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
7
ADHD
0.734687
0
0
7
159
0.671102
0.699536
1
0
0.941934
0.696515
0.868412
medium
16
fast
high
high
micro
0
0
0
11
combined
0.47229
0.563482
0
9
118
0.772909
0.245658
0
0
0.703039
0.07315
0.143201
medium
18
fast
high
medium
micro
1
1
0
7
combined
0.328904
0.562906
0
7
78
0.847245
0.774351
0
0
0.20503
0.52586
0.546036
medium
20
fast
high
medium
micro
1
1
0
16
dyslexia
0
0.656284
0
11
92
0.422191
0.232781
1
1
0.647639
0.757468
0.103846
medium
20
slow
medium
low
small
1
1
0
14
autism
0
0
0.610413
14
200
0.771243
0.50542
0
1
0.479135
0.89685
0.719545
slow
14
predictable
low
none
structured
0
0
1
18
dyslexia
0
0.508387
0
13
82
0.834199
0.549281
1
1
0.478104
0.983799
0.918614
medium
20
slow
medium
low
small
1
1
0
9
autism
0
0
0.567351
32
200
0.811702
0.980662
0
1
0.209509
0.931998
0.016258
slow
16
predictable
low
none
structured
0
0
1
8
neurotypical
0
0
0
44
189
0.138999
0.117948
1
0
0.262362
0.856448
0.422587
fast
14
standard
low
low
standard
0
0
0
15
dyslexia
0
0.680362
0
18
102
0.589568
0.55819
1
1
0.357968
0.617511
0.05716
medium
20
slow
medium
low
small
1
1
0
14
combined
0.362045
0.601195
0
4
93
0.817463
0.783475
1
0
0.518901
0.584722
0.713749
fast
18
fast
high
medium
micro
1
1
0
7
combined
0.417969
0.469148
0
5
83
0.238077
0.122277
1
1
0.832334
0.737236
0.805842
fast
18
fast
high
medium
micro
1
1
0
18
neurotypical
0
0
0
24
202
0.507499
0.706699
1
0
0.83677
0.431766
0.799273
medium
14
standard
low
low
standard
0
0
0
12
neurotypical
0
0
0
43
219
0.497195
0.202803
1
1
0.978732
0.094664
0.58453
slow
14
standard
low
low
standard
0
0
0
13
ADHD
0.616986
0
0
8
166
0.974499
0.326204
0
1
0.391092
0.102807
0.112195
fast
18
fast
high
high
micro
0
0
0
18
dyslexia
0
0.788118
0
18
61
0.771078
0.965232
0
1
0.677159
0.997556
0.54679
fast
20
slow
medium
low
small
1
1
0
9
dyslexia
0
0.484161
0
14
98
0.938137
0.433542
0
1
0.225157
0.532416
0.663833
medium
22
slow
medium
low
small
1
1
0
15
autism
0
0
0.75884
20
200
0.863071
0.5723
0
1
0.308674
0.3429
0.36883
slow
18
predictable
low
none
structured
0
0
1
14
combined
0.603766
0.357528
0
8
114
0.925611
0.632807
1
1
0.690249
0.491399
0.258487
slow
18
fast
high
medium
micro
1
1
0
13
dyslexia
0
0.473299
0
11
118
0.474129
0.685299
0
1
0.778437
0.539883
0.114858
medium
22
slow
medium
low
small
1
1
0
9
autism
0
0
0.802245
7
200
0.95578
0.809142
1
0
0.497625
0.802673
0.425559
medium
14
predictable
low
none
structured
0
0
1
8
combined
0.374294
0.395741
0
4
83
0.222527
0.72166
0
1
0.960894
0.784875
0.071443
fast
18
fast
high
medium
micro
1
1
0
18
combined
0.374888
0.441335
0
9
84
0.098261
0.78365
1
0
0.787466
0.748472
0.604871
fast
20
fast
high
medium
micro
1
1
0
13
neurotypical
0
0
0
41
270
0.707833
0.974609
1
0
0.139191
0.965454
0.339678
fast
14
standard
low
low
standard
0
0
0
15
neurotypical
0
0
0
45
258
0.990978
0.841496
0
1
0.816907
0.022851
0.409748
medium
14
standard
low
low
standard
0
0
0
12
combined
0.479285
0.34175
0
6
70
0.289878
0.601829
0
0
0.839867
0.179141
0.534641
medium
18
fast
high
medium
micro
1
1
0
7
ADHD
0.998098
0
0
7
121
0.487858
0.2038
0
0
0.570668
0.50241
0.425247
medium
18
fast
high
high
micro
0
0
0
14
combined
0.405106
0.419754
0
6
104
0.013592
0.756322
1
0
0.990029
0.416353
0.624068
medium
20
fast
high
medium
micro
1
1
0
17
autism
0
0
0.621339
17
200
0.801212
0.832989
0
0
0.700028
0.254936
0.89428
fast
18
predictable
low
none
structured
0
0
1
7
autism
0
0
0.602903
13
200
0.896075
0.570325
0
0
0.095448
0.859916
0.424415
slow
14
predictable
low
none
structured
0
0
1
15
autism
0
0
0.844827
25
200
0.924979
0.703933
0
1
0.114907
0.852696
0.9197
medium
16
predictable
low
none
structured
0
0
1
18
neurotypical
0
0
0
43
268
0.404384
0.032579
1
0
0.928471
0.298411
0.73812
medium
14
standard
low
low
standard
0
0
0
10
neurotypical
0
0
0
31
202
0.753793
0.346985
0
1
0.054507
0.879074
0.047009
medium
14
standard
low
low
standard
0
0
0
9
autism
0
0
0.93246
7
200
0.652053
0.705809
1
1
0.365457
0.341956
0.180293
slow
18
predictable
low
none
structured
0
0
1
17
neurotypical
0
0
0
31
244
0.994754
0.816015
1
0
0.686318
0.638314
0.475735
fast
14
standard
low
low
standard
0
0
0
7
combined
0.64743
0.694678
0
3
89
0.292019
0.792211
1
0
0.58516
0.710361
0.313963
medium
18
fast
high
medium
micro
1
1
0
17
neurotypical
0
0
0
36
231
0.390985
0.50914
1
1
0.588231
0.03486
0.058312
medium
14
standard
low
low
standard
0
0
0
14
dyslexia
0
0.408243
0
10
71
0.826639
0.772232
0
1
0.884306
0.367951
0.624921
medium
22
slow
medium
low
small
1
1
0
11
neurotypical
0
0
0
27
182
0.114985
0.29903
1
1
0.475777
0.633848
0.202185
slow
14
standard
low
low
standard
0
0
0
13
autism
0
0
0.93584
32
200
0.933922
0.873912
1
0
0.260406
0.31327
0.978517
medium
16
predictable
low
none
structured
0
0
1
17
autism
0
0
0.555038
25
200
0.876803
0.929161
1
1
0.931601
0.974106
0.61647
medium
16
predictable
low
none
structured
0
0
1
9
autism
0
0
0.906136
9
200
0.920525
0.717122
0
1
0.942621
0.465673
0.74717
medium
14
predictable
low
none
structured
0
0
1
14
dyslexia
0
0.703516
0
16
110
0.683935
0.845757
1
1
0.770856
0.367828
0.234724
slow
20
slow
medium
low
small
1
1
0
18
dyslexia
0
0.608227
0
15
92
0.826131
0.992656
0
1
0.378146
0.95755
0.35992
medium
20
slow
medium
low
small
1
1
0
7
neurotypical
0
0
0
38
274
0.170578
0.77036
1
1
0.808133
0.688074
0.62805
medium
14
standard
low
low
standard
0
0
0
12
combined
0.685662
0.494366
0
3
118
0.431356
0.709638
0
0
0.21751
0.12709
0.527204
medium
18
fast
high
medium
micro
1
1
0
10
autism
0
0
0.653783
24
200
0.953419
0.511818
0
1
0.560068
0.108051
0.650604
fast
14
predictable
low
none
structured
0
0
1
13
combined
0.441255
0.510959
0
4
94
0.624328
0.87835
0
1
0.403943
0.57361
0.28363
slow
18
fast
high
medium
micro
1
1
0
17
autism
0
0
0.530865
9
200
0.667819
0.596171
1
1
0.584173
0.826626
0.657894
fast
18
predictable
low
none
structured
0
0
1
15
combined
0.306943
0.307709
0
6
101
0.422534
0.312145
0
0
0.773148
0.560966
0.087553
fast
18
fast
high
medium
micro
1
1
0
10
neurotypical
0
0
0
28
190
0.675312
0.240388
0
1
0.174109
0.301482
0.004767
slow
14
standard
low
low
standard
0
0
0
12
autism
0
0
0.542514
25
200
0.837265
0.955706
1
0
0.294106
0.760032
0.890081
slow
16
predictable
low
none
structured
0
0
1
11
dyslexia
0
0.522737
0
18
60
0.531692
0.528122
1
1
0.425908
0.429485
0.253761
slow
20
slow
medium
low
small
1
1
0
14
neurotypical
0
0
0
38
207
0.971538
0.165518
1
1
0.400849
0.271494
0.184066
slow
14
standard
low
low
standard
0
0
0
9
dyslexia
0
0.733926
0
13
99
0.334469
0.950023
1
1
0.509119
0.590066
0.063307
slow
22
slow
medium
low
small
1
1
0
16
neurotypical
0
0
0
45
201
0.980918
0.72226
0
1
0.957429
0.451307
0.088404
slow
14
standard
low
low
standard
0
0
0
6
dyslexia
0
0.706545
0
20
89
0.480384
0.159615
1
1
0.865892
0.897716
0.125923
slow
20
slow
medium
low
small
1
1
0
16
autism
0
0
0.8558
17
200
0.728619
0.506827
1
0
0.387904
0.156722
0.190747
fast
16
predictable
low
none
structured
0
0
1
6
autism
0
0
0.830857
29
200
0.699431
0.672875
0
1
0.5191
0.688242
0.618239
medium
14
predictable
low
none
structured
0
0
1
8
autism
0
0
0.606159
32
200
0.622219
0.905922
1
0
0.838435
0.973317
0.931151
fast
18
predictable
low
none
structured
0
0
1
13
dyslexia
0
0.893267
0
16
103
0.638207
0.263327
1
1
0.263088
0.115042
0.02682
medium
18
slow
medium
low
small
1
1
0
11
neurotypical
0
0
0
43
233
0.78613
0.286947
1
1
0.886825
0.214364
0.579989
medium
14
standard
low
low
standard
0
0
0
9
autism
0
0
0.797324
9
200
0.801116
0.981138
1
1
0.991128
0.270855
0.386659
fast
16
predictable
low
none
structured
0
0
1
10
neurotypical
0
0
0
29
251
0.636258
0.337841
1
0
0.737667
0.239408
0.856435
fast
14
standard
low
low
standard
0
0
0
16
autism
0
0
0.984033
15
200
0.631212
0.993772
0
0
0.619096
0.893254
0.365156
fast
16
predictable
low
none
structured
0
0
1
17
neurotypical
0
0
0
24
245
0.930125
0.742854
0
0
0.833859
0.023931
0.166936
slow
14
standard
low
low
standard
0
0
0
12
neurotypical
0
0
0
34
252
0.043523
0.755666
0
0
0.141335
0.632233
0.252872
slow
14
standard
low
low
standard
0
0
0
16
dyslexia
0
0.787331
0
11
113
0.732973
0.877886
1
1
0.358742
0.305472
0.551672
slow
20
slow
medium
low
small
1
1
0
12
autism
0
0
0.527229
35
200
0.610533
0.744126
1
1
0.932164
0.399228
0.128706
slow
14
predictable
low
none
structured
0
0
1
15
combined
0.52682
0.575262
0
6
93
0.00274
0.46236
0
0
0.971471
0.083229
0.52255
medium
18
fast
high
medium
micro
1
1
0
14
dyslexia
0
0.999362
0
11
73
0.850918
0.325022
0
1
0.55041
0.337665
0.274348
medium
22
slow
medium
low
small
1
1
0
10
combined
0.624018
0.543652
0
5
138
0.45341
0.83411
0
1
0.355271
0.670175
0.70182
fast
18
fast
high
medium
micro
1
1
0
14
neurotypical
0
0
0
34
188
0.423255
0.776173
0
1
0.121848
0.23844
0.638952
fast
14
standard
low
low
standard
0
0
0
15
neurotypical
0
0
0
35
202
0.167508
0.053703
0
0
0.230362
0.462654
0.56784
fast
14
standard
low
low
standard
0
0
0
14
combined
0.509872
0.359586
0
7
87
0.820478
0.563668
0
1
0.92315
0.051591
0.94315
fast
20
fast
high
medium
micro
1
1
0
13
ADHD
0.63302
0
0
2
170
0.3442
0.265619
0
0
0.802786
0.478663
0.535606
medium
16
fast
high
high
micro
0
0
0
18
ADHD
0.925825
0
0
8
171
0.055927
0.050894
0
1
0.38951
0.539913
0.515274
slow
16
fast
high
high
micro
0
0
0
10
ADHD
0.595633
0
0
4
132
0.629121
0.934161
1
0
0.313052
0.905811
0.907218
fast
18
fast
high
high
micro
0
0
0
6
combined
0.647916
0.440615
0
9
109
0.740489
0.563363
1
1
0.612575
0.736031
0.518144
medium
18
fast
high
medium
micro
1
1
0
11
autism
0
0
0.8134
39
200
0.954975
0.743974
0
1
0.852341
0.859342
0.380009
medium
14
predictable
low
none
structured
0
0
1
17
neurotypical
0
0
0
44
218
0.062399
0.019413
0
0
0.394036
0.176995
0.146592
medium
14
standard
low
low
standard
0
0
0
11
neurotypical
0
0
0
21
216
0.002584
0.421068
1
0
0.636509
0.185542
0.093809
slow
14
standard
low
low
standard
0
0
0
13
combined
0.358689
0.623821
0
3
77
0.993614
0.453864
0
1
0.533391
0.604778
0.827019
medium
18
fast
high
medium
micro
1
1
0
17
dyslexia
0
0.418288
0
13
119
0.631803
0.13307
0
1
0.941994
0.255652
0.914755
medium
18
slow
medium
low
small
1
1
0
16
neurotypical
0
0
0
30
209
0.384587
0.129896
1
0
0.409037
0.689953
0.189453
medium
14
standard
low
low
standard
0
0
0
14
ADHD
0.59785
0
0
3
125
0.382489
0.21514
1
1
0.579219
0.353867
0.357371
fast
18
fast
high
high
micro
0
0
0
6
combined
0.488583
0.320072
0
4
135
0.372722
0.235467
0
1
0.608001
0.588821
0.435235
medium
20
fast
high
medium
micro
1
1
0
13
combined
0.781296
0.37594
0
10
120
0.82701
0.042416
0
1
0.983831
0.039252
0.387398
fast
20
fast
high
medium
micro
1
1
0
16
autism
0
0
0.990305
40
200
0.907008
0.570773
1
0
0.995765
0.330894
0.204711
slow
14
predictable
low
none
structured
0
0
1
17
neurotypical
0
0
0
20
222
0.712807
0.201965
0
0
0.413823
0.47649
0.041684
medium
14
standard
low
low
standard
0
0
0
9
neurotypical
0
0
0
25
269
0.918007
0.796525
0
0
0.723904
0.951422
0.090276
fast
14
standard
low
low
standard
0
0
0
11
ADHD
0.718563
0
0
2
153
0.892035
0.707873
1
0
0.739053
0.254967
0.374656
fast
16
fast
high
high
micro
0
0
0
11
dyslexia
0
0.802547
0
19
71
0.276509
0.432261
1
1
0.436868
0.810823
0.988788
fast
20
slow
medium
low
small
1
1
0
11
combined
0.577926
0.535841
0
5
93
0.133583
0.5083
1
0
0.651691
0.33373
0.607122
fast
20
fast
high
medium
micro
1
1
0
7
neurotypical
0
0
0
40
229
0.857003
0.762176
0
0
0.019793
0.823998
0.476428
fast
14
standard
low
low
standard
0
0
0
9
combined
0.450955
0.505148
0
4
104
0.105649
0.332916
0
1
0.480786
0.037316
0.260148
fast
20
fast
high
medium
micro
1
1
0
13
ADHD
0.983159
0
0
4
173
0.702701
0.79074
1
1
0.473746
0.687586
0.281321
slow
18
fast
high
high
micro
0
0
0
18
neurotypical
0
0
0
36
192
0.804474
0.249352
0
1
0.056229
0.925898
0.422333
medium
14
standard
low
low
standard
0
0
0
14
neurotypical
0
0
0
40
218
0.755939
0.987411
0
1
0.79882
0.63768
0.848161
fast
14
standard
low
low
standard
0
0
0
18
autism
0
0
0.991438
21
200
0.668252
0.570825
1
1
0.94753
0.617688
0.970901
slow
18
predictable
low
none
structured
0
0
1
15
combined
0.587001
0.424903
0
8
107
0.31391
0.014706
1
1
0.906051
0.829977
0.653646
fast
18
fast
high
medium
micro
1
1
0