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
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.051042
7.787484
257.458638
1.003751
256.125162
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.644561
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.443384
3.497703
127.684533
1.714227
74.969372
0
0
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.967605
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.047165
6.922524
218.581611
0.812552
269.816105
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112.568755
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.623519
2.05617
77.967923
0.907182
84.874632
0
4
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.029244
5.758101
235.424407
0.915756
256.697626
0
3
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.31354
1.129166
71.843735
0.904271
79.354169
0
4
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.013207
2.799779
292.152195
0.822457
355.05652
0
5
Hyperthyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.027767
3.567917
125.804867
1.080563
117.40902
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.718852
5
Hyperthyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.089495
4.173936
148.050536
1.032686
144.25268
0
4
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.042268
3.854637
245.546372
0.965464
253.680443
0
3
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.622392
5.584881
277.143231
0.777228
356.151195
24.370023
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.935504
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
4.818659
1.534064
43.780213
1.040438
41.758299
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.623922
2.142793
119.202822
0.311805
386.13372
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.164743
3.904465
247.560239
1.122165
219.910701
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.105768
3.183028
146.779813
0.888647
165.440375
0
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.297827
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.020376
3.716619
144.536141
1.397211
103.815026
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.053076
4.968427
231.820302
1.073503
216.119799
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.891335
158.6209
0.469133
339.068597
0
5
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.017559
3.690542
195.606401
1
195.606401
0
3
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.090732
1.633409
35.331821
0.983318
35.799093
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03352
3.762399
205.522666
0.875227
234.216001
0
5
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.257298
156.257298
0.963528
161.809005
14.522513
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.453254
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.057205
4.145821
204.610952
0.788818
260.253601
0
3
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.248739
3.333615
246.980607
0.930323
264.89657
0
5
Hyperthyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039925
3.224069
191.992478
1.009699
190.54889
0
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.285626
5
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.044384
7.305737
242.673042
0.958769
253.511659
0
5
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.628115
1.302395
74.209773
1.1009
67.760537
0
3
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.924139
5
Hyperthyroid
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.018829
5.376083
270.595382
0.965318
280.941474
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.168606
3.887205
251.651182
1.109071
226.360232
0
5
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.358247
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.372457
1.654289
34.91422
0.979142
35.548532
0
5
Hyperthyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.162568
4.239068
192.240453
1.15877
165.989089
0
3
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002247
3.805585
186.101063
0.937527
199.39362
0
5
Hyperthyroid
24
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1.992634
3.459263
161.223227
1.49
108.482152
0
0
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.071793
4.542754
215.435869
0.943504
228.820655
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.136038
3.437945
215.034919
0.97276
220.586299
0
4
Hyperthyroid
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39.392589
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.002256
3.127077
198.722064
0.594062
333.210242
0
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.048083
3.086166
157.138335
0.913083
172.660021
0
5
Hyperthyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.591593
4.215423
126.462703
1.560796
80.691532
0
0
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.312099
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.80611
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.949195
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035742
4.099229
238.86706
0.93289
255.429673
0
3
Hyperthyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.224958
4.949076
166.748739
0.857499
194.748739
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.739124
157.739124
1.003043
156.869585
2.173963
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.128363
3.251865
215.850893
0.837115
256.572123
0
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.080367
4.07345
231.745867
1.078306
215.265496
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.118417
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025959
5.689624
224.390512
1.011919
221.006777
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.753143
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.039679
6.845357
242.467923
0.986128
245.935846
0
3
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98.220535
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.061781
5.141615
199.9441
0.848841
234.939958
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09265
1.492749
224.455503
1.02588
218.705999
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.186549
4.084673
240.846262
1.012308
237.769158
0
3
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.032855
3.354992
124.223624
1.084079
114.652599
0
5
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.419274
3.182442
130.087788
1.777327
74.160377
0
0
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002577
0.859147
297.002915
0.835634
355.374636
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.427707
2.951808
133.891535
1.316746
102.180775
0
2
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04323
0
192.349867
0.741399
260.930027
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.014249
3.469971
130.133138
1.23
105.849853
0
3
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.601251
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.165264
1.405933
72.683063
0.886831
82.435598
0
0
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
3.8
252.013862
1.131525
221.750482
0
4
Hyperthyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.402485
5
Hyperthyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.149503
4.701989
211.364271
0.840133
251.662247
0
5
Hyperthyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.056946
3.339597
130.40941
0.960067
136
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.032354
3.306725
120.605224
0.959328
125.739718
0
5
Hyperthyroid
11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.197986
0.056386
191.201379
1.228188
156.402757
0
4
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.307567
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.181787
0.557761
255.203199
0.895447
283.796801
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.106441
3.045852
152.126667
0.914585
166.668149
0
5
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.063302
5.183737
200.224912
0.850479
234.822953
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.381965
4.165211
142.695782
1.629454
87.717619
0
1
Hyperthyroid
51
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.031791
4.335813
191.148799
0.807163
236.358133
0
5
Hyperthyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116.143364
5
Hyperthyroid
36
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.030506
5
Hyperthyroid
50
0
0
0
1
0
0
0
0
0
0
0
0
0
0
12.205859
1.651858
42.88063
1.069178
40.481417
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.127788
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008607
4.020248
182.322724
0.975632
186.557029
0
3
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.019184
4.108286
204.147663
0.842461
241.507791
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.023108
3.377297
205.394587
0.631595
325.91217
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.049356
2.781896
157.410457
0.917948
171.923529
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.768575
5
Hyperthyroid
30
0
0
0
0
0
0
0
0
0
1
0
0
0
0
21.053454
4.797172
269.028281
1.180283
226.854323
0
1
Hyperthyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
3.945876
336.591258
0.74
454.834385
0
5
Hyperthyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57.099541
1.101378
19.422665
1.051271
18.140888
0
3
Hyperthyroid
48
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.099988
3.300385
251.999534
0.894999
281.499825
0
5
Hyperthyroid