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
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0737
5.038993
215.22015
0.8613
249.700249
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.11871
5.31002
210.186204
0.847278
247.094521
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.058411
3.482365
128.011615
0.954942
134.352691
0
5
Hyperthyroid
27
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.686848
2.029831
23.745781
0.99737
23.026456
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05351
3.313823
131.010804
0.964363
136
0
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.714348
4.563296
288.841535
0.894208
323.105644
5.790519
5
Hyperthyroid
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
6.965217
256.093168
0.996273
257.118011
0
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.03216
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005474
3.016423
168.726275
0.959453
175.78102
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.497021
3.722492
147.644985
1.457751
101.579939
0
3
Hyperthyroid
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.14819
1.45068
196.180998
1.183371
166.361997
0
2
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.80188
214
0.925094
231.974932
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.146291
4.752471
184.156578
1.160522
158.736257
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.27076
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.004374
2.799191
186.377782
0.913758
206.375759
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.062855
3.393872
128.448474
0.950613
135.325912
0
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
3.361019
129.440747
1.031694
126.076401
0
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.730691
2.944826
135.954061
1.472756
93.115085
0
0
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.528146
146.595638
0.751011
195.292366
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.016518
2.725431
199.303553
0.989553
201.567006
0
3
Hyperthyroid
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
5.839299
179.661457
0.83214
216.01941
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.021992
3.418783
117.586309
0.937894
126
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173.379307
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.728289
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.05
7.200189
259.286522
1.018567
254.001885
0
5
Hyperthyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039232
4.142417
151.153554
0.883839
171.500949
0
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39
5
Hyperthyroid
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.272057
3.898045
50.862575
0
0
0
4
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012902
1.703458
147.160903
0.861073
171
0
3
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.171297
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045425
5.078914
269.236421
0.965578
279.231309
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.122442
5
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.124122
4.746254
248.606949
0.860366
290.175538
0
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.074496
4.900247
363.037701
0.89869
409.194067
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.400616
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
95.210507
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024184
1.62001
187.379003
0.731316
256.542138
0
4
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105.330366
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160.632938
0.837341
191.797625
0
5
Hyperthyroid
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113.739951
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.191148
5.04272
186.531348
1.168438
159.79171
0
5
Hyperthyroid
14
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.000256
0
155.205146
0.930513
166.128217
24.679459
5
Hyperthyroid
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07327
2.765792
28.542579
0
0
0
5
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.020914
2.195985
155.771464
0.889543
175.817171
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.054346
0.497348
188.701455
0.725235
262.261762
0
4
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.111778
3.724019
164.706698
0.961778
171.057736
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.070737
4.152753
233.785071
1.0919
214.472472
0
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.421491
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.018864
1.131838
178.192364
0.883217
202.25871
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.160788
4.47867
138.517775
1.202488
115.786703
0
5
Hyperthyroid
31
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.047968
3.043903
168.113851
1.549919
108.601618
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.925734
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011675
3.013692
158.205377
0.868289
183.581903
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.569462
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.086777
3.037779
129.488837
1.201666
108.322268
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.56193
1.433934
107.366912
1.021697
105
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.009271
0.896857
179.067687
0.724948
247.5834
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
69.521861
0.98586
26.534698
1.116761
23.210791
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.026775
3.262
119.405001
0.7919
151.025006
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.863089
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.013351
0.45395
177.020893
1
177.109903
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.886942
1.302305
43.907795
1.134885
38.419321
0
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.145926
7.405922
424.215029
1.061483
402.333062
0
0
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.064383
3.345221
245.150636
0.945206
258.588931
0
3
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.041261
7.193024
232.869416
0.902174
257.747766
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.152337
2.85013
131.232841
0.838332
156.033015
0
5
Hyperthyroid
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.579355
2.571163
26.952971
0.897726
13.001549
0
4
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.123909
4.284061
230.956369
0.758842
305.057006
0
4
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.146163
2.904067
161.063956
0.93064
173.936044
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.046164
3.476047
198.124485
0.755737
262.891741
0
3
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.335846
2.20034
96.342406
0.863407
111.500851
0
5
Hyperthyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.048183
4.172506
243.030756
0.945154
256.363466
0
3
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002135
3.242704
174.341634
0
0
0
3
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.059114
3.54683
185.00388
0.932755
198.543338
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.082574
5.561041
206.612752
0.886128
232.580871
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022896
1.290483
159.33486
0.908326
176.253436
0
5
Hyperthyroid
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.040825
5.005635
183.448851
1.013466
180.306892
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.040099
1.283165
318.024724
0.817871
392.49494
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.103587
3.336297
150.291236
0.972152
155.004295
0
0
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011599
6.362814
250
0.797732
312.907035
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.753606
5
Hyperthyroid
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.013626
9.913075
223.435483
0.644505
347.626152
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.042971
2.422001
157.874837
0.915626
172.968384
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.147575
4.880599
116.135809
0.940776
123.058204
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.159194
3.011388
94.98102
1.108292
86.767892
0
3
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.017559
3.062796
133.767752
0.940473
143.068784
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.108662
7.069011
244.825571
0.96624
253.403043
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.632893
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.366111
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015426
3.693479
118.78428
0.902876
132.280933
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09772
4.009006
131.454972
0.95455
137.818011
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.295633
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.124865
4.025366
291.067451
0.905337
321.621699
1.709673
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.026618
3.62005
165.726522
0.825971
200.53236
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.020899
3.761833
162
0.754269
215.325986
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.033749
1.217801
152.749874
0.895714
171
0
3
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.177544
3.710174
250.484883
1.247186
200.945929
0
0
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.143057
4.110964
188.531567
0.927342
203.485063
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.007731
3.448726
143.915959
0.841261
170.663835
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.509218
150.546089
0.815338
185.981564
0
5
Hyperthyroid