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
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.256094
0.499188
28.088073
1.019201
26.920052
0
4
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.409321
0.531991
120.586555
1.265999
95.493342
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.771853
2.143707
109.281466
0.964371
113.938219
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.663591
1.90755
75.487416
1.048993
72.050336
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.229663
2.012839
77.87161
1.113074
70
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.114021
1.214022
113.046739
1.050234
107.011685
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121.485648
0.080438
15.425983
1.039275
14.667297
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.383791
0.969725
23.616209
0.871025
27.837913
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.724835
0.055033
36.715428
1.023208
36.165099
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.072786
1.036393
76.627376
0.80591
95.036393
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
80
1.015712
78.428786
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.144257
1.238296
91.523408
0.95
96.523408
0
3
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
515.687723
1.449528
19.633264
1.169542
15.518521
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.145121
2.269919
89.924798
0.984512
91.473586
0
1
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
1.116886
34.92216
1.130778
31.214376
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.744169
1.996602
94.966024
0.86966
109
0
5
Hypothyroid
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
71.310487
0.5
4.103496
1.234811
3.258739
0
3
Hypothyroid
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.975752
1.503464
71.93072
0
0
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.563206
1.619733
106.798219
0.95592
111.807125
0
3
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.19228
0.706246
66.676488
0.866912
77.738951
0
3
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.328337
2.092037
93.855738
0.87408
107.855738
16.577047
5
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.675446
0.486831
121.947325
0.902719
135.026338
0
4
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.449978
1.621831
62
0.851619
73.619755
0
2
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.63774
0.457908
94.723013
0.94518
100.205021
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.786449
0.4
6.341089
0.839573
7.393224
14.597944
5
Hypothyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.043891
0.084856
97.64271
1.29598
75.910678
0
4
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.442793
1.592868
88.380881
1.095235
80.547797
0
2
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.661576
0.541539
5.233842
0.863693
5.938455
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.188913
0.381109
10.677611
1.315996
8.136544
0
4
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.632787
1.07006
50.78818
0.832261
61
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.668105
0.219432
13.805675
1.131135
12.194325
0
4
Hypothyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
146.654082
1.269939
18.007551
1.070453
17
0
5
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.143478
0
106
0.948027
112.929766
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.416107
1.9
89.864426
0.978899
92.406721
0
4
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.096768
0
107.601371
0.836405
128.960823
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.390971
0.965417
23.609029
0.868799
27.909711
0
3
Hypothyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.868003
2.507592
87.072663
0
0
0
5
Hypothyroid
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.735941
0.940491
135.89354
0.974677
139.638762
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89.527174
0.305435
8.682064
1.029837
8.209238
0
4
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.25151
1.763351
77.712848
0.925743
84.138543
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.648465
0
87.783845
1.091354
80.43231
0
5
Hypothyroid
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
151.691267
0.174498
8.671178
1.107852
8.825545
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.803656
2.538292
0.084147
0.027769
0.084147
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.333797
0.052573
141.436715
1.254367
113.037552
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.1316
1.7684
60.896028
0.96
63.212033
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.762822
1.303191
92.256439
1.036282
89.31411
0
3
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.533856
0.463346
4.596811
0.893346
5.316732
10.263005
5
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.576799
1.52116
60.740603
0.789522
77
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.542528
0.377126
25.971648
1.021144
24.600192
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80.152948
1.628928
118.475201
1.250992
95.090885
0
3
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.620185
1.518991
60.664676
0.788546
77
0
3
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
437.281834
0.472818
19.1073
1.243891
14.7382
0
5
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.24967
0
94.406919
0.990552
96.027594
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.120594
2.177423
76.887115
0
0
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.708647
0.067235
123.037353
1.11
111.037353
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.557277
2.010979
95.109787
0.871098
109
0
5
Hypothyroid
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.868641
1.852923
39.583903
1.039051
38.131359
0
3
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.521348
1.875689
74.648621
0
0
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.204977
0
106.008888
0.830036
128.005333
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.555787
0.177769
14.555787
1.144434
12.88926
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.18067
2.490335
106
1.135799
93.56508
0
1
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.563256
1.331023
107.126512
0.908735
117.816279
0
3
Hypothyroid
67
1
0
0
0
0
0
0
0
1
0
0
0
0
0
38.352178
0.71696
39.817422
0.768174
51.760888
0
3
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.647446
0
80.257208
0.859812
93.485585
0
1
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.769405
0
75.145106
0.967098
77.435317
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.382475
0.239047
107.382476
1.371036
78.235049
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
175.501063
0.496882
6.155918
1.443451
4.152799
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.105393
0.200811
4
1.001812
3.967571
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.47331
1.342595
72.840953
0.902614
80.789762
0
5
Hypothyroid
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.734599
0.437447
104.981012
0.989715
106.009494
0
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
137.542698
0.136433
4.866943
1.042713
4.83237
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.297267
1.2
108.171398
0.905142
119.485805
0
3
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.834267
2.302549
97.684078
0.876841
111.078981
0
4
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.706165
0.890724
12.067025
1.01933
12.373728
0
5
Hypothyroid
89
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.430553
0
83.076383
0.888611
93.215277
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.336395
1.404128
88.520639
1.054794
84.041278
0
4
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.431175
0.120729
101.258705
1.086036
93.65506
0
4
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.639789
1.407887
80.319014
0.795986
101.320775
0
3
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.995446
2.499586
58
1.070054
53.997671
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.684704
1.436278
78.511872
1.125119
69.755936
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.055608
1.381654
50
0.827633
60.236692
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.240621
1.00677
52.58646
0.831052
63.067702
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.947751
0
68.873696
0.686125
100.261245
0
5
Hypothyroid
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.974667
1.503619
71.927621
0
0
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.591592
2.154955
63.285287
1.151832
54.795796
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.172655
0.192774
120.815234
1.050723
115
0
4
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.950299
1.518311
72.052317
0
0
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.51034
0.748006
117
1.04935
111.441654
0
3
Hypothyroid
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.758348
0.51463
104.624784
0.984372
106.187608
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.542871
0
101.385106
1.134762
89.293972
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.529798
5
0.941481
5.265995
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.071733
1.525316
87.915612
1.051561
83.675104
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.807016
2.048157
90.740785
1.172961
77.703923
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.151421
2.084858
65.132493
0
0
0
4
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.55493
0.046661
147.928215
1.108205
134.107678
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
2.048915
67.829716
1.073189
63.255427
0
4
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.842378
0
94.704033
0.94296
100.408066
0
3
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.985942
0.575133
73.464854
0.825189
88.767573
0
4
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.42309
0.981628
50.128602
0.823307
60.926513
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.541044
0.145896
13
0.319216
2.97574
0
3
Hypothyroid