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
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.553713
1.533886
78
0.944297
83.124007
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.768396
0.986212
117
1.052328
110.945392
0
3
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.800158
0
119.2315
0.94
126.770084
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.754877
0.150266
30.495566
0.889876
34
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.247819
2.358372
68.326834
1.038716
65.78211
0
4
Hypothyroid
20
0
1
0
0
0
0
0
0
0
0
0
0
0
0
151.994797
1.333606
23.330112
1.100022
21.663198
0
4
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.032667
2.170495
96.672285
1.26197
76.737619
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
1
0
0
0
0
0
20.90345
0.632415
42
0.961931
43
0
3
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.923489
1.316107
68.986577
0.990537
69.946308
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
1
0
0
0
0
0
37.268568
0
82.422856
1.087657
76.348583
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.768672
0.431505
124.499112
1.348743
92.624778
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.793506
2.397835
96.10824
1.061732
89.978352
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.468066
1.587988
88.47998
1.0504
83.959961
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.424015
1.427955
78.399893
0.997199
78.359957
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.734172
2.531399
91.171502
0
0
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.274946
1.5
63.304604
0.919138
69.234475
0
3
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.769114
0.148726
10.308101
0.305082
0.640928
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
260.397409
0.059226
4.141932
1.268013
3.127739
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.635166
1.499843
137.993716
1.133265
121.668761
0
5
Hypothyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
98.489679
0.4
6.828326
0.848968
7.734519
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
1
0
0
0
0
7.989797
1.728345
92.433107
0.918503
100.582768
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.020706
0.643313
33.402071
1.07
31.402071
0
5
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
21.941004
0.360059
76.729204
0.89882
85.635398
0
4
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.404443
0.340444
3.297778
0.991489
3.297778
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.331304
1.986298
74.427404
0
0
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.093914
0
95.152089
1.053422
89.885933
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82.783208
0.51687
20.891604
1.096145
19.168703
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
456.626021
0.451194
17.801068
1.068011
16.511942
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.854329
0
74.011881
0.732835
100.728353
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.131418
0.356571
8.885351
1.269162
7.355063
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.937282
0.250523
3.010453
0.41561
0.989547
0
5
Hypothyroid
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.361257
1.244638
108.40483
0.919585
117.743963
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.52995
1.021393
110.7665
1.001284
110.595357
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.732833
1.920551
94.205513
0.862055
109
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73.563307
0.5
4.770736
0.943101
5.205232
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.78841
1.228212
59.95298
1.028825
58.02351
0
3
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122.901503
0.140043
13.098497
1.057002
12.798712
0
4
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.705064
1.2
45.990793
0.879954
52.493095
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.386776
2.150106
83.332623
1.036652
80.833688
0
1
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.336548
0.500853
120.187008
0.93
129.481628
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.52873
1.27516
60.457889
0.962916
62.457889
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.327539
0.860463
56.151157
1.209263
46.546528
0
3
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.985541
2.228514
112.906302
1.001914
112.476576
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.625366
1.837756
94.125854
1.06001
89
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
464.303005
0.673593
21.396107
1.129048
18.867964
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
1
0
0
0
0
0
43.48768
1.325038
77
1.10369
69.63097
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.054038
1.858106
80.959323
1.296618
63.256829
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.04903
1.52952
69
0.980163
70.327886
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.428918
0.549879
64.963853
1.01
63.963853
0
1
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.662937
0.966294
14.247203
1.052808
14.325874
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.101846
1.675926
64.657416
0.887593
73.277785
0
3
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.970323
0.574191
107.913972
0.841484
128.382794
0
3
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.005432
1.67674
62.891334
0.813718
78.286933
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
168.238347
0.335233
13.761653
1.099326
12.056992
0
5
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145.482583
0.219303
23.67961
1.004209
23.324385
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.187851
0.393738
9.803318
1.41429
6.393364
0
4
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.933538
0.20123
118.832309
1.179939
100.670766
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.447248
1.044725
103.62973
1.126888
93.899799
0
4
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.952313
1.693352
85.771672
1.061243
81.323701
0
5
Hypothyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.264301
0.042303
108.033843
1.140508
94
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.699317
2.218974
99.890599
0
0
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.72629
0.383194
80.536611
1.125258
71.64226
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.359054
0.691549
112.469819
0.924819
121.493964
0
3
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
84.354874
0.465436
10
1.003918
9.663589
0
4
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.530981
0.711926
107.547636
1.030953
104.452364
0
4
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.101986
1.070858
83.410608
0.939007
89
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.902979
1.238929
44
0.884274
50.221427
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
181.250429
1.175055
12.000491
1.344991
9.250429
0
5
Hypothyroid
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
43.007711
2.251928
64.908482
1.191224
54.595373
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.160951
0.280475
13.160951
0.178655
2.092361
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.622822
1.527431
88
0.982743
89.725689
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.070602
1.355109
73.644891
0.990327
74.289781
0
5
Hypothyroid
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
38.335284
1.285229
45
0.826647
54.556856
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.576634
0.331187
84.379024
0.875511
96.034959
0
4
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.746539
0.10859
87.620515
0.876981
99.844871
0
3
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.865913
1.066032
112.66746
0.916675
123
0
5
Hypothyroid
18
0
1
0
0
0
0
0
0
0
0
0
0
0
0
149.948525
1.440792
22.063373
1.108792
20.299017
0
4
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.472616
0.105477
37.371198
1.035314
36.31643
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.921325
1.771014
76.420289
1.091304
70.184265
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
205.11676
0.708246
44.917545
1.009657
44.360818
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.424902
0
107.813189
1.366264
78.728937
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.870276
1.217219
22.912739
1.084764
20.695754
0
4
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.47905
1.251448
84.456561
0.865434
97.913122
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.385963
0.429814
56.421116
0.937019
60
0
4
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.350632
0
61.221375
1.00631
61.442751
0
5
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.35375
0
94.292499
0.868231
109.380937
0
4
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.087086
0.05932
81.954369
0.91
89.954369
0
5
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
436.852919
0.5
22.977199
1.309772
17.299774
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.403982
0.9622
15.460007
1.0838
14.600405
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.882569
1.340482
62.161927
1.058016
59.080963
0
2
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.281314
1.881314
85.373713
1.064394
80.747426
0
1
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.214775
0
82.669459
0.9362
88.661081
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.571009
2.168641
71.534497
1.109526
64.674564
0
4
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.809667
1.687613
72.561933
0.900906
80.3142
0
2
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.980621
0.548385
11.49031
1.184968
9.691602
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.847493
0.086558
101.123654
1.079176
94.123654
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.067415
0.582025
119.089877
0.94
126.674146
0
3
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.339967
0.853423
28.485667
0.873113
33.048567
0
4
Hypothyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.829814
0.752919
51.359006
0.981702
51.773913
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.558233
1.520781
90.995891
1.059959
85.399178
0
3
Hypothyroid