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
dyslexia
0
0.936663
0
19
62
0.13324
0.264507
0
1
0.92383
0.06782
0.847382
slow
22
slow
medium
low
small
1
1
0
13
combined
0.709212
0.600455
0
7
98
0.675627
0.511174
0
0
0.283786
0.663854
0.619261
slow
18
fast
high
medium
micro
1
1
0
11
autism
0
0
0.906822
31
200
0.950566
0.593484
0
0
0.716086
0.16291
0.675907
medium
16
predictable
low
none
structured
0
0
1
10
neurotypical
0
0
0
42
269
0.830151
0.358236
0
1
0.678698
0.333813
0.582377
fast
14
standard
low
low
standard
0
0
0
12
ADHD
0.683362
0
0
5
147
0.378975
0.522997
0
1
0.766527
0.822138
0.085991
fast
16
fast
high
high
micro
0
0
0
18
neurotypical
0
0
0
35
276
0.060771
0.631514
1
1
0.75146
0.93922
0.224796
slow
14
standard
low
low
standard
0
0
0
10
neurotypical
0
0
0
29
277
0.808348
0.502728
1
1
0.947997
0.66283
0.537722
medium
14
standard
low
low
standard
0
0
0
9
combined
0.384081
0.484399
0
8
115
0.631843
0.684711
1
1
0.861571
0.094713
0.407935
slow
20
fast
high
medium
micro
1
1
0
13
autism
0
0
0.919433
15
200
0.708845
0.782513
1
0
0.01968
0.707276
0.494748
fast
16
predictable
low
none
structured
0
0
1
16
ADHD
0.651095
0
0
5
127
0.233822
0.025025
1
0
0.647652
0.635404
0.464268
fast
16
fast
high
high
micro
0
0
0
9
combined
0.353092
0.396695
0
4
104
0.340193
0.143669
1
1
0.975374
0.130766
0.37054
fast
20
fast
high
medium
micro
1
1
0
7
dyslexia
0
0.848126
0
19
110
0.835546
0.955354
0
1
0.584514
0.806472
0.18718
slow
22
slow
medium
low
small
1
1
0
14
dyslexia
0
0.815243
0
11
97
0.57165
0.306611
1
1
0.432531
0.6942
0.400278
slow
18
slow
medium
low
small
1
1
0
10
combined
0.529374
0.415629
0
9
84
0.437451
0.252111
1
1
0.158605
0.781393
0.83369
fast
20
fast
high
medium
micro
1
1
0
14
neurotypical
0
0
0
33
249
0.358086
0.784031
1
0
0.956988
0.520606
0.786258
slow
14
standard
low
low
standard
0
0
0
12
dyslexia
0
0.800025
0
10
119
0.778364
0.762959
0
1
0.443045
0.198951
0.394666
medium
20
slow
medium
low
small
1
1
0
13
neurotypical
0
0
0
44
225
0.185923
0.137673
0
0
0.127681
0.584522
0.513126
fast
14
standard
low
low
standard
0
0
0
18
ADHD
0.699122
0
0
5
154
0.097675
0.171117
1
1
0.275775
0.825237
0.229812
fast
18
fast
high
high
micro
0
0
0
6
ADHD
0.817582
0
0
2
174
0.136826
0.639895
0
1
0.001645
0.452041
0.246892
fast
18
fast
high
high
micro
0
0
0
13
autism
0
0
0.750067
13
200
0.894957
0.671011
1
1
0.972665
0.046869
0.352789
slow
18
predictable
low
none
structured
0
0
1
8
neurotypical
0
0
0
30
221
0.1149
0.847345
1
0
0.61479
0.557725
0.176893
slow
14
standard
low
low
standard
0
0
0
17
neurotypical
0
0
0
30
253
0.044733
0.234697
0
0
0.506938
0.113183
0.07745
slow
14
standard
low
low
standard
0
0
0
15
dyslexia
0
0.468748
0
13
95
0.148799
0.831058
0
1
0.038265
0.799249
0.895831
fast
22
slow
medium
low
small
1
1
0
8
dyslexia
0
0.863606
0
16
101
0.513563
0.280766
0
1
0.020422
0.536474
0.44635
fast
18
slow
medium
low
small
1
1
0
13
combined
0.710378
0.304274
0
8
119
0.31355
0.849316
0
1
0.695187
0.300677
0.505435
fast
20
fast
high
medium
micro
1
1
0
17
ADHD
0.870669
0
0
8
143
0.412885
0.54878
0
1
0.404666
0.708365
0.675456
medium
18
fast
high
high
micro
0
0
0
6
autism
0
0
0.531678
8
200
0.95496
0.647673
1
0
0.986852
0.135871
0.749836
fast
14
predictable
low
none
structured
0
0
1
15
autism
0
0
0.92315
17
200
0.635092
0.961248
0
0
0.974228
0.780588
0.531762
fast
14
predictable
low
none
structured
0
0
1
15
combined
0.774489
0.599913
0
7
104
0.067401
0.571427
1
1
0.479676
0.467693
0.379822
fast
20
fast
high
medium
micro
1
1
0
14
combined
0.488734
0.520165
0
10
99
0.719564
0.734621
0
0
0.81332
0.877076
0.789669
fast
18
fast
high
medium
micro
1
1
0
6
autism
0
0
0.877214
5
200
0.831426
0.597505
0
0
0.525454
0.973662
0.082757
medium
18
predictable
low
none
structured
0
0
1
14
neurotypical
0
0
0
29
225
0.548767
0.272992
1
0
0.737317
0.724356
0.42547
medium
14
standard
low
low
standard
0
0
0
14
neurotypical
0
0
0
45
184
0.657342
0.108786
1
1
0.229579
0.813529
0.184772
fast
14
standard
low
low
standard
0
0
0
17
autism
0
0
0.506233
31
200
0.750642
0.666527
1
0
0.7502
0.245466
0.650928
fast
14
predictable
low
none
structured
0
0
1
11
combined
0.423088
0.38861
0
9
105
0.616342
0.305675
0
1
0.8077
0.958659
0.16864
medium
20
fast
high
medium
micro
1
1
0
16
ADHD
0.927407
0
0
7
124
0.678783
0.492581
0
1
0.644028
0.999444
0.039211
medium
16
fast
high
high
micro
0
0
0
11
neurotypical
0
0
0
28
275
0.067679
0.526059
0
1
0.873331
0.043534
0.386881
medium
14
standard
low
low
standard
0
0
0
14
ADHD
0.987419
0
0
2
161
0.076713
0.615685
0
1
0.498647
0.89816
0.747172
medium
18
fast
high
high
micro
0
0
0
18
ADHD
0.582314
0
0
5
173
0.122482
0.851293
0
0
0.818688
0.887164
0.785491
medium
18
fast
high
high
micro
0
0
0
8
ADHD
0.583393
0
0
5
136
0.845856
0.667801
1
1
0.963323
0.719142
0.762496
fast
16
fast
high
high
micro
0
0
0
12
autism
0
0
0.550432
33
200
0.844459
0.89309
1
0
0.677615
0.596783
0.156783
medium
14
predictable
low
none
structured
0
0
1
9
neurotypical
0
0
0
26
204
0.476262
0.078955
0
0
0.120282
0.757189
0.172879
slow
14
standard
low
low
standard
0
0
0
9
combined
0.688895
0.665342
0
10
134
0.371584
0.829457
1
0
0.5251
0.175013
0.374216
slow
18
fast
high
medium
micro
1
1
0
6
autism
0
0
0.721311
15
200
0.639684
0.647745
1
1
0.183821
0.881746
0.617237
slow
18
predictable
low
none
structured
0
0
1
18
ADHD
0.678388
0
0
8
172
0.020394
0.020401
0
0
0.498712
0.424151
0.662912
fast
18
fast
high
high
micro
0
0
0
18
autism
0
0
0.905323
39
200
0.94246
0.547338
0
0
0.991518
0.884278
0.06858
medium
14
predictable
low
none
structured
0
0
1
9
dyslexia
0
0.735909
0
10
86
0.108355
0.839186
0
1
0.780528
0.776269
0.429875
fast
22
slow
medium
low
small
1
1
0
16
dyslexia
0
0.478505
0
16
107
0.941588
0.870747
1
1
0.333709
0.615027
0.417231
medium
18
slow
medium
low
small
1
1
0
8
combined
0.484679
0.596821
0
3
110
0.433834
0.974531
1
1
0.296386
0.549045
0.187961
fast
18
fast
high
medium
micro
1
1
0
15
ADHD
0.800371
0
0
3
120
0.01853
0.341614
0
1
0.665404
0.470114
0.186624
slow
18
fast
high
high
micro
0
0
0
11
neurotypical
0
0
0
29
242
0.587655
0.371526
0
1
0.070867
0.494215
0.430277
medium
14
standard
low
low
standard
0
0
0
8
dyslexia
0
0.639165
0
13
74
0.809452
0.383217
0
1
0.989692
0.743241
0.130453
medium
18
slow
medium
low
small
1
1
0
7
dyslexia
0
0.810724
0
19
61
0.574991
0.934088
0
1
0.560201
0.242936
0.880516
medium
18
slow
medium
low
small
1
1
0
8
autism
0
0
0.749916
6
200
0.635802
0.633459
0
1
0.506557
0.255488
0.849294
slow
14
predictable
low
none
structured
0
0
1
13
autism
0
0
0.736271
31
200
0.861525
0.946343
0
0
0.154024
0.300169
0.640555
fast
14
predictable
low
none
structured
0
0
1
16
ADHD
0.909519
0
0
2
171
0.65484
0.480765
1
0
0.256925
0.954695
0.219868
fast
18
fast
high
high
micro
0
0
0
10
neurotypical
0
0
0
36
229
0.551231
0.313716
0
1
0.67771
0.33115
0.433456
fast
14
standard
low
low
standard
0
0
0
13
neurotypical
0
0
0
45
189
0.260443
0.192951
1
0
0.114732
0.957724
0.106804
fast
14
standard
low
low
standard
0
0
0
16
ADHD
0.72387
0
0
3
153
0.037435
0.044532
0
0
0.304552
0.706422
0.023736
slow
18
fast
high
high
micro
0
0
0
11
neurotypical
0
0
0
39
264
0.571499
0.040622
1
0
0.608389
0.27418
0.305049
fast
14
standard
low
low
standard
0
0
0
12
autism
0
0
0.761592
33
200
0.94131
0.642421
0
1
0.194591
0.130172
0.488208
slow
14
predictable
low
none
structured
0
0
1
7
dyslexia
0
0.741577
0
16
111
0.616874
0.27576
0
1
0.044013
0.012115
0.132942
medium
18
slow
medium
low
small
1
1
0
15
dyslexia
0
0.979661
0
17
72
0.195926
0.801708
1
1
0.431614
0.860006
0.83651
medium
20
slow
medium
low
small
1
1
0
11
ADHD
0.846607
0
0
3
128
0.802851
0.428754
1
1
0.843893
0.56935
0.896792
slow
16
fast
high
high
micro
0
0
0
13
dyslexia
0
0.460449
0
15
99
0.976507
0.698245
1
1
0.689211
0.01182
0.210752
fast
20
slow
medium
low
small
1
1
0
16
ADHD
0.880227
0
0
6
142
0.781828
0.246523
1
1
0.243164
0.43471
0.664195
medium
18
fast
high
high
micro
0
0
0
16
neurotypical
0
0
0
39
225
0.779132
0.382627
1
1
0.095089
0.219867
0.897217
fast
14
standard
low
low
standard
0
0
0
17
combined
0.627327
0.517099
0
10
70
0.263698
0.573364
0
1
0.402287
0.321176
0.904696
medium
18
fast
high
medium
micro
1
1
0
7
ADHD
0.548167
0
0
2
162
0.498135
0.026749
0
1
0.604584
0.326956
0.302753
fast
18
fast
high
high
micro
0
0
0
18
ADHD
0.7863
0
0
5
156
0.49621
0.219024
1
1
0.780905
0.796131
0.500983
medium
16
fast
high
high
micro
0
0
0
6
autism
0
0
0.873876
30
200
0.749891
0.940572
1
0
0.071989
0.854332
0.870467
medium
16
predictable
low
none
structured
0
0
1
13
neurotypical
0
0
0
40
216
0.739256
0.32869
1
1
0.643602
0.760494
0.520873
medium
14
standard
low
low
standard
0
0
0
9
autism
0
0
0.622348
15
200
0.739644
0.708617
0
0
0.98022
0.305657
0.956418
fast
14
predictable
low
none
structured
0
0
1
15
neurotypical
0
0
0
24
197
0.944301
0.071216
0
0
0.867498
0.381669
0.298356
slow
14
standard
low
low
standard
0
0
0
18
neurotypical
0
0
0
36
229
0.921162
0.177202
0
0
0.103554
0.657522
0.606161
medium
14
standard
low
low
standard
0
0
0
6
neurotypical
0
0
0
44
222
0.630622
0.120776
1
1
0.62925
0.529393
0.283394
medium
14
standard
low
low
standard
0
0
0
9
autism
0
0
0.535668
32
200
0.701374
0.975506
0
0
0.01622
0.295784
0.207087
fast
16
predictable
low
none
structured
0
0
1
13
combined
0.477654
0.374316
0
3
133
0.893582
0.695391
1
0
0.454394
0.424125
0.820071
medium
18
fast
high
medium
micro
1
1
0
7
dyslexia
0
0.53253
0
11
107
0.175711
0.358797
1
1
0.530835
0.840271
0.806702
slow
18
slow
medium
low
small
1
1
0
16
combined
0.720248
0.60538
0
9
114
0.20637
0.29971
0
1
0.614082
0.916165
0.620765
fast
20
fast
high
medium
micro
1
1
0
17
dyslexia
0
0.43181
0
14
76
0.660234
0.830595
0
1
0.980851
0.167411
0.97604
fast
20
slow
medium
low
small
1
1
0
8
dyslexia
0
0.472257
0
12
75
0.496592
0.105367
1
1
0.126007
0.950109
0.365451
slow
18
slow
medium
low
small
1
1
0
8
autism
0
0
0.984338
23
200
0.945806
0.925396
0
0
0.303779
0.995603
0.661825
slow
14
predictable
low
none
structured
0
0
1
11
dyslexia
0
0.418869
0
11
93
0.699654
0.503765
1
1
0.513272
0.210722
0.218255
medium
22
slow
medium
low
small
1
1
0
13
combined
0.656431
0.355335
0
8
94
0.264966
0.495795
1
1
0.684138
0.650063
0.940949
fast
20
fast
high
medium
micro
1
1
0
9
autism
0
0
0.69281
25
200
0.950255
0.853221
1
1
0.649245
0.397936
0.35171
fast
14
predictable
low
none
structured
0
0
1
14
dyslexia
0
0.74734
0
19
73
0.196432
0.733545
0
1
0.892105
0.849587
0.631626
fast
18
slow
medium
low
small
1
1
0
17
autism
0
0
0.627919
29
200
0.783617
0.61059
0
1
0.555576
0.309654
0.471599
medium
16
predictable
low
none
structured
0
0
1
12
combined
0.779867
0.646034
0
6
133
0.584979
0.876242
1
1
0.224633
0.10305
0.997605
fast
20
fast
high
medium
micro
1
1
0
8
autism
0
0
0.525894
19
200
0.850242
0.862994
0
1
0.250389
0.371844
0.9038
slow
16
predictable
low
none
structured
0
0
1
10
ADHD
0.606767
0
0
6
170
0.921975
0.355472
1
1
0.352527
0.461361
0.271221
slow
18
fast
high
high
micro
0
0
0
17
combined
0.574386
0.40929
0
9
133
0.247785
0.607469
0
0
0.25985
0.211719
0.907182
fast
18
fast
high
medium
micro
1
1
0
17
combined
0.342594
0.528514
0
9
126
0.102831
0.093409
1
1
0.424293
0.798833
0.977766
slow
20
fast
high
medium
micro
1
1
0
10
combined
0.455501
0.562605
0
7
80
0.866171
0.018287
0
0
0.992963
0.181745
0.160998
medium
18
fast
high
medium
micro
1
1
0
10
combined
0.68315
0.692071
0
8
70
0.538396
0.674668
1
0
0.569857
0.875969
0.946268
slow
18
fast
high
medium
micro
1
1
0
18
neurotypical
0
0
0
26
213
0.791619
0.721994
1
1
0.656537
0.14195
0.243069
medium
14
standard
low
low
standard
0
0
0
10
dyslexia
0
0.955176
0
19
118
0.126473
0.177083
1
1
0.022126
0.697741
0.007919
medium
20
slow
medium
low
small
1
1
0
12
neurotypical
0
0
0
36
272
0.772426
0.131405
0
0
0.81286
0.810691
0.906933
fast
14
standard
low
low
standard
0
0
0
17
dyslexia
0
0.522631
0
10
75
0.428498
0.243546
0
1
0.137555
0.498726
0.202012
medium
22
slow
medium
low
small
1
1
0
11
dyslexia
0
0.499203
0
17
118
0.240073
0.163866
1
1
0.376062
0.859466
0.652741
medium
18
slow
medium
low
small
1
1
0