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
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.043549
3.829014
245.290135
0.962901
254.064797
0
3
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.327545
2.40689
93.204594
1.131357
82.455123
0
3
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.042706
12.446912
400.743094
0.780925
512.828729
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
6.387416
191.111854
0.971119
196.902128
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.309313
1.817444
36
1.198996
30.174444
0
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100.749793
5
Hyperthyroid
56
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8.052746
1.4
42.456651
1.068584
39.913302
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.23118
3.4764
161.3174
0.91882
175.3062
0
0
Hyperthyroid
35
0
0
0
0
0
0
1
0
0
0
0
0
0
0
7.914722
1.442944
79.420282
0.9
88.990838
0
1
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.06738
3.575927
154.57222
0.901926
171.71112
0
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.645416
3.154768
94.742054
1.086785
88.042378
0
3
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.021949
9.73089
369.746886
0.66119
604.873311
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.218703
2.109351
219.570764
0.296817
739.245253
0
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.595695
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.455916
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.21362
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.402625
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.649529
1.362491
300.700942
0.848103
354.486604
6.082548
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.511881
3.856964
143.335988
0.28
517.696424
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.136697
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.000674
6.483256
247.595887
0.890449
279.37138
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.104775
4.519116
283.79045
0.797371
355.61397
20.174625
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.225821
2.942033
120.889357
1.070619
112.944679
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.237893
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.290358
6.387875
169.192841
0.86
197.224981
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.010442
3.080445
189.212579
0.877347
216.309531
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.516452
4.000137
141.267122
1.178384
57.464386
0
0
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.699081
157.224264
0.994828
158.629289
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.286573
4.781563
159.703429
0.28
581.210504
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.886152
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.177624
3.8663
250.016518
1.216795
205.65749
0
0
Hyperthyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.24578
4.314914
235.820446
0.699102
337.215465
0
3
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.024038
5.271126
274.727619
0.769413
356.577479
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.908717
2.316182
122.73858
0
0
0
4
Hyperthyroid
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.858355
0.059133
1.18266
0.289752
1.18266
0
1
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.416687
0.12142
69.325446
1.085834
64.202366
0
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.319823
0.572144
81.953574
0.983839
83.046426
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.641067
2.418464
107.466775
1.4939
72.358933
0
4
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.539083
2.160083
130.810832
1.21605
107.604999
0
5
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.654892
1.083793
94.190166
0.817817
116.014049
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.65295
1.20823
32.694101
1.128765
29.388201
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.306885
1.546176
87.84608
1.044608
84.231356
0
5
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80.045937
0.404594
9.022968
0.852067
10
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113.447722
0.182091
16.179089
1.018134
15.634317
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.660779
2.118587
81.135688
1.088643
74.407065
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.419094
2.055361
87.361812
0.902554
97.106365
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.6508
1.388042
43.626808
0.981493
44.552169
0
4
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.291704
0
78.538677
0.827381
94.708296
0
0
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.030909
2.000343
69.027475
0.970446
70.996566
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.741814
2.180173
90.700432
0.965991
94.101295
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.081789
0.539313
40.393131
0.930158
42.770447
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.249598
0.472224
70.373028
0.797222
88.325394
0
3
Hypothyroid
33
1
0
0
0
0
0
0
0
0
0
1
0
0
0
11.883154
1.540896
86
0.994742
86.525808
0
1
Hypothyroid
66
1
0
0
0
0
0
0
0
1
0
0
0
0
0
38.529714
0.876743
41.237712
0.782377
52.64857
0
4
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.735223
2.085911
111.535223
1.000704
111.197165
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.70268
1.215178
66.924108
0.741652
90.062492
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.521221
1.88759
38.07446
1.130248
34.04964
0
3
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.633282
143.998452
1.208324
118.666409
0
4
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73.030175
0.4
5.445389
0.83606
6.515088
19.51551
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.434882
1.90669
91.665475
0.83632
110.066905
0
2
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.702988
1.362812
40.884359
1.067438
38.256239
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.39659
1.209835
50.624218
0.914855
55.346788
0
3
Hypothyroid
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
210.660219
0.567611
7.40884
1.098018
7.214503
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.692761
1.861448
66.228956
0.983855
67.536195
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.411941
1.511941
114.039804
1.055199
107.259951
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.596226
0.330283
26.596226
0.84183
31.752359
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.997944
1.616006
81
0.9021
89.790015
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.622587
2.031798
119.364035
1.029539
115.410087
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.521613
1.842027
65
0.968987
67.681075
0
3
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.54375
0.3
6.07375
0.407837
2.90325
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.471115
1.794693
74.710386
1.000788
74.447308
0
1
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.725973
1.966728
98
0.88
111.533272
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.616386
2.423537
0.460337
0.061378
0.583093
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.633579
144.00737
1.208376
118.667895
0
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.228907
0.091657
34.977675
0.642221
54.366628
0
4
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.698188
0.948676
96.503485
0.915077
105.495121
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.83029
1.28507
72.638024
0
0
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.79898
0.159796
84.20102
1.006576
83.54344
0
5
Hypothyroid
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.882097
0.658734
52.176855
1.097031
47.884276
0
3
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10.66259
2.181638
93.528139
0
0
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
174.862441
0.947913
15.35626
1.25575
12.35626
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.014195
2.482966
77
0.949858
81.014195
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.999813
0.800037
52.999627
0.859996
61
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.661398
0.540429
116.227959
1.001398
116.474185
0
3
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.745214
0
119.314997
0.909314
131.534287
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.198949
1.354256
134
1.117447
120.255342
0
4
Hypothyroid
79
0
0
0
0
0
0
0
0
1
0
0
0
0
0
12.412208
0.436643
0
0
0
0
5
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.981232
0.683075
119.71387
0.881785
135.535402
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
161.700791
0.663937
31.074802
1.046598
29.659842
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.411345
0
107.539015
1.022695
105.269508
0
5
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.676777
0.189498
101.406066
1.089475
93.458578
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
10.592918
2.259292
80.209443
1.062331
75.383475
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.709741
1.891689
95
0.984584
96.361036
0
0
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.787412
0.209976
53.737529
0.98538
55.099765
0
3
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.280769
1.2
47.676809
0.880505
54.151551
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.82268
2.133099
117.667253
1.074448
108.333626
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.472677
0.290028
93.659154
1.211865
76.868169
0
4
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80.594723
0.340528
8.048443
0.597243
7.026385
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.393959
1.834985
88
1.013498
86.650152
0
4
Hypothyroid