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
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.300405
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.022434
3.489487
118.381727
0.94408
126
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.515162
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.043988
3.337347
134.813263
0.988133
136.474695
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.86279
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.09377
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.122759
2.546577
220.541287
1.001793
219.910373
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.106395
5.15446
233.2277
0.887173
262.793167
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
4.111948
164.176996
0.967065
170.823004
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.775797
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.026317
3.52404
142.50384
1.168875
122.240401
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.017998
2.447668
164.519658
0.820799
200.359951
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
168.432327
0.83474
201.979177
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.021228
4.500401
282.526033
0.793578
355.698265
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.025298
157.621722
1.431253
109.997616
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.046589
0.938082
194.023362
1.05
185.023362
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.034551
5.267831
249.136234
0.850464
293.542075
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
143.350332
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.295271
193.288968
0.946025
204.481614
0
5
Hyperthyroid
33
0
0
0
0
0
0
1
0
0
0
0
0
0
0
8.770286
1.987
91.037141
0.821486
110.870005
0
5
Hyperthyroid
42
0
0
0
0
0
0
1
0
0
0
0
0
0
0
6.587535
1.266593
94.336288
0.911136
104.111357
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005673
3.718479
139.865496
1.092772
128.269008
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.143989
3.549504
218.272948
0.988486
220.504965
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039459
0.847697
150.825656
0.966954
156
0
3
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.71204
5
Hyperthyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.062343
5.456054
249.395616
0.82619
302.53131
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.761353
1.225289
9.955472
0.704541
10.721278
7.260027
5
Hyperthyroid
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.042536
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.046395
3.08279
157.1721
0.911395
173.065198
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.040837
6.097507
165.029388
0.815565
202.221727
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.074283
1.446581
153.964387
0.698932
220.606363
0
3
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.737881
4.447889
268.051472
1.188074
224.394449
0
0
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.001026
0.636067
228.667377
0.944363
242.179269
0
3
Hyperthyroid
30
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.296027
3.005724
156.462622
1.442687
108.462622
0
3
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.446666
2.167831
92.15132
1.241513
74.495237
0
3
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.11383
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.01036
3.31441
129.096068
1.23
105.072051
0
3
Hyperthyroid
42
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02828
2.966243
126.356648
0.8
158.363007
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.044067
0.7238
228.101509
1.045761
218.305213
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.047185
4.554852
192.126197
1.028519
186.992711
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002341
7.637458
292.635421
0
0
0
0
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102.159382
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.037748
1.056956
186.682135
1.052848
177.245032
0
3
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.123325
166.095735
0.805205
207.424718
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.032094
1.679829
158.832479
0.910838
175.123078
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.018175
4.089398
156.547469
0.764562
204.543776
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.284218
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.450192
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
5.324109
1.593006
43.930063
1.067761
40.629431
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.029584
4.78951
281.063311
0.878752
319.698013
0
5
Hyperthyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039262
4.122483
151.184564
0.880369
172.147651
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.122778
3.806791
155.052467
0.871728
177.706791
0
3
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.037336
0.649737
161.532852
0.947904
170.742445
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.774956
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.261753
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.052563
8.061332
252.285954
0.994622
253.386682
0
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.16612
7.092622
208.653004
0.886694
234.644807
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.194852
2.986051
131.836931
1.255108
105.605115
0
4
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.016942
2.141984
71.316321
1.136312
62.737602
0
1
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.006013
0.821728
161.599157
0.803987
200.801685
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.174186
7.474107
212.838761
0.892581
238.322479
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04252
0
170.208671
0.633774
277.88369
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053366
0.964752
138.007924
0.846713
163
0
5
Hyperthyroid
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.094885
3.931417
128.977
0.924712
139.854417
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.129524
1.125746
204.901711
0.807254
253.725428
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.044574
5.516313
229.553186
1.05461
217.63121
0
5
Hyperthyroid
59
0
0
0
0
0
0
1
0
0
0
0
0
0
0
4.134628
0.907004
89.070036
0.719222
125.221808
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.178671
4.247553
233.146841
0.733287
318.929992
0
3
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.069773
5.613657
191.272701
0.872727
219.772774
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
9.10646
230.800662
0.655334
352.467145
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.243892
4.383493
191.80191
0.91099
210.570805
0
5
Hyperthyroid
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
7.375896
256.679852
0.972806
264.158222
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.497744
4.012674
133.357663
0.287873
467.132046
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002375
5.296833
180.778309
1.039367
173.90499
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.007886
3.625872
118.940296
0.900796
132.800985
0
5
Hyperthyroid
38
0
0
0
0
0
0
1
0
0
0
0
0
0
0
15.050469
1.919416
87.281521
1.081747
80.902918
0
2
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.014942
0
172.770383
0.977587
176.505824
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.716585
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.046188
3.403529
171.59711
0.868058
197.582663
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.007267
3.077739
157.546525
0.870648
182.287396
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
190.117651
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.255703
3.759383
167.091427
0.462245
379.744688
0
5
Hyperthyroid
67
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
0.131641
4.735399
116.379848
0.934935
124.266158
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04874
0.411608
179.176024
1.12664
159.512031
0
3
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.044578
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.529052
3.264527
197.429908
0.289597
684.615099
0
5
Hyperthyroid
57
0
0
0
1
0
0
0
0
0
0
0
0
0
0
13.722443
1.600724
35.98552
1.022947
35
0
5
Hyperthyroid
54
0
0
0
1
0
0
0
0
0
0
0
0
0
0
9.184251
1.451899
43.769338
1.038073
42.48101
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.127001
2.469263
150.299862
0.92946
162.115438
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.068205
1.220986
47.412382
1.132865
41.706191
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.115205
5.354573
238.338597
1.068759
222
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.043377
2.034678
100.622516
1.007959
99.82661
0
4
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.451337
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.094292
1.847417
161
0.918474
176.305165
0
5
Hyperthyroid