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
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005755
5.292327
180.462906
1.038465
173.769817
0
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.261239
7.750095
213.80884
0.88646
240.387609
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.108584
4.1255
161.640249
0.970765
167.0255
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.051991
7.115976
250.619247
1.016105
245.991251
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.011331
5
Hyperthyroid
32
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.632472
3.733708
141.660676
1.343169
106.341571
0
3
Hyperthyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053191
6.180852
254.83405
1.039745
243.910642
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.001927
0.513793
210.972415
0.822569
255.073278
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.233698
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.070848
5.331024
192.743732
0.877148
220.285167
0
3
Hyperthyroid
35
0
0
0
0
0
0
1
0
0
0
0
0
0
0
56.179648
0.930877
30.617544
0.827003
37.958598
0
3
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.08408
4.64261
215.681604
0.962421
224.076258
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.082004
3.197794
207.430133
0.944743
218.985291
0
2
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.807293
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.901551
2.764516
85.323823
0.958945
88.143921
0
3
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.302686
3.115821
130.420897
1.577462
86.152275
0
2
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
10.383937
226.694484
0.650772
349.501572
0
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.634086
5.6213
261.422397
0.855993
305.628177
8.815895
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.422434
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024295
3.304617
197.125153
0.904532
217.54678
0
1
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.656883
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.010543
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.138965
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.094584
4.002779
131
0.959722
136.750022
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038018
5.245163
272.235015
0.97705
279.276559
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.491137
4.705653
165.532457
0.28
602.565276
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.550953
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.63855
5
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.523631
1.266875
44.656234
0.979499
46.01252
0
5
Hyperthyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.714391
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.000836
0
157.992085
0.876605
181.503958
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.368514
1.325231
70.377401
0.853767
81.501067
0
4
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.648915
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.874998
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.762305
2.916086
136.624651
1.432521
95.605845
0
0
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.014625
6.008011
190.380063
0
0
0
4
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.673058
5
Hyperthyroid
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.028766
3.882007
240.966553
0.919666
262.066893
0
4
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.791346
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.652289
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
5.025292
243.918705
0.66991
361.941287
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.248431
1.620312
13.203117
0.899237
13.68404
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.018307
2.979001
131.580014
0.804514
163.902865
0
5
Hyperthyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.069527
3.934319
150.047339
0.980769
154.236694
0
3
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.020514
3.610288
177.282306
0
0
0
4
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.144267
1.714756
34.859023
1.015869
34.567199
0
4
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.243785
8.03884
211.521578
0.877608
240.239211
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109.591613
0.327219
335.195363
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.014154
3.080422
198.90211
0.911691
217.6202
0
1
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.075449
3.730617
132.846913
0.968469
137.261235
0
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.133865
4.595353
239.953526
0.685174
349.354769
0
3
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.245085
3.483616
127.482789
1.339913
96.448368
0
2
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.54277
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93.548457
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111.098525
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.170751
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.027381
3.723789
164.928545
0.844524
195.119009
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.068595
1.797584
209.595167
0.827976
252.92145
0
5
Hyperthyroid
30
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.449187
2.118386
42.518898
0.961512
44.443305
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.004577
3.042324
129.153513
0.834921
154.915351
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.119272
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.305011
1.447041
43.10167
1.092458
39.427923
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.052487
4
214.997625
1.074994
199.998812
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
4.724487
255.860962
0.867978
294.946275
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.147726
4.120776
151.350853
1.178173
58.207347
0
2
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.210959
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.633146
1.235098
32.61561
0.984373
33.721464
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.740011
192.358116
0.948093
202.930194
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022716
2.364641
185.724183
0.995431
186.425273
0
3
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111.313775
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.019694
3.348973
199.44905
1
199.44905
0
3
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.950039
1.295458
71.136413
0.871364
81.772748
0
2
Hyperthyroid
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.031833
3.956867
178.140183
1.14097
156
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.333659
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.031634
3.4
130.90663
1.016732
129.326794
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.01433
5.455906
213.118127
0.901181
237.102342
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.075776
1.919654
214.273274
0.830103
256.747414
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.018628
3.235611
179.296438
0.946372
189.022137
0
3
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.109213
5.341416
252.631493
1.007433
250.21733
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113.565388
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024089
4.567674
196.319655
0.987732
198.773218
0
3
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.704241
1.928167
36.619698
1.264648
29.605608
0
5
Hyperthyroid
26
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1.169166
3.339456
174.746017
1.591678
110.183693
0
2
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.913165
6.440704
216.738823
0.848918
255.802347
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.550401
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.018863
3.326359
204.036232
0.623954
327.397871
0
5
Hyperthyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022224
3.590523
154.555282
0.874921
177.586872
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.528584
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.202651
3.925007
247.189396
0.922424
267.840942
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.048514
3.147104
125.115834
1.119672
112.148645
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.060043
2.057754
151.956874
0.90319
168.310333
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08278
8.069129
243.773226
0.984535
247.639355
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.855877
210.499046
1.207052
174.603082
0
0
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.027505
5.951007
242.995728
0.959969
253.003662
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.788199
5
Hyperthyroid
30
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.19231
2.948077
159.961549
1.434808
111.320516
0
4
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.036619
0.16547
162.889687
0.948897
172.110313
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6401
3.079358
138.972943
1.415381
98.076151
0
0
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.016121
4.001783
180.547631
0.95623
188.339277
0
3
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.898491
5
Hyperthyroid