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
40.45181
5
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
45.221985
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.282452
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.012256
4.506131
184.032496
0.866462
214.223787
0
5
Hyperthyroid
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.256181
3.953749
49.080022
0
0
0
4
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.921727
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.465904
1.857821
93.242531
0.929104
101.089629
0
4
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.463411
5
Hyperthyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.00727
4.595933
182.14294
0
0
0
3
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.477247
2.798811
129.792864
0.29202
451.949027
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
140.697181
0.675871
208.678926
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.645141
3.132439
93.688293
1.063639
88.259516
0
3
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.026592
4.168166
248.681664
0.996817
248.977505
0
4
Hyperthyroid
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022193
5.154258
183
0.802453
228.26406
0
5
Hyperthyroid
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0268
3.239798
130.217998
0.86398
151.294031
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.014043
5.927162
213.13581
0.924877
230.808617
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.827168
5
Hyperthyroid
41
0
0
0
0
0
0
1
0
0
0
0
0
0
0
15.755651
1.933752
93
1.105969
84.987441
0
3
Hyperthyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.259295
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.511163
1.910702
16.107018
0.602394
9.166861
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.167498
0.678832
208.487316
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02589
5.116384
196.807906
1.036299
190.274012
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.703177
1.920389
73.776671
0.349474
12.908487
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
190.188455
5
Hyperthyroid
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.945368
225.712573
1.314442
172.365798
0
0
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.043476
0
192.237981
0.740952
260.952404
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.106744
3.045533
152.097959
0.914553
166.64263
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.201078
3.361938
95.007187
1.018169
93.190312
0
3
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.686559
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053216
3.095812
144.160804
1.244405
115.720268
0
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.048454
4.643294
295.199435
0.767491
385.395398
0
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.031915
4.973352
198.425475
1.05
189.425475
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015486
0
317.446167
0.887034
357.174531
0
4
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.084897
9.586611
374.858196
0.709793
532.853337
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.14726
2.255098
413.996077
1.064539
388.816666
0
1
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.52331
2.510462
69.70423
1.147827
60.434614
0
0
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.772096
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.030649
0.980769
315.662254
0.830156
383.423056
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.288881
4.684116
242.31769
1.019603
237.397112
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107.678816
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.060854
3.548171
133.759146
0.977591
136.896342
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.030899
4.082016
247.820158
0.988202
250.269764
0
4
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.96062
1.4
37.327427
0.831239
45.539805
0
5
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045834
3.216682
152.41659
1.005834
152.541474
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
3.754448
263.160227
1.271211
210.612014
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.057857
1.561604
167.687508
0.960536
174.107147
0
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.235454
5
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.62969
5.376655
285.475911
0.87738
325.349393
11.96083
5
Hyperthyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
5
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.943394
1.449361
43.497869
0.989616
44.017047
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.030254
5.248021
190.73447
1.080509
176.158191
0
5
Hyperthyroid
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025959
0.734997
150.397296
0.889932
169.609464
0
2
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.715961
5
Hyperthyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.578908
1.223008
46.849578
1.08478
43.380507
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.003476
6.273783
215.564044
0.950427
226.957304
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.122763
3.323555
197.813145
1.146829
172.357879
0
1
Hyperthyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.475564
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99.224387
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.706955
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.019633
3.685326
125.146742
1.069448
118.486402
0
4
Hyperthyroid
22
0
0
0
0
0
1
0
0
0
0
0
0
1
0
2.154368
3.475437
165.104842
1.49
111.069895
0
0
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.255733
4.3
138.797926
1.673443
82.562882
0
1
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.918848
5.476631
271.009064
0.757382
357.233695
19.859606
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
132.12991
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.541892
3.818586
146.371712
1.448586
101.884865
0
1
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.346075
2.369598
20.695985
0.133299
2.028468
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108.771754
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.018868
3.1407
116.676544
1.107035
105
0
5
Hyperthyroid
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0.103355
190.918937
1.228784
156.081063
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.159759
0.992621
252.780688
0.913414
275.756547
0
4
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.028771
3.931989
160.614673
0.783278
204
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.281013
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.35296
5
Hyperthyroid
45
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.134887
4.400753
188.193977
1.066977
175.798494
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.213719
2.900844
194.980548
0.773677
252.415046
0
5
Hyperthyroid
46
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.020312
4.528057
156.18705
0.759065
205.529974
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.112979
3.538941
132.701967
0.281298
474.990621
0
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.584042
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.618064
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.175672
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.119201
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.051478
10.20101
386.374041
0.774658
497.828686
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.073014
4.006858
214.013715
0.850069
251.595885
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66.59054
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.019911
4.437207
179.008938
1.106369
162.053629
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.251046
1.125523
238.427471
0.302965
785.772131
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.519352
5
Hyperthyroid
57
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.137957
3.707012
218.969492
0.650701
335.655486
0
3
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.038953
2.614399
227.422424
1.037906
218.841126
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053425
3.562813
114.514237
0.917714
125.228645
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.04846
7.430558
260.435195
1.01
257.435195
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.116976
3.190445
198.623381
1.145093
173.283864
0
0
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.020343
3.406475
199.690879
0.99897
199.89696
0
3
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100.148561
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.027217
5.887715
243.26424
0.961887
252.773508
0
5
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.133451
145.666943
0.753333
193.66715
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.550877
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.057093
2.447212
171.429335
0.871413
196.576013
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.108897
3.9
144.079698
1.36595
106.049124
0
5
Hyperthyroid