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
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.98556
1.2
21.052248
1.095531
18.724323
0
3
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.067149
1.235828
166.880574
0.847045
197.020912
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.013314
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035728
1.67189
192.184444
1.029611
186.854446
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.271595
6.622724
169
0.857728
197.454479
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.85841
5
Hyperthyroid
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04865
7.538267
256.729916
0.953827
269.697669
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.055562
3.220837
141.149951
1.243583
113.433301
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.044726
2.027432
210.792112
0.806314
261.37248
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.236419
2.990707
203.082237
0.802706
253.270559
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.243959
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.826175
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038069
4.307063
205.667177
0.771931
266.982725
0
3
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022449
0.628585
183.163378
1.031429
177.551011
0
3
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107.213756
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.506359
3.624014
64.518648
0.986075
64.354173
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.010715
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.911485
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46.927336
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.123358
4.447654
247.04691
1.013691
243.308638
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.021428
5.192842
265.855461
0.740709
358.143154
0
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.688183
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103.123263
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.321995
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.091594
0.648461
154.080768
0.677205
227.279488
0
3
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160.505521
0.875276
183.955834
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012306
2.608883
293.232735
0.825698
354.984484
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.276743
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.948219
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.728812
2.399913
15.249756
0.690025
10.50038
0
4
Hyperthyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.532719
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.00607
1.618535
208.762931
0.828093
250.930496
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038303
5.981204
164.90602
0.775666
213.281941
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038999
5.875643
228.066307
1.042219
218.622462
0
5
Hyperthyroid
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.042477
6.82623
256.271406
0.986357
259.719489
0
5
Hyperthyroid
56
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7.108575
1.439143
40.782851
1.120214
35.978563
0
5
Hyperthyroid
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
4.386583
22
0
0
0
3
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012975
0
153.863782
0.887025
174.161276
0
3
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.021285
5.06363
191
0.987431
193.513819
0
5
Hyperthyroid
16
0
0
0
0
0
0
1
0
0
0
0
0
0
0
15.083943
1.666423
76.374086
1.055037
73.038315
0
3
Hyperthyroid
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.041017
3.776994
242.716764
0.937168
258.566472
0
3
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.454914
3.596617
292.098865
0.625973
490.157478
0
5
Hyperthyroid
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.562035
1.086633
8.828891
0.624814
9.508036
9.946491
5
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.95792
2.25368
70.827649
1.139803
62.039499
0
1
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.065448
3.485071
134.537459
0.280128
483.522801
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.017176
5.695316
259.57577
0.873995
298.506869
0
5
Hyperthyroid
57
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7.341383
1.415862
40.317234
1.126035
35.396543
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.725084
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022463
4.03284
209.054733
1.062737
196.616871
0
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113.957579
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.027215
7.536513
331.178174
0.46073
756.517057
0
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06589
1.449591
173.68219
0.86
202.462556
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.699444
1.000023
66.999546
0.83
79.999546
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0034
7.277006
253.569935
0.8002
316.424992
0
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.72848
2.946836
135.907156
1.475571
92.940865
0
0
Hyperthyroid
55
0
0
0
1
0
0
0
0
0
0
0
0
0
0
6.984584
1.451542
41.030831
1.117115
36.288539
0
5
Hyperthyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015069
3.567126
192.657483
0.906713
212.147152
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63.194546
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74.647905
0.601407
22.946466
1.119324
19.878862
0
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.028279
5.134733
159.587621
0.782078
203.896117
0
5
Hyperthyroid
49
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.029644
3.378642
131.35596
1.018576
129.498344
0
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.028473
2.107017
150.277857
0.895557
168.305358
0
3
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.138086
3.083008
218.548829
0.989531
220.523437
0
5
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.159793
4.156196
189.074357
0.924628
204.661107
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.037558
6.616308
242.255841
0.986977
245.511681
0
3
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.134343
4.65021
138.374825
1.182475
117.502101
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.136008
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.49949
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022235
3.644698
177.557586
0
0
0
4
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.219219
4.285764
140.284722
1.674661
83.498263
0
1
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.029887
3.401134
131.062367
1.021191
128.920624
0
5
Hyperthyroid
23
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1.864725
3.430181
172.629098
1.534218
112.905445
0
1
Hyperthyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.097308
4.267702
147.269153
1.053002
140.345763
0
4
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.240499
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.610422
5
Hyperthyroid
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.044181
3.430992
130.391811
0.883099
148.339215
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
6.222162
192.580786
0.985808
195.616813
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.034124
5.738871
211.611289
0.903175
234.635022
0
5
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.122425
10.771222
430
0.953746
475.130067
0
1
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.041744
2.188245
179.142305
0.920712
194
0
5
Hyperthyroid
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.096687
3.961446
129.337348
0.929217
139.524098
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.268518
3.550746
202.535857
0.80134
253.133964
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.037626
4.397027
195.069375
0.819802
237.158571
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.026086
3.044391
134.21712
0.868854
154.778046
0
3
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.65234
4.12356
263.324594
1.178534
222
0
2
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.707099
4.287725
129.01116
1.622343
78.910724
0
0
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.098323
1.691312
223.717983
1.021341
218.932928
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.102212
3.184275
116.659295
1.1062
105.078624
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012363
6.560053
185.963445
1.044726
176.754569
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.243024
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55.46247
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22.039322
2.295281
40.369625
1.160799
33.732612
0
5
Hyperthyroid
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.055604
4.657531
26.559021
0
0
0
3
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.194734
5
Hyperthyroid
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.024086
5.984214
183.706372
1.021191
178.761768
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.161315
1.767623
98.712967
0.749483
131.691159
0
5
Hyperthyroid
41
0
0
0
0
0
0
1
0
0
0
0
0
0
0
17.919704
2.097905
93.027929
1.160908
79.972071
0
3
Hyperthyroid