.02 40.4 | EEG-3 float64 -38.13 32.8 | EEG-4 float64 -46.88 38.1 | EEG-5 float64 -48.3 68.1 | EEG-C3 float64 -41 48.9 | EEG-6 float64 -23.07 52.8 | EEG-Cz float64 -55.06 30.6 | EEG-7 float64 -33.02 20.3 | EEG-C4 float64 -45.52 45.9 | EEG-8 float64 -59.94 67.5 | EEG-9 float64 -44.24 45 | EEG-10 float64 -26.77 40.9 | EEG-11 float64 -34.88 24.5 | EEG-12 float64 -34.38 25.9 | EEG-13 float64 -80.33 40.7 | EEG-14 float64 -44.95 42.3 | EEG-Pz float64 -45.88 41.9 | EEG-15 float64 -50.67 45 | EEG-16 float64 -63.05 67.8 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | -0.1 | tongue | 8 | -1.681412 | 2.245496 | -0.15835 | 1.163765 | -1.523659 | -0.575267 | 3.299057 | 3.928189 | 0.673606 | 0.972209 | -2.340592 | -2.562196 | 0.758116 | 3.441785 | 0.305517 | 1.137473 | -1.275763 | -2.898359 | 0.656704 | -2.010063 | -1.613804 | -1.942455 |
1 | -0.096 | tongue | 8 | 0.420417 | 0.587559 | 1.65051 | 0.970672 | 1.505904 | 0.891796 | 3.838386 | 2.514392 | 1.798873 | 1.316225 | 0.347175 | -1.827555 | 1.541586 | -0.07162 | 0.258909 | -1.448198 | 0.142472 | -1.968405 | -1.733655 | -2.935578 | -3.125256 | -4.67461 |
1 | -0.092 | tongue | 8 | 0.551365 | 1.499758 | 0.121302 | 2.859433 | 2.613414 | 4.636026 | 2.162693 | 1.522294 | -0.072132 | 0.861236 | 2.577732 | 2.600268 | 2.649097 | -2.137938 | -1.612096 | -1.610218 | -0.410173 | -0.274957 | -4.776535 | -5.099551 | -2.798995 | -5.862021 |
1 | -0.088 | tongue | 8 | 3.054916 | -1.807238 | 1.843603 | 2.286812 | 5.995872 | 6.651295 | 2.078354 | -1.980015 | 0.136497 | -1.029744 | 4.446518 | 3.248351 | 6.031554 | -5.249621 | -2.672998 | -3.45237 | 0.189081 | 1.593829 | -6.081577 | -5.47686 | -2.932163 | -6.874095 |
1 | -0.084 | tongue | 8 | 2.50671 | -2.453101 | 0.221178 | 0.127278 | 4.519931 | 6.249573 | 0.309444 | -3.358299 | -2.023038 | -2.163888 | 4.337764 | 4.946238 | 7.827097 | -5.309546 | -2.488783 | -3.707608 | 1.447515 | 4.268278 | -4.38369 | -4.218426 | -1.331932 | -5.322692 |
1 | -0.08 | tongue | 8 | 1.150619 | -2.051379 | -0.402491 | 0.529 | 3.554466 | 4.551686 | 0.711166 | -1.735874 | -0.98655 | -1.957479 | 2.884018 | 5.738585 | 8.082335 | -3.882433 | -1.354639 | -2.719949 | 0.823847 | 3.986407 | -3.835483 | -3.523735 | -2.443882 | -7.118236 |
1 | -0.076 | tongue | 8 | -1.537147 | -2.151255 | -2.943773 | -0.49861 | 1.062012 | 4.061185 | -3.636756 | -1.83575 | -2.600098 | -1.666729 | 0.879845 | 5.736366 | 5.736366 | -1.34559 | -1.503343 | -1.599121 | 2.725924 | 4.521297 | -0.370906 | -0.205642 | 0.092961 | -2.921236 |
1 | -0.072 | tongue | 8 | -2.979796 | -4.765779 | -4.825875 | -3.308447 | -1.503684 | 1.934942 | -1.807921 | -2.301836 | -2.529075 | -3.255863 | -0.269835 | 5.221451 | 8.395279 | 1.362151 | 0.667289 | -0.063255 | 1.234447 | 4.934116 | 2.043867 | 1.379053 | 1.384687 | -0.945917 |
1 | -0.068 | tongue | 8 | -4.742048 | -2.963577 | -6.099845 | -3.312886 | -5.072576 | 1.49105 | -0.884626 | 0.379272 | -3.314764 | -3.113817 | -3.008649 | 4.191621 | 4.48459 | 4.580368 | -0.460197 | 0.518244 | 1.718289 | 4.734365 | 4.041381 | 2.79063 | 2.063842 | 1.979332 |
1 | -0.064 | tongue | 8 | -5.06165 | -1.96482 | -5.05226 | -5.390301 | -6.271085 | -1.855896 | 0.358272 | 1.670997 | -1.681241 | -2.163888 | -3.523564 | 1.77241 | 0.747019 | 5.383813 | 1.270982 | 2.102939 | 0.080327 | 2.461637 | 5.626076 | 3.887043 | 3.013771 | 4.589417 |
1 | -0.06 | tongue | 8 | -4.972871 | -3.536198 | -4.328716 | -6.571053 | -4.570978 | -3.476102 | 3.425566 | 1.710948 | -0.176447 | -3.539954 | -2.409395 | -0.970843 | 0.982282 | 5.423763 | 3.605855 | 0.824529 | -1.539879 | -0.232787 | 7.423838 | 3.926993 | 2.174815 | 6.826633 |
1 | -0.056 | tongue | 8 | -4.801973 | -3.072331 | -3.913677 | -5.277108 | -3.667658 | -2.377469 | 4.475371 | 1.78419 | -0.103205 | -2.343665 | -2.287324 | -2.75307 | -1.385882 | 4.569271 | 2.849019 | 0.311834 | -1.12484 | -1.477904 | 6.862315 | 4.097892 | 2.199229 | 7.436984 |
1 | -0.052 | tongue | 8 | -3.319373 | -2.517465 | -1.552171 | -4.624587 | -1.501465 | -3.971041 | 6.543908 | 1.801946 | 1.477051 | -1.739971 | -0.121131 | -3.858361 | -2.979455 | 4.879995 | 3.745681 | -0.061035 | -2.571928 | -4.194524 | 4.878117 | 2.553148 | 0.947453 | 6.185209 |
1 | -0.048 | tongue | 8 | -2.176351 | -0.446709 | -1.825165 | -0.796018 | 0.471635 | 0.443465 | 3.536539 | 1.431296 | 0.227495 | 0.233129 | 0.582438 | -2.031745 | -2.617683 | 2.165596 | 1.177765 | 0.398393 | -1.233593 | -2.709705 | 3.042624 | 0.082888 | -0.839212 | 0.882918 |
1 | -0.044 | tongue | 8 | -1.202008 | 0.185837 | 0.565194 | -0.651753 | 1.494806 | 0.880699 | 2.411273 | 0.403686 | 0.713556 | 0.133253 | 1.019671 | -0.715605 | -0.32498 | 1.040329 | 1.077889 | -0.775701 | -1.186984 | -2.56544 | 0.598998 | -0.99355 | -1.476197 | -0.632973 |
1 | -0.04 | tongue | 8 | -1.44393 | 0.0904 | -0.506805 | -0.698362 | 0.471635 | 0.687606 | 1.143961 | 1.040671 | 0.08101 | 0.770238 | -0.198812 | 0.263177 | 0.312005 | 1.286689 | 0.884796 | -0.285201 | -1.57539 | -1.928455 | -0.424173 | -0.356565 | -0.155618 | 0.541121 |
1 | -0.036 | tongue | 8 | -2.662413 | -0.68863 | -1.481148 | -2.746923 | -1.576926 | -1.116815 | -1.246398 | -0.275469 | -0.160911 | -0.008792 | -0.880187 | -0.027573 | 0.411881 | -0.322419 | 0.691703 | -0.087669 | 1.454173 | 1.198765 | 1.091718 | 1.989405 | 2.580976 | 3.863653 |
1 | -0.032 | tongue | 8 | -2.684608 | 1.974722 | 0.107985 | -0.913649 | -3.112793 | -2.896822 | -2.09867 | 0.337102 | -0.036621 | 1.87331 | -1.146522 | -0.24508 | -2.979455 | 0.436636 | 0.864821 | 1.843262 | 0.992526 | 0.004695 | 1.118352 | 2.504319 | 2.119328 | 1.937162 |
1 | -0.028 | tongue | 8 | -3.00643 | 2.19001 | -0.555633 | 0.57117 | -4.557662 | -2.730363 | -5.399008 | -0.082376 | -1.237349 | 1.990941 | -3.665609 | -1.055183 | -5.156745 | 0.358955 | -1.654266 | 3.425737 | 2.135548 | 1.294201 | 1.870749 | 4.135623 | 4.629538 | 6.498153 |
1 | -0.024 | tongue | 8 | 1.796482 | 1.03589 | 2.001185 | 0.344785 | -2.0985 | -4.909873 | -4.209377 | -2.115402 | 1.221813 | 1.6669 | -0.86465 | -2.306958 | -3.088208 | -1.820555 | -0.220495 | 1.68568 | 1.909163 | 0.97016 | -0.357589 | 2.493222 | 3.524247 | 3.34208 |
1 | -0.02 | tongue | 8 | 3.141475 | 3.650415 | 3.785631 | 3.789387 | -0.069913 | -3.076599 | -4.036259 | -0.623924 | 1.346103 | 3.890799 | -0.398564 | -1.547903 | -4.770559 | -2.672828 | -1.316908 | 1.907626 | 0.861577 | -0.272738 | -2.528221 | -0.312176 | 0.132912 | -0.879333 |
1 | -0.016 | tongue | 8 | 6.297548 | 5.68344 | 5.183891 | 6.115381 | 1.963113 | -1.043573 | -3.077452 | 0.090742 | 1.523659 | 4.21484 | 0.36493 | -1.858627 | -5.520737 | -3.764802 | -2.360054 | 0.278542 | 0.502025 | -0.778774 | -5.378008 | -1.843603 | -1.886797 | -4.705683 |
1 | -0.012 | tongue | 8 | 6.870168 | 4.937701 | 5.512371 | 4.979018 | 2.731046 | -1.398687 | 0.620168 | -0.166716 | 1.705655 | 1.760117 | 1.621145 | -1.9696 | -3.092647 | -2.655072 | -1.787434 | -0.174228 | -1.366761 | -1.963966 | -5.879606 | -2.833482 | -2.583708 | -4.865484 |
1 | -0.008 | tongue | 8 | 7.380644 | 2.469662 | 6.4623 | 4.171134 | 3.632147 | -2.304227 | -1.945528 | -1.511709 | 2.362615 | 1.098718 | 1.252715 | -4.242327 | -5.609515 | -3.560612 | -0.300395 | -0.152033 | -0.416832 | -1.844115 | -3.611318 | -1.102303 | -0.999013 | -1.230008 |
1 | -0.004 | tongue | 8 | 5.010261 | 0.001622 | 3.896604 | 2.044891 | 3.068404 | -2.135548 | -1.190911 | -2.221936 | 1.652388 | -0.88104 | 0.933112 | -4.464274 | -4.317789 | -1.536464 | 0.893674 | 0.114302 | -1.566512 | -2.944968 | 0.512439 | 1.410126 | -1.074475 | 2.796093 |
1 | 0 | tongue | 8 | 4.091404 | 1.865969 | 2.294154 | 4.836972 | 2.442516 | 1.388955 | -5.381252 | -0.406417 | 0.00111 | 3.082916 | -0.132229 | -1.281568 | -6.115552 | -0.599852 | -0.562292 | 1.588024 | -1.948259 | -3.912652 | -0.406417 | -0.338809 | -1.602706 | 1.095987 |
1 | 0.004 | tongue | 8 | 6.528372 | 2.64278 | 5.02409 | 7.615736 | 5.074796 | 3.435298 | -7.875925 | -1.289762 | 1.07089 | 3.908555 | 0.400442 | -1.334835 | -6.6571 | -3.143353 | -0.664387 | 0.118741 | -2.196839 | -4.99131 | -0.850309 | -1.563951 | -3.804411 | -1.447515 |
1 | 0.008 | tongue | 8 | 9.28938 | 3.841288 | 6.613223 | 8.66776 | 5.199086 | 2.241228 | -6.775073 | -0.677191 | 2.757679 | 4.325813 | 0.280591 | -3.16367 | -9.267185 | -1.261251 | 0.875919 | 0.340687 | -5.197549 | -7.406083 | -1.116645 | -2.172083 | -5.633246 | -1.762678 |
1 | 0.012 | tongue | 8 | 10.814149 | 1.557464 | 7.503227 | 7.604639 | 6.186745 | 1.324591 | -7.008116 | -3.156329 | 3.501199 | 2.627926 | 1.707704 | -3.640854 | -4.910385 | -3.740388 | 0.838188 | -1.308372 | -3.575124 | -5.148892 | -2.08211 | -2.600439 | -4.254961 | -2.239862 |
1 | 0.016 | tongue | 8 | 8.037604 | 0.782872 | 6.533323 | 5.218719 | 4.386763 | -1.500782 | -4.853021 | -2.661389 | 4.142623 | 2.195132 | 2.202644 | -2.804117 | -2.804117 | -3.050136 | 2.260862 | -1.204057 | -2.884871 | -3.237936 | -1.538342 | -2.740265 | -3.760022 | -2.721485 |
1 | 0.02 | tongue | 8 | 2.682047 | 0.798408 | 3.179718 | 2.988162 | 0.984331 | -3.19423 | -2.982016 | -0.057962 | 3.132768 | 1.478246 | 0.216227 | -2.104987 | -3.716315 | 0.920478 | 2.374054 | 1.252885 | -2.47871 | -2.050525 | -1.083353 | -0.673948 | -1.596048 | -0.06923 |
1 | 0.024 | tongue | 8 | -3.013088 | 0.669679 | -1.538854 | -0.997989 | -3.294789 | -4.494834 | -1.890041 | 2.742997 | -0.120961 | 0.665923 | -1.865627 | -1.257153 | -6.725903 | 3.867922 | 2.684779 | 3.028453 | 0.126936 | 0.799262 | 2.498856 | 2.664121 | 2.620926 | 2.829385 |
1 | 0.028 | tongue | 8 | -5.556589 | -1.727338 | -4.180012 | -3.053209 | -5.740634 | -5.08521 | -2.333933 | 2.738558 | 0.167569 | -0.461562 | -2.163035 | -0.236202 | -4.337764 | 4.351764 | 3.119793 | 4.684171 | 0.122497 | 1.527245 | 5.131136 | 4.026869 | 4.276644 | 4.729243 |
1 | 0.032 | tongue | 8 | -4.067332 | -1.751752 | -2.593098 | -4.835436 | -3.811923 | -6.037359 | -0.942332 | 1.981722 | 1.461515 | -1.267226 | -1.650339 | -2.994991 | -7.047725 | 5.841022 | 3.730144 | 3.829679 | 0.684021 | 0.819237 | 5.350863 | 4.588393 | 3.763948 | 4.948969 |
1 | 0.036 | tongue | 8 | 0.056426 | -0.557682 | 0.456441 | -4.227303 | -0.6159 | -5.136258 | 1.423613 | 1.466807 | 2.850897 | -2.026282 | 0.08084 | -4.047015 | -5.658343 | 3.372982 | 4.973042 | 1.605779 | -0.416832 | -1.111693 | 3.712901 | 2.510978 | 1.051768 | 0.234836 |
1 | 0.04 | tongue | 8 | 0.287249 | 4.311814 | 0.491952 | 0.935161 | -1.117498 | -1.829262 | 0.873187 | 5.164428 | 1.861017 | 1.91548 | -2.080915 | -3.32791 | -9.968535 | 5.898728 | 2.420663 | 3.057306 | -3.213352 | -4.933604 | 2.137084 | 0.44688 | -1.744752 | -1.585121 |
1 | 0.044 | tongue | 8 | 2.444565 | 4.467176 | 1.477392 | 2.799508 | 1.576926 | 1.744069 | -0.533951 | 4.392056 | 1.332786 | 2.217326 | -1.486099 | -2.488954 | -6.004579 | 3.222059 | 1.40415 | 1.210716 | -2.911505 | -4.436445 | 0.241665 | -0.91143 | -4.030796 | -5.726634 |
1 | 0.048 | tongue | 8 | 4.282278 | 2.398639 | 3.070965 | 1.609877 | 3.365811 | -0.27564 | -1.528269 | 0.272738 | 2.438077 | 0.539414 | 1.621145 | -1.920772 | -2.604366 | -1.043744 | 2.167644 | 0.704679 | -1.952698 | -2.598732 | -1.192106 | -1.07567 | -2.876677 | -5.402593 |
1 | 0.052 | tongue | 8 | 4.375495 | 2.443028 | 3.066526 | 1.751922 | 3.16606 | -1.207813 | -2.069817 | -0.659436 | 2.335982 | -0.148618 | 1.51905 | -2.706461 | -4.659586 | -4.173183 | 1.040159 | 0.504927 | 0.337785 | -0.845358 | -0.415295 | 0.433563 | -0.781506 | -3.307423 |
1 | 0.056 | tongue | 8 | 7.089895 | 2.032428 | 4.267254 | 3.48976 | 5.001554 | 1.897212 | -3.749949 | -2.193083 | 2.169522 | 0.661485 | 2.524465 | -1.310421 | -4.777217 | -4.779095 | 0.58073 | 0.680265 | -0.121643 | -0.96299 | -2.730192 | -1.19774 | -2.119841 | -6.452398 |
1 | 0.06 | tongue | 8 | 3.674146 | 3.01121 | 0.753848 | 3.687292 | 0.755726 | 1.069353 | -6.433276 | -1.165473 | -0.90443 | 1.689095 | 0.134107 | 0.596096 | -3.798435 | -4.435079 | -1.809628 | 3.026234 | 1.491904 | 1.62712 | -2.142035 | 0.07401 | 1.202691 | -2.104475 |
1 | 0.064 | tongue | 8 | 5.993482 | 3.523905 | 3.219669 | -0.194544 | 2.489125 | -0.419905 | -4.309253 | -2.361762 | 0.828968 | -2.192741 | 1.135083 | -0.795506 | -1.137303 | -7.682149 | -0.418027 | -0.90443 | 1.369834 | 3.165206 | -1.775824 | 0.391393 | 1.666559 | -1.59178 |
1 | 0.068 | tongue | 8 | 5.855875 | 7.927314 | 3.179718 | 1.035037 | 0.007768 | -0.118058 | -1.224203 | 0.723288 | 0.056596 | -2.037379 | -1.248617 | -1.030769 | -4.009284 | -3.718193 | -1.239227 | -0.260787 | -0.91621 | -0.048572 | -1.718118 | -0.62512 | -0.521829 | -0.06923 |
1 | 0.072 | tongue | 8 | 7.689149 | 9.076995 | 5.110649 | 0.329248 | -0.258567 | -2.191034 | 2.415712 | 2.214765 | 0.766824 | -2.401371 | -2.052062 | -3.201401 | -6.131088 | -2.959138 | -1.017281 | -0.331809 | -1.377858 | -0.412564 | -1.837969 | -0.549658 | -1.032305 | -1.849237 |
1 | 0.076 | tongue | 8 | 6.075602 | 8.732978 | 4.278351 | -0.942502 | -2.555708 | -4.048722 | 2.901774 | 3.628561 | 2.034135 | -3.477809 | -3.90975 | -2.861823 | -4.277839 | -0.226982 | 0.884796 | -0.675826 | -2.258984 | -1.049549 | 0.357077 | -0.698362 | -1.473978 | -0.435441 |
1 | 0.08 | tongue | 8 | 4.684 | 9.392158 | 2.837921 | 0.93738 | -4.191451 | -1.924699 | 0.631266 | 4.58071 | 0.154252 | -2.037379 | -4.959555 | -0.688972 | -3.8628 | 1.945869 | -1.043915 | 0.86226 | -2.283398 | -1.41576 | -0.448587 | -0.527463 | -1.54722 | -1.094621 |
1 | 0.084 | tongue | 8 | 5.578443 | 9.358866 | 3.097598 | 0.318151 | -4.078258 | -2.983381 | 1.037427 | 3.766168 | -0.464977 | -1.533562 | -4.602222 | -0.478123 | -6.044529 | 0.057108 | -0.930722 | -0.24525 | -0.656533 | 0.943527 | -0.628363 | 0.220495 | -0.06684 | -1.665022 |
1 | 0.088 | tongue | 8 | 6.319742 | 7.463447 | 2.764679 | 1.889529 | -2.604537 | -2.388566 | -1.492758 | 2.066061 | 0.129838 | -0.401637 | -3.714437 | -0.518073 | -7.256354 | 0.554268 | -0.677704 | 0.398393 | -0.989452 | -0.024158 | 0.357077 | 0.082888 | -0.936868 | -1.021379 |
1 | 0.092 | tongue | 8 | 8.030946 | 7.36801 | 3.596977 | 2.965967 | -0.405051 | 0.933966 | -2.174132 | 1.531171 | -0.649192 | -1.278324 | -2.833312 | -0.076401 | -5.154526 | -0.664216 | -2.677437 | -0.673606 | -1.182545 | -0.266079 | -1.496172 | -1.233252 | -1.471758 | -2.191034 |
1 | 0.096 | tongue | 8 | 7.369547 | 7.634346 | 3.814484 | 3.134646 | 0.837846 | 1.346786 | -1.663656 | 1.943991 | 0.105424 | -0.474879 | -1.346273 | 0.727044 | -4.204597 | -0.642022 | -2.752899 | -1.72563 | -1.45332 | 0.14674 | -2.352884 | -3.408323 | -1.889017 | -5.147355 |
1 | 0.1 | tongue | 8 | 8.397157 | 5.195159 | 6.50225 | 2.404444 | 4.209206 | -0.311151 | -0.050109 | 1.555586 | 2.939675 | -0.863285 | 1.14618 | -0.930893 | -2.786362 | -1.958161 | 0.325492 | -2.895286 | -2.964772 | -2.829556 | -2.741289 | -3.552588 | -4.523516 | -6.268183 |
1 | 0.104 | tongue | 8 | 6.488421 | 4.40947 | 5.521249 | 1.325786 | 3.814142 | -0.120278 | 1.117327 | 2.77185 | 3.814142 | -0.818895 | 0.995257 | -2.693144 | -4.450957 | -0.93721 | 1.883553 | -3.485662 | -2.578586 | -3.712901 | -0.89026 | -2.092183 | -5.211549 | -5.149575 |
1 | 0.108 | tongue | 8 | 2.349128 | 3.248692 | 1.430784 | -0.030304 | -0.86226 | -1.720508 | 1.226081 | 4.00365 | 2.50688 | -0.661314 | -1.190911 | -2.291422 | -5.904703 | 4.054356 | 2.724729 | 0.236373 | -3.495223 | -4.141257 | 2.636463 | -0.372101 | -2.954358 | -0.792774 |
1 | 0.112 | tongue | 8 | 1.974039 | 1.994697 | 1.788117 | -0.942502 | -1.383833 | -3.804582 | 0.89982 | 2.554343 | 2.278276 | -1.964137 | -2.200766 | -4.473151 | -5.303229 | 2.067939 | 3.375031 | 0.203081 | -2.112499 | -3.393299 | 3.872702 | 2.036013 | -0.692728 | 3.226668 |
1 | 0.116 | tongue | 8 | 0.214007 | 4.238571 | 0.565194 | -0.456441 | -4.169256 | -5.369301 | -2.666852 | 3.772826 | 0.811213 | 0.47505 | -4.302594 | -3.44998 | -9.358183 | 3.530564 | 1.907968 | 2.593439 | -1.528781 | -4.030284 | 6.116576 | 3.645122 | 0.574584 | 6.886558 |
1 | 0.12 | tongue | 8 | -0.378589 | 2.767069 | 1.437442 | -1.342005 | -3.541149 | -6.352522 | -0.769214 | 1.910699 | 0.853382 | -0.605827 | -2.453784 | -3.798435 | -6.581639 | 0.887187 | 2.829044 | 2.635609 | -1.388955 | -3.011551 | 4.49859 | 4.029089 | 1.788629 | 6.586931 |
1 | 0.124 | tongue | 8 | -0.027914 | 5.949775 | 1.934601 | 0.375857 | -3.434615 | -5.269425 | -1.44393 | 2.017233 | -0.846724 | 0.672582 | -3.714437 | -3.936042 | -9.45362 | -0.519951 | 0.250031 | 2.498002 | -0.01289 | -2.709705 | 3.482077 | 4.623904 | 2.285788 | 7.279403 |
1 | 0.128 | tongue | 8 | -1.013354 | 5.647929 | 2.609317 | -0.121302 | -3.931774 | -5.229475 | -2.331714 | 1.715387 | 0.462757 | 1.884407 | -2.600268 | -3.456639 | -9.023045 | -1.505392 | 0.875919 | 4.002797 | -0.265908 | -3.158036 | 1.37359 | 4.126745 | 2.618707 | 7.319353 |
1 | 0.132 | tongue | 8 | -4.742048 | 5.581345 | 1.810311 | -1.262105 | -5.658514 | -7.005043 | -1.177594 | 2.625365 | 0.542658 | 2.257276 | -3.399274 | -4.011504 | -12.654082 | 0.576462 | 0.614022 | 5.791681 | 1.571805 | -1.955088 | 3.113647 | 5.91563 | 3.089233 | 8.375816 |
1 | 0.136 | tongue | 8 | -3.796557 | 4.085429 | 3.537051 | -3.29513 | -6.177868 | -9.086897 | 2.209302 | 3.18023 | 3.099476 | 0.956673 | -3.137378 | -6.337498 | -14.10117 | 1.619608 | 3.512637 | 4.295765 | 1.101279 | -3.451005 | 4.938043 | 5.591589 | 2.374566 | 8.881853 |
1 | 0.14 | tongue | 8 | -2.582513 | 6.373692 | 3.725705 | -2.47171 | -4.866167 | -7.726368 | 2.837409 | 4.345447 | 3.629927 | 0.852358 | -2.655755 | -5.172281 | -13.912516 | 1.808263 | 3.701291 | 4.484419 | -0.126082 | -4.336569 | 3.905994 | 3.875946 | 0.268299 | 4.04121 |
1 | 0.144 | tongue | 8 | -5.438958 | 5.470372 | 1.65051 | -2.447296 | -6.111284 | -6.041798 | 0.518073 | 4.076892 | 1.798873 | 1.560366 | -3.070794 | -2.120524 | -10.518961 | 2.27213 | 2.016721 | 5.094771 | 1.7538 | -0.894186 | 3.34447 | 3.753876 | 0.927478 | 2.405468 |
1 | 0.148 | tongue | 8 | -4.029601 | 3.99887 | 0.569633 | -2.551611 | -5.38552 | -3.167597 | -2.857726 | 2.165937 | 0.278542 | 1.016598 | -1.954405 | 1.339615 | -4.812729 | 0.751799 | 0.740531 | 4.258034 | 1.063548 | 0.954624 | 1.82414 | 2.868311 | 0.676679 | 2.252325 |
1 | 0.152 | tongue | 8 | -3.891994 | 3.697023 | -0.85526 | -3.195254 | -4.661976 | -0.490928 | 0.502537 | 1.180497 | -1.146351 | -1.970795 | -2.402736 | 0.793628 | -2.3802 | 0.059328 | -1.416784 | 2.686657 | 0.957014 | 1.434027 | 2.450028 | 3.054746 | 1.74202 | 3.854776 |
1 | 0.156 | tongue | 8 | -2.020989 | 0.294591 | -1.328005 | -6.207062 | -3.572221 | -2.428516 | 2.324714 | -0.610608 | -1.179643 | -5.959165 | -1.264153 | -0.265055 | 1.932211 | -1.243495 | 0.454221 | -0.178667 | 0.923722 | 2.57261 | 3.539783 | 4.339813 | 3.466541 | 6.409374 |
1 | 0.16 | tongue | 8 | -3.840947 | -1.42771 | -2.513197 | -7.48991 | -2.560147 | -1.562927 | 2.018428 | -1.014549 | -1.730069 | -6.118966 | -0.789189 | 1.430613 | 3.725535 | -2.672828 | 0.392076 | -0.094327 | -0.017329 | 2.217497 | 3.038185 | 5.303059 | 4.820412 | 8.886292 |
1 | 0.164 | tongue | 8 | -3.079672 | -1.447686 | -1.605438 | -6.386838 | -1.310591 | -1.729386 | 0.582438 | -1.034525 | -1.457076 | -4.185817 | -1.004476 | 0.04345 | 0.482903 | -3.27874 | 0.90921 | -0.407271 | 1.525196 | 1.70924 | 3.652975 | 6.113162 | 3.823874 | 8.085067 |
1 | 0.168 | tongue | 8 | -4.664366 | 1.557464 | -2.653023 | -3.918798 | -4.60427 | -1.653925 | -1.392882 | 1.726484 | -1.283958 | -2.108402 | -2.34503 | 1.339615 | -2.322494 | 0.556487 | 0.935844 | 2.988503 | -0.205983 | -1.144985 | 4.216718 | 5.50503 | 1.848554 | 7.623419 |
1 | 0.172 | tongue | 8 | -2.218521 | 2.440809 | 0.525244 | -0.887016 | -1.816628 | -2.870189 | -0.704849 | 2.07272 | 1.210716 | -0.639119 | -1.754654 | -2.366884 | -7.347352 | 0.023817 | 1.135595 | 3.139426 | -0.2992 | -2.849531 | 3.488735 | 4.43525 | 0.290493 | 4.991139 |
1 | 0.176 | tongue | 8 | -1.572658 | 0.742922 | 0.731654 | -1.461856 | -0.047718 | -1.58956 | -2.695705 | 0.277176 | 1.954235 | 0.446197 | 0.063084 | -0.744458 | -5.236646 | -1.234617 | 2.51388 | 3.638805 | -0.922869 | -3.619684 | 2.620926 | 3.518613 | -1.309738 | 3.928018 |
1 | 0.18 | tongue | 8 | -2.591391 | 2.946846 | 0.982453 | -1.308713 | -1.017623 | -1.973527 | 0.289469 | 4.0436 | 3.523393 | 0.989965 | -0.12557 | -2.007331 | -9.282722 | 1.115791 | 4.376007 | 4.963823 | -1.941601 | -6.10326 | 1.992819 | 2.060427 | -3.451517 | 2.518661 |
1 | 0.184 | tongue | 8 | 0.198471 | 6.517957 | 1.868017 | 1.774117 | 0.551536 | 0.913991 | 1.223862 | 6.784634 | 3.871848 | 2.168498 | -1.241959 | -2.879579 | -13.182313 | 1.854871 | 2.576025 | 3.212669 | -2.862677 | -7.707929 | 0.925259 | 0.211617 | -6.032749 | -0.746165 |
1 | 0.188 | tongue | 8 | 2.42459 | 7.816341 | 3.312886 | 1.412345 | 1.06867 | 1.528781 | 4.621855 | 6.862315 | 4.535467 | 1.806726 | -0.529512 | -2.411273 | -12.37221 | 2.323177 | 2.702534 | 2.948553 | -4.933433 | -9.778686 | -0.608388 | -1.810311 | -7.175771 | -3.744656 |
1 | 0.192 | tongue | 8 | 1.246056 | 8.835074 | 4.624587 | 1.991624 | 0.671387 | 0.887357 | 4.468712 | 9.590032 | 5.358887 | 2.923114 | -1.31742 | -3.248009 | -14.331994 | 2.8048 | 3.232985 | 4.553223 | -4.061185 | -9.785344 | -0.908015 | -2.647048 | -8.354304 | -6.534518 |
1 | 0.196 | tongue | 8 | 0.591315 | 9.254552 | 4.799924 | 3.729461 | 1.042037 | 1.160351 | 3.667487 | 8.69115 | 5.338912 | 4.026186 | -0.70263 | -2.193766 | -14.937906 | 3.028966 | 3.115354 | 3.898482 | -3.83702 | -10.488913 | -0.342053 | -3.106476 | -9.692639 | -7.042774 |
1 | 0.2 | tongue | 8 | 0.435953 | 9.440986 | 5.914093 | 5.62488 | 1.277299 | 0.370223 | 0.973063 | 9.072897 | 6.99019 | 6.556371 | -0.223226 | -2.397956 | -14.409675 | 3.703682 | 3.301789 | 5.30562 | -3.943554 | -11.474353 | -2.255228 | -3.652463 | -10.238626 | -10.371964 |
1 | 0.204 | tongue | 8 | 0.511415 | 9.076995 | 7.16143 | 7.214014 | 2.719949 | 0.494513 | -1.19757 | 8.904218 | 8.091042 | 8.243161 | -0.098937 | -3.103744 | -14.968979 | 1.826018 | 3.767875 | 4.599831 | -3.038014 | -11.252407 | -1.789141 | -4.162939 | -11.335039 | -11.66369 |
1 | 0.208 | tongue | 8 | 3.953798 | 6.367034 | 8.748344 | 5.822412 | 5.576394 | -0.164667 | -1.026671 | 5.705976 | 8.359597 | 5.142575 | 3.294618 | -3.86058 | -8.938705 | -1.616365 | 4.768852 | 3.257058 | -3.599538 | -10.104946 | -3.083086 | -4.724463 | -11.115313 | -12.762323 |
1 | 0.212 | tongue | 8 | 4.60188 | 6.478007 | 9.591739 | 6.958776 | 5.34557 | 0.532244 | -2.282886 | 4.596246 | 8.275257 | 4.42347 | 3.259107 | -4.335545 | -11.562107 | -2.042501 | 3.903262 | 2.977406 | -1.77958 | -8.138505 | -3.753363 | -4.271693 | -11.00434 | -11.772444 |
1 | 0.216 | tongue | 8 | 2.284764 | 7.774172 | 7.714075 | 8.596738 | 4.053844 | 2.072549 | -4.600002 | 6.917801 | 7.471813 | 7.819244 | 1.527928 | -2.453443 | -14.074536 | 0.767336 | 3.392786 | 5.298961 | -2.583025 | -8.990777 | -3.72673 | -4.4892 | -11.41716 | -13.357138 |
1 | 0.22 | tongue | 8 | 3.720754 | 4.376178 | 8.27116 | 8.17726 | 7.491788 | 2.141352 | -3.45698 | 4.105745 | 7.394132 | 5.300156 | 3.647512 | -2.189327 | -10.245967 | -2.04472 | 3.46159 | 2.193936 | -2.611878 | -8.384865 | -3.56027 | -4.908678 | -11.153044 | -11.725835 |
1 | 0.224 | tongue | 8 | 1.987356 | 4.98653 | 5.80534 | 7.225111 | 5.709561 | 2.84936 | -4.946238 | 4.3743 | 5.856046 | 5.910508 | 2.695364 | 0.081181 | -12.66296 | -1.287884 | 2.607097 | 2.853116 | -0.731995 | -5.528419 | -3.047575 | -2.589342 | -9.761442 | -12.385015 |
1 | 0.228 | tongue | 8 | 0.20069 | 2.51627 | 6.508909 | 3.582977 | 5.290083 | -1.622852 | -3.461419 | 3.613025 | 8.75688 | 4.563296 | 4.668464 | -1.803141 | -12.594156 | -0.486659 | 6.240354 | 2.482466 | -1.542098 | -5.557272 | -1.269787 | -2.032257 | -8.178967 | -9.874805 |
1 | 0.232 | tongue | 8 | 0.771092 | 5.283937 | 6.835169 | 5.42291 | 5.079235 | -0.661826 | -3.183986 | 5.501786 | 8.008922 | 5.524322 | 3.236912 | -2.941724 | -16.076489 | 0.767336 | 4.07638 | 3.24818 | -0.581072 | -6.012262 | -1.138839 | -2.829044 | -9.366378 | -10.96456 |
1 | 0.236 | tongue | 8 | -1.69029 | 6.679978 | 4.520272 | 6.0377 | 2.1784 | 1.173668 | -4.229352 | 7.044311 | 5.791681 | 5.992628 | 1.849749 | -0.08084 | -16.242949 | 4.018845 | 3.568124 | 4.595392 | -0.405734 | -5.934581 | -1.305299 | -2.653706 | -9.142213 | -11.765785 |
1 | 0.24 | tongue | 8 | -2.626902 | 3.253131 | 6.269207 | 1.829604 | 2.75546 | -3.766851 | -1.259714 | 6.107698 | 9.542569 | 4.860703 | 3.647512 | -3.800655 | -15.079952 | 3.326373 | 8.197918 | 3.41464 | -1.488831 | -8.043068 | 1.029573 | -1.100084 | -8.1257 | -8.942632 |
1 | 0.244 | tongue | 8 | -4.584466 | 3.981114 | 5.581174 | 2.704071 | 3.532271 | -3.868946 | -3.314935 | 5.663806 | 8.903365 | 5.198061 | 3.545417 | -5.807047 | -16.891031 | 2.443028 | 7.65637 | 3.654341 | -0.419051 | -7.412741 | 1.269275 | 0.360321 | -5.639905 | -6.554493 |
1 | 0.248 | tongue | 8 | -5.971628 | 2.349811 | 2.631512 | 3.172377 | 2.828702 | -0.568609 | -4.164988 | 3.690706 | 6.051358 | 3.810899 | 3.378957 | -2.50671 | -13.932491 | 2.520709 | 5.292644 | 3.585538 | -0.976136 | -6.016701 | 1.835238 | 0.145033 | -4.439177 | -2.717046 |
1 | 0.252 | tongue | 8 | -2.371664 | 4.191963 | 3.399445 | 6.577029 | 3.401323 | 2.005965 | -5.252523 | 4.214499 | 4.329057 | 4.822972 | 1.705484 | -1.494636 | -14.238776 | 2.849189 | 2.691437 | 3.962846 | -1.57539 | -6.274158 | -0.131204 | -1.821409 | -6.063821 | -4.927629 |
1 | 0.256 | tongue | 8 | -0.152204 | 6.460251 | 6.107186 | 5.866802 | 3.814142 | 0.905113 | -1.617048 | 6.433959 | 6.890314 | 4.601026 | 1.239398 | -3.32791 | -14.997832 | 3.066696 | 3.494882 | 2.520197 | -3.701633 | -8.400401 | -0.10901 | -3.605855 | -8.190064 | -7.298012 |
1 | 0.26 | tongue | 8 | 2.564416 | 5.221792 | 6.968337 | 5.604905 | 5.847168 | 0.350248 | 0.269494 | 3.535344 | 6.82373 | 2.532489 | 3.37008 | -3.345666 | -9.302697 | 0.265738 | 4.258376 | 0.012207 | -4.158842 | -7.978703 | -2.128718 | -5.332595 | -8.110164 | -7.26694 |
1 | 0.264 | tongue | 8 | 0.957526 | 6.984044 | 5.752073 | 4.876922 | 3.361373 | 1.966015 | 0.029792 | 6.713611 | 5.363326 | 4.245913 | 1.177253 | -2.315836 | -10.81193 | 2.174473 | 2.700315 | 0.846724 | -3.470809 | -7.290671 | -1.684826 | -4.888703 | -8.203381 | -8.483204 |
1 | 0.268 | tongue | 8 | 1.328176 | 9.063678 | 6.611004 | 5.491713 | 1.534757 | -0.055913 | 3.183645 | 7.816683 | 6.66171 | 3.835313 | -0.014597 | -3.654171 | -9.464717 | 3.42403 | 3.803387 | 1.217374 | -5.785706 | -8.677833 | -1.118864 | -6.031725 | -9.541716 | -9.626226 |
1 | 0.272 | tongue | 8 | 3.980431 | 7.907339 | 8.335524 | 4.286546 | 3.405762 | 0.399076 | 4.371056 | 5.049016 | 5.700684 | 0.579364 | 1.123986 | -4.468712 | -4.029259 | 0.363394 | 2.451735 | -0.671387 | -4.695951 | -5.73261 | -2.958797 | -5.72322 | -9.233211 | -10.440768 |
1 | 0.276 | tongue | 8 | 2.619902 | 7.816341 | 6.779683 | 3.902579 | 2.728826 | 1.089328 | 1.545683 | 5.348643 | 5.023748 | 2.343835 | 1.277129 | -2.606585 | -6.90346 | 0.077084 | 2.311909 | 1.239569 | -3.126793 | -3.870483 | -2.610341 | -5.716561 | -8.640615 | -10.629422 |
1 | 0.28 | tongue | 8 | 5.074625 | 8.855049 | 8.355499 | 4.453005 | 4.64644 | 0.907332 | 3.805094 | 5.215475 | 6.062456 | 0.941137 | 1.632242 | -2.642097 | -3.569831 | -1.179131 | 2.520539 | -0.260787 | -4.138867 | -4.833728 | -5.429056 | -7.11926 | -10.336282 | -12.959855 |
1 | 0.284 | tongue | 8 | 3.239131 | 10.632836 | 6.42235 | 6.670246 | 2.371493 | 2.782776 | 0.114131 | 5.577247 | 1.980868 | 2.523612 | -0.593876 | 0.014597 | -5.25884 | -2.184546 | -1.512221 | 0.686923 | -2.409907 | -2.177034 | -4.725487 | -5.732097 | -7.679588 | -10.742614 |
1 | 0.288 | tongue | 8 | 4.217913 | 7.558884 | 7.401132 | 3.645122 | 2.813166 | -1.511879 | 2.460101 | 4.016967 | 5.694025 | 2.135206 | 1.703265 | -2.912871 | -5.744902 | -2.279983 | 1.859139 | 1.519221 | -2.358859 | -2.907237 | -4.772096 | -5.339253 | -7.286744 | -9.910317 |
1 | 0.292 | tongue | 8 | -0.53617 | 7.394644 | 5.772048 | 5.580491 | 0.402832 | -1.627291 | 0.733361 | 5.903508 | 4.797363 | 4.363544 | -0.267616 | -2.295861 | -8.936486 | -0.491098 | 1.353102 | 3.552246 | -0.472318 | -1.997258 | -3.617976 | -3.989821 | -6.620906 | -9.000338 |
1 | 0.296 | tongue | 8 | -2.493734 | 2.898018 | 4.644562 | 2.158084 | 0.447221 | -3.389543 | -0.296469 | 2.774069 | 4.255815 | 3.138402 | 1.729899 | -1.274909 | -5.718269 | -2.058037 | 2.22757 | 3.596635 | 0.597462 | -0.195056 | -2.157571 | -2.382932 | -3.10972 | -5.391496 |
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BCICIV-2a EEG Motor Imagery
Provenance
This repository contains one consolidated CSV shard derived from the local
research copy identified as the Kaggle dataset
aymanmostafa11/eeg-motor-imagery-bciciv-2a,
which describes the BCI Competition IV 2a motor-imagery recordings associated
with the Graz BCI laboratory. The uploader has represented that they have the
right to redistribute this research copy. The repository owner must preserve
any upstream attribution and terms that apply to the source dataset.
This card does not assert a SPDX license. license: other is intentional until
the upstream terms are independently mapped to a recognized license identifier.
Contents
BCICIV_2a_all_patients.csv- 2,448 epochs from 9 subject identities
- 22 EEG channels per epoch
- 201 samples per epoch at 250 Hz
- labels:
left,right,foot,tongue - identity fields:
patient(subject) andepoch(session boundary)
The CSV is a tabular, already-windowed representation. It must not be pooled with Brennan, D01, Chisco, D09, or SparrKULee.
Intended use
Research and reproducibility testing for the THINKING EEG pipeline, including schema validation, checksum verification, leakage-safe subject/session splits, and controlled training experiments.
Limitations and safety
- This dataset is not a clinical diagnostic resource.
- The scientific gate for the current BCICIV-2a encoder is false; no deployability or scientific headline is claimed by this repository.
- Do not infer identity beyond the explicit
patientandepochfields. - Do not use random epoch splits for scientific evaluation.
- Consumers must verify the immutable catalog revision and shard SHA-256 before training.
- The repository contains EEG-derived human-subject data. Users are responsible for complying with the source terms, applicable law, institutional review requirements, and any restrictions imposed by the data custodian.
Integrity
Measured source shard:
- bytes:
214848010 - SHA-256:
fa52c442278b63c9add50939b453f0668719ff1137dd596b5b1cac90fe3aa6cd
The GitHub catalog must pin the actual 40-character Hugging Face commit SHA;
main and other moving revisions are not valid for scientific runs.
Citation and attribution
Cite the original BCI Competition IV 2a dataset and the upstream Kaggle source when using this derived tabular copy. Do not represent this repository as the original competition distribution.
Release status
gate_pass: false for the current scientific evaluation. This publication
provides versioned data access only; it does not certify model quality or
clinical/deployment readiness.
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