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
7.746587
1.058234
108.294511
1.03
105.294511
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.972333
1.476241
117.033086
0.962872
121.491729
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.026597
2.179468
81.410639
1.120798
72.562764
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.545938
2.574774
108.24323
1.077658
100.729691
0
1
Hypothyroid
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
60.73451
0.558884
49.117768
1.103833
44.764465
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.961125
2.579913
110.266378
1.207293
91.602596
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
174.249411
0.862481
43.62417
1.096246
39.249411
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.708033
1
49.854016
1.181679
42.416065
0
4
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78.678714
1.760492
117.012299
1.273951
92.012299
0
3
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.751754
2.446213
65.751754
1.212139
54.165498
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.066448
1.614894
79.757774
0.922733
86.484452
0
5
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
70.236245
0.493057
4.034716
1.266528
3.034716
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.912282
0
72.306225
0.934083
77
0
3
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
13.992946
1.519577
66.202821
0.698042
95.195768
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.126178
1.974764
68.495287
0.972524
70.369109
0
4
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197
0
1.677547
0.074291
2.755969
0
3
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.834771
1.696198
107.706536
0.907663
119.135839
0
5
Hypothyroid
33
1
0
0
0
0
0
0
0
0
0
1
0
0
0
11.821758
1.562385
86
0.991979
86.80209
0
1
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.583884
1.41857
106.013873
0
0
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.208697
0.987369
91.401661
0.944803
96.921328
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.0198
0
115.401
1.010304
114.827429
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.477306
2.03631
73.045388
0
0
0
5
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
1.683815
88.841908
1.1
80.841908
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.24525
0.237421
16.625792
1.032453
15.501056
0
3
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.506946
1.947916
83.058159
1.224931
68
0
0
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.64749
0.912397
89.649078
1.02
87.649078
0
5
Hypothyroid
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.791588
0
88.513705
1.000969
88.347354
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.003216
1.719871
72.400643
0.892035
80.79807
0
2
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.883599
0.850798
107.567198
1.025672
105
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.534616
2.149308
82.013847
1.166038
70.451537
0
2
Hypothyroid
50
0
0
0
0
0
0
0
0
1
0
0
0
0
0
38.671953
2.173439
75.531219
1.033905
72.937562
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.069529
0.413906
82.930471
1.001131
82.817412
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.467467
1.846361
91.591703
0.958028
95.788937
0
4
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.561095
2.095562
95.238905
1.006723
94.566572
0
1
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.538382
2.491636
67.916357
1.032509
65.790892
0
4
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.570778
1.5
99.623889
0.881283
113.119445
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121.937585
0.112502
14.062415
1.055625
13.624927
0
4
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
128.348852
0.778295
25.793607
0.956764
29.434098
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.492742
1.79462
23.931682
1.145901
20.356106
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.026688
1.604448
129.145707
0.931457
138.65184
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.651047
1.449884
99.501163
0.907517
109.498837
0
1
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.011355
0.596593
84.988645
1.132273
75.170477
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.315018
0
69.428114
0.955719
72.856227
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.355678
1.496422
72.479008
0.897185
80.880248
0
5
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
234.257179
0.480452
2.078192
1.241564
1.462553
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
465.004038
0.6786
21.320996
1.12354
18.893001
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.308904
0.934931
82.719178
0.847192
98
0
4
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.483001
7.924964
1.018698
7.371977
0
4
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.174027
2.168926
77.553692
1.034859
74.689262
0
2
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.725991
2.475644
95.695546
1.319649
73.365345
0
5
Hypothyroid
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
41.999995
1.475
45.750011
1.1675
39.00001
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.464879
1.942145
77
0.945351
81.464879
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.827803
0.527666
122.310392
0.967935
126.89608
0
3
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.871698
0.384904
115.811295
0.866038
133.886777
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
514.358705
1.672037
12.775069
1.114954
11.148929
0
5
Hypothyroid
36
0
1
0
0
0
0
0
0
0
0
0
0
0
0
172.214241
0.586732
63.826537
1.290767
51.561167
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.979566
1.114278
103.387739
1.135714
90.816347
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61.800632
0
32.199368
1.038505
31.24921
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.909488
0.434074
96
0.919665
104.240212
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
44.480822
2.007965
77.56047
1.086814
71.43953
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.142642
0.2
17.93876
1.085101
16
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.407141
1.993214
78.067857
1.116018
70
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.318234
1.61919
126.595948
0.961919
131.808104
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.874554
0.043906
71.874554
0.961568
74.749107
0
4
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.301897
2.2
95.702691
0.97873
97.829731
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.101198
0
56.202397
1.081389
52.265868
0
2
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.389115
1.574039
74.099352
0.849391
87.58013
0
3
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.967345
1.244285
48.524491
0.903939
54.097965
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.188914
0.157429
111.874057
1.085667
102.433257
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.451203
0.364902
70.33173
1.096683
64.33173
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.124934
1.41211
42.629562
0.833971
51.646483
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.244393
1.547827
93.702522
1.136636
82.482832
0
5
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.365671
1.509701
67.634329
0.933433
72.559695
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.554652
1.472967
110.63663
1.062733
104.36337
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.818291
1.217623
99.077438
1.113591
88.718292
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.931194
1.36896
86.758408
0.78552
110.964825
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2095
1.8
90.592778
0
0
0
5
Hypothyroid
25
0
0
1
0
0
0
0
0
0
0
0
0
0
0
9.357908
0
68.73723
0.952105
72.526768
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
135.043625
0.272698
15.954765
1.002278
15.63651
0
3
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
21.639025
0.3
6.23662
1.151986
5.704669
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
177.240026
0.912618
13.11385
1.194801
11
0
5
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.76234
1.786581
95.35064
0.985671
96.783547
0
4
Hypothyroid
70
0
0
0
0
0
0
0
0
1
0
0
0
0
0
24.666552
0.279993
31.733586
0.700007
45.799931
0
3
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
407.341031
0
13.999463
1.116638
12.666488
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
87.467209
0.287588
10
1.088396
9.21897
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.533094
0.956555
98.49655
1.124896
87.50345
0
3
Hypothyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.667602
1.5
60.276998
0.79939
75.615011
0
3
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.930192
0.883682
93.604712
0.856047
110
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
0
85.651491
1.016515
84
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
1.805653
59.924468
1.063772
56.6038
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.797686
1.27341
69.53179
1.021907
68.404629
0
3
Hypothyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
8.849248
1.631532
110.807801
1.021231
108.12312
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.854593
0.051498
64.030293
0.969697
66.060586
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.522932
0.550458
20.376145
1.001927
20
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.968301
0.718533
95.134526
0.942436
100.890877
0
3
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.60136
1.560136
127.202719
0.986082
129.391842
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.138805
1.2
108.45395
0.913619
118.63815
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.277495
0.88547
90.638747
1.152775
78.180626
0
3
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.150475
2.160791
75.065348
1.015228
73.738608
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.959725
0.012854
39.042846
0.999829
39.051415
0
3
Hypothyroid