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
48.066258
0.4
12
1.348012
9.119876
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
1
0
0
0
0
0
39.642039
1.685223
46.926116
0.800739
58.852233
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.662408
1.566634
60.333661
0.94001
64
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.387695
1.43877
83.550781
0.993877
84.163085
0
3
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.084895
1.809427
139.031423
1.458175
95.660418
0
4
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.206946
2.116718
101.785495
1.134763
90.047327
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
84.148032
1.385696
41.429107
1.117114
37.28732
0
5
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
106.183856
0.387743
9.571002
1.104484
8.350673
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
138.106928
0.249236
12.258046
0.974465
12.716447
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
1
0
0
0
0
0
12.265021
1.91026
62.897403
0.917948
68.700866
0
4
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.743295
1.7
77.888978
0
0
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.783658
0
86.163418
0.878366
97.908544
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.712954
0.185648
28.524698
1.030718
26.83411
0
5
Hypothyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
73.810174
0.5
4.936725
0.951514
5.341811
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.298267
1.706271
89
1.078746
82.094059
0
3
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.687368
1.598902
108.497254
1.070055
100.994508
0
3
Hypothyroid
9
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.840295
0.285466
132.539598
1.00859
131.215839
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.540775
1.418971
52.64893
0.810549
65.242915
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
80
1.018421
78.157893
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61.141332
0.385867
50.614133
1.096304
46.684799
0
5
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.606597
1.280933
54.41593
1.003934
53.719228
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.125952
1.319174
57
0
0
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.39979
0.833246
98.666492
0.87
113.666492
0
4
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.44543
1.79196
63.503516
0.873427
72.912565
0
4
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.902934
1.18951
86.827974
1.00414
86.413987
0
1
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.337348
0.089157
19.594377
0.950402
20.297189
0
3
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.776444
2.050559
103.820299
0
0
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.584874
1.791702
93.219535
0.956439
96.931721
0
2
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.651848
1.679423
89.319616
0.74
121.319616
0
3
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160
0.327412
9.911181
0.339909
2.439671
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.104427
0.103395
47.621402
0.920705
52
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
190.496696
0
17.901983
0.677229
26.121586
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.054886
0.147684
55.945114
1.086329
51.734137
0
4
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
138.595533
1.016625
25.570722
1.164988
22.047148
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.718906
1.614055
67.859453
0.122276
77.859453
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.281158
1.642705
70.281158
1.049947
67.427053
0
4
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197
0
7.25308
0.321208
11.915775
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.275595
1.720437
115.984129
1.327718
87.724209
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.019185
1.420184
44.711432
0.920959
48.163469
0
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.660982
0.354798
57.886994
1.065217
54.478323
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
79.857194
0.371439
43.071047
0.812139
53.428419
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
1.295497
39.387435
1.086126
36.126179
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.739459
0.245014
59.306268
0.998376
59.387464
0
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.398898
1.322854
60.325406
0.962651
62.325406
0
5
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.430381
0.516473
123.519038
0.949114
130.303808
0
3
Hypothyroid
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.964353
1.935009
56.385741
0.973144
58.035647
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.81457
0.139072
60.556289
0.954636
63.278144
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.596669
0.795221
73.064446
1.038067
71.193337
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0
50.643283
1.032164
49.535075
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.264067
0.141932
68.013798
0.764193
88.79724
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.416757
0.437028
80.583783
1.015432
79.832435
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.024628
1.950742
58.623144
0.956231
61
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.41137
0.723411
64.964548
0.984468
66
0
4
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.765028
2.388538
83.541518
1.226819
68.401172
0
0
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.179428
0.261885
39.872949
0.996508
40.047539
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.987772
1.463316
74.755442
0.826332
90.414853
0
3
Hypothyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
21.152888
0.374689
57.694224
0.903884
63.864666
0
3
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.859342
1.976382
76
1.003901
75.508224
0
1
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.72364
1.983463
83.173139
1.058424
79.165372
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.241074
0.525536
23.620537
1.017446
22.496429
0
4
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.865774
1.972849
90.728489
1.22457
73.878585
0
1
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.043357
2.255774
78.230941
1.07414
73.047927
0
0
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.306489
1.771351
87.897292
1.034486
84.448646
0
3
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.298699
1.122448
2.014844
0.664898
2.014844
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
85.410484
0.2
7.84629
0.55055
4.384908
0
3
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.861317
1.560376
127.851411
1.008266
127.074295
0
4
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.755905
1.625354
111.751181
1.169953
96.004724
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.426312
1.973688
89.223669
0.926316
96.59211
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2076
0.363527
106.76291
1.002036
106.559273
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.136414
1.390918
51.818222
0.896819
57.545481
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.912049
1.747229
62.096086
1.138241
54.456025
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.449482
1.605538
94.065738
0.958131
97.439443
0
2
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.940168
0
44.544874
0.875748
51.257479
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78.804644
0.367674
18.902322
1.071279
17.676742
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.156661
0.422889
10.530018
1.182289
8.915571
0
3
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
194.040115
0.394651
9.560172
0.822259
14.046347
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.007992
1.828001
93.136006
0.84704
109.863994
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.075365
0.97494
89.250232
1.095006
81.499722
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.518888
1.938977
92.779533
0.847795
109.805117
0
3
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.081047
1.294732
57.821071
0.706421
82.452619
0
4
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
29.651403
0.579084
14.240058
1.460479
9.539852
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.573619
1.608129
72.213191
0.866802
82.639572
0
3
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.467646
0.581751
116.406817
1.011825
115
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.575759
1.786364
71.136361
1.041212
68.863639
0
5
Hypothyroid
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
36.522266
1.244939
45
0.844777
53.348178
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.411096
1.254623
99.509247
0.87
114.509247
0
4
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.86249
0.258747
5.375104
0.141636
1.787635
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
41.052009
0.98632
41.736011
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.841858
2.311327
118.034513
1.075912
108.59115
0
5
Hypothyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.491207
1.926319
18.304123
0.945497
19.263189
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.954628
0.06456
108.602708
1.025034
106.099323
0
4
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.752962
1.60939
20.48223
1.127174
17.364634
0
3
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.684468
0.374757
9.567477
1.432233
6.656796
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.921483
2.010469
58.649218
0.99623
58.675391
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.672756
1.865449
66.308976
0.983455
67.63622
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.325466
2.063913
66
1.059646
62.349068
0
2
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.50776
1.85632
104.461201
0
0
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.840675
0.478296
63.562701
0.852203
75.905143
0
3
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.013637
1.006666
70.915151
1.090848
64.915151
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
158.393826
0.504923
24.393826
0.997215
24.344598
0
3
Hypothyroid