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