age int64 | condition large_string | adhd_level float64 | dyslexia_severity float64 | autism_score float64 | focus_duration_min int64 | reading_speed_wpm int64 | audio_sensitivity float64 | screen_sensitivity float64 | prefers_visual int64 | prefers_audio int64 | math_interest float64 | art_interest float64 | science_interest float64 | learning_speed large_string | font_size_target int64 | pacing_target large_string | reward_freq_target large_string | gamification_target large_string | chunk_size_target large_string | tts_needed int64 | opendyslexic_needed int64 | low_stimulation_needed int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
10 | ADHD | 0.514919 | 0 | 0 | 5 | 120 | 0.038141 | 0.77442 | 0 | 1 | 0.424852 | 0.325683 | 0.280489 | medium | 18 | fast | high | high | micro | 0 | 0 | 0 |
17 | combined | 0.769045 | 0.544215 | 0 | 3 | 93 | 0.807412 | 0.772563 | 0 | 0 | 0.143088 | 0.27095 | 0.450419 | slow | 20 | fast | high | medium | micro | 1 | 1 | 0 |
14 | neurotypical | 0 | 0 | 0 | 37 | 257 | 0.199252 | 0.676841 | 0 | 1 | 0.568653 | 0.689719 | 0.307586 | fast | 14 | standard | low | low | standard | 0 | 0 | 0 |
16 | ADHD | 0.5019 | 0 | 0 | 6 | 161 | 0.740465 | 0.762892 | 0 | 0 | 0.37618 | 0.22155 | 0.29339 | slow | 18 | fast | high | high | micro | 0 | 0 | 0 |
13 | autism | 0 | 0 | 0.704293 | 19 | 200 | 0.640667 | 0.526942 | 0 | 1 | 0.704304 | 0.463455 | 0.195486 | slow | 16 | predictable | low | none | structured | 0 | 0 | 1 |
13 | neurotypical | 0 | 0 | 0 | 21 | 229 | 0.137371 | 0.903316 | 0 | 1 | 0.207789 | 0.48597 | 0.557997 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
17 | ADHD | 0.777648 | 0 | 0 | 4 | 164 | 0.835033 | 0.953092 | 0 | 0 | 0.523391 | 0.085163 | 0.092467 | fast | 18 | fast | high | high | micro | 0 | 0 | 0 |
6 | dyslexia | 0 | 0.750925 | 0 | 20 | 79 | 0.044683 | 0.472726 | 1 | 1 | 0.422103 | 0.120595 | 0.370462 | medium | 22 | slow | medium | low | small | 1 | 1 | 0 |
9 | combined | 0.414069 | 0.521215 | 0 | 9 | 125 | 0.838675 | 0.340593 | 1 | 1 | 0.029626 | 0.273327 | 0.992586 | medium | 18 | fast | high | medium | micro | 1 | 1 | 0 |
10 | ADHD | 0.568974 | 0 | 0 | 8 | 174 | 0.359392 | 0.799779 | 1 | 0 | 0.707899 | 0.354019 | 0.603041 | medium | 16 | fast | high | high | micro | 0 | 0 | 0 |
7 | combined | 0.643926 | 0.350762 | 0 | 7 | 81 | 0.436668 | 0.630583 | 1 | 0 | 0.632832 | 0.383834 | 0.235521 | fast | 20 | fast | high | medium | micro | 1 | 1 | 0 |
18 | neurotypical | 0 | 0 | 0 | 20 | 256 | 0.986916 | 0.718634 | 0 | 0 | 0.989209 | 0.590283 | 0.336959 | slow | 14 | standard | low | low | standard | 0 | 0 | 0 |
17 | dyslexia | 0 | 0.968641 | 0 | 12 | 89 | 0.680397 | 0.692544 | 1 | 1 | 0.673987 | 0.597487 | 0.934422 | medium | 22 | slow | medium | low | small | 1 | 1 | 0 |
7 | autism | 0 | 0 | 0.768165 | 25 | 200 | 0.744814 | 0.928336 | 1 | 1 | 0.415026 | 0.141502 | 0.39554 | medium | 18 | predictable | low | none | structured | 0 | 0 | 1 |
10 | combined | 0.458759 | 0.455933 | 0 | 9 | 96 | 0.95603 | 0.78292 | 0 | 0 | 0.251338 | 0.413783 | 0.302479 | medium | 20 | fast | high | medium | micro | 1 | 1 | 0 |
14 | dyslexia | 0 | 0.80089 | 0 | 13 | 81 | 0.230511 | 0.714922 | 1 | 1 | 0.837343 | 0.433699 | 0.713477 | slow | 22 | slow | medium | low | small | 1 | 1 | 0 |
13 | autism | 0 | 0 | 0.911671 | 40 | 200 | 0.698253 | 0.949379 | 1 | 1 | 0.283553 | 0.824694 | 0.23189 | slow | 18 | predictable | low | none | structured | 0 | 0 | 1 |
17 | combined | 0.526764 | 0.428175 | 0 | 5 | 135 | 0.134606 | 0.183451 | 0 | 0 | 0.895599 | 0.593553 | 0.369874 | fast | 20 | fast | high | medium | micro | 1 | 1 | 0 |
8 | autism | 0 | 0 | 0.631866 | 14 | 200 | 0.695923 | 0.972616 | 1 | 1 | 0.087028 | 0.799775 | 0.238631 | slow | 18 | predictable | low | none | structured | 0 | 0 | 1 |
8 | dyslexia | 0 | 0.587104 | 0 | 13 | 72 | 0.524378 | 0.829408 | 0 | 1 | 0.416303 | 0.150349 | 0.067048 | slow | 22 | slow | medium | low | small | 1 | 1 | 0 |
7 | autism | 0 | 0 | 0.534746 | 19 | 200 | 0.985198 | 0.641909 | 0 | 0 | 0.826475 | 0.603364 | 0.026839 | slow | 16 | predictable | low | none | structured | 0 | 0 | 1 |
14 | combined | 0.513106 | 0.461736 | 0 | 10 | 108 | 0.191262 | 0.010935 | 1 | 1 | 0.893937 | 0.407113 | 0.543473 | medium | 18 | fast | high | medium | micro | 1 | 1 | 0 |
6 | dyslexia | 0 | 0.535416 | 0 | 19 | 91 | 0.417987 | 0.671424 | 0 | 1 | 0.576454 | 0.642987 | 0.211646 | fast | 18 | slow | medium | low | small | 1 | 1 | 0 |
11 | neurotypical | 0 | 0 | 0 | 43 | 240 | 0.138407 | 0.769307 | 1 | 0 | 0.339002 | 0.316792 | 0.880631 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
15 | combined | 0.359722 | 0.438658 | 0 | 4 | 71 | 0.466242 | 0.423814 | 1 | 1 | 0.58944 | 0.14801 | 0.888784 | slow | 18 | fast | high | medium | micro | 1 | 1 | 0 |
7 | dyslexia | 0 | 0.871236 | 0 | 20 | 105 | 0.116556 | 0.822015 | 1 | 1 | 0.067499 | 0.943359 | 0.471546 | fast | 22 | slow | medium | low | small | 1 | 1 | 0 |
7 | combined | 0.412242 | 0.625453 | 0 | 5 | 102 | 0.735221 | 0.442693 | 1 | 0 | 0.59249 | 0.39749 | 0.932142 | medium | 20 | fast | high | medium | micro | 1 | 1 | 0 |
12 | combined | 0.415823 | 0.473203 | 0 | 7 | 80 | 0.077574 | 0.696954 | 1 | 1 | 0.622583 | 0.510657 | 0.513599 | medium | 18 | fast | high | medium | micro | 1 | 1 | 0 |
13 | neurotypical | 0 | 0 | 0 | 34 | 234 | 0.190137 | 0.207475 | 1 | 1 | 0.356485 | 0.899756 | 0.853422 | slow | 14 | standard | low | low | standard | 0 | 0 | 0 |
7 | neurotypical | 0 | 0 | 0 | 27 | 187 | 0.480963 | 0.804448 | 1 | 0 | 0.992383 | 0.202332 | 0.828272 | fast | 14 | standard | low | low | standard | 0 | 0 | 0 |
17 | autism | 0 | 0 | 0.612059 | 31 | 200 | 0.721167 | 0.592452 | 1 | 1 | 0.284382 | 0.32252 | 0.567275 | fast | 14 | predictable | low | none | structured | 0 | 0 | 1 |
9 | ADHD | 0.722481 | 0 | 0 | 4 | 147 | 0.634824 | 0.940774 | 1 | 0 | 0.283782 | 0.924332 | 0.102593 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
12 | combined | 0.756958 | 0.380308 | 0 | 4 | 109 | 0.982956 | 0.060396 | 1 | 1 | 0.372925 | 0.268685 | 0.554642 | fast | 18 | fast | high | medium | micro | 1 | 1 | 0 |
17 | ADHD | 0.915709 | 0 | 0 | 7 | 128 | 0.878451 | 0.222573 | 1 | 0 | 0.078352 | 0.049266 | 0.468752 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
14 | dyslexia | 0 | 0.982575 | 0 | 15 | 81 | 0.344391 | 0.924468 | 1 | 1 | 0.312172 | 0.163217 | 0.254574 | fast | 20 | slow | medium | low | small | 1 | 1 | 0 |
6 | neurotypical | 0 | 0 | 0 | 23 | 180 | 0.935414 | 0.892494 | 1 | 0 | 0.355744 | 0.61553 | 0.328552 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
18 | ADHD | 0.588554 | 0 | 0 | 2 | 129 | 0.666223 | 0.318614 | 0 | 0 | 0.810755 | 0.806227 | 0.10705 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
16 | dyslexia | 0 | 0.848445 | 0 | 12 | 79 | 0.37453 | 0.081275 | 0 | 1 | 0.837308 | 0.642317 | 0.901479 | slow | 18 | slow | medium | low | small | 1 | 1 | 0 |
9 | ADHD | 0.579793 | 0 | 0 | 2 | 164 | 0.825548 | 0.267028 | 1 | 0 | 0.424306 | 0.363122 | 0.495721 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
6 | autism | 0 | 0 | 0.957563 | 29 | 200 | 0.820832 | 0.887757 | 0 | 1 | 0.914441 | 0.695626 | 0.703769 | medium | 16 | predictable | low | none | structured | 0 | 0 | 1 |
13 | dyslexia | 0 | 0.985569 | 0 | 12 | 68 | 0.111951 | 0.415502 | 1 | 1 | 0.552525 | 0.511986 | 0.779197 | medium | 18 | slow | medium | low | small | 1 | 1 | 0 |
9 | dyslexia | 0 | 0.785812 | 0 | 17 | 117 | 0.738024 | 0.21847 | 0 | 1 | 0.256457 | 0.918203 | 0.409138 | medium | 18 | slow | medium | low | small | 1 | 1 | 0 |
6 | dyslexia | 0 | 0.826126 | 0 | 13 | 70 | 0.469067 | 0.846537 | 0 | 1 | 0.573865 | 0.279277 | 0.245789 | slow | 22 | slow | medium | low | small | 1 | 1 | 0 |
9 | autism | 0 | 0 | 0.745368 | 24 | 200 | 0.684904 | 0.925651 | 0 | 1 | 0.148367 | 0.857327 | 0.235141 | medium | 16 | predictable | low | none | structured | 0 | 0 | 1 |
6 | autism | 0 | 0 | 0.876015 | 21 | 200 | 0.957825 | 0.789061 | 1 | 1 | 0.500851 | 0.555781 | 0.83701 | slow | 16 | predictable | low | none | structured | 0 | 0 | 1 |
14 | autism | 0 | 0 | 0.886004 | 26 | 200 | 0.782526 | 0.548252 | 1 | 1 | 0.996686 | 0.186319 | 0.340983 | medium | 18 | predictable | low | none | structured | 0 | 0 | 1 |
17 | autism | 0 | 0 | 0.516536 | 17 | 200 | 0.620224 | 0.680188 | 0 | 0 | 0.192763 | 0.83293 | 0.836977 | slow | 16 | predictable | low | none | structured | 0 | 0 | 1 |
18 | combined | 0.581304 | 0.604314 | 0 | 9 | 111 | 0.324621 | 0.169897 | 0 | 1 | 0.588988 | 0.634536 | 0.175156 | medium | 18 | fast | high | medium | micro | 1 | 1 | 0 |
12 | combined | 0.438678 | 0.519396 | 0 | 7 | 86 | 0.386885 | 0.119445 | 0 | 0 | 0.361335 | 0.8013 | 0.054502 | slow | 18 | fast | high | medium | micro | 1 | 1 | 0 |
17 | neurotypical | 0 | 0 | 0 | 45 | 250 | 0.892757 | 0.135785 | 1 | 0 | 0.453513 | 0.888266 | 0.021273 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
6 | combined | 0.308019 | 0.311178 | 0 | 3 | 113 | 0.598205 | 0.048665 | 1 | 0 | 0.928821 | 0.374645 | 0.23854 | slow | 18 | fast | high | medium | micro | 1 | 1 | 0 |
15 | dyslexia | 0 | 0.616721 | 0 | 18 | 120 | 0.189275 | 0.732541 | 1 | 1 | 0.766153 | 0.87665 | 0.157227 | fast | 20 | slow | medium | low | small | 1 | 1 | 0 |
8 | neurotypical | 0 | 0 | 0 | 39 | 229 | 0.539624 | 0.583324 | 0 | 0 | 0.704455 | 0.654717 | 0.776608 | fast | 14 | standard | low | low | standard | 0 | 0 | 0 |
9 | neurotypical | 0 | 0 | 0 | 33 | 248 | 0.5517 | 0.796467 | 0 | 1 | 0.512726 | 0.959592 | 0.210394 | fast | 14 | standard | low | low | standard | 0 | 0 | 0 |
17 | ADHD | 0.990129 | 0 | 0 | 6 | 130 | 0.89459 | 0.866969 | 1 | 0 | 0.05837 | 0.265377 | 0.1862 | fast | 16 | fast | high | high | micro | 0 | 0 | 0 |
6 | ADHD | 0.997231 | 0 | 0 | 3 | 158 | 0.285056 | 0.587832 | 0 | 1 | 0.318933 | 0.311758 | 0.539576 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
14 | ADHD | 0.943299 | 0 | 0 | 7 | 161 | 0.85084 | 0.203123 | 1 | 0 | 0.435879 | 0.615037 | 0.225024 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
15 | autism | 0 | 0 | 0.832494 | 34 | 200 | 0.788466 | 0.766295 | 0 | 1 | 0.153565 | 0.227358 | 0.563521 | medium | 16 | predictable | low | none | structured | 0 | 0 | 1 |
7 | dyslexia | 0 | 0.423351 | 0 | 13 | 101 | 0.155561 | 0.794274 | 0 | 1 | 0.546316 | 0.20682 | 0.045115 | medium | 18 | slow | medium | low | small | 1 | 1 | 0 |
6 | ADHD | 0.872732 | 0 | 0 | 7 | 172 | 0.25469 | 0.212966 | 1 | 1 | 0.218324 | 0.941518 | 0.775949 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
15 | autism | 0 | 0 | 0.558576 | 20 | 200 | 0.668759 | 0.759423 | 1 | 0 | 0.281752 | 0.250322 | 0.966602 | medium | 14 | predictable | low | none | structured | 0 | 0 | 1 |
16 | neurotypical | 0 | 0 | 0 | 25 | 242 | 0.621812 | 0.539263 | 1 | 1 | 0.199363 | 0.897153 | 0.254942 | fast | 14 | standard | low | low | standard | 0 | 0 | 0 |
8 | dyslexia | 0 | 0.996048 | 0 | 19 | 61 | 0.25647 | 0.891582 | 1 | 1 | 0.045458 | 0.405606 | 0.076859 | slow | 18 | slow | medium | low | small | 1 | 1 | 0 |
13 | neurotypical | 0 | 0 | 0 | 41 | 234 | 0.26477 | 0.430204 | 0 | 0 | 0.033001 | 0.215533 | 0.485908 | slow | 14 | standard | low | low | standard | 0 | 0 | 0 |
16 | dyslexia | 0 | 0.488383 | 0 | 18 | 102 | 0.870119 | 0.295982 | 1 | 1 | 0.752266 | 0.030191 | 0.850659 | medium | 22 | slow | medium | low | small | 1 | 1 | 0 |
18 | neurotypical | 0 | 0 | 0 | 25 | 267 | 0.242424 | 0.376055 | 1 | 1 | 0.113888 | 0.563851 | 0.592227 | fast | 14 | standard | low | low | standard | 0 | 0 | 0 |
14 | neurotypical | 0 | 0 | 0 | 27 | 261 | 0.587768 | 0.010949 | 0 | 0 | 0.592365 | 0.988437 | 0.058702 | fast | 14 | standard | low | low | standard | 0 | 0 | 0 |
17 | combined | 0.529478 | 0.381445 | 0 | 5 | 81 | 0.567238 | 0.85797 | 0 | 1 | 0.116217 | 0.519752 | 0.698114 | slow | 20 | fast | high | medium | micro | 1 | 1 | 0 |
7 | neurotypical | 0 | 0 | 0 | 27 | 224 | 0.227149 | 0.495998 | 0 | 1 | 0.86682 | 0.109196 | 0.520216 | fast | 14 | standard | low | low | standard | 0 | 0 | 0 |
10 | autism | 0 | 0 | 0.665179 | 6 | 200 | 0.77581 | 0.805415 | 0 | 0 | 0.79108 | 0.274678 | 0.849863 | medium | 14 | predictable | low | none | structured | 0 | 0 | 1 |
11 | dyslexia | 0 | 0.842433 | 0 | 18 | 64 | 0.977221 | 0.293664 | 0 | 1 | 0.688446 | 0.803071 | 0.533193 | fast | 18 | slow | medium | low | small | 1 | 1 | 0 |
18 | neurotypical | 0 | 0 | 0 | 34 | 267 | 0.328421 | 0.603457 | 1 | 0 | 0.659231 | 0.656271 | 0.751524 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
14 | autism | 0 | 0 | 0.943661 | 25 | 200 | 0.971418 | 0.714271 | 0 | 0 | 0.705754 | 0.291133 | 0.526563 | fast | 14 | predictable | low | none | structured | 0 | 0 | 1 |
9 | combined | 0.624064 | 0.325539 | 0 | 6 | 73 | 0.411203 | 0.111973 | 0 | 0 | 0.518896 | 0.484682 | 0.041036 | fast | 20 | fast | high | medium | micro | 1 | 1 | 0 |
17 | autism | 0 | 0 | 0.565243 | 17 | 200 | 0.897035 | 0.560177 | 1 | 0 | 0.650248 | 0.210033 | 0.384049 | slow | 14 | predictable | low | none | structured | 0 | 0 | 1 |
7 | combined | 0.360538 | 0.61758 | 0 | 7 | 110 | 0.292835 | 0.904139 | 0 | 0 | 0.105404 | 0.063807 | 0.085715 | medium | 20 | fast | high | medium | micro | 1 | 1 | 0 |
14 | dyslexia | 0 | 0.660214 | 0 | 20 | 119 | 0.648336 | 0.69456 | 0 | 1 | 0.578942 | 0.811795 | 0.912968 | medium | 22 | slow | medium | low | small | 1 | 1 | 0 |
13 | neurotypical | 0 | 0 | 0 | 30 | 227 | 0.444376 | 0.383488 | 0 | 0 | 0.927773 | 0.755954 | 0.832606 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
16 | combined | 0.795701 | 0.566322 | 0 | 4 | 80 | 0.016872 | 0.433833 | 0 | 0 | 0.961583 | 0.067029 | 0.928615 | medium | 18 | fast | high | medium | micro | 1 | 1 | 0 |
18 | dyslexia | 0 | 0.795746 | 0 | 14 | 87 | 0.843287 | 0.071462 | 1 | 1 | 0.578494 | 0.494945 | 0.656864 | slow | 22 | slow | medium | low | small | 1 | 1 | 0 |
8 | combined | 0.593781 | 0.687748 | 0 | 3 | 102 | 0.463007 | 0.704124 | 0 | 1 | 0.040377 | 0.082456 | 0.445142 | fast | 20 | fast | high | medium | micro | 1 | 1 | 0 |
13 | autism | 0 | 0 | 0.78337 | 17 | 200 | 0.964944 | 0.778075 | 1 | 0 | 0.668293 | 0.271517 | 0.351644 | medium | 18 | predictable | low | none | structured | 0 | 0 | 1 |
12 | combined | 0.713472 | 0.580389 | 0 | 7 | 139 | 0.926335 | 0.905211 | 1 | 0 | 0.693425 | 0.134277 | 0.875696 | medium | 20 | fast | high | medium | micro | 1 | 1 | 0 |
8 | autism | 0 | 0 | 0.704163 | 10 | 200 | 0.852471 | 0.59255 | 1 | 0 | 0.541183 | 0.463698 | 0.997594 | slow | 14 | predictable | low | none | structured | 0 | 0 | 1 |
13 | dyslexia | 0 | 0.463505 | 0 | 14 | 64 | 0.850611 | 0.999191 | 0 | 1 | 0.1455 | 0.322157 | 0.961074 | medium | 22 | slow | medium | low | small | 1 | 1 | 0 |
6 | ADHD | 0.794847 | 0 | 0 | 5 | 168 | 0.209857 | 0.918984 | 1 | 0 | 0.240702 | 0.750212 | 0.496382 | slow | 18 | fast | high | high | micro | 0 | 0 | 0 |
6 | autism | 0 | 0 | 0.537621 | 12 | 200 | 0.75093 | 0.873193 | 1 | 0 | 0.358106 | 0.859663 | 0.45923 | slow | 16 | predictable | low | none | structured | 0 | 0 | 1 |
11 | ADHD | 0.908769 | 0 | 0 | 5 | 166 | 0.29365 | 0.107523 | 1 | 0 | 0.107222 | 0.728932 | 0.36611 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
17 | autism | 0 | 0 | 0.963135 | 28 | 200 | 0.946817 | 0.803925 | 0 | 0 | 0.264633 | 0.325969 | 0.935153 | slow | 14 | predictable | low | none | structured | 0 | 0 | 1 |
7 | autism | 0 | 0 | 0.945626 | 27 | 200 | 0.783209 | 0.901704 | 1 | 1 | 0.684276 | 0.802779 | 0.718948 | fast | 14 | predictable | low | none | structured | 0 | 0 | 1 |
17 | ADHD | 0.720674 | 0 | 0 | 8 | 175 | 0.198722 | 0.955844 | 0 | 0 | 0.633301 | 0.544993 | 0.139928 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
8 | ADHD | 0.936181 | 0 | 0 | 4 | 160 | 0.490415 | 0.213993 | 1 | 0 | 0.486606 | 0.208531 | 0.134321 | fast | 18 | fast | high | high | micro | 0 | 0 | 0 |
10 | neurotypical | 0 | 0 | 0 | 43 | 213 | 0.738475 | 0.796309 | 1 | 1 | 0.357068 | 0.506241 | 0.242168 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
11 | autism | 0 | 0 | 0.73378 | 23 | 200 | 0.746485 | 0.717363 | 0 | 1 | 0.185062 | 0.464389 | 0.390149 | medium | 16 | predictable | low | none | structured | 0 | 0 | 1 |
7 | dyslexia | 0 | 0.635707 | 0 | 15 | 76 | 0.942411 | 0.949709 | 0 | 1 | 0.423283 | 0.146253 | 0.518448 | medium | 22 | slow | medium | low | small | 1 | 1 | 0 |
15 | neurotypical | 0 | 0 | 0 | 33 | 204 | 0.724518 | 0.121704 | 0 | 0 | 0.940696 | 0.740642 | 0.35839 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
9 | neurotypical | 0 | 0 | 0 | 29 | 263 | 0.982758 | 0.569037 | 1 | 0 | 0.091851 | 0.327036 | 0.808086 | medium | 14 | standard | low | low | standard | 0 | 0 | 0 |
16 | combined | 0.535333 | 0.687162 | 0 | 9 | 92 | 0.714565 | 0.282725 | 0 | 0 | 0.330511 | 0.702905 | 0.664679 | medium | 18 | fast | high | medium | micro | 1 | 1 | 0 |
8 | ADHD | 0.688395 | 0 | 0 | 4 | 168 | 0.971126 | 0.554001 | 1 | 1 | 0.361006 | 0.518829 | 0.887099 | slow | 16 | fast | high | high | micro | 0 | 0 | 0 |
11 | autism | 0 | 0 | 0.717425 | 36 | 200 | 0.926426 | 0.709348 | 1 | 1 | 0.023395 | 0.722786 | 0.505665 | fast | 16 | predictable | low | none | structured | 0 | 0 | 1 |
🧠 AdaptEd Cognitive Profile Dataset
Dataset for AdaptEd — a Hybrid AI architecture for neurodiverse students.
Configs
cognitive_profiles
5,000 synthetic student profiles with cognitive attributes and recommended teaching strategies.
Features: age, condition (ADHD/dyslexia/autism/combined/neurotypical), adhd_level, dyslexia_severity, autism_score, focus_duration_min, reading_speed_wpm, audio_sensitivity, screen_sensitivity, learning_speed, ...
Labels: pacing_target, reward_freq_target, gamification_target, chunk_size_target, tts_needed, opendyslexic_needed, low_stimulation_needed, font_size_target
sft_adaptations
ChatML instruction-tuning dataset for fine-tuning LLMs to adapt educational content.
Format: messages column with system/user/assistant turns.
System prompt encodes the cognitive profile + adaptation rules.
User provides the original educational text.
Assistant provides the profile-adapted version.
Generated by ML Intern
This dataset repository was generated by ML Intern, an agent for machine learning research and development on the Hugging Face Hub.
- Try ML Intern: https://smolagents-ml-intern.hf.space
- Source code: https://github.com/huggingface/ml-intern
Usage
from datasets import load_dataset
dataset = load_dataset('Tarun-2406/AdaptEd-CogProf-Dataset')
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