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
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
51.032018
0.88297
29.521115
0.901485
33
0
4
Hypothyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.591021
1.614776
73.721633
0
0
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.159875
1.104643
71.552322
0.846279
84.476785
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.593299
1.158771
41.384363
0.849665
48.401117
0
4
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.204206
0.548823
75.627941
1.016094
74.920882
0
5
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.760159
1.940003
79.800059
1.004
80.40003
0
3
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.952636
1.868014
96.221661
1.048917
91.551625
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.258785
0.135206
115.706074
1.12177
103.529068
0
5
Hypothyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
100.828718
0.4
10
1.015193
9.820444
0
3
Hypothyroid
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
10.476434
2.369285
93.742866
0
0
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.87205
0.57441
82.12795
0.997691
82.358829
0
5
Hypothyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
11.101017
2.299887
94.668174
0
0
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.500174
1.412496
75.749392
0.989997
76.874696
0
1
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.297553
1.429518
112.213103
0.912131
123
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27.065073
0.231164
12.979813
1.069212
12.073306
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.999583
0.337733
123.519589
1.099608
112.558767
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
94.838572
0.349068
6.354022
0.960373
6.354022
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.00361
0.29982
6.019854
0.800379
7.615162
0
4
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
277.100294
0.850341
18.134371
1.169464
14.818889
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.762627
0.22209
98.29612
0.844442
116.703881
0
5
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41.309203
0.209869
4.721052
0.811183
4.8671
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26.739416
0.115961
33
0.809251
41.537469
0
3
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.704768
0.967554
89.627864
1.02
87.627864
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.521702
1.363477
134
1.111914
120.808632
0
4
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.885834
1.939376
114.252107
1.060708
107.716693
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.273685
1.88464
86.153598
1.037884
83.365199
0
1
Hypothyroid
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
98.364646
0.363621
2.91819
1.167259
2.509137
0
3
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
88.705385
0.2
9.823231
1.082441
8.621209
0
3
Hypothyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.043514
1.648536
65.648536
0.945272
69.297072
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.259366
0.957349
95.175793
1.239164
76.564841
0
4
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.617966
0.323383
107.718628
1.028983
104.820343
0
5
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.571017
1.580047
118.104492
0
0
0
4
Hypothyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.705267
0.087219
122.327071
0.943816
129.836464
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
153.336854
0.233347
14.666103
0.976682
14.999155
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.422609
0.646029
53.192464
0.892719
59.46029
0
3
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.473948
2.252605
83.508684
1.24
67.508684
0
0
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.792086
1.5
99.945286
0.871641
114.726429
0
4
Hypothyroid
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.109824
0.696794
106.464529
0.942128
113.716235
0
3
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.514006
1.777924
63
1.08771
56.742997
0
5
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.621481
1.597613
42.426255
1.118525
37.804774
0
3
Hypothyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.600405
1.976229
90.190573
0.976189
92.571718
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.079251
0.239817
109.600305
0.908002
120.800153
0
3
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.615819
1.295019
51.407225
0.893394
57.271484
0
5
Hypothyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.568931
1.668931
112.229771
0.898511
124.83817
0
3
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.57569
2.32523
99.738503
1.119816
89.252299
0
5
Hypothyroid
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.030334
1.455205
44.190768
1.013815
43.531795
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.11985
0.070974
3.719102
1.055206
3.719102
0
4
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.175995
1.09296
50
0.873768
57.587997
0
3
Hypothyroid
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
192.622171
0
0
0
0
0
4
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29.491454
1.50378
60.962196
0.958866
64
0
5
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
202.272784
0.639068
45.609323
1.031179
44.130226
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.517655
1.229411
66.852944
0.733824
91.058781
0
3
Hypothyroid
55
1
0
0
0
0
0
0
0
0
1
0
0
0
0
8.228663
1.041038
91.449502
0.886743
103.162874
0
5
Hypothyroid
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.385931
1.726236
72.646389
0
0
0
5
Hypothyroid
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.958357
1.8
92.54611
0
0
0
5
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.827335
0
85.726645
0.882734
96.816613
0
4
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.495144
1.634173
95
0.971709
97.219424
0
1
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
124.257358
0.178782
11.742642
1.058939
11.636551
0
4
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.625087
1.231821
45.98866
0.995684
46.363573
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.633259
2.15558
115.978124
1.233567
94.754912
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.231517
0.580154
80.756813
0.914144
88.342417
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.09622
0.946163
64.634593
0.872692
74.182703
0
2
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.873043
2.2192
98
0.88
111.2808
0
5
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.286676
2.047145
85.745241
0.91
94.490483
0
2
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.658977
0.642774
25.710951
0.925723
28.167594
0
5
Hypothyroid
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
156.690081
0.333099
11.651448
0.314442
5.626863
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.333549
2.13498
95.512353
0
0
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.929597
0.650718
90.16906
1.014789
89
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
1
0
0
0
0
0
179.552564
0.55826
48.447436
1.098048
44.030036
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.082129
2.4
137.388727
1.268025
108.388727
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.86953
1.624649
63.289843
1.090145
57
0
5
Hypothyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
15.481697
1.5
60.431919
0.810234
74.840407
0
3
Hypothyroid
30
0
0
0
0
0
0
0
0
1
0
0
0
0
0
13.272963
1.227802
65.297306
1.095946
59.772198
0
2
Hypothyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.406947
0.713406
77.550882
0.962407
80.620353
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.614647
1.033653
46.602441
0.969878
47.807323
0
5
Hypothyroid
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.286962
1.806956
17.176804
0.938203
18.069557
0
5
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
450.163376
0.5
22.983662
1.35049
16.983662
0
3
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
398.148349
0.367739
12.058086
1.18471
10.131634
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.924568
0.011888
97.023776
0.87
112.023776
0
5
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.582109
0
118.225119
0.94
125.595972
0
3
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
400
0.388912
8.407949
1.119644
7.211505
0
5
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112.869242
0.526152
28.523032
0.693676
40.35691
0
3
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70.508679
0.5
3.167057
1.03474
3.143358
0
5
Hypothyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.258261
0
107.112609
0.990398
108.701957
0
3
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.683039
0.397669
144.467846
1.273625
112.871383
0
5
Hypothyroid
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.00316
2.159241
63.197472
1.133918
55.601896
0
4
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71.418359
0.113945
46.290821
0.95733
48.709179
0
4
Hypothyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.409329
1.568505
109.055144
0.91
120.055144
0
3
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37.757589
1.32256
25.225595
0.983872
25.531994
0
3
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.477098
0.3
4.913741
0.179702
1.279238
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35.62422
0.883229
59.208073
1.043199
56.680122
0
3
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.543495
1.714498
90.275076
0
0
0
5
Hypothyroid
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.137293
2.225974
93.938778
0
0
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.25599
2.165477
84.309535
1.123363
75.309535
0
5
Hypothyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
99.342791
0.4
8.619862
0.934279
9.014187
0
3
Hypothyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.470387
0.512844
106.569827
0.959944
112.005607
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.304553
1
48.956567
1.070874
46.130298
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.37427
2.081936
75.554906
1.076517
70.180637
0
5
Hypothyroid
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.236482
1.434194
62.856307
1.216868
51.79883
0
3
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.082944
1.91833
71.070771
0.932541
76.408351
0
3
Hypothyroid