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
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
180.990995
0.5217
6.867999
1.35886
5.301999
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.300429
1.574954
87.750153
0.994991
88.500919
0
2
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.827271
0.845682
51.629547
0.850864
60.543182
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.10993
2.176534
85.617331
1.06926
79.845667
0
1
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.543051
0.159932
71.543051
0.965712
74.086103
0
4
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.489293
0.148929
4.255353
1.007446
4.255353
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.204165
0.745179
50.860118
0.848601
60.344047
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.922006
0.64259
143.511976
1.24488
115.267964
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
2.6793
89.981182
0.739059
122.131729
0.338732
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75.595039
0.360124
4.252135
0.560434
1.494491
0
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.918065
1.583226
88.416129
0.98
90.416129
0
3
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
193.413842
0.478154
8.620763
0.865054
12.151873
0
4
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.742495
0
66.824582
0.860994
78.150093
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.531533
0.863964
66.085584
1.01
65.085584
0
2
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.559538
0
112.314454
1.175954
95.438151
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.873334
2.228511
95.547518
1.257603
76.619857
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.662669
0
86.112444
1.024498
83.775112
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.699288
1.700712
90.247329
0.939964
96.25089
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
143.916319
0.075141
3.905065
1.058994
3.804502
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.898868
2.075283
107.820216
1.087528
98.853908
0
3
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.30663
0
93.316989
0.899337
103.766575
0
3
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0.208802
100.025593
1.060512
94.835206
0
4
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.884228
0.769239
51.307606
1.016527
51.50056
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.580526
2.061515
94.96136
0
0
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.357642
0.875497
112.949404
1.53751
73.599205
0
5
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.709131
0.185166
27.210585
0.555934
48.445024
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.041735
0.211519
16.539232
1.008848
15.654424
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.223708
0.392543
18.925431
1.053059
17.925431
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.191517
0.834062
74.233933
1.046806
70.978792
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
8.932327
1.191918
67
0.75
89
0
3
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
139.868557
0.118299
33.394329
1.047655
32.182987
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.56464
0.387072
4.651712
1.252718
3.608176
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.450117
0.241686
37.649648
0.830155
45.900234
0
4
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.544639
1.74152
83.992203
0.998538
84.138402
0
5
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
48.620466
1.089674
33.310696
1.004837
33
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60
0.639273
13.848182
1.091782
13
0
5
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.779679
0
116.574127
0.866297
134.629651
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.619048
1.503031
123.54978
1.055498
117
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.393796
1.960439
66.813175
0
0
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.622624
1.249145
132.878332
0.922044
143.939166
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.850927
1.909554
105.151204
1.227931
85.848796
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.426156
0.75218
12.713078
1.189044
10.751334
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
245.478404
0.311389
2.838272
1.252574
2.070618
0
4
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2867
1.75468
108
1.017931
106.206903
0
4
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.828087
1.582809
127.656175
0.999685
128.031475
0
4
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.115221
1.928395
75.452675
1.046214
72.189299
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
190.518607
0.230439
2.30439
0.215625
1.810592
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.616721
0.76806
12.808361
1.189361
10.833913
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.698706
0.887394
81.317389
0.91
89.317389
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55
0.622032
15
0.931861
16.339043
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.096939
1.017859
77.938779
0.979082
79.515305
0
5
Hypothyroid
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.718105
1.86929
112.692899
0.865118
129.976329
0
0
Hypothyroid
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
198.248229
0.148938
6.241146
0.969858
6.617031
0
4
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.715609
2.653117
107.624934
1.106249
97
0
4
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.052519
0.223031
2.973741
0
0
0
3
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.072979
0.747477
121.532827
0.91197
133.737384
0
3
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.442671
0.344267
3.278664
0.991393
3.278664
0
5
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.547459
0
114.610163
1.171695
98.135571
0
5
Hypothyroid
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
103.052756
1.290504
30.820631
0.01034
0.147716
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.005412
0.551726
70.940902
0.805173
88.21182
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67.552856
0
48.149048
1.009567
47.745241
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.383435
0.622546
73.308282
0.850376
85.924847
0
3
Hypothyroid
70
1
0
0
0
0
0
0
0
1
0
0
0
0
0
38.035215
0.431694
37.281721
0.742817
50.176076
0
3
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.269102
1.3
83.761461
0.855076
98.25382
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.604077
2.503057
73.604077
0
0
0
4
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.197032
0
33.963562
0.966424
34.802968
0
4
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
107.387979
0.307468
6.761383
1.068361
6.062841
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.908045
1.57276
88
0.926161
95.383911
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.933091
1.078852
125.719234
0.910693
138.615312
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
179.469844
1.101294
13.456899
1.239397
11
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
155.427012
0.810271
27.256773
1.169486
23.572988
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099169
0.186035
106.310058
0.840852
126.759767
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.715868
0.252368
13.476322
1.065264
12.523678
0
2
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.339509
0.825614
62.688281
1.12358
56.009263
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.306578
1.837864
74.988135
0
0
0
4
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.040399
1.614584
91.490034
1.00086
91.403986
0
2
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.87261
0
80.996176
0.957452
84.625478
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.774288
0.7
14.845142
1.084646
13.845142
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.864999
0.4627
13.254
1.21611
11.254
0
3
Hypothyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.998311
1.825422
91.954815
0.91
100.954815
0
4
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.631013
1.182851
126.478975
1.076958
117.087385
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.105578
1.794421
59.334747
0.96
61.390538
0
4
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.098759
1.493266
106.076314
0.920673
115
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.334529
1.154419
117.549723
1.045497
112.450277
0
3
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
154.767713
0.101012
5.020243
1.232525
4.116194
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
178.257754
0.990019
49.27229
1.123576
43.257754
0
4
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.240358
1.384727
57
0
0
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.763966
0.396997
33.412011
0.702961
47.55796
0
3
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.698203
0.076647
120.047904
0.88
136.095809
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.511889
0.512799
88.632537
1.013163
87.316268
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.433277
1.778705
44.687681
0.884605
50.914822
0
3
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.696835
1.257913
110.193044
0.855158
128.838609
0
4
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.391429
2.038286
67.148577
0.9668
69.234282
0
5
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.317905
1.995371
92.635809
0.878149
106.185144
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.116677
2.193856
73.982446
0
0
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.664266
0
123.32507
1.295037
95.67493
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.747286
0.482895
123.792763
0.831127
148.47286
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.801944
1.411219
115.299176
0.943366
121.925206
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.408791
1.038733
48.483904
1.024195
47.516096
0
4
Hypothyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115.209094
0.638787
9.275225
1.092243
8.337829
0
4
Hypothyroid