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
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56.305142
0.7
14.738972
1.087831
13.738972
0
3
Hypothyroid
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.49939
0
122.372712
0.923849
132.857462
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.990617
0.3
7.73358
0.842101
8.937333
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.052935
2.28059
66.088226
1.090353
61.052935
0
1
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.795925
1.22721
1.448981
0.478164
1.448981
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
1.782256
66.940855
1.037634
64.588718
0
3
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.875325
0
75.616761
0.720221
106.590297
0
4
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
195.21564
0.237915
11.32346
0.741931
17.602311
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.227515
0.604723
97.408624
0.93499
104.227926
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.166232
1.579221
66.545467
0.176622
76.753257
0
4
Hypothyroid
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.402103
0
98.587383
1.065926
92.793691
0
4
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.778785
2.007593
99.575703
0.891818
111.590889
0
5
Hypothyroid
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
27.923693
0.475422
10.47365
1.363727
7.259275
0
3
Hypothyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.461259
1.583548
84.41774
0.867013
97.716452
0
4
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.703269
1.828388
65
0.975806
67.135513
0
3
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
191.517709
0.385833
2.411457
0.49676
2.339113
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.265599
1.5
99.280421
0.891587
111.402104
0
2
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.770182
2.141131
93.512081
0.873589
107.512081
17.951677
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.115065
0.857905
70.779913
1.092201
64.779913
0
5
Hypothyroid
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.764969
1.729491
69.322609
0
0
0
5
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
23.695477
0
75.91357
0.864362
87.781907
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.797514
1.897514
90.02486
0.979006
92.124298
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.023485
2.199609
70.988258
1.398747
51.046969
0
3
Hypothyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.227208
1.622864
95.454415
1.056368
90.817661
0
5
Hypothyroid
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.593594
1.578078
67.406406
0.910641
74.155156
0
5
Hypothyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
50.958828
0.889243
29.636127
0.904622
33
0
4
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.48288
2.058939
73.596968
0
0
0
5
Hypothyroid
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.595513
0.753433
51.465669
1.037865
50.473148
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.539741
1.824454
87.24454
1.035109
84.489081
0
1
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.527322
1.481858
135.13661
1.15
117.909288
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.321525
0.403542
51.017712
0.853392
59.017712
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.957385
1.2
108.498199
0.914946
118.505404
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.005199
2.380666
89.877336
1.081413
83.490658
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
209.507629
0.703554
36.670077
0.87797
40.19799
0
3
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.943457
2.173871
89.347743
0.942173
95
0
1
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.773586
2.66604
108.075467
1.111006
96.987422
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.460368
0.3
4.923779
0.181677
1.293291
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.058929
0.618752
77.178575
0.967679
79.705356
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.998537
2.478181
79
0.897564
88.243639
0
4
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116.096566
0.29372
10.531398
1.08343
9.922216
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.67829
1.909561
58.817398
1.000435
58.591301
0
4
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.678955
0.358423
49.660523
0.863579
56.868409
0
3
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.422168
75.77771
1.081108
70.44458
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.920307
2.125427
126.305462
1.195256
105.525598
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.810152
0.077345
99
1.140703
86.929686
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
68.399437
0
46.450423
0.907507
51.57507
0
5
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.721966
1.498783
52.280499
0.900671
57.853666
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.880983
0
74.948136
0.969308
77
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.85623
1.490063
85.602523
0.868013
98.801262
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.587516
0.284472
76.288821
1.037242
73.995651
0
5
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.474895
1.051796
74.37051
0.975856
76.681285
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.794661
1.792609
67.036956
0.900205
75.020531
0
5
Hypothyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.219824
0
64.055067
0.96
67.055067
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
265.91829
0.616673
9.000368
1.17583
7.583658
0
5
Hypothyroid
61
1
0
0
0
0
0
0
0
1
0
0
0
0
0
31.662565
0.906995
32.775043
0.647051
50.844991
0
4
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.362456
0.570434
95.335549
0.876711
109.328901
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.329606
0.611522
74.873602
1.036208
72.835197
0
5
Hypothyroid
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.490317
0.035576
3.023957
0.179659
2.846077
0
4
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
0.178347
30.6656
1.032197
29
0
5
Hypothyroid
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
173.348553
0
41.83612
1.141618
35.81329
0
4
Hypothyroid
33
1
0
0
0
0
0
0
0
0
0
1
0
0
0
11.714308
1.599992
86
0.987144
87.285613
0
1
Hypothyroid
55
0
0
0
0
0
0
0
0
1
0
0
0
0
0
12.292755
2.429275
77.942994
0.983005
79.349761
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.050128
1.121003
54.730332
0.904201
60.730332
0
4
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.258943
1.76393
89.246341
0
0
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.582772
1.536238
113.198017
1.112495
102.388121
0
5
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.323222
0.147475
12.535341
0.744747
11.797968
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.505513
1.482456
134.588971
1.097068
122.764412
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.66112
1.073555
50
0.870372
57.83056
0
3
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82.271626
0.349519
9.252403
0.920673
9.747597
0
4
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.101216
1.999901
71.999006
0.899776
79.999503
0
5
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.477369
0.467617
95.275069
0.875501
109.449862
0
4
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
247.889384
1.505888
4.885816
1.102837
4.771632
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.37586
0.777478
96.073275
0.860733
112
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.48253
1.606326
77.825304
0.935392
84.111435
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.529478
0.878053
14.257893
1.047737
13.710841
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.615806
2.222265
74
0
0
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
42
0.2
14.702319
1.155954
12.702319
0
4
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.11221
0.2
2.497162
0.850653
2.603697
0
5
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.813368
0.186632
106.254499
0.97
110.254499
0
3
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.186849
1.123069
120.043837
0
0
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.850551
0
88.810435
0.849368
104.747247
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
149.6435
0
45.858
1.278943
35.018125
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.693607
1.339817
134
1.12611
119.389042
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.935499
1.777449
37.870998
1.12226
34.129002
0
3
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
58.972523
1.847793
37.945045
1.126703
34.054955
0
3
Hypothyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
16.27985
1.9
93.08806
0.850881
109.45597
0
4
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.87557
1.511448
110.641226
1.145216
96.559796
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.712069
1.583908
103.439654
0
0
0
5
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.053659
1.472488
70.449755
1.001746
70.610732
0
3
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.074951
1.32426
70.850098
0.913215
77.792899
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.959586
2.013828
56.861724
0.895852
63.138276
0
3
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.863931
0.6
21.977322
0.828288
27.863931
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.773257
1.642006
63.513084
0.899331
71.159885
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.190027
1.995284
79.800542
1.016509
78.099729
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.492936
1.962043
96
0
0
0
5
Hypothyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2261
0.803389
54.90845
1.258746
43.261003
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.762767
1.752925
110.529248
1.063723
104.156917
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.701502
1.801502
90.984977
0.940601
96.924887
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62.811007
1.231613
27.06186
1.06567
25.498294
0
4
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.476754
2.047114
121.117006
1.093526
110.352575
0
5
Hypothyroid