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
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.536258
5
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.003516
2.390879
154.264802
0.760776
202.109599
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.708531
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.771194
0.357383
99.539298
0.28094
354.617895
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.089402
5
Hyperthyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.054703
6.1318
254.811862
1.037413
244.493862
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.061564
3.390184
128.116545
0.950982
134.920222
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.016911
4.392956
191
0.996179
191.764232
0
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.264745
8.424056
211.118621
0.881763
238.589794
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
5
Hyperthyroid
16
0
0
0
0
0
0
1
0
0
0
0
0
0
0
14.944562
1.722175
76.583157
1.046674
73.804909
0
3
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.32598
1.423082
39.538361
1.025384
38.323017
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.94045
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024826
5.361732
245.495682
0.977826
250.860844
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
193.5481
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.029478
3.362609
120.313046
0.962087
125.104349
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.043813
12.372575
399.936466
0.780134
512.290978
0
5
Hyperthyroid
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.077905
7.000035
255.604732
0.955814
267.58142
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.647495
4.255354
127.66061
1.588748
79.892927
0
0
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.018129
3.599323
196.63262
1
196.63262
0
3
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
159.72336
5
Hyperthyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.212701
3.263339
67.237937
0.956816
69.794233
0
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.859729
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.142458
4.730169
211.802636
0.842011
251.599624
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.122613
5.054266
376.869229
0.898291
425.125695
0
2
Hyperthyroid
50
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
1
0
0
0
0
0.025
7.608415
199.814412
0
0
0
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.155216
5.285247
264.682562
1.01
262.208642
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.24189
5.321578
170.162202
0.86
198.355902
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.879454
5.537485
278
0.78
356
19.790408
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.741745
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.191126
0.381599
253.69266
0.888463
284.419902
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.023504
5.396125
218.376752
0.812465
269.221767
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.042975
2.24802
192.297494
1.0219
188.56629
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.034847
3.310511
294.061007
0.904847
325.250828
0
5
Hyperthyroid
58
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.06292
3.376849
207.563886
0.617685
334.755044
0
4
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.033688
4.373751
193.425087
0.81475
236.737515
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.609664
173.171008
0.978538
176.926891
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.744371
1.248124
32.992495
0.861881
38.766886
0
3
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.221987
3.902278
248.960904
0.941205
264.019548
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.696549
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.209017
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.328538
1.25113
35.180732
0.963532
37.248506
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.553204
3.114892
115.155985
1.089432
105.425542
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.962098
1.637148
35.257034
0.98257
35.754221
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.191477
2.986547
131.807153
1.254215
105.654745
0
4
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.654421
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.153646
3.228472
162.569438
0.932118
173.788203
0
3
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.63565
1.861669
15.616695
0.652516
9.929586
0
5
Hyperthyroid
45
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.026926
3.215569
134.073855
1.007705
133.303397
0
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
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
27
0
0
0
0
0
0
1
0
0
0
0
0
0
0
84.868528
1.069279
33.385588
1.029406
35.11125
0
3
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.082368
6.904085
258.734229
0.997053
259.132886
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.253268
4.864717
255.941508
0.737984
346.021158
11.869945
3
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.020833
5.645829
212.541711
0.905833
235.166692
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111.802493
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.161229
3.933475
200.889835
0.777797
259.105909
0
3
Hyperthyroid
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.198492
5.372627
271.394406
1.047123
258.742458
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.011702
3.120468
205.759064
0.835602
245.298245
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.026842
0
170.580275
1.000535
170.104931
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.63167
1.60043
42.54389
1.106403
38.451808
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.121681
5
Hyperthyroid
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.141524
4.356055
36.206239
0
0
0
3
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.034796
3.777547
124.469436
0.972653
128.44906
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.050049
3.449838
126.508114
0.937541
135.252434
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.949091
2.570595
124.174865
0.28
446.151535
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.109892
3.885317
193.143739
0.904281
213.287479
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
5.591904
242.097452
0.667886
360.625938
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002376
0
138.801582
0.697024
200.54565
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.033354
5.020741
191.56094
1.086707
176.054883
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.37783
188.930124
0.955711
197.216873
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.110091
1.281575
43.703364
1.077416
40.480886
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.090231
5.841798
206.782908
0.887829
232.325638
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.046376
2.293377
51.39739
0.940926
34.754929
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.000037
0
161
0.9
180
0
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.129161
4.364121
191.885459
1.095649
174.717574
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.079618
0.272242
172.012993
0.885065
194
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.173051
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008111
5.995427
182.599837
1.03
175.755411
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.469142
152.739443
1.435691
106.446867
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.511506
1.391182
42.646896
1.074998
39.323448
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4721
3.482205
94.196326
1.037669
90.952929
0
3
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
154.566392
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.767084
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.082845
4.653886
134.8772
1.049699
129.137829
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.025
6.128719
191.55564
0
0
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.529495
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.047968
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.077333
4
219.584578
1.086461
202.292289
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.079444
3.611076
231.000911
1.195565
194.110301
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03494
2.532458
180.423098
0.927115
194
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.866296
2.969594
138.391878
1.421135
97.278376
0
0
Hyperthyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.955382
2.10271
77.966122
0.990576
78.928855
0
2
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.779239
3.150942
120.434061
1.139435
105.49058
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.123853
3.888624
200.590828
0.771817
260.750446
0
3
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005456
2.702416
157.008055
1.004048
156
0
4
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.272666
5.998657
168.179987
0.859089
196.179987
0
5
Hyperthyroid