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
36
0
0
0
0
0
0
1
0
0
0
0
0
0
0
7.785153
1.417031
81.88209
0.9
91.711784
0
2
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.079954
5.958536
188.129064
0.838618
225.474596
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.012499
3.333085
201.332341
0.82166
244.66766
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024998
5.124815
240.249795
0.919997
261.750697
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.952357
5
Hyperthyroid
36
0
0
0
0
0
0
1
0
0
0
0
0
0
0
8.136311
1.709636
91.82961
0.853184
108.096364
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.260524
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.070837
4.591635
239.235093
0.813745
294.625482
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.147067
3.282404
133.510257
1.242551
107.941346
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.693613
2.170213
94.687954
0.861135
110.148934
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.20724
3.306901
262.868771
0.997172
263.861988
0
4
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.211027
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.157214
5.704748
430
0.956889
473.281815
0
1
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.101782
2.239199
164.374908
0.826964
198.982182
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90.296362
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.189035
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.010409
7.204452
250.312275
0.795725
314.282487
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.097106
3.034726
235.463019
1.368425
172.852077
0
1
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160.862675
0.893134
181.098599
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022166
3.014578
172.340078
0.851134
202.670039
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.052929
8.127277
251.040328
0.992424
252.727233
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.000478
2.928235
169.047843
0.960239
176
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.120492
4.585535
182.790739
1.155969
158.129218
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
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
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.180895
4.46179
129.203141
0.865852
149.516326
0
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.559245
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.415243
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008162
2.367061
201.875874
0.844272
239.226759
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04861
4.277838
188.500337
1.055003
178.721961
0
5
Hyperthyroid
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011854
0.146988
155.237078
0.928578
166.521572
23.814609
4
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.602343
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.129124
5.898837
255.46133
0.97835
260.769335
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.203643
1.595629
67.198543
0.863752
77.418943
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.979314
5
Hyperthyroid
59
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.88134
1.074231
65.51538
0.83
78.51538
0
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
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.990079
1.599695
32.99771
1.28013
26.495803
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.188957
3.352607
260.674851
0.991687
262.947855
0
4
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107.527367
5
Hyperthyroid
24
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.897026
2.263363
29.584065
1.039405
27.930615
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.096442
6.489521
176.689274
0.685839
33.883714
0
3
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.719537
1.143907
22.646022
0.96708
24.450654
0
3
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61.37794
1.596654
32.235442
1.112689
28.504339
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.242183
5
Hyperthyroid
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.094697
3.92829
128.93948
0.924244
139.88881
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.880664
5
Hyperthyroid
31
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.028999
2.986996
164.509761
1.502497
109.550063
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02041
1.886715
154.289051
0.987734
156
0
4
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.117939
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.964823
5
Hyperthyroid
39
0
0
0
0
0
0
1
0
0
0
0
0
0
0
7.483297
1.356659
87.617366
0.9
98.050773
0
3
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.249951
3.301045
247.003401
0.930019
264.9983
0
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.061749
3.376162
182.746128
0.994923
183.63468
0
4
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.697514
3.853531
149.991539
1.539958
97.597462
0
0
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.087692
0.504052
100.581425
0.281326
357.744274
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053504
2.912286
201.401654
0.77168
261.66391
0
3
Hyperthyroid
41
0
0
0
0
0
0
1
0
0
0
0
0
0
0
9.593583
1.477302
93
0.957623
98.680926
0
4
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.941809
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.020604
4.959293
191
0.988792
193.241634
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.516461
3.609663
174.109546
0.491253
369.357872
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.097141
3.390607
336.367393
0.75779
445.425428
0
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.071131
2.415011
224.566226
1.078113
208.547463
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.00199
2.891453
157.638177
1.007829
156
0
4
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.043182
3.604547
168.424241
0.971515
173.696964
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.759458
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.964717
5
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.192511
148.158848
0.747103
198.027985
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
4.11388
264.529716
1.011388
261.243632
0
5
Hyperthyroid
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.240188
4.747176
274.313179
1.057547
258.950941
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
198.090558
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.050258
3.482234
182.392552
0.987851
184.518619
0
4
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.236792
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.244841
3.892561
162.274164
0.519915
25.3539
0
3
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.252253
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.807852
2.175285
114.615967
1.042738
109.807984
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.028238
5.241422
160.942811
0.735286
219.00463
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.006031
3.438112
194.412587
0.901031
215.206294
0
4
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.113959
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.021025
3.263942
115.844344
0.924345
126
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.610406
3.9
145.281246
1.475625
98.993753
0
0
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.071201
3.213602
165.43996
0.95288
173.151968
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.033075
5.130975
194.694711
1.074602
181.389422
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.50644
2.940229
134.586232
1.337587
101.022947
0
2
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039165
0.931853
191.699741
1.030496
186.167099
0
5
Hyperthyroid
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02907
4.073949
159.665063
0.778511
203.962785
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.021834
7.392052
198.453636
0
0
0
4
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.030794
6.253983
235.57937
0.914206
257.317479
0
4
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012976
2.751009
292.428248
0.823285
355.038117
0
5
Hyperthyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.032474
2.61949
150.623688
0.88
171.623688
0
3
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.150349
4.864173
207.094487
0.844577
245.35827
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.024216
3.868639
132.790925
1.23
107.843194
0
4
Hyperthyroid
63
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
58
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.109054
3.579836
214.576148
0.637984
335.308643
0
4
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.205197
4.736356
274.415619
1.042469
263.285464
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025401
3.35519
119.816034
0.948962
126.471732
0
5
Hyperthyroid