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
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038925
3.726166
189.476673
0.922617
205.387929
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.069937
0.186981
206.126055
0.811471
253.705872
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.034656
7.48982
235.965569
0.910344
258.862275
0
4
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.028979
3.677087
135.650093
1.04421
130.458256
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.041749
3.10329
195.966415
0.750833
261.616518
0
3
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.344283
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.26012
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.034994
5.66931
211.846548
0.902315
234.99872
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.071529
5.225603
217.735406
0.864339
251.694163
0
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.128632
4.455189
246.896218
1.01388
243.120273
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.992626
1.4
37.022605
0.837844
44.726947
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.38588
3.952935
124.069565
1.446576
86.208696
0
0
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.452239
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.005693
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.0176
0.445859
212.527991
0.822347
256.941334
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011468
0
165.527359
0.94204
176.44279
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.092769
1.599744
33.634039
1.348247
25.724251
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.029527
2.992728
197.629087
0.91
216.629087
0
1
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.448866
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.016609
2.258773
173.006965
0.853357
203.003482
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.078976
3.318868
145.598383
1.193154
122.881406
0
5
Hyperthyroid
51
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5.969367
1.553063
43.061265
1.091734
38.826582
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.001765
3.843523
140.647017
1.111528
126.705965
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.757058
1.24096
44
1.061808
41.409605
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03429
3.862603
118.393994
0.90808
130.97998
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.006536
6.998656
257.320711
0.787385
326.458158
0
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.281819
7.37034
222.148302
0.862552
256.637946
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.225554
5
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.016414
5.802064
256.22084
0.84807
303.234271
0
5
Hyperthyroid
57
0
0
0
1
0
0
0
0
0
0
0
0
0
0
10.331761
1.491347
38.173057
1.081282
35
0
5
Hyperthyroid
57
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.245737
4.181242
235.351981
0.698124
336.948841
0
3
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.043567
3.471445
125.427774
0.932139
134.928332
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.857601
1.002373
37.788875
1.084116
34.788875
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.070147
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015088
1.433367
301.964772
0.885088
341.552341
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01288
3.959448
239.009201
1.220276
196.359516
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.931227
2.581577
100.166867
0.787323
127.523752
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.287207
1.152187
66.174197
0.839133
78.652332
0
4
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.638685
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.245307
6.643754
169
0.855625
197.875087
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.020107
3.704268
131.695118
1.23
107.021339
0
4
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.18781
1.779797
430
1.09
395
0
0
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.487428
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.10707
4.686569
240.865691
0.681754
352.205284
0
4
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.889147
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.180341
2.633214
113.908439
1.081661
105
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.095867
4.328331
132.598319
0.9911
134.3467
0
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.824626
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.700071
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.173715
3.837547
430
1.09
395
0
0
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.043548
4.022601
151.354797
0.89774
169.161622
0
4
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012
6.700017
219.400153
0.976001
224.399898
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.114784
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.017499
3.608346
135.166928
1.061669
127.749922
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173.496465
0.854217
203.537374
0
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025311
2.760697
155.303486
0.970895
160.820915
0
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.402192
5
Hyperthyroid
55
0
0
0
1
0
0
0
0
0
0
0
0
0
0
11.21619
1.500578
40.647392
1.009884
40.317914
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.050323
4.303264
131.70998
1.109033
118.645323
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.009484
3.390768
139.815366
0.828044
168.608781
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.850782
2.539317
95.767805
1.179102
82.571705
0
3
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01243
3.352319
116.523186
0.904954
129.532461
0
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.00511
0
143.051471
0.760882
188.867645
0
4
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.61656
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.645371
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.240976
4.230721
236.307207
0.698848
337.960022
0
3
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.018952
2.590175
160.7365
0.791048
202.527
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053952
8.386772
243.895159
0.980419
248.790318
0
4
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.048171
4.258527
137.158527
1.075304
127.890312
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.381109
3.9
140.470819
1.379416
102.5214
0
2
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022748
7.963972
211.006984
0
0
0
4
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.827381
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.065076
4.649242
241.059333
0.822386
293.761369
0
5
Hyperthyroid
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.091954
3.367817
240.898872
1.274575
189.305774
0
4
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025129
0
151.801784
0.939138
161.431119
13.577798
4
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.461684
1.295022
46.099567
1.087738
42.475108
0
5
Hyperthyroid
44
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3.82328
1.115815
100.367389
0.961395
104.613949
0
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.009667
2.803448
204.434004
0.865339
235.765759
0
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012113
1.150768
303.15466
0.882113
344.006486
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.959283
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.44168
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.048625
0.378146
193.412523
1.05
184.412523
0
5
Hyperthyroid
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.159943
5.950848
268.696042
1.037486
258.549717
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.914179
5
Hyperthyroid
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.22555
4.966752
273.288492
1.053887
258.877749
0
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01734
3.920399
236.124103
1.217361
194.243941
0
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.140288
3.976925
244.480708
1.116731
218.46151
0
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.075546
3.338227
238.017015
1.269624
187.873765
0
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0.076018
150.140774
0.882815
170.662144
0
2
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.097477
1.657108
169.638768
0.840505
202.050461
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.836493
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.408221
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.989991
7.472072
254.264267
0.798529
317.847849
3.127129
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
127.377422
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.058256
17.094421
426.146472
0.693121
618.300803
0
5
Hyperthyroid