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
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024037
3.714787
233.866607
0.951852
245.622202
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.023016
0
169.443549
1.026031
164.634217
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.473152
2.933215
96.821013
1.014871
95.333924
0
3
Hyperthyroid
54
0
0
0
1
0
0
0
0
0
0
0
0
0
0
12.062329
1.658074
38.192629
1.016119
37.096314
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.651236
3.75068
120.671202
1.336391
91.538928
0
1
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.17076
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.197827
3.449521
263.916932
1.01
261.690095
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.063675
4.651002
215.273497
0.939715
229.632515
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.006352
1.693755
208.61249
0.828469
250.648418
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
147.775944
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111.610516
5
Hyperthyroid
24
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1.590975
3.297744
166.954875
1.469774
113.651625
0
1
Hyperthyroid
33
0
0
0
0
0
0
1
0
0
0
0
0
0
0
8.288477
1.573731
76.506841
0.888203
87.128915
0
0
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.202281
4.27103
190.452363
0.917738
207.646786
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.062288
4.389817
207.864228
0.809151
257.610315
0
3
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.779746
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.058341
1.299643
174.332417
0.906659
192.00055
0
4
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.170248
4.343838
430
1.09
395
0
0
Hyperthyroid
31
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.381176
1.690196
15.254893
0.936235
15.89411
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.078797
3.781805
264.033085
1.446992
184.1203
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02696
3.580669
193.820737
0.900896
214.641473
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
119.016578
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.715663
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.054565
1.621184
53.109129
0.851213
31.526392
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008877
1.183583
178
1.041425
171.490296
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.029359
2.417889
191.820542
1.020514
188.128103
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.132513
2.090331
242.652006
1.159016
209.848866
0
2
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.872536
3.171675
118.982773
1.126995
105.283253
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.30215
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
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113.45228
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.01125
4.241668
179.583328
0.889167
203.499998
0
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.308079
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.091035
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.913006
5.306997
269.209914
0.763257
352.023533
19.767806
4
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.24907
4.212647
236.052075
0.700335
336.921887
0
3
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.040018
3.913958
118.275481
0.90966
130.584938
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.019611
1.863052
300.155571
0.889611
337.820865
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
175.302603
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.018273
4.893334
227.824236
0.866182
263.521219
0
3
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.214176
1.419352
36.174166
0.864838
41.980648
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039492
3.910163
246.101634
0.971016
252.847549
0
3
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.547817
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.000668
0.42725
194.531329
0.935995
208.599453
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.052602
0.143873
147.136761
0.944725
155.952042
0
3
Hyperthyroid
42
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.013984
3.022459
127.529505
0.831016
153.652457
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.072094
5.655503
192.146584
0.842827
228.439752
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.574308
3.804282
153.50379
1.451965
105.871542
0
3
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.149863
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.064226
3.89916
168.143658
0.977127
172.57463
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.061195
0.963841
204.478145
0.797318
256.536425
0
4
Hyperthyroid
32
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.512271
3.785969
140.824495
1.320174
107.49132
0
3
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.273663
1.610373
13.103734
0.909396
13.838636
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.360978
3.868099
287.278043
0.807834
355.381464
17.268297
5
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.050584
3.629873
152.584394
0.928831
164.818151
0
3
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.009859
2.858989
205.098991
0.869293
235.311114
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.103705
4.117265
216.074102
0.958396
225.62949
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.827084
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.058055
3.039358
144.402753
1.246018
115.800918
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.029385
3.996382
171.473781
0.848246
202.23689
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.192131
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
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01923
5.672848
183.500504
0.82462
222.460996
0
5
Hyperthyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.124675
4.349349
141.571557
1.000781
142.207717
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.385505
179.350286
1.018004
176.199619
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.022134
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.796449
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024139
3.182785
116.483556
0.930696
125.586074
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.117515
3.881018
200.540117
0.770802
261.029357
0
3
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.131026
3.186153
132.654697
1.238273
107.620511
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.115402
2.289081
221.4977
1.007678
219.616092
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.068784
1.748112
165.486511
0.715784
230.913519
0
3
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.640681
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.077723
3.031089
166.201982
0.941347
176.310891
0
3
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.130145
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.717344
5
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.026476
3.618349
160.234952
0.783524
203.530096
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
33.785667
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.611866
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.082112
3.886375
131
0.971363
135.253387
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.818338
7.097393
266.753581
0.823507
323.259885
12.28596
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002751
0.374103
162.385107
0.81165
200.055015
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.171678
0
412.723415
1.058846
389.193935
0
0
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.357167
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.117532
4.33604
162.79822
0.977081
167.23604
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.272888
3.856815
138.913629
1.276046
109.438591
0
4
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.65995
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
3.392437
130.697487
1.022269
128.432789
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.040567
3.139406
119.098514
0.79803
149.492571
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005408
3.33777
122.703832
0.785408
156.433449
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.928666
1.239292
29.553957
1.049646
27.768124
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.897586
1.697802
34.061541
0.970747
35.030771
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.793609
3.601065
165.188751
1.477367
111.968044
0
1
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.013448
4.608057
177.678103
0.881839
202.620663
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.047982
3.468163
237.600904
1.312377
181.923796
0
3
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.148387
4.323041
124.410138
0.867189
144.331791
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.249931
0.835109
88.396886
0.673664
130.923676
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038994
2.885522
151.119483
0.91239
166.201292
0
3
Hyperthyroid