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
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.212753
7.387719
213.551057
0.872245
244.265408
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.852533
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.023657
3.685136
120.582784
0.961199
126
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.722126
5
Hyperthyroid
62
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3.572461
0.834931
88.34931
0.686068
129.113728
0
5
Hyperthyroid
39
0
0
0
0
0
0
1
0
0
0
0
0
0
0
98.244828
0.725672
26.513443
1.242508
20.611944
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160.82718
0.891359
181.38256
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.033518
174.899447
0.98622
177.310988
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
68.753828
5
Hyperthyroid
42
0
0
0
1
0
0
0
0
0
0
0
0
0
0
18.328359
2.057024
41.079895
1.132204
36.429763
0
5
Hyperthyroid
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.069368
3.073684
181.010526
1.160842
156
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.042474
4.652966
194.425077
0.824599
235.27523
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.160125
3.910764
251.556946
1.103417
227.538179
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.900974
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.901245
4.105804
119.712958
0.28
432.61038
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91.423206
5
Hyperthyroid
24
0
0
0
0
0
0
1
0
0
0
0
0
0
0
11.024152
1.792154
75.947691
0.943823
81.052309
0
1
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.292528
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.69471
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.198283
3.831479
251.72337
1.12876
222
0
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.40289
5
Hyperthyroid
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.411678
1.274205
30.556541
1.418463
22.020325
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.222094
4.886066
170.558122
0.86
198.817809
0
5
Hyperthyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.023999
3.65141
154.20011
0.875428
177.028745
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.856915
1.787351
118.17391
0.316482
377.154125
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.042828
2.021913
154.565609
0.906089
171
0
3
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.004795
1.39049
215.930931
0.901231
239.164164
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.042062
3.334462
123.101551
0.956554
128.790785
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.398007
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.285847
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.416303
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.094336
3.377342
241.165588
1.273813
189.629642
0
4
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002742
1.75505
189.967017
0.923546
207.354641
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.131604
5.845514
255.287719
0.977358
260.856141
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.250141
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
9.200741
230.497614
0.654997
352.248277
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.061616
2.05057
171.359749
0.872805
196.158495
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.063874
0.355281
140.529871
0.861424
163
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.637368
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04733
3.753391
244.533906
0.955339
255.199141
0
3
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.075171
3.297949
238.972655
1.280684
186.89062
0
4
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.466106
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.003722
3.870228
239.95038
1.251489
191.751899
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.002709
6.066662
213.833311
0.937083
228.54174
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06842
17.081552
423.062783
0.67684
626.659958
0
5
Hyperthyroid
33
0
0
0
0
0
0
1
0
0
0
0
0
0
0
53.344966
0.992501
31.850015
0.785099
40.670033
0
3
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.209725
3.83163
247.1611
0.923556
267.4165
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0246
4.428002
162
0.7444
218.040008
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.238583
5.587771
165.816572
0.919662
35.68088
0
2
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.030316
3.884842
241.97057
1.248484
193.818987
0
4
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.001428
3.879598
141.081606
1.122652
125.795984
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.060449
3.35596
137.723687
1.313057
105.417956
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.939178
1.561487
75.087906
0.296417
11.358043
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.761014
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.046496
5.944885
355.386196
0.951969
371.763855
0
5
Hyperthyroid
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
6.638542
255.626489
1.01494
251.517863
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.041402
3.332578
122.932023
0.956742
128.583584
0
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.084495
3.044299
129.228052
1.196776
108.550455
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.014478
3.860803
204.278394
0.839304
242.521988
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.420995
4.1363
143.273997
1.618613
88.729494
0
1
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.705936
3.615677
164.348558
1.47554
111.529682
0
1
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.047416
4.74384
197.292267
0.833372
236.044889
0
5
Hyperthyroid
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.089927
7.001093
263.794901
1.019982
258.199636
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.542976
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
153.115341
0.869674
176.360927
0
5
Hyperthyroid
52
0
0
0
1
0
0
0
0
0
0
0
0
0
0
9.971867
1.639574
40.042595
1.036469
38.021298
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.22125
2.767493
66.724993
0.92775
71.675027
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035509
4.637141
191.550893
0.992036
193.419193
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.066927
0.848112
148.265035
0.955301
155.46993
0
2
Hyperthyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.289538
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
3.68983
279.440886
1.520934
186.372743
0
2
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.033009
5.27994
214.880242
0.887994
242.601812
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03638
12.871654
405.351996
0.785443
515.901331
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.640015
1.559302
36.813963
0.99814
36.688378
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.545096
1.442747
42.427473
0.804808
54.15274
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.585318
3.30457
93.803046
1.047574
89.636556
0
3
Hyperthyroid
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.182364
3.263414
40.791734
0
0
0
5
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.235392
2.786111
62.761098
1.148611
54.127768
0
1
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002081
1.290039
231.409843
0.95913
241.335433
0
2
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.189169
1.514268
37.714633
1.007146
37.22878
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012686
3.490886
204.462831
0.853885
238.760185
0
5
Hyperthyroid
33
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.076106
3.937172
155.238891
0.878318
176.778787
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.311503
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.878679
5.906566
218.880422
0.803587
272.804219
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
92.602342
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008819
1.469766
12.933941
0
0
12.774902
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.195548
3.782194
252.50143
1.241424
203.394593
0
0
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02998
4.299595
188.975716
0.799919
235.995953
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.662509
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.558841
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.581248
1.582812
36.636719
0.949492
38.808595
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.090801
3.922518
131.887409
0.958874
137.645036
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.124778
3.215441
190.008893
1.064956
178.017785
0
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.016088
3.918927
236.403879
1.219717
194.081965
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.287585
3.8834
202.211318
0.800528
253.052829
0
5
Hyperthyroid