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
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.097542
4.173654
115.192949
0.927894
124.210576
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
1
0
0
0
0
4.629975
1.309992
31.674646
1.043749
29.849709
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.84071
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.620217
1.99639
118.104699
0.28
424.00363
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.108645
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
69.42508
0.993119
26.602444
1.116713
23.273698
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.955913
4.36452
126.075229
0.28
455.343953
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.068688
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.201819
4.167491
241.001545
1.013344
237.665637
0
3
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.000824
180.264618
1.030195
174.98051
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.007026
0
148.70261
0.860539
172.946085
0
3
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.017689
3.435066
155.462118
0.873626
179.011899
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
3.310686
127.427422
1.046794
122.301416
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.000513
3.495444
119.98861
0.780228
153.943052
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.037604
3.55125
210.033337
0.657688
320.838537
0
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.770439
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.00364
3.390791
121.820152
0.78364
155.638137
0
5
Hyperthyroid
20
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4.766761
2.517539
40.886139
1.104123
37.473833
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.096944
3.203717
232.147957
1.320922
177.518957
0
1
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.571089
3.104686
123.671951
1.167188
105.953136
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.407869
5
Hyperthyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.107313
0
180.70141
1.096118
166.29859
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.13677
3.181907
159.677037
0.918424
174.661482
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.294428
4.733431
242.289733
1.020446
237.15601
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.013381
2.230189
19.62566
0
0
3.345661
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.001021
7.491111
250
0.790681
315.727777
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.130248
3.017284
130.913578
1.281853
103.888808
0
4
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.373198
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
119.776884
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
4.184299
164.38371
0.969477
170.61629
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.096447
3.941024
228.340622
1.055604
216.589758
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.008406
3.968115
184.405759
0.973623
189.021728
0
3
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.397682
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151.428698
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.027584
4.655798
247.029925
1.020075
241.509352
0
2
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.261391
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.077867
3.500662
233.84011
1.225534
191.586569
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.028165
3.520175
121.100874
0.967339
125.366958
0
5
Hyperthyroid
22
0
0
0
0
0
1
0
0
0
0
0
0
1
0
2.219619
3.533559
168.315265
1.471542
114.58051
0
0
Hyperthyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.797643
1.262732
30.784146
1.432226
22.045527
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.760371
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.667755
3.836657
70.153159
1.021532
67.668222
0
4
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.030323
7.20715
232.819783
0.889422
261.806074
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005583
3.460055
144.233242
0.841555
171
0
4
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109.225199
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.727442
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.146675
3.311874
122.587003
0.296423
415.668385
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039862
4
212.666918
1.069167
198.833459
0
5
Hyperthyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.141111
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.449093
2.097892
102.671828
0.805432
128.178495
0
5
Hyperthyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.044846
0.813183
178.687197
1.118547
160.176125
0
3
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.000301
3.000602
157.972915
1.00988
155.993981
0
4
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.425556
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.195531
3.063316
236.42831
0.988659
239.089384
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.187692
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.247006
1.763899
39.275095
0.950975
41.636101
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.399149
1.63331
35.500531
0.958329
37.167434
0
5
Hyperthyroid
33
0
0
0
0
0
0
1
0
0
0
0
0
0
0
8.527437
1.772865
83.277398
0.856342
98.28042
0
2
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.841325
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.522702
1.279378
103.818015
1.002149
103.603108
0
4
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.814204
1.411426
41.885744
1.080571
38.621462
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.36485
154.824248
0.846711
184.270301
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.007991
0.450387
160.418856
0.902906
178.692426
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.208314
261.514579
0
0
0
0
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.000718
3.888035
140.760706
1.117607
126.071788
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.101694
4.448634
195.688516
1.129453
173.027326
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.491263
2.185931
79.315435
0.916664
85.473527
0
4
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0006
0
160.669778
0.8994
179.729818
0
4
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011917
3.701386
137.027725
1.080277
127.191683
0
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.025713
5.014188
159.42792
0.74286
214.71244
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025234
0
174.437495
1.02625
169.140626
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
104.732223
0.308996
339.751041
0
5
Hyperthyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.023089
3.198982
130.180893
0.859898
151.924825
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002264
1.403904
231.887341
0.961701
241.188511
0
2
Hyperthyroid
21
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7.611775
2.395921
44.796075
1.112447
40.714505
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.04445
4.683507
199.725124
0.83575
238.260033
0
5
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.063922
6.974038
228.302198
0.719066
320.222525
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.116304
3.054347
130.604752
1.242352
105.814255
0
4
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.004226
0.577566
161.718261
0.805774
200.563479
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011575
3.703893
16.976176
0
0
7.079024
3
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012106
0
187.77989
0.727799
258.880439
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.083906
2.636129
165.408211
0.954023
172.804692
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.188375
3.505496
250.294976
1.124575
221.612495
0
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002947
0
148.294668
0.85442
173.557999
0
4
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053377
0.94549
231.125583
1.069005
216.32465
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.21453
5
Hyperthyroid
41
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64.399244
0.75219
27.043807
0.948511
30.096375
0
3
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.036252
1.439428
153.250322
0.898573
171
0
3
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.493204
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.361676
2.313073
80.635757
0.925955
86.060337
0
3
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
97.487945
0.28183
346.542552
0
5
Hyperthyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.003954
0.540423
138.295259
0.658453
210.077327
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.80495
2.934023
134.731792
1.375977
97.907283
0
0
Hyperthyroid