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
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.149338
0
110.275994
1.048393
105.011341
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.170424
1.935212
92.80684
0
0
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.286917
0.3
6.82785
0.556144
3.95899
0
5
Hypothyroid
50
0
0
0
0
0
0
0
1
0
0
0
0
0
0
61.472515
0
8.038588
1.184725
6.983619
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.789112
1.85129
124.217755
1.068653
115.730653
0
4
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
105.586467
0.834436
22.206011
0.506948
7.242109
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.843299
1.623932
87.586893
1.004786
87.521356
0
2
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.761112
2.4
133.794109
1.276013
104.794109
0
4
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.67113
2.041237
120.649466
1.097731
109.876335
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.689209
1.8
109.144554
1.060723
102.144554
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.40582
1.327264
44
0.916664
48.454715
0
5
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
0.219518
98.146345
0.848781
115.975582
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.606553
1.790115
89
1.061977
83.351723
0
3
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.279212
0
93.324728
1.035228
90.162364
0
3
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.735092
2.23905
101.261214
1.138259
89.348285
0
5
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197
0
11.169908
0.494667
18.350564
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
165.544309
1.263647
43.363529
1.019094
42.181568
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.207057
2.434354
109
1.06
102.792943
0
2
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
181.423435
0.571987
8.192188
1.039121
7.654565
0
5
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.113641
1.3158
126.231599
0.916212
137.915609
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.4
0.31726
98.546772
0.956403
103.057533
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.424557
1.676726
59.205457
1.010136
58.397271
0
3
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
1.09822
34.455506
1.135445
30.701057
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.436979
0
46.753476
0.913809
51.375348
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.657161
1.205703
32.685678
1.129144
29.371356
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.111488
0
70.118266
0.645642
110.108099
0
4
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.555614
1.514082
98.147953
0
0
0
4
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
157.865362
0.195391
8.234078
1.054184
7.652514
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.459357
0.62767
99
1.145706
86.429391
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.798903
1.175978
61.877147
0.915196
67.877147
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.330102
0.945589
64.556229
0.964438
67.112457
0
3
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.37879
2.374106
89.58816
0
0
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
461.457167
0.459523
23.861936
1.373524
17.457167
0
3
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
218.344337
0.061693
3.753228
1.275065
2.802582
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
1
0
0
0
0
0
13.451376
1.7
73.102089
0
0
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.858829
2.168391
91.507315
0.953015
95.904389
0
1
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.918307
1.378558
92.201881
0.955994
96.602508
0
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.993681
0
44.006319
0.884215
50.194945
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.34142
1.387811
46.305031
0.999757
46.207397
0
4
Hypothyroid
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.608689
1.81615
17.850937
0.961491
18.73603
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.003837
1.992326
69.019186
0.970153
71.011511
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.899196
1.650602
109.506025
1.05008
104.497992
0
5
Hypothyroid
12
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.625061
1.725062
112.416872
0.889156
126.334977
0
2
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.973724
2.036828
97.421035
0.88
111
0
5
Hypothyroid
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
471.781952
1.645488
33.291345
1.166184
28.454881
0
0
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110.570219
0.985956
37.719124
0.863804
43.115737
0
4
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.941909
0.951522
50.494393
1.050032
48.492791
0
4
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.653473
1.321658
80.133683
0.905668
88.566842
0
4
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.981564
2.461788
90.089388
0
0
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.79164
0.19164
113.564454
0.933484
122.128907
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
164.84062
1.194954
52.764927
1.070252
49.252311
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.617168
0.323434
16.382832
1.155034
14.148496
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.194654
0.575852
86
0.902618
95
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.630315
0.649696
11.248481
1.209879
9.511513
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.35877
0.238861
80.65877
0.953175
84.34123
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.573934
1.295461
64.522696
0.878067
73.667641
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.540725
2.4
140.254985
1.261656
111.254985
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.225018
0
88.553559
0.967858
91.767793
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.15192
0.840922
111.393856
0.962916
115.803072
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.547888
0.947888
111.845709
0.947234
118.691417
0
5
Hypothyroid
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.666809
1.100493
121.624384
0.914341
133.629314
0
4
Hypothyroid
6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
463.203557
1.370133
31.251112
1.211233
25.976223
0
1
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75.444392
2.19815
93.314679
1.150555
81.05549
0
4
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.233888
0.384244
71.334125
1.048353
67.832937
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.788614
1.501423
61.099622
0.837903
72.085391
0
3
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.043579
1.516514
67.043579
1.022959
64.791284
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.847474
1.741246
130.209689
0.942097
138.195848
0
5
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.052983
1.66078
41.731423
1.104628
37.678441
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.713527
1.544595
86.722977
1.449905
59.455405
0
4
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.238397
1.920534
95.041068
1.165483
81.369614
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.646894
1.748965
88.551749
0
0
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.082391
2.077022
91
0.951081
95.891911
0
5
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140.200232
0.008009
32.659605
1.067597
30.719675
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.874986
1.40624
52.500056
0.846876
62.062507
0
2
Hypothyroid
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.836186
1.912534
86.062668
0.886752
97.387466
0
3
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.081834
0.874815
48.249735
1.012487
47.750265
0
4
Hypothyroid
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
188.323309
0.55358
8.143184
1.224966
7.214776
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.805294
1.528477
88.380796
1.052384
83.761591
0
4
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.677352
2.188177
58
1.049212
55.039411
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.018941
2.227874
108.661704
1.049851
103.676592
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.713553
2.190437
89.780874
0.982191
91.561748
0
1
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
257.291764
0.066926
5.354118
1.232762
4.579805
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102.771472
0.340357
5.322853
0.984895
5.508915
0
4
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.196413
2.396938
105.362206
1.154541
91.423448
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.983879
1.221494
102.080603
0
0
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.565783
1.391229
1.141446
0.376677
1.141446
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.434686
0.212251
69.575498
1.08302
64.636754
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.037286
1.009578
99.40593
1.114686
88.937286
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.187333
1.064645
46.85489
0.748971
62.791555
0
2
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
1.226304
88.613152
1.1
80.613152
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.938712
1.941681
66.194398
0.926392
71.360784
0
5
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
107.400663
0.4
12.801325
1.018957
12.411756
0
3
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.772613
2.181051
75.113694
1.005831
74.492673
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.250559
0
62.142538
0.960713
64.606904
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
1.814513
65.381709
0.952366
68.763418
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.137815
1.75126
68
1.016387
66.680672
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.266109
1.499981
75.333658
0.866671
87.333268
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.021941
1.397806
52
0.814451
64.043883
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.141121
1.142876
55.430114
0.955739
58
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.594622
1.532269
50.322692
0.832151
60.215128
0
3
Hypothyroid