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
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.106733
2.514613
109
1.06
102.893267
0
2
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.486619
0.862043
45.673948
0.702409
65.026761
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.013612
1.485578
94.921466
0
0
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.565762
1.957969
141.18418
1.26
112.18418
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.34147
0.123882
53.543593
1.032608
52.413191
0
3
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
157.613858
0.522707
11.011223
0.179756
2.704295
0
3
Hypothyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
9.928735
0.427585
112.068962
0.846437
132.781604
0
5
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
97.218607
0.4
4.666981
0.956279
5.202797
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.21855
2.219586
102.261142
1.120653
91.195856
0
1
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.624109
1.875891
99.735144
0.894941
111.241086
0
4
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.047834
0.795217
49.795217
1.124948
44.843051
0
5
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
97.938075
0.4
5.710209
0.812385
6.857573
0
3
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.62617
0
113.869149
1.103364
103
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.727904
1.262037
97.294613
1.113102
87.131734
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.578897
2.000325
101.438307
0
0
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.717681
0.465209
16.668489
1.039836
15.668489
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.259841
0.555119
62.220477
0.968504
64.110238
0
3
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.964332
1.30535
68.946499
0.990178
69.910831
0
3
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.612954
2.237652
127.129546
1.225884
103.541162
0
5
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.761183
1.917697
65
0
0
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.211069
0
35.788931
1.011583
35.736164
0
4
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.088028
0.858239
41.450352
1.031648
39.867957
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.76903
1.85865
86.034599
0.938451
91.448101
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.153834
1.597803
66.021965
0.963407
68.68131
0
3
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.064085
1.480775
106.128169
0.918718
115.320423
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.533452
1.28975
67.897501
0.762565
88.8205
0
3
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.812484
0
112.937581
1.09172
103
0
5
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173.038815
0
40.648791
1.131294
35.090568
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.016467
2.088067
118.238663
1.04642
112.596658
0
3
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.093238
1.636966
107.383453
0.899586
119.835852
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100.149606
0.37313
5.585039
0.883297
6.328248
0
3
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.296761
0.78288
105.3476
0.87476
121.176402
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.222309
2.212772
100.297826
0.891489
112.148913
0
4
Hypothyroid
33
1
0
0
0
0
0
0
0
0
0
1
0
0
0
10.889989
1.888504
86
0.950049
90.995051
0
1
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.287426
1.390419
87.616765
0.77479
113.754486
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.494578
1.838699
81.602169
1.083978
75.806506
0
5
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
104.479055
0.856284
20.646618
0.54725
4.289258
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.392338
0.535618
110.214247
1.44428
76.500269
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.651523
0.947534
50.367263
0.829444
60.790135
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.135075
0.128831
4.355846
0.987117
4.355846
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.00099
0.925037
24.250371
0.999995
24.000495
0
1
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96.745913
0.423243
25.848652
0.75173
34.686478
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.749662
1.10248
97.004509
1.105124
87.494364
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.53785
0.019466
75.924299
0.949459
79.967557
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.431181
0
115.075276
1.157742
99.763468
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.859465
0
77.668984
0.765947
101
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.841583
2.379632
57.864214
0.976832
59.067893
0
4
Hypothyroid
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
44.374348
1.415641
40.407717
1.161564
34.251304
0
3
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.246851
0.596075
46.46525
0.897825
51.573999
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.114474
0.200329
77.286184
0.982862
78.095395
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.747335
0.885734
3.296666
0.659333
3.296666
0
5
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10.335098
1.513134
65.622888
0.655084
100.737328
0
5
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.465073
1.465526
88.65526
0.943105
94.438349
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.075908
1.993977
90.060231
1.081687
83.831271
0
3
Hypothyroid
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12.311185
1.3
85.586711
0.867245
98.862237
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.778566
1.721434
102.309438
0.905238
112.785663
0
3
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.11161
2.066742
61.610487
1.077221
56.166292
0
5
Hypothyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
445.573894
0.709021
25.741842
1.293872
19.916026
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.902312
0.649254
43.770694
0.938684
46.541387
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.628734
0.548507
53.34329
0.96648
55.171645
0
4
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.280732
1.440698
69.81395
0.992209
70.656146
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.04694
1.179597
64.387761
0.914082
71.367312
0
3
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.884207
0.254744
87.810549
0.862737
102.421037
0
3
Hypothyroid
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
16.223066
0.944233
2.639416
0.527883
2.639416
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.827854
1.991455
89.382909
0.986171
90.765819
0
3
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120.027802
0.500927
24.753475
0.755672
34.981466
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.374767
1.579159
68.374767
1.027706
66.791589
0
3
Hypothyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.714417
1.663956
65.120148
0.675194
97.720888
0
5
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
17.168564
0.397398
13.649323
1.155837
12.026016
0
4
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.739672
0.475483
110.43388
0.894339
123.792471
0
5
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160
0.359337
10.390062
0.735784
5.281033
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.373644
1.009462
58.121625
0.977568
59.243249
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.510342
1.157387
99.827272
0.893705
112.456818
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.448855
0.391135
70.244522
0.968889
72.533367
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.886807
1.127036
25.33958
0.961132
26.33958
0
4
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.75899
0.211609
2.891987
0.846435
2.398233
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.026431
0.351322
8.59251
1.216189
7.079294
0
4
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.828205
0.414102
52.757693
0.951321
56.312819
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.874274
2.089804
80.514522
0
0
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.675116
0.585484
18.179722
1.035645
17.119814
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.565862
1.381138
87.245518
0.779431
112.547933
0
4
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.324821
1.702126
95.546105
0
0
0
5
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.560154
1.015977
9.706449
0.889865
10.159769
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
1.560454
136.872109
1.271977
107.96508
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.96519
0.07005
113.849893
1.503989
75.900645
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.375442
0.69306
22.069395
1.028612
21.069395
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.355177
0.434106
111.408038
1.058295
104.973208
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
157.135491
0.648257
12.527738
1.218994
10.446835
0
5
Hypothyroid
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.604561
0
0
0
0
0
0
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.93127
1.861523
90.230456
1.014609
89.384772
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.65908
1.844318
65
0.967841
67.77272
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.367304
2.212314
73.265392
0
0
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170.822724
0.327424
11.177276
1.104848
10.040155
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.361149
1.884029
65.798564
0
0
0
5
Hypothyroid
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.689178
1.544403
71.111938
0
0
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
179.451204
0.943726
9.944233
1.380976
7.451204
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.412635
1.810222
53.615238
0.911794
58.743492
0
5
Hypothyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0.980897
96.42248
0.98845
97.923588
0
3
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
182.148855
1.014885
43.76197
0.959941
45.148855
0
4
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.150432
1.934032
90.34032
1.216806
73.94328
0
1
Hypothyroid