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
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.21985
0.47696
108.362742
1.153848
94.318629
0
4
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.824232
0.615561
114.380104
1.120281
102.352042
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.07614
0.998126
81.412867
0.904129
90
0
5
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.213312
0
94.133365
0.948666
99.266729
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.148343
0.7
14.170331
1.10489
13.170331
0
4
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.998054
1.562378
86.811892
1.451862
59.437622
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.329173
0.668331
11.341653
1.181123
10
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.593812
0.445359
57.624751
0.91734
62.703094
0
2
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.745741
0
84.834063
0.84
100.125548
0
4
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.529628
1.388149
87.881486
0.868815
101
0
3
Hypothyroid
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.448764
1.070006
50.306278
0.82525
61
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.300116
0
82.732716
0.866659
95.300116
0
1
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.779152
1.433487
100.726012
0
0
0
3
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
240.059931
0.580618
13.208798
0.975524
13.955052
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.50832
1.35804
82.4732
1.01
81.4732
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.225569
0.6
22.870928
0.698715
33.225569
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.198953
0.675742
110.757417
0
0
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.46328
0.679845
88
1.000734
87.92656
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.233553
1.417363
110.449084
0.879282
125.694505
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.721782
0.289184
89.228844
1.016144
87.614422
0
4
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.240391
1.463301
63.568953
0.908719
70.165034
0
3
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.273792
1.6049
73.585005
0.84219
87.682999
0
3
Hypothyroid
26
0
0
1
0
0
0
0
0
0
0
0
0
0
0
9.64002
0.270022
69.849988
0.942499
74.450037
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
1.015545
90.383414
0.755371
120.385149
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.321817
0
79.574533
1.012182
78.643633
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
174.157486
0.48325
7.842514
1.40645
5.675013
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
162.01557
0.370156
16.850778
1.152695
14.447665
0
4
Hypothyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.271792
0.932647
94.576069
0.908154
104.912834
0
5
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
22.667634
0.113004
77.601161
0.913353
85.199419
0
4
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.80206
0
77.007923
0.760127
100.995246
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
274.652189
0.39014
9.232925
1.196739
7.709632
0
4
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.692513
1.993555
96
0
0
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099139
2.498566
90.014341
0.950115
95.002868
0
0
Hypothyroid
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
158.406877
0.231723
8.020671
0.279934
0.568973
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.770296
2.071617
65.522551
0.949549
68.806377
0
5
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.06266
0.102942
71.089514
1.042238
67.955243
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.449102
1.242814
67.438622
1.01
66.438622
0
2
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
223.545251
0.531819
4.5455
1.173181
4.136412
0
4
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73.336051
0.5
4.651427
0.949918
5.051835
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.71303
0.349178
12.508215
1.23713
10.508215
0
5
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.789137
0.529583
88.621726
0.942435
94.378274
0
5
Hypothyroid
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.593156
2.321462
132.492612
0.98117
134.687791
0
0
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.384801
1.134716
121.412784
1.084128
112.369602
0
4
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.170854
0.544724
22.631491
1.003551
21.815745
0
4
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.590456
1.748547
95
0.977427
96.838176
0
1
Hypothyroid
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
163.46693
0.343337
8.741609
0.314191
0.866732
0
3
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
166.096525
0.429344
30.341699
0.901718
34.194981
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.719532
1.675132
118.812169
1.082081
108.906085
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.301105
1.996841
68.001579
1.1497
59.020532
0
1
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.156435
1.22011
78.128493
0.959441
82.055885
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.243037
0.054683
72
0.957266
75.212657
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.574492
2.285102
60.010724
0.985745
60.723477
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.371155
2.123129
79
0.890463
88.953742
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
104.13628
0.433123
6.86372
1.152599
5.964351
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.446363
0
79.486012
0.799776
99.508393
0
4
Hypothyroid
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
151.259816
0.232025
10.540797
1.067583
10.910889
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.765715
0.364489
93.848983
1.028898
90.959181
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.333815
0.933237
51.66763
0.846676
61
0
3
Hypothyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.833907
0.145541
2.910825
0.734983
2.910825
0
3
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.728412
1.969257
86.346285
0.890155
97.330743
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.714363
1.778456
91
0.940718
96.928185
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.729562
1.798926
86.010737
1.082634
79.747316
0
1
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.729466
1.5
88.159138
0.978409
90.318275
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.484883
0.6
21.914147
0.837449
27.484883
0
4
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170
0.078019
24.578933
1.035201
23.578933
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163.341493
0.577234
34.360028
0.930708
36.649239
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.403476
0
75.522657
0.972613
77.261328
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.703008
0
89.92479
1.018045
88.105294
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.615093
1.449571
131.141631
0.948319
138.238913
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.959569
0.985451
77.967843
0.944839
82.483921
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.406312
2.172153
132.379951
1.223292
108.329208
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.399543
2.137884
97.345853
0
0
0
5
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
419.086565
0.327244
5.272438
1.025449
5.272438
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.807948
0.730684
81.576157
1.379227
58.65342
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.53266
2.316398
66.163979
1.085081
61.409947
0
1
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.426805
2.476621
56.206852
0.935594
60.383107
0
5
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.522108
0.443792
56.566325
0.887389
64.088433
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.003263
1.998912
95.197824
1.148239
82.78042
0
5
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107.253013
0.462651
9.069638
1.102169
7.938794
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.064909
2.420378
94.777344
1.037585
91.01888
0
4
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
105.228696
0.631391
15.399125
0.824618
6.46322
0
4
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.908716
0.565914
73.170428
0.93428
78.428015
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.722111
1.524111
124.794444
0.933122
134.205556
0
3
Hypothyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
119.859543
0.480389
7.756839
1.06
7.654029
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.802599
1.341325
128.780381
1.241417
103.638726
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
171.260358
0.285996
11.439841
1.000986
10.486521
0
4
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.606532
1.707932
63.202177
1.087076
57
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.660268
1.454424
83.470778
0.934708
89.308847
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
161.493361
1.244543
50.161503
1.067773
46.77286
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.856217
1.638892
72
1.066046
68.251621
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.100706
1.709557
62.669021
0.764336
82.426553
0
2
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.666176
0.047353
80.977451
0.961127
83.887254
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.278748
1.4
68
0.97223
69.832751
0
4
Hypothyroid
69
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.505241
2.068557
55.685566
0.867904
63.790377
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.649497
0
67.645289
0.758297
88.907816
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110.787421
0.288503
15.114968
0.999512
14.836226
0
3
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.031319
0.452051
71
1.017397
69.614468
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
400
0.356772
7.65801
1.099289
6.665121
0
5
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.12781
2.369172
59.090237
1.07218
54.654142
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.046848
0.891046
14.44352
1.053306
13.848205
0
5
Hypothyroid