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
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.00778
1.063279
161.481327
0.80222
201.037346
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.036976
1.503556
159.059928
0.971498
164.305234
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.499695
3.475468
121.694118
0.289146
421.082355
0
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.030551
6.223753
191.055077
0.972203
196.641998
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038851
5.240995
215.036021
0.884099
243.770157
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.105666
3.478721
195.685118
0.91
214.685118
0
2
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.017422
193.870512
0.944732
205.450853
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.19915
2.340487
203.716598
0.804291
253.42915
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
5
Hyperthyroid
31
0
0
0
0
0
0
1
0
0
0
0
0
0
0
9.028051
1.478768
74.10616
0.922294
81.407595
0
0
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.586231
1.35756
106.95033
1.017878
105
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.04072
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025849
5.715796
224.364708
1.011697
221.025209
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.099509
1.73281
223.563849
1.020393
218.980354
0
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.014071
4.161061
239.557519
0.899381
266.867251
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.12884
4.295935
159.382543
0.987304
162.075311
0
2
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.635389
5
Hyperthyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09578
4.073201
147.738415
1.05789
140.002135
0
5
Hyperthyroid
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.668328
5
Hyperthyroid
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002359
4.465161
185.230413
0.948203
194.707835
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.001355
0.600513
266.772705
0.331673
824.551563
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111.191883
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04344
3.883686
241.638325
0.942128
255.737592
0
3
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.020783
5.173486
263.661771
0.733612
358.530276
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.145209
4.836124
116.15969
0.940798
123.079845
0
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.139816
4.897672
251.407372
0.990601
253.430649
0
5
Hyperthyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.073321
3.804329
131
0.979567
134.198518
0
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.716372
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.155122
3.932971
246.348746
1.120027
219.340587
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09182
3.979127
229.320403
1.062136
216.208732
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02046
3.536026
144.426495
0.847464
170.147011
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93.79921
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163.293431
0.814975
200.397979
0
5
Hyperthyroid
44
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.134829
4.346681
191.100637
1.088672
175.066384
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03462
3.320235
129.640788
1.240118
104.730194
0
2
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.034252
7.537156
235.491266
0.906708
259.448883
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.087541
0.60718
139.706209
0.863254
161.515782
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.072964
7.158098
375.221388
0.908222
420.71524
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.982686
2.190606
57.563641
0.777961
28.735494
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.107219
2.144383
148
0.892888
166.137264
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.140923
1.809225
253.415393
0.885231
285.584607
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.278248
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02241
3.485614
118.338156
0.943741
126
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.612341
3.163998
94.72667
1.0854
88.124425
0
3
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.07453
5
Hyperthyroid
41
0
0
0
1
0
0
0
0
0
0
0
0
0
0
16.752346
2.077372
41.272158
1.141376
35.908238
0
5
Hyperthyroid
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.020754
3.115072
114.452149
0.913768
125.924642
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04747
0.399192
178.337346
1.124378
159.068262
0
3
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.576744
3.051717
25.885074
0.70417
10.19832
0
3
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.743984
2.338961
48.662366
1.013209
37.424833
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.168911
5
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.443115
5
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.092508
3.950358
146.500512
1.107451
133.255884
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.091025
1.065672
65.686551
0.83
78.686551
0
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.260242
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045165
4.026984
205.592181
1.061514
194.407819
0
4
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.026837
3.65467
181.088453
1.078526
167.780102
0
4
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.904623
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.112576
174.527908
0.857095
204.181574
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.432932
0.996822
8.09918
0.573173
8.722194
11.686571
5
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.019036
4.342892
123.396787
0.283968
438.254622
0
5
Hyperthyroid
27
0
0
0
1
0
0
0
0
0
0
0
0
0
0
53.289688
2.023915
36.31886
1.114783
32.15943
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.111974
4.392983
117.267543
0.946338
123.633771
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.017697
4.30345
239.337167
0.905395
264.853634
0
5
Hyperthyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.011513
2.590494
147.08897
0.70908
207.546009
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
4.43605
271.468771
1.043605
259.756692
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025914
3.041828
157.581722
0.890914
177.980658
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.00701
3.233653
162.673056
1.040375
156
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002968
2.018184
155.470582
0.768449
201.78075
0
5
Hyperthyroid
55
0
0
0
1
0
0
0
0
0
0
0
0
0
0
9.409363
1.436049
42.798377
1.02279
42.038702
0
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.049191
4.143288
206.48683
1.071355
193.513171
0
4
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.201502
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25.011958
1.885856
36.235053
1.275419
29.105569
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.269147
4.257546
203.050304
0.80919
251.424544
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.079196
3.885815
166.231715
0.520282
25.704412
0
4
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.78923
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04547
4.845296
247.267704
0.851794
290.820562
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02396
3.73228
155.187998
1.497504
103.7188
0
5
Hyperthyroid
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.18528
5.570805
270.469577
1.04382
258.676398
0
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.902899
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.338628
1.318404
42.447866
0.94233
45.607418
0
5
Hyperthyroid
32
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.530081
3.778226
140.948391
1.323581
107.320962
0
3
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.123708
4.1009
157.534843
0.984225
160.638211
0
2
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.125803
5.880579
215.096842
0.864516
248.516315
0
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.391957
5.59008
260.884719
0.856166
304.951743
8.434316
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053387
8.318498
243.798331
0.976773
249.685676
0
5
Hyperthyroid
32
0
0
0
0
0
0
1
0
0
0
0
0
0
0
16.695319
2.1
88.107446
1.104551
79.67383
0
3
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.036258
6.391494
241.657215
0.942515
256.965469
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.085944
6.141329
190.591833
0.865918
220.964292
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.061382
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109.163611
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
33.869647
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.092876
3.179647
150.424744
0.963894
156.442419
0
1
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.538122
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.174476
4.019191
240.723483
1.01149
237.851011
0
2
Hyperthyroid