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
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.81875
0.41096
85.735507
0.907355
94.316123
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.494479
0
56.988959
1.099742
52.00368
0
2
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.55739
0.233383
20.220555
1.062221
18.998499
0
4
Hypothyroid
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.682679
2.004804
66.110622
0
0
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.250972
1.55214
89.260701
1.047393
85.521401
0
4
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.067926
1.857042
75.094676
0
0
0
4
Hypothyroid
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.659128
2.143423
113.605369
0
0
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.721026
1.768461
91
0.941051
96.894869
0
4
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
216.459915
0.012103
3.951588
1.279032
2.96127
0
5
Hypothyroid
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
14.954193
0.453183
86.651398
0.896056
96.39441
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.664642
1.6
116.939805
0
0
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.237047
1.659955
95.560627
0
0
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.120786
1.6
117.985135
0
0
0
5
Hypothyroid
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.758928
0.707143
80.964286
0.761429
107.464286
0
2
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.207989
0
66.799968
0.96
69.799968
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.86714
0.443357
25.088574
1.017832
23.827502
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107.875676
1.44991
47.935135
1.01373
47.061261
0
4
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.257159
1.768557
0.514318
0.126008
0.514318
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.742666
1.903676
65
0
0
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.000097
0.965494
125.758554
1.11
113.068916
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.890257
0.609582
14.095825
1.161376
12.52318
0
3
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.245671
1.001574
88.259839
0.955118
91.748032
0
1
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.204357
0.83549
42.752723
0.961505
43.752723
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.481424
1.693808
91.3096
0
0
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.543362
2.152212
95.504425
1.114513
85.539823
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116.340311
0.124477
20.489533
0.867434
26.128288
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.638147
2.094732
89.48683
0.959473
93.53951
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.726299
0.697414
35.530165
0.619914
57.55602
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.930577
1.933992
84.334532
1.043363
80.665468
0
2
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.715279
0.585764
14.786459
0.916337
16.501738
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.546287
0.116376
85.731439
0.840895
100.731439
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.018224
0.780801
72.963552
0.928311
78.698665
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.442317
138.269518
1.174906
117.711586
0
3
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12.838687
1.448387
64.612944
0.911936
70.96773
0
4
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.390324
0.230484
13.64678
0.945984
13.439359
0
3
Hypothyroid
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
63.75164
0.668791
22.31209
0.980066
22.56045
0
4
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.540814
2.313605
100.319774
1.129116
89.136045
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76.586358
0.880455
24.10341
1.025864
23.505684
0
2
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.305266
1.371927
63.350888
0.790527
80.877176
0
2
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.651458
1.211618
72
0
0
0
4
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.993003
1.323251
93.08127
0.921625
100.686222
0
2
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
242.235168
1.611229
18.759536
1.195403
14.764832
0
5
Hypothyroid
10
1
0
0
0
0
0
0
0
0
0
0
0
0
0
13.890707
0.319627
136.623969
1.011198
135.256189
0
5
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.252397
0.554981
84.612547
0.872251
96.734316
0
4
Hypothyroid
71
0
0
0
0
0
0
0
0
1
0
0
0
0
0
22.851517
1.829697
87.296966
0.980788
89.515168
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66.662902
0
49.337098
1.033371
47.891399
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
68.782813
0
46.16289
0.912172
50.581445
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
407.973166
0.253154
4.531544
1.010631
4.531544
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.499197
0.077153
117.551096
1.043858
113.05511
0
4
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.112127
0.266362
13
1.011304
12.775746
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
493.44443
0.594017
34.60471
1.246539
26.426289
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.762261
1.408063
82.729008
0.92729
89.216126
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.183405
0
71.484702
0.662183
109.532757
0
4
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.090656
1.356834
78.726641
0.898633
87.86332
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.641912
0.981078
25.277043
0.999122
24.912173
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.6282
0.878525
14.98395
1.070546
8.4295
0
4
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
88.63179
1.639772
35.245473
1.125614
31.204561
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.527838
1.032973
89.582433
0.861392
104.304054
0
1
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.972781
0.397823
9.688568
1.457605
6.604899
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
286.170919
0.682413
14.070349
1.123317
12.175873
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.68275
2.279554
67.206394
1.025591
65.47093
0
5
Hypothyroid
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
42.370021
1.142732
44.101328
0.811013
54.325996
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.662003
0.946483
48.352118
1.017606
47.647882
0
4
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.310108
0
109.768051
0.845072
130.26083
0
4
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.684662
2.580227
108
1.111331
96.866918
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.216761
1.354418
82.911642
0.85
97.911642
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.121186
1.684743
65.527114
0.919508
71.418658
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
134.351508
0.276061
10.21939
0.993242
10.382722
0
4
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.265431
0.235496
120.822522
0.94
128.654311
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.900288
1.250361
108.166426
1.03
105.166426
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.170653
0.239022
3.502338
0.960967
2.897501
0
5
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197.281781
0.685911
10.429555
1.060069
10.107389
0
3
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.293249
2.31654
86.872151
0.805789
108.210549
15.157803
3
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.926116
0.646046
117.96907
1.03354
114.292093
0
3
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.84255
1.951931
102.491723
1.130055
90.988963
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.375964
1.237596
60
1.020601
58.563946
0
3
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
484.395891
0.145361
33.371108
1.268021
25.278331
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.869855
1.222775
101.82105
0
0
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
1
0
19.607148
2.7725
73.646433
0
0
0
5
Hypothyroid
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
104.602435
1.011562
25.551723
0.314077
4.486817
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.022219
2.498889
77.022219
0.950296
81
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.289536
1.268327
125.382205
0.948456
132.536654
0
3
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
118.279446
0.566576
6.759941
1.06
6.62553
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.855551
1.8
108.959875
1.057994
102.200623
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.111302
2.090145
122.605787
1.166203
104.985532
0
5
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.694941
1.9902
102.327712
1.131149
90.770283
0
5
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197
0
1.841334
0.081545
3.025049
0
3
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113.172146
0.465571
27.311418
0.671261
39.993425
0
3
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.834969
0.233791
101.500981
1.09169
93.332025
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.603652
1.360365
100.698174
0.91189
110.112783
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.41717
1.854292
63.834339
0.988343
64.708585
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.361603
0.730224
1.680801
0.33616
1.680801
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.472183
1.246775
52.776223
0.863186
61
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109.340782
1.3
43.89977
0.982005
44.839632
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.75688
1.281652
80.009173
1.151927
69.825689
0
5
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.698834
2.130117
76.806998
1.034093
74
0
2
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.146134
1.614613
62.415464
0.869227
72.369588
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.718612
1.885983
89
0.947008
94.299173
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.170248
1.717673
89.088366
0.98
91.088366
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.90961
0.01922
126.048049
1.359359
93.080081
0
5
Hypothyroid