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
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.472529
0.117582
12.432235
1.088791
11.197071
0
5
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
23.490004
0
76.529987
0.8808
86.960017
0
4
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.754573
0
88.889591
0.954416
93.447953
0
5
Hypothyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.385349
1.102924
59.258541
1.02161
58.097569
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.633004
1
49.316502
1.22468
40.266007
0
3
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.654853
0.053373
33.391404
0.960712
34.391404
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.273471
0.672653
40.769381
0.920347
43.820412
0
3
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
460.449178
0.534826
18.876331
1.078763
17.348258
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.837659
1.178355
59.945886
1.030902
57.90981
0
3
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.224919
2.234253
87.671267
0.906055
97.065747
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
69.308603
0.456788
2.86543
1.062099
2.774073
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.600762
0.401524
117.602286
1.035985
113.803048
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
148.986165
0.359447
17.723519
0.962166
18.419368
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.694114
1.694044
110.764542
1.067057
104.058864
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
124.072339
0.173495
11.927661
1.058675
11.795138
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.6996
0
44.7253
0.878755
51.28755
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.932201
1.5339
71.001477
1.033375
68.998523
0
3
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.773454
2.185309
79.853091
0.932655
86.01418
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.609969
1.325367
82.58211
1.011393
81.442813
0
5
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.82182
0.042318
47.244997
0.951782
49.155907
0
5
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
444.973379
0.434561
26.748446
1.317382
20.094054
0
5
Hypothyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.675228
0.310826
11.171375
0.809028
3.65725
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.334703
0.730468
82.608723
0.827826
99.826169
0
3
Hypothyroid
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
23.926988
0
75.219035
0.845841
88.707954
0
3
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91.344159
0.266976
7.622353
1.153442
6.789793
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.945426
1.976341
121.091465
1.059274
113.854879
0
3
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.537847
1.731331
104.852125
1.084912
96.360906
0
1
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170.232697
0
29
1.007894
28.814439
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.567805
1.436016
65.478865
0.952374
68.800811
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.508673
1.490462
143.84104
1.235231
116.381505
0.667634
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.823121
1.9
90.616559
0.990019
91.69172
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.768151
0.897072
15.275172
1.121592
13.811473
0
4
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
18.670761
0.3
8.123588
1.109582
7.74005
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.713685
0.285719
13.142807
0.998561
12.857193
0
1
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.941925
2.509679
109.903208
1.167096
94.145188
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.188139
1.136631
50
0.901089
55.445552
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.426923
1.72419
89.586032
0.910698
98.516194
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.097811
1.996678
90.483392
1.18583
76.41696
0
2
Hypothyroid
77
0
0
0
0
0
0
0
0
1
0
0
0
0
0
23.15545
0.662844
51.054029
0.890066
58.15545
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.264352
1.864352
85.712953
1.059306
81.425907
0
1
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.518612
1.172113
115.162776
0.94
122.162776
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.065196
1.602173
69.065196
1.035761
67.021732
0
4
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.650466
1.817537
85.824627
1.080308
79.793843
0
1
Hypothyroid
57
0
0
0
0
0
0
0
0
1
0
0
0
0
0
10.16411
1.801592
63.984081
0.939682
68.33864
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.092857
1.689221
127.107792
0.974312
130.568831
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.367059
1.951242
80.024837
1.005124
80.512418
0
4
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.092939
0.441883
50.302354
0.846976
58.907061
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.948429
0.676084
2.172571
0.635874
1.801644
0
5
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.958378
0.548346
102.175027
1.107417
92.433298
0
4
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.80602
1.975617
82.780856
1.052932
79.243829
0
3
Hypothyroid
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.559587
1.162366
90.125445
0.859373
105.219529
0
1
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.715276
0.094908
75.854171
1.353796
55.47454
0
3
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.450854
1.578003
97.609984
0.88
111.609984
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.593394
1.483485
103.681095
1.419556
73.439635
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.04618
0.807754
91.615738
0.921927
98.846065
0
3
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.623913
0
113.086952
1.182391
95.695651
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.336624
0.300293
123.883215
1.071766
115.529929
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.717109
0
57.856084
1.105683
52.429277
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56.39717
0.604413
22.95587
1.010883
21.95587
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.38845
0
65.595349
1.004566
65.468217
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.867661
0
73.278626
0.726169
100.661693
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.357606
0.256259
81.084788
0.906339
89.450873
0
4
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
494.896941
0.5
7.1688
1.21424
5.530918
0
4
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.140667
1.203066
75.266005
1.008133
75.155997
0
1
Hypothyroid
68
0
0
0
0
0
0
0
0
1
0
0
0
0
0
22.974164
0.17845
35.45684
0.80155
44.784498
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.537723
2.068263
87.676645
0
0
0
5
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
18.526842
0.368289
4.079276
0.815855
4.079276
0
5
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
25.987177
0.359231
6.252047
1.255282
4.703074
0
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.925749
1.437705
72.308583
0.823086
88
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.613785
1.303966
138.306893
1.076138
129.039661
18.574124
3
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
175.816168
0.493872
6.183833
1.437744
4.214471
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.515514
0.060561
54.878878
0.926366
60.080748
0
4
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.782773
2.114482
58
1.044299
55.285061
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.651556
1.8
60.461258
0.890659
67.527152
0
1
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.163788
2.100233
102.661221
0
0
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
80
1.010072
78.992831
0
5
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
85.941091
0.2
8.164654
0.636205
5.067116
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.557351
0.463608
119.852974
1.050699
114.426487
0
3
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.156295
0.345843
111.406176
0.904062
123.576405
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.486017
0.385488
63.770975
1.00743
63.027967
0
1
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.268677
1.801508
109.664153
0.930151
118.313222
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.644897
1.883878
84.064285
0.90548
93.096939
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.802841
1.903459
63.172947
1.082421
57.069179
0
4
Hypothyroid
63
1
1
0
0
0
0
0
0
1
0
0
0
0
0
28.761137
0.77869
31.683843
0.645808
49.419215
0
4
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.623866
0.792045
47.088624
1.136727
41.544312
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.004679
0.439112
111
0.852927
130.414517
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.62579
1.2
44.316746
0.871584
51.237559
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.097417
2.207306
91.487823
0.855365
107.439114
14.340961
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.251665
1.568542
65.797929
0.267394
76.112511
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.079791
1.3
86.585418
1.029688
84.212499
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.520937
0.214207
12.521686
0.049726
0.132602
0
3
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100.439882
0.488798
3.832375
1.062364
3.776363
0
3
Hypothyroid
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
30.412646
1.017471
34.271212
0.678918
50.650583
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.417542
1.4
76.609445
0.978013
78.609445
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.707006
0
111.964968
0.946492
118.754322
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.600342
2.199795
98.999316
1.159966
85.002051
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105.587897
0.507205
13.463977
1.057723
12.927954
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
142.342396
0.284919
11.054378
1.006304
11.054378
0
3
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.454925
1.76153
68.659328
0.93956
72.703359
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.469807
0.440942
72.354348
1.247114
58.233575
0
3
Hypothyroid