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
17
autism
0
0
0.536945
31
200
0.888845
0.881193
1
0
0.818296
0.876622
0.861984
slow
14
predictable
low
none
structured
0
0
1
16
dyslexia
0
0.535462
0
16
107
0.541674
0.244553
1
1
0.852612
0.54916
0.308702
fast
20
slow
medium
low
small
1
1
0
8
autism
0
0
0.589623
15
200
0.739906
0.580756
1
0
0.049545
0.370962
0.465952
slow
16
predictable
low
none
structured
0
0
1
14
combined
0.453549
0.537022
0
5
111
0.573436
0.344965
0
0
0.218254
0.074336
0.667876
medium
18
fast
high
medium
micro
1
1
0
18
neurotypical
0
0
0
20
231
0.2875
0.874432
0
0
0.528235
0.277227
0.801371
fast
14
standard
low
low
standard
0
0
0
9
dyslexia
0
0.553088
0
10
104
0.606568
0.505853
0
1
0.451292
0.335191
0.418269
slow
22
slow
medium
low
small
1
1
0
14
autism
0
0
0.567749
31
200
0.665324
0.636335
1
0
0.581654
0.146137
0.461044
fast
18
predictable
low
none
structured
0
0
1
10
ADHD
0.793728
0
0
8
135
0.755617
0.216379
0
1
0.763504
0.583912
0.053405
fast
18
fast
high
high
micro
0
0
0
14
dyslexia
0
0.855092
0
19
62
0.26914
0.463481
0
1
0.457886
0.280364
0.917766
fast
22
slow
medium
low
small
1
1
0
15
combined
0.646594
0.443691
0
9
90
0.566394
0.643818
1
1
0.413312
0.387486
0.511985
medium
18
fast
high
medium
micro
1
1
0
13
neurotypical
0
0
0
21
268
0.918468
0.199726
0
1
0.442341
0.19625
0.982674
slow
14
standard
low
low
standard
0
0
0
12
dyslexia
0
0.60009
0
11
112
0.670079
0.462808
1
1
0.084659
0.270175
0.986174
slow
20
slow
medium
low
small
1
1
0
15
combined
0.613405
0.581561
0
3
79
0.747287
0.024413
1
1
0.771835
0.874199
0.40536
medium
20
fast
high
medium
micro
1
1
0
12
combined
0.422619
0.589499
0
3
82
0.284478
0.636717
1
0
0.388874
0.82813
0.127869
fast
18
fast
high
medium
micro
1
1
0
12
ADHD
0.550615
0
0
5
123
0.668424
0.810472
0
1
0.703855
0.99141
0.83389
slow
18
fast
high
high
micro
0
0
0
17
neurotypical
0
0
0
44
211
0.521778
0.470875
0
1
0.971863
0.604071
0.98498
slow
14
standard
low
low
standard
0
0
0
6
combined
0.422843
0.503956
0
3
135
0.669164
0.878294
0
0
0.489672
0.48516
0.601693
slow
18
fast
high
medium
micro
1
1
0
15
ADHD
0.745554
0
0
2
134
0.595449
0.920319
1
0
0.963756
0.244257
0.519376
slow
16
fast
high
high
micro
0
0
0
7
autism
0
0
0.549706
7
200
0.773907
0.814712
1
1
0.325294
0.546149
0.683273
fast
14
predictable
low
none
structured
0
0
1
11
combined
0.613868
0.564597
0
5
98
0.255104
0.898844
0
1
0.105768
0.537239
0.18377
slow
18
fast
high
medium
micro
1
1
0
6
dyslexia
0
0.643507
0
19
117
0.850919
0.58323
0
1
0.259421
0.721139
0.745457
fast
18
slow
medium
low
small
1
1
0
16
autism
0
0
0.507005
38
200
0.998647
0.757389
0
1
0.69504
0.189135
0.260429
fast
18
predictable
low
none
structured
0
0
1
15
combined
0.428991
0.480768
0
7
78
0.919483
0.51847
1
1
0.940708
0.330643
0.278781
fast
18
fast
high
medium
micro
1
1
0
16
combined
0.358229
0.660966
0
10
132
0.145154
0.24178
0
0
0.300918
0.463426
0.473989
slow
20
fast
high
medium
micro
1
1
0
9
neurotypical
0
0
0
26
258
0.631877
0.705537
0
1
0.766692
0.145087
0.689597
fast
14
standard
low
low
standard
0
0
0
16
neurotypical
0
0
0
35
214
0.62101
0.619088
0
0
0.234372
0.44394
0.74419
medium
14
standard
low
low
standard
0
0
0
6
neurotypical
0
0
0
41
243
0.953005
0.461622
0
1
0.797686
0.831282
0.069159
medium
14
standard
low
low
standard
0
0
0
10
ADHD
0.501495
0
0
4
154
0.388298
0.377108
1
1
0.926973
0.216451
0.551206
slow
16
fast
high
high
micro
0
0
0
9
autism
0
0
0.65598
17
200
0.813179
0.843664
0
0
0.935609
0.310662
0.292959
slow
16
predictable
low
none
structured
0
0
1
12
combined
0.335951
0.63338
0
7
81
0.461216
0.519667
1
1
0.366107
0.2096
0.788313
medium
20
fast
high
medium
micro
1
1
0
11
autism
0
0
0.945432
26
200
0.829354
0.576586
1
1
0.667504
0.169581
0.02865
fast
18
predictable
low
none
structured
0
0
1
15
dyslexia
0
0.950821
0
10
81
0.021269
0.017836
0
1
0.284366
0.841643
0.402811
fast
22
slow
medium
low
small
1
1
0
6
combined
0.654613
0.681999
0
10
123
0.711693
0.83401
0
0
0.354447
0.884613
0.259816
medium
20
fast
high
medium
micro
1
1
0
6
autism
0
0
0.851874
38
200
0.766357
0.77403
1
0
0.840618
0.465311
0.97573
slow
18
predictable
low
none
structured
0
0
1
7
combined
0.662082
0.500317
0
8
76
0.299277
0.563958
1
1
0.383846
0.739745
0.790498
fast
18
fast
high
medium
micro
1
1
0
17
autism
0
0
0.570879
30
200
0.695163
0.777695
0
0
0.013397
0.967595
0.507689
medium
18
predictable
low
none
structured
0
0
1
8
dyslexia
0
0.939908
0
16
98
0.026443
0.087013
1
1
0.905173
0.359183
0.240738
slow
18
slow
medium
low
small
1
1
0
9
neurotypical
0
0
0
32
208
0.127221
0.700714
1
0
0.540918
0.087007
0.894808
slow
14
standard
low
low
standard
0
0
0
9
dyslexia
0
0.721689
0
20
71
0.925483
0.746773
0
1
0.293612
0.192445
0.380284
slow
20
slow
medium
low
small
1
1
0
11
ADHD
0.884108
0
0
3
145
0.465878
0.642484
1
0
0.085823
0.731778
0.91746
medium
18
fast
high
high
micro
0
0
0
16
dyslexia
0
0.879395
0
10
91
0.278629
0.095976
0
1
0.598392
0.039745
0.890644
fast
18
slow
medium
low
small
1
1
0
16
ADHD
0.947396
0
0
2
134
0.00945
0.171384
1
1
0.644907
0.331271
0.977329
slow
16
fast
high
high
micro
0
0
0
10
combined
0.703545
0.532016
0
4
84
0.678209
0.911216
1
1
0.039668
0.114475
0.603629
fast
18
fast
high
medium
micro
1
1
0
15
neurotypical
0
0
0
38
196
0.621908
0.4528
0
1
0.59769
0.729124
0.547168
fast
14
standard
low
low
standard
0
0
0
16
neurotypical
0
0
0
28
192
0.955871
0.097364
1
1
0.610486
0.652066
0.272591
medium
14
standard
low
low
standard
0
0
0
15
dyslexia
0
0.945695
0
15
94
0.449963
0.003751
1
1
0.753951
0.585491
0.505521
fast
22
slow
medium
low
small
1
1
0
17
autism
0
0
0.943949
11
200
0.92158
0.771865
0
0
0.197342
0.637949
0.984607
medium
14
predictable
low
none
structured
0
0
1
12
ADHD
0.673069
0
0
2
128
0.209242
0.771629
1
0
0.531271
0.404692
0.317991
slow
16
fast
high
high
micro
0
0
0
9
dyslexia
0
0.849525
0
10
70
0.372807
0.845092
1
1
0.001269
0.814922
0.515625
medium
22
slow
medium
low
small
1
1
0
9
ADHD
0.731842
0
0
8
122
0.090197
0.014725
0
1
0.420243
0.785725
0.498396
medium
18
fast
high
high
micro
0
0
0
17
neurotypical
0
0
0
27
199
0.663402
0.337924
1
0
0.529184
0.738781
0.981557
fast
14
standard
low
low
standard
0
0
0
6
ADHD
0.867108
0
0
2
169
0.166071
0.86224
0
0
0.275412
0.997499
0.722888
medium
18
fast
high
high
micro
0
0
0
13
ADHD
0.833941
0
0
4
137
0.038381
0.72955
0
1
0.064621
0.763177
0.296787
fast
18
fast
high
high
micro
0
0
0
7
ADHD
0.726688
0
0
6
121
0.85313
0.174323
0
0
0.027353
0.700478
0.074196
slow
18
fast
high
high
micro
0
0
0
18
dyslexia
0
0.612895
0
14
81
0.464708
0.610332
1
1
0.0287
0.850953
0.18184
slow
20
slow
medium
low
small
1
1
0
17
ADHD
0.710995
0
0
7
133
0.196627
0.178677
1
1
0.523359
0.476609
0.420223
slow
18
fast
high
high
micro
0
0
0
16
dyslexia
0
0.978352
0
20
69
0.633759
0.945013
0
1
0.302693
0.484765
0.410167
fast
18
slow
medium
low
small
1
1
0
16
ADHD
0.982566
0
0
2
120
0.963475
0.913051
1
0
0.397649
0.104755
0.434053
medium
16
fast
high
high
micro
0
0
0
18
ADHD
0.684997
0
0
3
135
0.219208
0.856266
0
0
0.612071
0.982829
0.243367
medium
18
fast
high
high
micro
0
0
0
11
neurotypical
0
0
0
39
184
0.299169
0.069264
1
1
0.678967
0.096215
0.247324
medium
14
standard
low
low
standard
0
0
0
13
autism
0
0
0.874913
19
200
0.87512
0.993975
1
1
0.523121
0.819361
0.219071
medium
18
predictable
low
none
structured
0
0
1
18
combined
0.461151
0.499251
0
7
83
0.520553
0.807566
1
1
0.065518
0.933403
0.845607
medium
20
fast
high
medium
micro
1
1
0
8
autism
0
0
0.714528
6
200
0.809972
0.736302
1
0
0.067677
0.499573
0.28058
fast
18
predictable
low
none
structured
0
0
1
17
ADHD
0.888239
0
0
4
159
0.084984
0.594451
1
1
0.170201
0.294809
0.276935
fast
18
fast
high
high
micro
0
0
0
16
neurotypical
0
0
0
20
240
0.204529
0.623485
1
0
0.180361
0.752111
0.242356
slow
14
standard
low
low
standard
0
0
0
12
combined
0.429472
0.304269
0
5
84
0.488104
0.688059
0
0
0.553234
0.232556
0.586195
slow
20
fast
high
medium
micro
1
1
0
7
combined
0.310524
0.365167
0
5
120
0.495961
0.45939
0
0
0.569658
0.943355
0.180407
medium
18
fast
high
medium
micro
1
1
0
7
dyslexia
0
0.430601
0
14
90
0.697556
0.793769
0
1
0.513597
0.250191
0.719614
fast
18
slow
medium
low
small
1
1
0
18
combined
0.746934
0.629731
0
4
84
0.680103
0.824862
0
0
0.19416
0.628128
0.119978
fast
20
fast
high
medium
micro
1
1
0
12
dyslexia
0
0.831822
0
12
98
0.769148
0.163526
1
1
0.728594
0.236278
0.324447
slow
22
slow
medium
low
small
1
1
0
10
neurotypical
0
0
0
24
189
0.501271
0.174648
1
0
0.995816
0.486305
0.76938
fast
14
standard
low
low
standard
0
0
0
14
ADHD
0.893606
0
0
7
133
0.86903
0.718289
0
1
0.175549
0.457167
0.215069
medium
16
fast
high
high
micro
0
0
0
17
combined
0.307906
0.591894
0
9
100
0.888778
0.779999
1
0
0.17173
0.356331
0.097969
slow
20
fast
high
medium
micro
1
1
0
10
ADHD
0.500728
0
0
4
154
0.351675
0.192586
1
0
0.605019
0.073375
0.794786
fast
16
fast
high
high
micro
0
0
0
12
neurotypical
0
0
0
43
275
0.823016
0.560908
0
0
0.722724
0.578489
0.144617
fast
14
standard
low
low
standard
0
0
0
16
ADHD
0.954252
0
0
2
157
0.604892
0.199217
0
1
0.910594
0.540287
0.731161
fast
16
fast
high
high
micro
0
0
0
15
dyslexia
0
0.884738
0
17
64
0.565001
0.825414
0
1
0.222821
0.468436
0.183738
fast
22
slow
medium
low
small
1
1
0
11
autism
0
0
0.974595
39
200
0.89039
0.52464
0
0
0.758191
0.923301
0.122904
fast
14
predictable
low
none
structured
0
0
1
13
combined
0.620574
0.567072
0
10
97
0.932399
0.164393
1
0
0.082041
0.773753
0.984479
fast
18
fast
high
medium
micro
1
1
0
17
neurotypical
0
0
0
25
200
0.741245
0.691209
0
0
0.064028
0.432177
0.594008
slow
14
standard
low
low
standard
0
0
0
16
autism
0
0
0.584631
34
200
0.905277
0.621913
1
1
0.529948
0.994587
0.782023
slow
14
predictable
low
none
structured
0
0
1
8
neurotypical
0
0
0
32
194
0.859366
0.065497
1
0
0.009364
0.466938
0.862862
fast
14
standard
low
low
standard
0
0
0
12
combined
0.7506
0.660496
0
9
79
0.856872
0.576614
0
1
0.343156
0.045561
0.824824
fast
20
fast
high
medium
micro
1
1
0
18
neurotypical
0
0
0
32
215
0.595289
0.306994
1
1
0.55915
0.685584
0.850608
medium
14
standard
low
low
standard
0
0
0
12
autism
0
0
0.628223
12
200
0.840493
0.702933
0
0
0.845967
0.266935
0.287045
slow
14
predictable
low
none
structured
0
0
1
18
neurotypical
0
0
0
29
222
0.416909
0.726468
0
1
0.471982
0.856238
0.303618
slow
14
standard
low
low
standard
0
0
0
15
dyslexia
0
0.769286
0
19
114
0.467412
0.696677
0
1
0.64505
0.470264
0.496441
medium
22
slow
medium
low
small
1
1
0
7
autism
0
0
0.591676
30
200
0.891734
0.831844
0
0
0.183567
0.350363
0.754982
fast
14
predictable
low
none
structured
0
0
1
11
dyslexia
0
0.638889
0
15
66
0.063796
0.482587
1
1
0.175941
0.270783
0.4452
medium
18
slow
medium
low
small
1
1
0
9
dyslexia
0
0.876301
0
12
66
0.677895
0.544995
0
1
0.372935
0.768164
0.210197
slow
20
slow
medium
low
small
1
1
0
7
autism
0
0
0.977707
16
200
0.740385
0.752158
1
0
0.935365
0.007936
0.808944
fast
14
predictable
low
none
structured
0
0
1
12
neurotypical
0
0
0
23
196
0.132263
0.811846
0
1
0.564331
0.740419
0.999821
slow
14
standard
low
low
standard
0
0
0
13
autism
0
0
0.742951
37
200
0.687549
0.974258
1
0
0.438129
0.133487
0.781008
fast
18
predictable
low
none
structured
0
0
1
10
neurotypical
0
0
0
21
230
0.016444
0.37397
1
0
0.216082
0.388262
0.401285
medium
14
standard
low
low
standard
0
0
0
9
combined
0.487627
0.549126
0
7
79
0.543039
0.402919
1
1
0.639925
0.188724
0.871419
fast
20
fast
high
medium
micro
1
1
0
13
autism
0
0
0.92868
5
200
0.699407
0.808185
0
1
0.480176
0.59674
0.795003
fast
14
predictable
low
none
structured
0
0
1
6
neurotypical
0
0
0
29
271
0.761323
0.148024
1
0
0.221022
0.370851
0.362724
medium
14
standard
low
low
standard
0
0
0
10
neurotypical
0
0
0
26
235
0.054967
0.741602
1
1
0.557025
0.563323
0.955712
slow
14
standard
low
low
standard
0
0
0
12
dyslexia
0
0.505566
0
18
90
0.311598
0.520508
0
1
0.620945
0.572609
0.783101
fast
20
slow
medium
low
small
1
1
0
9
combined
0.643695
0.671052
0
7
118
0.458766
0.195597
1
1
0.823164
0.046538
0.729439
slow
18
fast
high
medium
micro
1
1
0