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
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.153667
1.942944
80.190187
0.831902
96.095094
0
4
Hypothyroid
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.586739
1.270475
90
0.864879
104.457883
0
1
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.549044
0.309809
16.450956
1.139025
14.352868
0
3
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
51.432583
0.848636
28.891655
0.884318
33
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.432906
0.428355
12.567094
1.304632
9.922286
0
4
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.699249
1.950225
120.503753
1.142556
105.248124
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.579883
66.100583
0.992446
66.978296
0
3
Hypothyroid
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.43945
0
87.69205
0.985709
88.93425
0
3
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
230.253019
1.445179
35.156604
1.323132
26.578302
0
5
Hypothyroid
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
472.697428
1.502395
35.278618
1.185111
29.58119
0
0
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.333294
0.933335
44.599977
1.048
42.333294
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.10112
2.029371
80.282515
1.019888
78.717485
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
1
0
0
0
0
0
9.978385
1.791985
64.080146
0.941603
68.306618
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.244829
1.882974
90.659482
1.02319
89.170259
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.797757
1.618488
79.91317
0.897283
89.184877
0
4
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.591271
1.363818
68
0.708546
76.425454
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.774899
0.792828
91.414343
1.318924
69.864544
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65.49638
0.352534
24.97828
1.049855
23.4819
0
4
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.160124
1.980372
78.20248
0.878037
89.26584
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.284575
1.342594
88.473271
1.070885
82.66871
0
4
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.32187
1.071252
49.858319
0.934535
53.429159
0
3
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.544285
0.658256
77.076207
0.830635
92.531753
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
183.142418
1.105697
45.512706
0.976266
46.199386
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.611589
2.020991
110.447522
1.067238
103.723761
0
4
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.207609
1.516956
89.169563
0.881696
101
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145.369002
1.377476
41.32428
1.064505
38.54952
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.031854
0.668934
77.63708
0.973629
79.592699
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
177.166841
1.146384
13.239153
1.292247
10.467407
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.930133
0.623253
4.890709
0.909765
5.306997
0
3
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.860691
0.112296
9.545125
0.567093
8.983647
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.754809
1.51156
81.628133
0.846281
96.814066
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
148.531939
1.085883
39.980677
1.062244
37.205047
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.048155
1.644464
75.963095
0.844446
90.012302
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.438398
0.076796
117.115194
1.039232
113.153592
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.842863
1.83875
76.617853
0
0
0
4
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.995323
2.397662
106
1.191403
89.394787
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.724124
1.258334
95.986843
0.936754
102.311404
0
4
Hypothyroid
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.635219
1.735219
112.450732
0.887463
126.605852
0
2
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.251639
2.223853
63.245083
1.089541
58.774588
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.592857
0.278393
3.567857
0.1815
0.432143
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
408.256614
0.162304
17.921479
1.218691
14.623044
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.478841
0.446145
85.721159
0.902788
94.442319
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.697337
2.365779
97.711056
1.087377
89.657789
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0
49.081775
0.954089
51.877337
0
5
Hypothyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.724361
1.172436
15.793271
0.88274
18.448722
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.316827
0.547614
3.946897
0.789379
3.946897
0
5
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.595869
1.4
72.936237
0.972766
74.936237
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.64425
0.411062
86.548083
1.030962
83.725958
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.553299
0.308069
76.229826
1.035354
74.078243
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.191469
0.742005
48.710023
0.884275
54.710023
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.816722
0.946087
51.088962
0.942669
54.455519
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.946335
1.984752
115.310875
1.057683
108.926714
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.984387
1.337497
68.656258
0.157502
77.507806
0
5
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.82164
1.5
60.148633
0.790404
76.256834
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.399895
1.517537
123.912318
1.048246
118.631524
0
5
Hypothyroid
50
0
0
0
0
0
0
0
1
0
0
0
0
0
0
61.492358
0
7.830245
1.184924
6.81496
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.219778
0.192674
4.03663
0.980733
4.03663
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.220006
1.206381
43.608508
0.98
44.608508
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
1
0
0
0
0
0
192.866288
0
0
0
0
0
4
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.233858
1.2
49.815372
0.886615
55.984604
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.309381
2.004691
92.707585
0
0
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.498767
1.399836
63.500411
0.850008
74.749794
0
4
Hypothyroid
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
154.597519
0.068465
4.483411
0.949293
1.929457
0
4
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.432797
0.241791
4
0.587913
2.32837
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.125797
0.427709
118.76753
0.917612
128.754781
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.196133
1.703867
64.768008
0.96
67.729342
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.391794
0.963836
57.623091
0.929513
61.835879
0
4
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.953709
0.166899
36.66899
0.860996
42.238427
0
4
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
55.581835
0.605818
15.407285
0.898146
17.232734
0
3
Hypothyroid
36
0
1
0
0
0
0
0
0
0
0
0
0
0
0
172.45242
0.603744
63.792511
1.28209
51.867397
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42
0.2
17.578939
1.098421
15.578939
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.399122
2.129073
88.854634
0.939912
94.863414
0
3
Hypothyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.096631
0
88.996515
0.929965
95.499419
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.301088
1.796737
79.277944
1.004224
78.711178
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.981989
1.8
109.93861
1.064693
102.93861
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.765697
1.940582
24.489535
1.123221
21.531395
0
3
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.259485
0
93.729508
0.904052
103.648712
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
1
0
0
0
0
0
20.542575
0.379803
42
0.969148
43
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.233045
1.523304
126.466089
0.963983
131.601732
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.279116
0.938019
98.573628
1.203956
82.309906
0
4
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.323034
0.442772
3.368296
0.985843
2.793221
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.737143
2.297143
105.800004
1.247429
85
0
5
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.060639
0.27383
6.60883
1.106723
5.842979
0
5
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
184.504148
1.195124
63
1.151546
55.097511
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.341372
1.746336
76.292671
1.092927
70
0
5
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.429649
0.425189
39.251886
0.908964
42.607412
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.571011
0
97
0.87
112
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.21612
0
142.335522
1.265033
112.664478
0
5
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
23.274798
0
77.175607
0.898016
86.099191
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
1
0
0
0
0
0
181.665765
1.073315
49.803246
0.999353
49.469011
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.871282
0.209406
2.18812
0.76099
1.81188
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
401.458109
0.209721
4.097207
1.001944
4.097207
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.315452
0.490988
105.978533
0.992232
106.755367
0
4
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.613437
1.734625
112.413437
1.018269
109.879844
0
5
Hypothyroid
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.176863
1.123137
119.211764
0.874039
136.807843
0
4
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81.703227
0.476371
20.351614
1.089395
18.76371
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
1
0
0
0
0
0
197.671335
0.089511
2.237784
0.266296
2.014005
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.403588
1.2
50.797608
0.89
56.797608
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
463.904836
0.597621
21.511896
1.243331
17.464313
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
80
1.013696
78.630448
0
5
Hypothyroid