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
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.693917
1.895291
60.95291
0.823296
73.670372
0
2
Hypothyroid
65
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6.764864
2.278379
140.189192
1.215406
115.648636
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.360539
0.606996
61.6861
0.963489
64.01166
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.19716
2.070175
79.943191
1.009148
79.014202
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.32734
1.292051
52.227341
0.900739
57.61367
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.642588
0.505363
106.842272
0.85948
124.630913
0
3
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
497.807911
0.513701
6.096045
1.183835
5.027542
0
5
Hypothyroid
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.168257
0.684965
66
0.650215
101.467782
0
5
Hypothyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.028025
1.645502
63.089969
0.869897
73.735262
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.232832
0.325965
71.603009
0.763702
94
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110.082368
0.263921
12.721578
1.089588
11.523638
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.891895
1.912163
66
1.040135
63.216211
0
3
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.632602
0.584118
95.978054
1.237095
78.471268
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
250.203095
0.336568
15.453727
0.991896
15.634318
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.487668
0.991007
138.089931
1.095843
126.213517
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.122637
1.58467
66.926927
0.130302
77.080223
0
4
Hypothyroid
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.170496
0.144922
55.511489
0.889148
62.681985
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.445427
0.077286
85.806785
0.838712
101
0
4
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.554106
2.294496
64.440302
0.985504
65.055038
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.092479
1.706325
45.936752
0.893747
51.749402
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56.814853
0.609054
22.909461
1.011811
21.909461
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.839992
1.008004
56.519998
0.9376
60.360013
0
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.212059
2.130353
90.363823
0.964241
93.939705
0
4
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.455686
0.364549
85.860784
0.843165
102.31647
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.247199
1.121512
99
1.150196
85.980444
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.735829
0
66.224605
0.852995
78.283421
0
3
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.517217
2.196697
100.139143
1.114174
90.377371
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.84973
2.004521
94.79656
0.988192
95.977396
0
0
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.244577
0
66.219214
1.137808
58.706899
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.368019
0.381436
60.373168
0.987629
60.915445
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.310026
1.656324
68.563244
0.12673
78.281622
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.306403
0.607807
90.662281
1.134544
79.805263
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.861688
2.061688
90.59578
1.009789
90.21266
0
2
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
18.707241
0.3
8.100397
1.110103
7.715035
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.102807
2.080347
118.252679
1.051685
112.056151
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
169.251337
0.314973
12.748663
1.070963
11.449198
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.706369
0.587262
72.531844
0.998255
73.119106
0
5
Hypothyroid
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.128563
0.087144
3.776226
0.290479
3.776226
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.616517
0
88.669654
0.936786
94.991038
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
192.549965
0.04714
0.785664
0.080923
0.785664
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.692302
1.015381
59.961529
1.113846
53.846151
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.606221
1.081866
65.442488
0.991637
66
0
3
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.434895
1.5
60.470921
0.812964
74.645396
0
3
Hypothyroid
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197.246458
0.032861
13.67139
0.666827
21.849864
0
3
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.854736
2.377413
104.483606
1.151612
90.935337
0
5
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
0.656039
98.437359
0.866242
113.938487
0
3
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.46356
2.442373
57.591101
0.930148
62.182202
0
4
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.565344
1.942713
65.135663
1.109899
57.854265
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.166458
1.532916
119.299375
1.024671
116.065833
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140.060217
0.005474
32.994526
1.070493
30.983577
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.130287
0.4
12
1.346091
9.139085
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.794779
1.637392
81
0.901565
89.843479
0
5
Hypothyroid
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.735798
1.30791
43.260487
0.99521
43.376748
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.791051
1.2
108.294866
0.908846
119.115403
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98.134129
0.748048
11.826826
1.257878
9.913413
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.305339
1.5
90.17333
0.958267
94.34666
0
3
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.753686
1.6
84.402428
0.892073
94.394334
0
4
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.118258
1.928342
122.427807
1.175913
103.918258
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.793992
1.566308
20.236046
1.122661
17.221027
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.590831
0.240917
10.439731
0.803056
10.439731
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.575017
1.904152
90.375085
0.933751
97
0
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.586316
1.722737
124.579473
1.11
112.386316
0
4
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.43434
0.935094
79.996227
0.916679
87.328302
0
5
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.093468
1.42804
67.906532
0.960653
70.654276
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.613104
2.253925
71.937199
1.054607
67.968599
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.562236
0.324471
117.486707
1.036755
113.648942
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.917491
1.108936
96.081747
0.905798
106.085554
0
5
Hypothyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.482244
1.449895
105.668072
0.871691
121.16491
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.923007
1.310266
44.269475
0.98231
45.141154
0
4
Hypothyroid
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
235.31796
0.404612
6.451438
1.144612
6.360173
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.731956
2.193609
79.936089
0.936804
85.72369
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.462428
0.664687
104.909616
0.97887
107.022596
0
3
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
466.723242
0.69088
21.136795
1.110032
18.954402
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.253627
1.2
49.564249
0.89
55.564249
0
5
Hypothyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.149552
2.289374
90.194637
0
0
0
5
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.754117
0.140779
88.502745
0.855195
104.061471
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.305528
1.986689
91
0.947468
96.253243
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.390212
9.510611
1.11
8.288913
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.33965
1.315561
101.092018
0
0
0
5
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
441.38675
0.5
23.861325
1.32416
17.861325
0
4
Hypothyroid
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.132714
1.167286
119.377323
0.874591
136.918215
0
4
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.283983
1.83968
74.998222
0
0
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.8221
1.740792
65.740792
0.943888
69.481584
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.485867
0.592251
13.922515
1.176974
12.240107
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.199241
0.460025
7.318026
1.320025
5.858254
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.819455
0
55.937509
0.975903
57.583346
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.125547
2.366235
117.393925
1.072251
108.2251
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.118381
0
75.352024
0.76824
98.116042
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.184627
1.052709
110.421084
1.477373
75.052416
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.846128
1.925111
73.214602
0
0
0
5
Hypothyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.310943
0.115547
1.155472
0.485298
1.155472
0
2
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.909494
1.339219
46.484916
0.975754
47.454747
0
5
Hypothyroid
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
183.228734
0.531429
7.257171
1.317997
5.885757
0
4
Hypothyroid
71
1
0
0
0
0
0
0
0
1
0
0
0
0
0
29.556078
0.335047
33.102805
0.701028
47.40187
0
3
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.236379
0
122.878772
0.839697
145.787823
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.470017
0.862507
98.725014
0.87
113.725014
0
4
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.670389
0.19709
88.859222
0.947184
94.140778
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.566193
0.097352
18.513239
1.013014
18.052954
0
3
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.534872
141.04615
1.191103
118.174358
0
4
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.429468
0.252351
10.246713
1.109467
9.403766
0
4
Hypothyroid