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
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
497.662594
0.446877
9.249828
1.201687
7.187371
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.436955
0.034734
54.131642
0.883053
61.305313
0
4
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
424.846159
0.154914
11.690171
1.065769
11.101496
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.645596
0.741762
43.835233
0.94657
47.392746
0
4
Hypothyroid
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
198.107941
0.064765
5.539706
0.958635
5.985735
0
4
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.267123
1.419863
106.534245
0.914658
116.335613
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
396.558488
0.101671
9.40809
1.08358
8.424801
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.33839
2.495916
68.065346
1.030408
66.032673
0
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.897747
0.34594
91.66946
1.162745
78.596648
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.048342
1.283404
100.832342
0
0
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.357321
7.866048
1.11
6.90748
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.762024
0.778482
80.892411
0.798924
101
0
3
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.145458
2.336366
105.090926
1.080909
97
0
2
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.633754
1.390126
91.070033
0.907038
100.366246
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.43468
1.031391
112.875942
0.838595
134.875942
0
4
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.671147
0.11141
33
0.815167
41.241637
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.524575
0.57013
120.508493
1.053157
114.754247
0
3
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.230123
1.188661
113.264344
1.224153
93
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.10552
0.177458
42.556354
0.827818
51.887292
0
4
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
25.406263
0.324376
4.985654
1.222751
3.936268
0
4
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.666017
1.940374
102.477006
0.902385
113.238503
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.854878
1.680488
90.54878
0.963537
94.195119
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
167.721999
0.2852
31.648286
0.884817
35.814857
0
3
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.408466
1.57492
80.166135
0.908339
88.332271
0
5
Hypothyroid
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12.318255
1.920436
0.19891
0.039782
0.19891
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.769832
2.098101
98.660336
1.143017
86.018993
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.856577
0.927251
33.976899
0.755673
45
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.863167
1.421233
111.165144
1.202359
92.952816
0
3
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70
0.441373
3.486267
0.921021
4.089788
16.415479
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.393987
0.970827
50
0.892045
55.897745
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.403789
0
124.23674
1.317178
94.76326
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.533244
0.950067
81.750334
0.807503
101
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78.641761
0.361566
18.82088
1.070261
17.61566
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.015721
1.99476
95.189519
1.149153
82.705671
0
5
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.750246
2.185961
99.004925
0.887537
111.376847
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.215316
0.715316
108.755972
1.360239
80.177049
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.342234
0
92.429611
1.188592
77.342234
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110.125358
1.074928
39.498569
0.896724
43.649571
0
4
Hypothyroid
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
99.441734
0.34705
2.926475
1.152345
2.558849
0
3
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
73.39201
0.5
4.797337
0.998905
4.993342
0
4
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.374518
1.226942
55.114075
1.180315
46.963597
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.303071
1.845023
86.549767
1.038874
83.662325
0
1
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
431.373034
0.41373
8.471461
1.078445
7.647641
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.927703
1.499096
35.681729
1.073363
33.681729
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.479511
2.376024
79.479511
0.98306
81
0
3
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116.469722
0.382324
24.308715
0.669685
37.353519
0
3
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.942703
2.034935
88.380781
1.218096
72.380781
0
0
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.471072
0.464695
73.612754
0.84902
86.710722
0
4
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
423.53217
0.421559
7.077972
1.072339
6.668342
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.902841
1.647869
109.478689
1.049716
104.507104
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.276502
1.737213
40.170494
1.137235
35.627871
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.060953
1.412191
75.774287
1.213443
62.673809
0
3
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.036363
1.574786
122.26072
0.89765
136.73928
0
4
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.769298
1.374812
110.944862
1.149265
96.50919
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
489.61907
0.462233
12
1.361297
9.2266
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.467493
0
85.617867
0.896179
95
0
5
Hypothyroid
67
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.566828
0
111.336569
1.446756
76.997573
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.621326
0.510663
13.621326
0.689672
8.077235
0
4
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.937271
1.527076
91.863268
1.000456
90.863268
0
1
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.366905
0
84.60921
0.838542
101.384142
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.539705
0
44.460295
0.89965
49.831764
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.004435
1.213209
82.867915
0.934362
88.718088
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.233886
0.378603
142.504803
1.254952
113.757205
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.540229
2.002955
83.627261
1.076864
77.940891
0
2
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
94.180269
0.416233
44.153363
1.20009
36.75695
0
4
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.135981
2.168793
0.576013
0.145443
0.576013
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.100532
2.299521
88
0.910011
96.998936
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
77.531489
2.111188
98.706346
1.176644
83.664361
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
420.484437
0.215494
11.569012
1.087578
10.750135
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.228987
0.630532
40.559177
1.138302
35.711835
0
5
Hypothyroid
73
0
1
0
0
0
0
0
0
1
0
0
0
0
0
23.415682
0.458432
35.356875
0.790902
44.811761
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
21.851219
1.900813
89.198374
1.104959
80.801626
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.536063
1.086383
105.094681
0.849468
123.958509
0
5
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
176.229997
0.529571
6.262854
1.4454
4.229997
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.965026
1.151909
127.013283
1.365291
93.990038
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.019211
0.719515
45.80182
0.876006
52.201213
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.499838
0.131207
74.187439
1.015623
73.750081
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
192.672653
0.57698
3.606122
0.742861
3.497939
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56.61763
0.276474
74.235259
1.066225
69.46079
0
4
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122.481612
0.26296
12.888791
1.085184
12.259194
0
4
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.330774
2.50181
91.981897
0
0
0
5
Hypothyroid
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
37.088941
0.772235
58.397835
1.019579
58.146635
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.613109
1.2
83.700842
0.69584
121
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0
49.103603
0.95518
51.844596
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
0.923848
82.619241
0.94053
88.079494
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.1907
1.474882
67.106975
1.100837
61.21395
0
5
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.940788
0.177637
113.220461
0.857402
132.332277
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.721696
0
97
0.87
112
0
4
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.62614
0.470515
108.045589
1.03307
104.738603
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.816019
2.177177
105.732993
1.243058
85.267007
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.189572
0.136848
2.609479
1.151682
2.582109
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.681907
1.878032
65
0.950984
69.121271
0
4
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.490834
0.179633
25.365582
1.01611
24.712833
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
1
0
0
0
0
0
19.017741
0.04071
53.185807
0.993361
54.017741
0
3
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.358811
0.951168
91.170559
1.026235
89
0
5
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
471.500479
0.454966
29.40115
1.17001
24.250719
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.114072
2.201507
85
1.062462
80
0
1
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.755982
1.788995
129.889954
0.99488
130.779908
0
5
Hypothyroid
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.120238
1.134167
136.780555
1.384218
99.519048
0
2
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61.755786
0.575887
77.255014
0.955085
80.998457
0
5
Hypothyroid