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
12
autism
0
0
0.885011
13
200
0.699304
0.906204
1
0
0.319844
0.938508
0.804532
medium
18
predictable
low
none
structured
0
0
1
13
combined
0.702735
0.384436
0
7
83
0.129479
0.63629
1
1
0.913511
0.480827
0.787097
fast
18
fast
high
medium
micro
1
1
0
9
autism
0
0
0.704045
24
200
0.860665
0.622176
0
0
0.932524
0.088373
0.397525
slow
14
predictable
low
none
structured
0
0
1
7
autism
0
0
0.939734
7
200
0.906696
0.703144
1
0
0.859417
0.160227
0.438846
medium
16
predictable
low
none
structured
0
0
1
12
autism
0
0
0.807844
32
200
0.763616
0.968224
0
1
0.658882
0.246005
0.935243
medium
18
predictable
low
none
structured
0
0
1
6
autism
0
0
0.70621
17
200
0.832252
0.862677
0
1
0.567686
0.654532
0.401841
medium
18
predictable
low
none
structured
0
0
1
7
neurotypical
0
0
0
32
252
0.228119
0.843106
1
0
0.8839
0.878571
0.978449
fast
14
standard
low
low
standard
0
0
0
8
combined
0.691085
0.699648
0
7
128
0.8294
0.532949
1
0
0.496506
0.989741
0.084658
slow
20
fast
high
medium
micro
1
1
0
17
dyslexia
0
0.768052
0
11
80
0.340164
0.3538
0
1
0.103626
0.956075
0.814573
medium
18
slow
medium
low
small
1
1
0
16
combined
0.357895
0.477726
0
4
140
0.255789
0.534733
0
0
0.66197
0.653568
0.019742
fast
20
fast
high
medium
micro
1
1
0
17
dyslexia
0
0.909074
0
10
78
0.447989
0.001949
0
1
0.558944
0.702947
0.791964
fast
20
slow
medium
low
small
1
1
0
14
ADHD
0.56994
0
0
6
141
0.046424
0.910004
0
0
0.819253
0.162335
0.890155
fast
18
fast
high
high
micro
0
0
0
8
autism
0
0
0.52357
27
200
0.835969
0.930661
1
0
0.314491
0.397017
0.439739
slow
14
predictable
low
none
structured
0
0
1
12
neurotypical
0
0
0
35
217
0.09732
0.323419
0
1
0.457533
0.163694
0.137561
fast
14
standard
low
low
standard
0
0
0
14
combined
0.704167
0.483122
0
3
116
0.115212
0.67606
1
0
0.837483
0.320231
0.496405
slow
20
fast
high
medium
micro
1
1
0
18
dyslexia
0
0.874059
0
20
65
0.763904
0.64535
0
1
0.217098
0.897908
0.231308
medium
22
slow
medium
low
small
1
1
0
9
autism
0
0
0.747477
34
200
0.612663
0.793805
1
0
0.502904
0.695667
0.06871
medium
14
predictable
low
none
structured
0
0
1
10
combined
0.639415
0.372923
0
4
116
0.532809
0.217505
0
1
0.634418
0.769543
0.303707
slow
20
fast
high
medium
micro
1
1
0
14
dyslexia
0
0.407615
0
15
109
0.875701
0.248138
1
1
0.857362
0.177936
0.36752
fast
18
slow
medium
low
small
1
1
0
14
ADHD
0.996376
0
0
4
121
0.147822
0.442348
1
0
0.737741
0.321842
0.164635
medium
16
fast
high
high
micro
0
0
0
9
autism
0
0
0.605467
24
200
0.712677
0.651184
0
1
0.849858
0.219606
0.015208
slow
14
predictable
low
none
structured
0
0
1
17
neurotypical
0
0
0
28
214
0.622986
0.538227
1
1
0.132185
0.389443
0.62993
medium
14
standard
low
low
standard
0
0
0
12
dyslexia
0
0.940302
0
17
76
0.775072
0.750348
1
1
0.649071
0.301972
0.244492
slow
20
slow
medium
low
small
1
1
0
15
dyslexia
0
0.740722
0
18
74
0.634446
0.473989
1
1
0.693481
0.967658
0.198036
fast
22
slow
medium
low
small
1
1
0
13
autism
0
0
0.660476
10
200
0.878519
0.750277
1
0
0.532277
0.540336
0.969869
medium
18
predictable
low
none
structured
0
0
1
16
neurotypical
0
0
0
32
265
0.005346
0.414644
0
1
0.025951
0.997117
0.271885
fast
14
standard
low
low
standard
0
0
0
14
ADHD
0.52173
0
0
2
178
0.088934
0.662148
0
1
0.451918
0.093796
0.006767
medium
18
fast
high
high
micro
0
0
0
16
autism
0
0
0.549862
5
200
0.620142
0.736945
0
0
0.023135
0.129402
0.256979
fast
16
predictable
low
none
structured
0
0
1
6
neurotypical
0
0
0
31
181
0.48133
0.36922
1
0
0.050851
0.049462
0.811566
medium
14
standard
low
low
standard
0
0
0
15
dyslexia
0
0.75408
0
19
71
0.010417
0.507471
1
1
0.741643
0.011408
0.433873
fast
22
slow
medium
low
small
1
1
0
13
autism
0
0
0.520262
9
200
0.992543
0.923587
1
0
0.598236
0.354774
0.512562
medium
16
predictable
low
none
structured
0
0
1
6
autism
0
0
0.776152
25
200
0.722075
0.558223
0
1
0.247234
0.454598
0.433988
slow
18
predictable
low
none
structured
0
0
1
17
dyslexia
0
0.917766
0
12
78
0.035796
0.791378
0
1
0.687923
0.814376
0.754327
fast
20
slow
medium
low
small
1
1
0
7
autism
0
0
0.582484
19
200
0.854101
0.98779
0
1
0.189562
0.603601
0.910776
medium
16
predictable
low
none
structured
0
0
1
15
ADHD
0.631186
0
0
4
179
0.153364
0.508752
1
1
0.350275
0.789352
0.335978
fast
18
fast
high
high
micro
0
0
0
13
combined
0.576736
0.437503
0
8
115
0.792933
0.093053
0
1
0.691787
0.306206
0.581556
medium
20
fast
high
medium
micro
1
1
0
18
dyslexia
0
0.859595
0
16
113
0.567487
0.468325
0
1
0.344614
0.595178
0.279029
medium
22
slow
medium
low
small
1
1
0
10
dyslexia
0
0.89597
0
19
90
0.181682
0.252057
0
1
0.399296
0.690201
0.574154
slow
18
slow
medium
low
small
1
1
0
15
ADHD
0.816645
0
0
7
129
0.415584
0.470097
0
1
0.092929
0.967415
0.145184
slow
16
fast
high
high
micro
0
0
0
7
ADHD
0.788912
0
0
3
162
0.966475
0.582925
0
0
0.755696
0.601164
0.859819
slow
18
fast
high
high
micro
0
0
0
14
ADHD
0.983887
0
0
8
120
0.635103
0.087793
0
1
0.748658
0.821718
0.101829
slow
18
fast
high
high
micro
0
0
0
17
autism
0
0
0.853279
14
200
0.611302
0.832838
1
0
0.242353
0.034508
0.813126
fast
16
predictable
low
none
structured
0
0
1
10
dyslexia
0
0.54176
0
14
100
0.466138
0.973825
1
1
0.85997
0.153325
0.093424
fast
22
slow
medium
low
small
1
1
0
16
combined
0.369971
0.377237
0
6
132
0.191003
0.695882
0
1
0.486504
0.885214
0.437984
slow
20
fast
high
medium
micro
1
1
0
6
combined
0.563284
0.327684
0
6
83
0.572525
0.27489
0
1
0.453235
0.295912
0.817528
medium
20
fast
high
medium
micro
1
1
0
12
ADHD
0.845928
0
0
3
140
0.842103
0.092002
1
1
0.460254
0.140943
0.456104
medium
16
fast
high
high
micro
0
0
0
14
dyslexia
0
0.626926
0
10
81
0.911014
0.471537
0
1
0.028173
0.158408
0.594501
fast
18
slow
medium
low
small
1
1
0
11
neurotypical
0
0
0
45
182
0.894913
0.448482
0
1
0.067708
0.419004
0.931332
fast
14
standard
low
low
standard
0
0
0
13
autism
0
0
0.961513
11
200
0.984024
0.871721
1
0
0.128896
0.190115
0.909808
medium
14
predictable
low
none
structured
0
0
1
13
autism
0
0
0.67207
17
200
0.764704
0.675545
1
1
0.360962
0.56035
0.931845
medium
18
predictable
low
none
structured
0
0
1
6
combined
0.708814
0.587248
0
7
131
0.856446
0.845126
0
1
0.051464
0.594351
0.84871
medium
20
fast
high
medium
micro
1
1
0
7
autism
0
0
0.621425
12
200
0.878877
0.650791
1
1
0.941471
0.19833
0.592098
fast
18
predictable
low
none
structured
0
0
1
9
autism
0
0
0.583697
11
200
0.720205
0.75584
1
0
0.242972
0.966495
0.174335
medium
18
predictable
low
none
structured
0
0
1
12
combined
0.590161
0.449244
0
7
76
0.961447
0.461284
0
1
0.088429
0.140586
0.906849
slow
20
fast
high
medium
micro
1
1
0
16
neurotypical
0
0
0
36
274
0.522683
0.604418
0
0
0.045347
0.298213
0.667896
medium
14
standard
low
low
standard
0
0
0
9
dyslexia
0
0.811895
0
19
75
0.314212
0.405102
0
1
0.898453
0.379444
0.877731
slow
22
slow
medium
low
small
1
1
0
15
ADHD
0.950848
0
0
7
169
0.793032
0.51467
0
1
0.202185
0.310855
0.53842
slow
16
fast
high
high
micro
0
0
0
13
autism
0
0
0.657865
6
200
0.842513
0.963107
0
1
0.424886
0.610949
0.794717
medium
14
predictable
low
none
structured
0
0
1
8
ADHD
0.964946
0
0
4
128
0.815728
0.216298
1
0
0.269569
0.715772
0.131602
medium
16
fast
high
high
micro
0
0
0
12
combined
0.466387
0.321802
0
7
103
0.193385
0.690254
1
0
0.232695
0.412069
0.307731
medium
18
fast
high
medium
micro
1
1
0
8
autism
0
0
0.642468
12
200
0.901023
0.827032
1
0
0.020512
0.208223
0.388503
medium
16
predictable
low
none
structured
0
0
1
15
neurotypical
0
0
0
26
207
0.555629
0.78384
1
1
0.174652
0.45858
0.171397
fast
14
standard
low
low
standard
0
0
0
11
dyslexia
0
0.797334
0
10
104
0.475222
0.367739
1
1
0.645398
0.905229
0.034809
fast
22
slow
medium
low
small
1
1
0
8
dyslexia
0
0.662543
0
17
82
0.756491
0.488963
0
1
0.436165
0.343148
0.440836
slow
20
slow
medium
low
small
1
1
0
9
dyslexia
0
0.754358
0
13
84
0.830364
0.600839
0
1
0.167722
0.685591
0.922352
fast
20
slow
medium
low
small
1
1
0
13
combined
0.675647
0.497397
0
9
120
0.384865
0.310937
0
0
0.651813
0.634481
0.661115
fast
20
fast
high
medium
micro
1
1
0
18
combined
0.450596
0.432267
0
10
76
0.548503
0.548793
0
0
0.615139
0.405389
0.524506
medium
20
fast
high
medium
micro
1
1
0
18
dyslexia
0
0.959212
0
10
80
0.444655
0.822576
0
1
0.038172
0.533222
0.974498
medium
20
slow
medium
low
small
1
1
0
18
combined
0.555363
0.605646
0
9
135
0.929149
0.401793
0
1
0.730166
0.470384
0.42505
slow
20
fast
high
medium
micro
1
1
0
13
neurotypical
0
0
0
24
208
0.690593
0.864314
0
0
0.701573
0.516264
0.562049
medium
14
standard
low
low
standard
0
0
0
18
ADHD
0.964682
0
0
6
150
0.947998
0.904324
0
1
0.981056
0.949908
0.598148
fast
16
fast
high
high
micro
0
0
0
12
neurotypical
0
0
0
39
245
0.975009
0.598223
1
1
0.648371
0.298137
0.605598
fast
14
standard
low
low
standard
0
0
0
8
autism
0
0
0.532393
25
200
0.997131
0.509919
1
0
0.640194
0.027698
0.321286
fast
18
predictable
low
none
structured
0
0
1
11
dyslexia
0
0.698254
0
14
71
0.869586
0.082649
1
1
0.59249
0.026907
0.455569
medium
20
slow
medium
low
small
1
1
0
18
autism
0
0
0.631426
38
200
0.929392
0.517683
1
1
0.857826
0.191686
0.723175
slow
14
predictable
low
none
structured
0
0
1
18
dyslexia
0
0.803998
0
19
86
0.36257
0.58756
0
1
0.192946
0.236477
0.806185
medium
20
slow
medium
low
small
1
1
0
8
neurotypical
0
0
0
24
211
0.181661
0.287476
0
0
0.744947
0.577115
0.061734
slow
14
standard
low
low
standard
0
0
0
17
neurotypical
0
0
0
35
208
0.331145
0.578411
1
1
0.418695
0.16228
0.454302
slow
14
standard
low
low
standard
0
0
0
13
autism
0
0
0.59343
15
200
0.953951
0.921035
1
1
0.580446
0.315929
0.025736
fast
18
predictable
low
none
structured
0
0
1
12
dyslexia
0
0.647555
0
19
74
0.381943
0.779206
0
1
0.365967
0.593899
0.922843
slow
18
slow
medium
low
small
1
1
0
7
autism
0
0
0.909279
7
200
0.933261
0.550761
1
1
0.856756
0.970636
0.661304
slow
18
predictable
low
none
structured
0
0
1
10
neurotypical
0
0
0
33
241
0.641907
0.302094
0
1
0.297434
0.072973
0.059913
medium
14
standard
low
low
standard
0
0
0
13
dyslexia
0
0.641978
0
19
116
0.788303
0.915199
0
1
0.212854
0.679657
0.720204
fast
22
slow
medium
low
small
1
1
0
18
combined
0.7561
0.479004
0
10
115
0.292333
0.869107
0
1
0.678915
0.377189
0.467758
slow
20
fast
high
medium
micro
1
1
0
8
dyslexia
0
0.840806
0
13
111
0.594694
0.088967
1
1
0.093273
0.695252
0.061833
medium
22
slow
medium
low
small
1
1
0
6
dyslexia
0
0.600597
0
17
73
0.922894
0.762803
1
1
0.992694
0.70847
0.38374
slow
22
slow
medium
low
small
1
1
0
10
dyslexia
0
0.943202
0
10
65
0.281756
0.21063
1
1
0.687497
0.852913
0.505409
medium
22
slow
medium
low
small
1
1
0
13
neurotypical
0
0
0
41
195
0.597476
0.13516
0
0
0.594204
0.908347
0.823555
fast
14
standard
low
low
standard
0
0
0
13
combined
0.406268
0.536675
0
5
109
0.315832
0.750042
1
1
0.560546
0.076191
0.969429
fast
18
fast
high
medium
micro
1
1
0
6
combined
0.359221
0.586839
0
9
87
0.430421
0.365291
0
1
0.872714
0.824757
0.462508
slow
20
fast
high
medium
micro
1
1
0
10
dyslexia
0
0.45684
0
15
77
0.265155
0.29732
1
1
0.624572
0.957941
0.717707
fast
18
slow
medium
low
small
1
1
0
18
ADHD
0.689042
0
0
4
142
0.918473
0.763064
0
1
0.993455
0.908433
0.198459
slow
16
fast
high
high
micro
0
0
0
15
dyslexia
0
0.685743
0
20
86
0.601632
0.731382
0
1
0.194687
0.231624
0.972063
slow
20
slow
medium
low
small
1
1
0
14
combined
0.407572
0.441158
0
3
106
0.466815
0.879076
1
0
0.090049
0.393242
0.457231
slow
20
fast
high
medium
micro
1
1
0
18
ADHD
0.679851
0
0
2
136
0.02129
0.091437
1
1
0.525954
0.730386
0.226078
medium
16
fast
high
high
micro
0
0
0
12
autism
0
0
0.781441
28
200
0.962372
0.990687
0
0
0.653524
0.027495
0.188566
slow
18
predictable
low
none
structured
0
0
1
8
ADHD
0.640057
0
0
4
159
0.340406
0.104028
1
0
0.933864
0.777855
0.941398
fast
16
fast
high
high
micro
0
0
0
6
autism
0
0
0.804005
32
200
0.941849
0.850602
0
0
0.916863
0.386752
0.091128
slow
16
predictable
low
none
structured
0
0
1
18
dyslexia
0
0.969208
0
16
92
0.471015
0.987366
0
1
0.587363
0.013793
0.215743
slow
20
slow
medium
low
small
1
1
0
14
combined
0.720006
0.388743
0
3
95
0.984312
0.082967
0
1
0.820027
0.885624
0.510905
slow
20
fast
high
medium
micro
1
1
0