age
int64
sex
int64
on_thyroxine
int64
query_on_thyroxine
int64
on_antithyroid_meds
int64
sick
int64
pregnant
int64
thyroid_surgery
int64
I131_treatment
int64
query_hypothyroid
int64
query_hyperthyroid
int64
lithium
int64
goitre
int64
tumor
int64
psych
int64
TSH
float64
T3
float64
TT4
float64
T4U
float64
FTI
float64
TBG
float64
referral_source
int64
target
string
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.979552
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.012876
4.512623
178.174359
0.883748
202.849704
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.121837
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.243481
5
Hyperthyroid
40
0
0
0
0
0
0
1
0
0
0
0
0
0
0
4.871757
1.446726
98.745829
0.919589
107.680359
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.62965
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.0299
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.739311
3.899434
147.982075
1.529717
97.007547
0
0
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.718797
3.915706
147.68588
1.53589
96.450289
0
0
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.025
3.79768
178.545188
0
0
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.425283
5.260705
267.821145
0.760612
351.39528
18.941158
4
Hyperthyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04495
5.013088
241.306486
0.936532
257.010068
0
3
Hyperthyroid
51
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5.821801
1.56782
43.356399
1.088045
39.195498
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.405551
2.955066
133.696037
1.310881
102.506605
0
2
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
97.837734
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.064332
1.345623
42.175069
1.132719
36.903185
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.028991
2.461031
191.799497
1.019987
188.20176
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.343747
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.95494
1.4
37.38152
0.830067
45.684054
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.065246
5.292623
210.147538
0.869754
241.245896
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.27931
5
Hyperthyroid
16
0
0
0
0
0
0
1
0
0
0
0
0
0
0
15.316718
1.573313
76.024923
1.069003
71.758052
0
3
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
68.836181
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022053
4.657414
156.889729
0.765475
204.726237
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.692192
156.46096
0.858714
183.615616
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.026419
3.880619
175.61238
1.12448
156
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.023278
3.165569
115.967057
0.926392
125.672157
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
0.626466
144.474037
0.756315
191.579565
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008054
6.076506
257.664503
0.922215
280.402688
0
5
Hyperthyroid
41
0
0
0
0
0
0
1
0
0
0
0
0
0
0
13.748736
1.785092
93
1.057655
89.447252
0
3
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.050773
2.36954
163.101535
0.816812
199.792208
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.145453
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.340004
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.029767
0.612646
100.389108
0.28
359.774331
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.823731
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2442
4.03304
201.553597
0.791072
255.455217
0
4
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002287
6.203624
246.627929
0.891525
277.865667
0
5
Hyperthyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.636365
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.086069
5.878614
301.569654
0.753106
74.019604
0
2
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.827499
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011736
1.232263
158.066041
0.894132
177.652833
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.132625
2.880844
409.555302
1.057474
387.100912
0
2
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.104701
1.385771
238.387563
1.125642
212.259204
0
3
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.049561
4.096487
121.624591
0.972141
125.410539
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011824
1.970635
17.341591
0
0
6.564122
5
Hyperthyroid
31
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.195444
3.212449
177.709519
1.672116
106.373476
0
4
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.034493
3.19662
118.831013
0.922883
129.220675
0
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.102422
3.055974
158.201277
0.935597
169.522043
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.093138
4.65738
246.404018
1.048413
234.869024
0
4
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.036661
4.268336
191.666145
0.996646
192.670057
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.143671
3.471872
216.109282
0.976718
220.812481
0
4
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.280755
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.141271
4.830165
116.488844
0.942793
123.209504
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.057483
4.64104
206.055176
0.880552
233.417236
0
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.037007
8.968902
227.035617
0.681069
336.054786
0
5
Hyperthyroid
41
0
0
0
0
0
0
1
0
0
0
0
0
0
0
7.770528
1.342261
93
0.913735
102.73216
0
4
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.012833
3.776948
108.330376
0.866043
125.191321
0
5
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.044541
5.823961
253.059152
1.035148
243.393485
0
4
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.013944
6.797225
220.275024
0.981833
223.816651
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.128833
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.798834
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.327575
1.113911
303.344851
0.866675
349.843617
3.657617
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160.620263
0.881013
183.037899
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.023828
3.176561
116.296835
0.92914
125.617194
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011811
3.578873
142.090543
1.230604
115.030181
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053638
8.254868
247.540795
0.974553
254.175008
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.001161
0.309585
211.38083
0.821548
255.839056
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.049544
3.518894
131.853455
0.990424
133.622121
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.048669
4.283434
137.183434
1.076923
127.715962
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.231907
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.633183
1.566577
116.333144
0.320001
369.664521
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.37662
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.090963
3.824198
199.192593
1.146025
173.590123
0
3
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.489786
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.030637
1.838239
180.184777
0.897707
201.17194
0
5
Hyperthyroid
56
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8.099002
1.4
42.66223
1.063444
40.32446
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022983
6.590557
227.828316
0.857124
266.21031
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.058086
17.071487
426.048882
0.693707
617.700624
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.058448
0.91568
229.11721
0.947534
241.831046
0
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.078498
1.263283
170.628446
0.872569
195.300439
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.687909
4.206537
129.084966
1.637843
78.32027
0
0
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.352363
169.328802
0.8251
206.18123
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56.858929
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022189
0
167.128036
1.024377
162.814885
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.114022
2.169738
151.597804
0.940443
161.616229
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024301
0
200.95428
0.775817
259.209144
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66.388009
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.522099
1.174544
68.812572
0.842755
80.805588
0
4
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.033924
6.844729
225.243291
1.010056
222
0
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.010047
0
155.47391
0.889953
175.478654
0
3
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.167212
1.049229
398.195253
0.975241
413.03362
0
1
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.474265
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.073426
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.963557
5.499103
278
0.78
356
16.591915
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.028013
3.323839
119.920536
0.955232
125.635713
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
5.510803
198.903976
1.04904
190.084021
0
5
Hyperthyroid
10
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.89437
5
Hyperthyroid