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
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.623611
0.734074
23.129166
0.953764
24.129166
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.19614
1.960772
68.21544
0.973923
70.019299
0
4
Hypothyroid
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
72.473344
0.5
4.491115
1.103021
4.227787
0
3
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78.68867
1.431222
40.812667
1.139376
35.875111
0
4
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.193711
2.384816
107.696318
1.131605
95.151841
0
3
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.000016
1.588891
91.111118
0.848889
107.777795
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.185838
1.829191
88.008679
0.927254
95.283234
0
4
Hypothyroid
4
0
0
0
0
0
0
0
0
1
0
0
0
0
0
7.563465
1.7
68.717474
0
0
0
5
Hypothyroid
63
0
1
0
0
0
0
0
0
0
0
0
0
0
0
61.961044
0.464535
48.92907
1.08968
45.14186
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.851436
0.4
15.574282
0.974692
16.310337
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.251473
0.424123
115.697055
0.94
122.697055
0
3
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.979176
1.57446
92.510806
0.984676
93.298627
0
1
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.426814
0.053352
88
1.098577
80.106703
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.410647
0.471787
13.435741
1.209749
11.435741
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.911507
0.200737
13.992626
1.168525
12.007374
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.619944
0.120665
46.190028
0.953634
48.809972
0
4
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91.64415
0.258759
8.766063
1.033048
8.412411
0
3
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.032315
0.852663
46.672053
0.966397
48.016158
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.915097
0.565902
30.978432
1.087871
28.382746
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.818314
0.746072
30.806267
0.684712
45
0
5
Hypothyroid
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.858289
0.005314
0.070855
0
0
0
0
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.15616
1.85936
83.625598
0
0
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.283897
2.29783
86.739599
1.117613
77.9132
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.043317
0.811386
85.368812
0.897376
95
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.283638
1.883638
85.327233
1.065092
80.654466
0
1
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.776059
1.95656
65.828018
1.119592
58.131207
0
2
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.031304
1.190609
81.480435
1.199687
68
0
2
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.706757
0.022973
63.027027
0.812027
78.85135
0
3
Hypothyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.544299
0.616872
94.911403
0.922743
102.637134
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.302182
0.757927
99.803274
1.116011
89.202182
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.015139
1.330279
102.059754
0.945139
107.54582
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.220495
0.311358
14.222716
1.135479
12.779505
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.38721
0.77416
96.64535
1.041292
92.54845
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
0.518527
14.456845
1.341495
10.814733
0
2
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.706327
0.820255
81.101273
0.801013
101
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
0.615936
70.920322
1.003156
71.262509
0
4
Hypothyroid
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.416609
0
87.638755
0.98472
88.972318
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.394247
0
75.561948
0.958761
78.685844
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.427179
1.257282
54.516513
0.909437
59.887385
0
5
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.674967
0.025311
34.662516
0.817344
42.337484
0
4
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.488996
1.420496
53.850061
1.213851
44
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110.630221
0.4
14.87674
1.026759
14.292247
0
3
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.615976
0.687994
44.159955
1.069202
42.479864
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.647072
1.769311
108.923277
1.061534
101.846553
0
4
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.555019
0.811557
31.952252
0.71036
45
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.635032
0.176934
11.788323
1.038847
11.230658
0
5
Hypothyroid
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.703006
0.496994
117.048101
0.756987
153.662658
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.646958
1.520791
123.422918
1.054229
117
0
5
Hypothyroid
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.887378
0
94.634801
0.943652
100.269603
0
3
Hypothyroid
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.298386
1.238553
108.485954
0.921004
117.642557
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.986263
2.076251
122.050056
1.146752
106.37486
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
118.274046
0.006324
17.797628
1.049157
16.8166
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.840896
1.81591
62.545473
0.926364
68.068159
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
191.017761
1.046548
44.465483
0.964655
45.732741
0
4
Hypothyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110.627911
0.631396
6.563776
1.081076
5.888544
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.471987
0.198235
64.37759
0.980384
65.716808
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.798871
1.136582
100.497176
0.922458
108.502824
0
3
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.383707
0
106
0.957567
111.657736
0
3
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.237555
1.623756
62.049778
0.887511
70.724001
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.009969
0.209344
77.199376
0.978006
78.498439
0
5
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.005546
0.7374
94.664818
0.900166
105.977816
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.600166
0.178873
73.841756
0.792626
93.579122
0
5
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.446325
0.819951
108.655961
1.149839
94
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7552
1.782286
81.270856
1.058126
77.364572
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.02882
0.2
2.543861
0.851654
2.660403
0
5
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.475746
2.1
82.650497
1.213787
68.223259
0
0
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.077422
0.924055
22.395391
1.053723
20.868203
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.716192
0.995976
70.313052
0.911413
77
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.791458
1.256156
72.906407
0.860936
84.114949
0
3
Hypothyroid
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3927
0.590151
133.804751
1.254635
107.073001
0
1
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.004646
1.698872
78.011283
0.90008
87.003982
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.824666
0.929866
48.421992
1.10162
44.578008
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
150.888741
1.38584
41.90897
1.060101
38.919085
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.169639
1.532144
46.785705
0.906369
51.892852
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.465405
1.910349
63.879361
0.984311
64.775872
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.619065
2.155322
137.787135
1.351696
102.851461
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89.5525
0.3105
8.618751
1.025025
8.17125
0
4
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.179908
1.495502
87.370321
1.056402
82.68516
0
4
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.598175
1.67589
111.919635
1.163215
96.67854
0
4
Hypothyroid
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
14.489558
1.377611
1.555974
0.311195
1.555974
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.346341
0.94913
90.672465
0.767178
119.118477
0
3
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.912125
0.378794
90
1.009394
89.060625
0
4
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.65227
1.556389
94.939809
0.951278
99.718057
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.458403
1.933278
89.624791
0.969168
92.707985
0
4
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
127.264407
0.148231
16.888271
1.02406
16.258847
0
3
Hypothyroid
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
226.237257
0.148617
13.173943
0.942569
14.045486
0
5
Hypothyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10.322729
2.082087
108.601605
1.052032
103.398395
0
2
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112.160612
0.579273
3.67005
1.045285
3.530983
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.646838
2.098595
89.496486
0.959859
93.510541
0
3
Hypothyroid
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.459023
0
0.84152
0.061912
0.781411
0
0
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.743789
1.648683
44.075285
0.868143
51.252195
0
3
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.176562
0.892361
49.461806
0.886155
55.461806
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.578073
0
67.348838
0.683123
98.843853
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60
0.457446
13.393614
1.037234
13
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.161541
1.570985
123.645073
1.042901
119.03239
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.72577
0.841233
85.47423
0.905258
93.948459
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
452.350099
0.140949
12
1.117121
11.154305
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.353635
0.814036
79.09273
0.898371
88.255638
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.670948
2.031338
61.738848
0.902089
68.582157
0
5
Hypothyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
162.71127
0
63.281693
1.562078
40.463029
0
5
Hypothyroid