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
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.269113
1.426911
100.365444
0.891927
112.441895
0
4
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.522797
2.03483
102.136441
1.132424
90.515255
0
5
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.018666
0.915477
14.563115
1.112075
13.599339
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.84011
1.204607
66.976966
0.747466
89.322482
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.121589
1.09909
27.439206
0.925426
30.569891
0
4
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
2.233582
82.335822
1.156791
71.328356
0
2
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
1.025047
97.535647
0.926069
105.416823
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.743918
2.087838
109.560812
0.958784
114.869372
0
5
Hypothyroid
90
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.56339
0.158767
82.992296
0.891908
92.801541
0
2
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.855759
1.557136
102.283893
1.191412
85.856779
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.476859
2.051401
94.885507
0
0
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.215156
1.635453
78
0.917212
85.493911
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.254936
1.374506
52
0.808627
64.509872
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.397706
1.353435
87.465654
1.056183
82.84733
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
88.982627
0.2
9.989576
1.127195
8.977663
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.938941
0.048677
108.967549
1.03
105.967549
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.553882
1.447118
132.586471
1.071153
123.942353
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
191.310307
0.551754
3.448464
0.710384
3.34501
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.454844
1.360087
87.201748
0.906052
96.596504
0
5
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.890709
1.772677
95.757743
0.99
96.757743
0
3
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
74.424416
0.284883
42.593024
0.924942
46.354656
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.727323
0.381822
8.590985
1.002282
8.590985
0
4
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.51113
0.211844
46.918522
0.954074
48.755565
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140.516918
0.046993
32.953008
1.074229
30.859023
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
146.61187
1.057899
33.661187
1.07
31.661187
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.594851
0.688753
123
1.006206
122.379406
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
1
0
0
0
0
0
16.159588
0.478029
62.673102
1.043462
60.521971
0
4
Hypothyroid
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
59.824652
0.628873
49.257746
1.114331
44.484508
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.983277
1.335962
125.719239
1.084385
115.921142
0
4
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.448487
1.28505
72
0
0
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.667823
0.310957
29.186085
1.027043
27.704346
0
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.393661
1.537228
78.829707
0.894574
88.37228
0
3
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.810668
1.434641
110.353157
0
0
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115.260112
0.109596
16.904045
1.030821
16.178034
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.492773
2.018611
94.372225
0.863722
109.406944
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.844613
0
84.043091
0.84
99.532318
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.386615
1.299983
125.466622
0.948667
132.599967
0
3
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.569385
1.624254
102.059646
1.088469
93.970177
0
5
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
62.083065
0.670831
19.958146
0.989163
19.833226
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.378452
0.15895
64.302762
0.978326
65.772929
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.754419
0.322541
111.151933
0.916912
121.230387
0
3
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
231.735463
1.123983
30.215122
1.224302
24.107561
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.867581
2.189194
113.954833
1.008468
112.738708
0
5
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.292105
1.83538
102.991228
1.126725
91.654971
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.462901
1.588176
60.118238
0.933547
64
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.705249
1.213816
108.138164
0.898158
120.414493
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.228529
0
76.672144
0.951344
80.537715
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.422784
2.261773
109
1.06
102.577216
0
3
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.303849
0.5
3.58452
1.010885
3.680098
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.01666
1.698334
123.083302
1.029667
120.116623
0
5
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.438719
0.859372
84.355779
0.893558
94.661055
0
3
Hypothyroid
46
0
0
0
0
0
0
0
0
1
0
0
0
0
0
224.99095
0.010217
4
1.277957
3
0
4
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.922517
0.469735
40.007279
0.623947
64.154966
0
3
Hypothyroid
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
152.153059
0.112926
6.67008
1.150952
6.593551
0
5
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.75589
0
68.511781
1.085617
63.438265
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.512826
0.274359
8.820543
0.853847
9.753869
0
4
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.207736
0.560387
23.528176
1.011981
22.462154
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.908259
2.160682
81.524235
1.087379
74.786352
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
104.784366
0.320261
6.013028
1.087713
5.614331
0
4
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.623769
0.934897
108.460257
1.033967
105.571538
0
3
Hypothyroid
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.099602
1.5
60.750331
0.832523
73.248346
0
3
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105.299971
0.362143
24.932146
0.681465
36.824993
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
1
0
0
0
0
0
10.18404
1.286224
75.543469
0.916014
82.456531
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.954682
1.714101
57.854683
0.949978
60.427341
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.861169
1.926815
123.271318
1.40672
88
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.108616
1.987776
97.35972
0.88
111
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.836683
2.285538
78.072311
0.955362
82.072311
0
5
Hypothyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.22611
1.769582
109.717363
0.926958
118.738902
0
3
Hypothyroid
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.556437
1.566931
67.443563
0.914356
73.895057
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.187775
1.971642
79.550107
0.896112
89
0
3
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
142.949458
0.117978
27.985921
1.034607
26.870758
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.950927
1.527917
0
0
0
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.03262
2.281235
92.972289
0
0
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.762176
0
88.445605
0.979586
90.176152
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.863641
1.795451
61.409077
0.918181
67.954616
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.597766
0
107.006382
1.020032
105.003191
0
5
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.306234
0
117.134292
0.868537
134.853717
0
3
Hypothyroid
69
1
1
0
0
0
0
0
0
1
0
0
0
0
0
25.61133
0.377806
31.111151
0.674442
46.555754
0
3
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.735382
1.239541
70.908752
1.107567
64.060832
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.077583
0.327748
54.819369
1.098281
50.541892
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.973225
1.525986
128.763809
1.128898
113.748027
0
3
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.402204
1.714432
137.324276
1.268693
108.675725
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
394.109136
0.079224
14.366208
1.173169
12.382053
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.502359
0
43.373231
0.856221
51.062205
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.724108
1.234054
113.836753
0.867092
131.127565
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.311382
0.093415
10.886181
0.709277
8.952035
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.513458
1.076946
120.008485
1.189661
101.837332
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.445875
1.49945
98.513751
0
0
0
3
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.74082
1.594961
88
1.015184
86.48164
0
5
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.095001
1.179333
30.064165
0.980308
31.969164
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.615065
0.638494
19.920517
1.036945
18.920517
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.562177
1.035134
50.175672
0.832297
60.297312
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140.56595
0.740767
20.841721
1.08223
18.894481
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.057691
1.216148
64.430762
0.917307
71.130809
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.320869
0.502674
3.089848
1.047059
2.992522
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.798594
0
74.805625
0.856113
87.395781
0
3
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.004772
1.6
110.019087
0.91
121.019087
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.706324
1.947289
81.52711
1.013765
81.150603
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.127557
0
88.986361
0.94483
94.127557
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.358911
1.910272
61.641089
0.878465
70.435643
0
4
Hypothyroid