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
90
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.014284
0
82.03571
0.880286
93.007142
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.680288
2.228365
84.394228
0
0
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75.366155
0
58.975384
1.042431
57.024616
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96.524817
0.410496
3.010212
1.183731
2.562693
0
3
Hypothyroid
12
0
0
0
0
0
0
0
0
0
0
0
0
0
0
466.597165
1.159716
28.597165
1.26455
23.146928
0
1
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
169.585477
0.654749
16.235754
1.22057
13.235754
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
1.140754
35.518848
1.124812
31.870733
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.939307
0.705615
25.883154
1.013551
25.294385
0
1
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
193.870694
0.417241
9.306041
0.833836
13.53385
0
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.623237
0.186971
64.249295
0.973739
66
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.942444
0.050161
108.691316
1.026141
106.077171
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.580052
1.490773
87.451375
0.886359
98.815465
0
4
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.370239
1.606347
146
1.182539
123.214368
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.841574
1.028708
44.049442
0.893365
48.841574
0
4
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170.28235
0.309412
11.71765
1.068823
10.670591
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.910539
1.470828
125.922208
0.949806
132.941656
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.187331
1.216809
43.622412
0.98
44.622412
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.585592
0.882882
52.171183
0.851712
61
0
3
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.780191
1.77807
111.320869
1.101925
101.128348
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.897526
1.911354
142.628821
1.249141
114.171761
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.290255
2.170974
79.258469
1.06678
74
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.590644
0
103.818712
1.258277
83.057417
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.947815
0.246256
106.104523
1.328732
79.671607
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
123.076423
0.117148
14.251257
1.03438
13.602701
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.252752
1.545254
74.589408
0
0
0
5
Hypothyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
13.040035
1.462402
66.583986
0.70376
94.624021
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.986688
1.973375
62.026625
0.900932
68.960063
0
5
Hypothyroid
5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.996506
2.022642
147.993012
1.160245
129.470302
0
1
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.980687
2.094206
61.567595
0.985097
62.567595
0
3
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.179789
0.127588
67.364538
0.924557
73
0
0
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.925949
0.2
2.601468
0.852889
2.730354
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.661334
2.105037
89.512594
0.960504
93.462219
0
2
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.688618
1.905463
63.273142
1.083824
57.109257
0
4
Hypothyroid
72
0
0
0
0
0
0
0
0
1
0
0
0
0
0
192.457894
0.022895
0.572367
0.068112
0.51513
0
4
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9138
0.158703
94.654993
1.04517
90.138003
0
4
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.444419
2.594949
46.606089
1.003536
46.404059
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.905391
0.109461
13
0.53418
4.979648
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.52728
1.51375
97.095591
0.898765
108.219118
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.633851
1.605088
88.525442
0.98
90.525442
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.055503
0.991722
63.777988
1.011392
63
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.783725
0.421628
85.351342
0.82
104.027013
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.473583
1.171286
23.856432
0.989043
23.904288
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.236456
1.270542
64.118228
0.921764
69.765519
0
3
Hypothyroid
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12.641179
1.996301
108.418003
0.95254
114.454992
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.473204
0.536085
79.350508
0.951753
83.175254
0
5
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.667693
0.233231
85.641184
0.82
104.461775
0
3
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10.940879
2.31768
94.430932
0
0
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.342656
0
90.762241
1.155245
78.342656
0
5
Hypothyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.557001
2.565001
106.920007
1.0992
97
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.568981
1.713796
82.560414
1.360476
60.788774
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.127802
1.31278
100.936099
0.926166
108.447307
0
3
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.933099
0.104068
88
0.98554
89.446008
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.107596
1.326956
50.80754
0.849612
59.653912
0
3
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163.175539
0.478191
18.95478
1.18609
15.824461
0
5
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
453.22234
0.594445
22.583321
1.21611
18.472226
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.873253
0.516812
73.415941
0.935644
78.564412
0
5
Hypothyroid
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10.467653
1.892909
87.571637
0.980355
89.536184
0
1
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.930312
0
44.552266
0.890697
49.776133
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.462581
1.6973
89.347192
1.02
87.347192
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.711415
0.246981
112.147641
0.911476
123.411635
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
497.751297
0.5
7.623487
1.264957
5.873919
0
4
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.06236
1.587528
28.685962
0.981848
29.249441
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.039114
0.815646
108.960886
0.883985
123.523247
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.725454
1.700873
136.149092
1.115789
122.140363
0
5
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
97.220392
0.4
4.669568
0.955922
5.206902
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42.288143
1.571186
59.538972
0.928271
63.654229
0
5
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
448.048365
0.3941
28.44778
1.315764
21.388785
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.153864
0.055295
78.855753
1.158317
67.975959
0
5
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
516.024191
1.30121
7.670698
1.15261
6.403629
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.311662
2.350671
109
1.06
102.688338
0
2
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.480597
1.048178
74.486985
0.854818
87.502603
0
3
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.334456
0.447598
135.589726
1.313766
103.213142
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
155.250325
1.360153
42.398468
1.048046
39.929759
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.475067
0.092729
117.044157
1.040442
112.955843
0
4
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.676328
0
87.473431
0.888937
98.579708
0
3
Hypothyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.387815
1.059139
83.704307
0.823522
101.469538
0
3
Hypothyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0.213353
92.193958
0.96
96.193958
0
5
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.210868
0.089131
115.334241
0.861114
134.222827
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.74749
0.082306
4.163014
1.058708
4.03379
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.634645
1.413388
110.711295
0.858268
128.942259
0
4
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80.040392
1.769002
117.225061
1.2731
92.225061
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.295251
0.353145
13.17715
0.963504
13.354301
0
1
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.451514
2.354333
66.543328
1.0737
62.358321
0
2
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.759391
1.43399
111.377462
0.916225
121.651168
0
4
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.47711
0.53176
76.227468
0.905229
84.113734
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.24528
1.581888
108.275524
0
0
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.315958
0.730393
74.331997
1.01
74
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.200039
0.3
6.199941
1.014008
3.466693
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.629695
1.944446
97.888924
0.925555
105.481541
4.444622
5
Hypothyroid
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.505449
0.980629
85.978203
0.816126
106.096854
0
1
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.761746
1.183606
114.027323
0.84082
135.890707
0
4
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.732649
2.060171
73.625642
1.097299
67.104274
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.013166
0.066572
82.173666
0.842026
97.971056
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.082834
0
44.437875
0.889172
49.718937
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.902833
0.212956
3.064778
1.015789
3.080973
0
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.984939
0
86.671687
1.046867
82.656626
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
166.556271
1.25416
43.4584
1.016248
42.402934
0
5
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.490589
0.557651
30.236906
1.042705
28.813421
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.634129
2
86.296148
1.069582
81
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.29451
1.882196
71.06157
1.005341
70.70549
0
5
Hypothyroid