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
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.927832
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.003208
0
154.702679
0.577384
280.032046
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.098946
8.54376
359.63269
0.746561
482.492674
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002151
0
138.441407
0.691621
201.53613
0
5
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.249983
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.044449
2.165486
158.205825
0.950146
167.08107
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.021418
4.612036
248.676211
1.000544
248.134676
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.057919
0.700684
139.100617
0.853087
163
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.068188
4.178797
190.212028
1.027579
185.090208
0
5
Hyperthyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011406
2.566406
146.976563
0.708438
207.578125
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.328555
1.389285
39.303505
1.124642
34.517811
0
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01719
3.867754
156.842994
0.767025
204.297505
0
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.059534
5.079411
199.529407
0.846422
235.112747
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.623472
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.174389
3.446337
134.967439
1.249837
108.48779
0
5
Hyperthyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.108976
3.263465
163.089763
0.801795
204.096065
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.099537
4.418038
254.386637
0.902526
283.195827
0
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
54.659054
1.95874
35.690551
1.127535
31.432677
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
104.424641
5
Hyperthyroid
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.004164
5.182198
205.773542
0.606658
338.164397
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.242117
4.268802
140.623951
1.668301
84.091914
0
1
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.019245
4.477585
239.53065
0.90849
264.19579
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.986815
1.350722
41.478344
1.01666
41.406158
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008036
1.092851
163.124993
0.814821
200.160713
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
92.536324
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002437
0
160.487468
0.874373
184.100257
0
5
Hyperthyroid
38
0
0
0
0
0
0
1
0
0
0
0
0
0
0
14.431614
1.881527
86.0817
1.065329
81.092363
0
1
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.442454
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
3.698779
205.127152
1.034181
198.290949
0
4
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.003929
5.376527
211.867279
0.899898
236.112249
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03487
0.121757
162.918829
0.949188
172.081171
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.685844
4.282745
128.482365
1.607922
79.34509
0
0
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
164.171076
0.81835
200.668023
0
5
Hyperthyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.034049
2.950203
150.702429
0.88
171.702429
0
4
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.632128
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.303355
1.86867
96.094807
1.280948
75.719078
0
3
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.201193
1.396687
43.966866
1.025693
43.165672
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67.260646
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.723766
1.230328
31.852496
0.990573
32.672183
0
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.177483
4.859108
252.076165
0.959007
262.461918
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.020664
3.446092
199.933595
1.00332
199.335947
0
3
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.485433
2.585089
37.914796
1.103728
34.850893
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.006768
3.746761
181.471503
0.963536
187.842832
0
3
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008451
3.292944
195.380372
0.903451
215.690186
0
3
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.557264
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.010255
2.956192
204.948916
0.868467
235.357587
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.508001
5
Hyperthyroid
31
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.053209
3.059626
169.10965
1.563022
108.339566
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.482356
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025256
3.022326
182.245863
0.936229
194
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.06801
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.086435
5.15727
347.921763
0.749689
463.37145
0
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.066762
0.922629
174.433037
0.897165
194
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19763
3.330925
261.715618
0.994289
263.381508
0
4
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.006891
3.386517
194.756555
0.901891
215.378277
0
4
Hyperthyroid
36
0
0
0
0
0
0
1
0
0
0
0
0
0
0
8.117586
1.701444
91.853016
0.854121
108.014442
0
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.047466
2.432744
157.860975
0.941524
168.20183
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.56975
1.386162
43.861625
1.012011
43.691875
0
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44.346887
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.464431
4.3
134.296577
1.64889
80.926028
0
0
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.174526
2.336306
70.466162
1.142385
61.523089
0
1
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.569138
3.829783
146.595653
1.459783
101.21304
0
1
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.242533
3.109956
160.199124
0.902489
176.751095
0
0
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07852
3.14545
150.759001
1.04926
144.101501
0
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.037293
148.186463
0.798034
186.925415
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.12915
4.852936
255.588089
0.737311
345.861278
11.659577
3
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.001399
3.468602
175.566844
0
0
0
3
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.340436
0.303777
341.055841
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
59.51046
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.271812
5.476693
258.469799
0.776602
332.914582
11.2349
4
Hyperthyroid
42
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.032186
2.997485
124.638338
0.8
156.176067
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039077
1.689653
153.815345
0.901802
171
0
3
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.94157
5
Hyperthyroid
42
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3.782838
1.293357
100.892995
0.947196
106.760145
0
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.000297
4.234704
186.88128
0.957032
194.71232
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115.341357
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.084401
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.920731
2.332587
109.903673
0.28
395.636922
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.154337
3.974416
259.344765
0.941669
276.932928
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.141578
4.796807
166.494678
0.991578
168.673762
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.241314
5.610234
242.479071
1.010419
239.874425
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.098493
3.250266
163.864362
0.949699
171.909575
0.376772
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.021085
0.227746
150.054225
0.88
171.054225
0
2
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.085217
3.613923
322.159168
0.747884
431.472032
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.249274
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038747
0
187.295506
0.722955
260.817975
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.0295
5.409231
212.184614
0.891846
238.269233
0
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.67336
1.270305
70.784277
0.867843
81.621833
0
2
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.058232
4.40448
208.496002
1.093456
191.503998
0
4
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.03973
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.011962
4.364113
123.373207
0.283732
438.655475
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022331
6.53582
227.385207
0.854257
266.601288
0
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.44538
2.731305
93.42087
1.101078
85.050442
0
3
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102.647087
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.396369
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
6.840609
350.528861
0.74
473.596543
0
5
Hyperthyroid