Age
float64
Gender
string
Medical Condition
string
Glucose
float64
Blood Pressure
float64
BMI
float64
Oxygen Saturation
float64
LengthOfStay
int64
Cholesterol
float64
Triglycerides
float64
HbA1c
float64
Smoking
int64
Alcohol
int64
Physical Activity
float64
Diet Score
float64
Family History
int64
Stress Level
float64
Sleep Hours
float64
random_notes
string
noise_col
float64
39
Female
null
null
114.28
33.31
95.28
2
159.97
260.88
5.58
0
1
2.33
3.45
0
2.38
6.73
lorem
61.506778
47
Female
Hypertension
106.42
130.5
30.36
93.75
4
225.04
195.95
6.59
1
0
1.34
4.57
1
6.09
3.95
###
-213.443066
83
Male
Hypertension
null
123.91
21.61
99.35
3
241.06
159.29
5.84
0
0
4.19
4.44
1
9.16
5.66
ipsum
43.292129
42
Female
Healthy
88.6
105.14
18.37
99.25
2
213.8
138.76
5.64
0
0
7.18
6.7
1
4.26
7.47
lorem
-62.859102
58
Male
null
105.7
null
36.61
101.67
3
188.8
320.38
6.23
0
0
2.02
4.26
1
-0.33
6.17
###
-64.099648
53
Male
Hypertension
136.28
170.2
28.5
98.25
4
262.1
103.95
6.37
1
0
6.07
5.18
0
6.8
3.97
###
-220.310004
45
Male
Hypertension
92.07
null
24.87
95.29
5
193.73
209.26
5.56
0
0
4.56
4.28
1
7.27
9.07
??
-19.881657
null
Female
Obesity
104.25
112.37
26.86
95.63
3
224.11
225.74
4.66
0
1
0.51
0.05
1
3.85
5.29
ipsum
41.488257
71
Female
Hypertension
93.53
123.43
27.36
95.01
2
231.54
220.06
6
1
0
-0.8
2.44
1
9.27
6.68
??
-108.066444
45
Female
Hypertension
90.74
120.52
30.74
97.55
6
268.86
213.55
4.46
1
0
8.69
4.03
0
6.62
5.03
###
-98.988547
35
null
Obesity
null
null
26.47
97.22
2
229.7
189.22
6.88
1
0
1.27
2.23
0
2.02
7.28
###
64.789921
51
Female
Asthma
null
100.97
27.56
93.63
2
194.26
117.56
4.85
0
1
2.5
4.37
1
6.36
6.89
??
43.817223
null
Female
Obesity
128.11
145.35
25.49
91.55
3
230.64
219.05
7.47
0
1
3.29
3.08
1
3.84
6.35
###
113.73138
81
Female
Hypertension
112.68
164.63
25.86
99.74
6
273.58
239.11
4.97
1
0
3.82
4.51
0
7.05
7.97
??
143.737984
40
null
Asthma
96.52
89.34
22.02
93.11
4
155.38
171.82
6.32
0
0
5.8
5.08
1
9.07
5.8
lorem
-101.111323
81
Female
Hypertension
111.84
165.34
31.08
94.7
3
281.71
220.75
5.64
0
0
1.07
1.82
1
6.98
3.88
###
141.103703
62
Male
Diabetes
177.82
152.62
26.67
97.4
8
197.32
169.25
8.17
0
0
5.1
3.83
0
8.42
5.35
??
-86.343477
39
Female
Asthma
99.49
112.56
20.38
86.31
5
175.6
131.92
5.61
0
0
5.92
6.49
0
5.63
6.22
ipsum
-49.174204
null
Female
Obesity
118.71
140.21
34.68
96.56
2
204.99
271.74
5.69
0
0
2.81
2.68
1
4.49
7.64
ipsum
-65.90892
68
Female
Cancer
null
132.3
29.81
103.12
14
243.89
180.68
6.45
0
1
2.54
3.85
0
7.5
6.5
###
-67.463213
32
null
Obesity
107.6
null
33
95.91
4
226.69
191.8
6.65
0
0
0.37
2.29
0
7.44
7.17
ipsum
-75.352679
51
Female
Obesity
93.99
143.09
19.86
101.15
5
200.23
272.57
6.29
0
0
2.45
2.76
0
3.11
4.07
###
-96.703645
null
Male
null
88.53
153.93
21.44
92.21
5
239.24
194.93
5.57
1
0
4.26
4.6
0
8.16
6.91
###
84.701935
53
Male
Diabetes
155.57
139.8
38.03
97.14
7
181
224.5
8.4
0
0
4.61
1.52
0
2.78
6.12
??
-146.087763
81
Female
Hypertension
148.65
114.13
31.26
92.32
2
321.06
360.35
7.06
0
1
2.92
4.47
0
5.83
5.88
??
-39.069964
68
Male
null
103.28
160.88
27.14
94.83
4
188.22
184.44
6.33
1
0
5.13
0.41
0
5.55
4.79
??
5.701569
51
Male
Healthy
117.21
118.89
26.19
99.53
1
137.2
134.21
4.74
0
1
5.75
9.11
0
3.31
7.37
ipsum
78.174191
56
null
Diabetes
153.53
null
31.49
94.27
7
268.1
147.3
6.28
0
0
3.81
2.11
1
10.58
4.73
###
10.336909
23
Female
Healthy
76.48
115.43
28.67
101.18
2
179.99
153.35
4.78
0
0
5.7
8.5
0
1.96
7.62
ipsum
-108.246914
35
Male
Obesity
null
138.58
31.37
103.03
4
179.26
220.55
5.68
1
0
3.48
1.37
0
4.03
6.89
??
-118.637781
62
Female
Arthritis
109.92
146.39
26.98
103.93
5
197.89
118.57
5.12
0
0
4.06
5
0
4.25
5.42
lorem
-67.840297
52
Female
null
148.42
136.94
34.27
93.91
8
129.3
236.25
9.77
0
0
4
3.41
1
8.87
5.93
lorem
-31.948089
42
Male
Obesity
81.61
null
23.82
97.05
3
200.94
114.35
5.7
1
0
2.36
4.66
0
4.39
6.56
??
-173.350571
40
Male
Diabetes
227
160.66
36.19
93.1
6
179.89
110.02
6.55
0
0
2.93
3.75
1
6.02
6.66
lorem
11.706857
78
Male
Hypertension
72.72
143.19
25.37
92.75
6
295.92
173.77
5.26
1
1
3.57
3.14
0
6.2
5.36
lorem
217.001064
null
Female
Asthma
87.63
118.09
30
87.15
2
167.93
219.56
6.47
1
0
6.01
4.62
1
5.25
6.77
??
153.903136
72
Female
Diabetes
240.48
159.14
29.99
94.88
4
171.18
125.76
8.53
0
1
1.56
3.41
1
5.31
6.21
??
131.550624
49
null
Hypertension
97.95
162.18
26.6
95.7
2
182.26
187.05
5.93
0
0
2.56
2.59
0
8.3
4.23
ipsum
-26.292205
49
Male
Obesity
105.45
null
22.53
95.69
5
237.14
126.48
6.49
0
0
0.31
1.69
1
8.38
8
??
-46.593321
49
Female
Hypertension
141.46
140.09
30.63
92.26
2
246.88
235.65
5.73
1
0
4.7
3.57
0
4.6
5.17
ipsum
135.061254
64
Female
Healthy
95.54
null
25.85
96.64
1
178.04
115.89
5.35
0
0
6.85
7.35
1
3.38
7.58
ipsum
-71.999745
63
Female
Healthy
105.44
127.93
21.49
96.24
2
129.15
126.03
5.5
0
1
5.17
9.25
0
5.41
5.94
??
17.718146
null
Male
Healthy
101.19
114.84
18.47
96.97
2
232.49
127.82
5.02
0
0
5.87
8.63
0
2.87
7.37
lorem
157.859639
66
Male
Diabetes
93.66
152.69
19.49
93.49
6
224.92
186.53
7.42
0
0
4.82
5.42
1
7.51
8.02
??
-44.284176
84
Female
null
123.09
166.52
34.25
92.84
6
227.33
185.67
5.89
1
1
1.07
3.97
0
6.99
5.09
###
-176.279356
35
Female
Healthy
118.48
131.09
23.21
97.13
2
165.16
120.89
4.92
0
0
5.55
8.06
0
5.58
8.16
###
93.244162
60
null
null
142.74
159.97
32.33
97.97
8
219.79
226.63
9.07
0
0
4.55
4.14
0
9.42
6.17
lorem
132.86043
63
null
null
80.18
122.96
23.47
95.79
2
204.86
101.34
4.83
1
0
6.69
8.91
1
2.27
6.45
###
9.919281
null
Male
Healthy
114.71
null
22.06
97.8
1
173.16
175.09
5.46
1
0
6.65
5.86
0
4
7.31
###
68.90088
55
Female
Cancer
107.68
143.72
28.66
92.23
12
207.75
216.13
5.84
1
0
1.31
6.08
0
7.69
2.58
###
-14.252217
53
Female
Diabetes
141.57
157.98
27.99
89.62
6
136.79
129.21
9.09
0
0
1.16
0.21
0
5.3
6.75
??
-18.667359
61
Female
Diabetes
220.22
155.32
20.36
97.14
4
214.55
186.82
7.92
0
0
1.79
4.29
1
4.29
3.57
lorem
97.909086
63
Female
Cancer
114.93
115.7
27.05
90.86
14
195.04
210.39
6.29
0
0
7.33
5.78
0
8.78
4.93
??
-34.355822
null
Male
Diabetes
145.34
161.69
32.49
93.31
8
188.75
179.25
8.13
0
0
4.16
3.47
1
4.47
6.78
ipsum
-13.69639
54
null
Hypertension
117.48
163.29
28.35
91.03
2
265.33
269.05
6.48
0
0
5.4
2.23
1
7.06
5.83
ipsum
-55.072819
34
null
Obesity
115.93
133.94
30.29
96.38
4
224.52
269.38
6.77
1
0
1.16
2.26
1
1.49
6.04
lorem
15.032646
18
Male
null
102.38
114.43
22.36
98.17
2
170.07
129.03
4.73
0
0
6.89
8.49
0
4.11
8.13
###
-74.097095
35
Male
Asthma
104.13
121.51
22.66
97.07
4
168.91
140.94
4.47
0
0
4.21
3.07
1
6.33
5.44
###
-107.607691
null
Male
Obesity
102.19
121.77
37.43
98.7
5
272.79
138.25
5.33
1
0
-0.1
2.85
1
0.81
4.36
??
97.253151
72
null
Hypertension
86.39
93.36
24.13
93.57
2
248.44
89.18
5.82
0
0
2.97
4.54
1
5.45
4.27
###
-248.487528
61
null
Obesity
132.18
null
38.59
89.16
5
230.92
198.55
6.01
0
0
2.49
4.49
0
2.68
5.99
??
130.064323
60
Female
Healthy
114.23
150.18
24
99.36
1
179.68
138.12
5.14
0
0
4.58
6.74
0
3.44
8.37
ipsum
-97.96888
73
null
Hypertension
108.28
null
23.02
94.98
2
178.15
249.39
5.88
1
0
0.48
2.98
1
7.16
4.64
###
19.666961
null
null
Diabetes
166.08
130.73
29.69
91.09
4
204.41
176.76
6.35
0
0
1.52
4.32
0
4.91
6.19
??
101.594637
37
Male
Cancer
null
124.22
31.14
97.04
8
233.91
194.96
5.9
0
1
5.22
3.67
0
5.98
6.6
lorem
-87.125859
46
Male
Asthma
109.03
125.05
29.05
88.71
2
162.12
188.2
6.9
0
0
5.84
4.73
1
6.09
3.58
ipsum
23.988894
51
Male
Asthma
106.58
122.82
19.9
94.24
4
255.97
201.42
6.05
0
0
7.16
5.77
0
3.04
5.88
###
-186.393189
55
Female
null
97.94
100.41
26.34
89.28
3
220.28
133.39
4.8
0
0
7.09
2.94
1
6.07
6.37
###
115.591241
54
null
Diabetes
194.76
128.04
35.29
96.77
6
183.58
202.16
8.21
0
0
0.06
3.69
1
6.06
6.78
ipsum
-69.822125
70
Male
Diabetes
200.54
null
27.6
88.48
7
208.81
201.26
5
1
0
2.78
3.25
1
8.56
6.88
lorem
15.964378
50
Female
Arthritis
73.47
135.22
28.14
97.26
5
208.4
151.67
5.35
1
0
1.27
2.99
1
6.68
6.93
ipsum
-83.976706
71
Female
Arthritis
77.11
149.49
31.51
99.45
5
194.41
171.01
5.45
1
0
4.19
3.83
1
6.82
4.54
ipsum
-21.517531
75
Female
Cancer
141.61
84.56
23.44
97.86
17
187.4
104.64
7.27
0
0
7
4.81
0
12.67
5.58
??
-95.003085
50
Female
Healthy
null
108.56
23.6
97.46
2
213.62
120.1
5
0
0
7.72
9.87
0
2.9
7.55
??
57.604217
73
Female
null
158.37
163.61
24.51
95.65
6
215.41
206.78
9.81
0
0
0.66
2.73
1
6.24
5.09
lorem
68.84953
51
Male
Diabetes
127.45
145.48
37.45
92.19
7
223.83
184.43
8.66
0
1
5.97
2.49
0
7.67
6.27
###
-60.99603
89
Female
Arthritis
117.47
150.76
41.64
95
5
269.16
165.54
6.14
0
0
3.02
5.59
0
5.26
7.43
lorem
32.490802
25
Male
null
113.59
118.46
31.15
95.21
3
224.94
327.88
5.67
0
0
1.44
3.05
0
-1.34
4.97
lorem
-88.76704
15
Male
Asthma
103.32
106.25
25.29
98.61
6
192.83
202
5.85
0
0
4.08
2.93
0
7.08
4.4
###
141.282895
88
Male
Arthritis
96.36
121.32
23.21
98.75
5
210.19
224.31
5.6
0
0
3.23
4.09
1
5.06
5.27
ipsum
-4.873355
20
Female
Healthy
61.46
121.65
26.85
95.61
2
171.03
119.32
5.07
0
0
7.24
5.28
0
1.41
9.28
??
-56.614686
48
Female
Diabetes
232.16
null
32.37
94.55
7
274.42
159.56
7.44
0
1
2.79
4.91
1
8.9
4.37
lorem
-137.84177
null
Male
Diabetes
138.99
150.81
31.06
94.28
7
143.72
187.53
6.59
0
0
4.06
4.55
1
7.95
5.92
lorem
76.573832
56
Male
null
120.08
184.36
28.58
94.7
3
251.66
130.95
6.88
1
0
5.44
7.12
0
9.02
6.91
ipsum
-44.92744
46
Male
Obesity
126.61
161.3
33.91
97.64
4
217.99
188.78
5.14
0
0
2.88
2.91
1
4.73
6.89
lorem
145.926041
75
Male
Hypertension
95.94
161.86
28
92.23
5
239.12
166.55
6.14
0
1
4.3
3.74
0
8.1
5.46
ipsum
30.190249
58
Female
Diabetes
null
128.09
27.24
96.9
5
208.18
176.26
7.51
1
0
4.24
4.26
1
5.82
6.56
###
60.138974
38
Male
Obesity
null
110.13
28.34
99.03
2
248.84
284.28
6.84
0
1
1.35
3.79
0
8.01
5.34
ipsum
-107.317549
44
Male
Diabetes
137.85
142.28
37.3
101.31
7
246.46
189.71
7.52
0
0
2.72
2.95
1
7.87
6.86
ipsum
153.565356
45
null
Obesity
null
145.14
45.63
97.8
3
198.7
400.58
7.04
0
0
1.28
2.27
0
3.58
5.32
ipsum
-112.704088
68
Male
Hypertension
null
140.09
23.43
98.62
5
188.49
157.62
6.48
1
0
5.41
4.91
1
6.04
5.8
??
160.232586
60
Female
Hypertension
117.52
150.08
32.71
94.02
3
219.44
139.86
5.28
0
1
6.37
4.09
1
7.57
3.65
??
173.634227
null
Male
Arthritis
107.82
136.54
32.65
93.78
5
230.34
171.91
5.34
0
0
2.97
3.61
1
5.43
5.82
###
-27.966157
65
Female
Diabetes
184.47
135.36
25.47
91.23
5
223.27
180.65
8.57
0
0
2.68
3.02
1
7.49
8.85
ipsum
11.765463
74
Female
Hypertension
110.75
109.9
27.74
93.85
2
242.81
194.37
5.15
1
0
3.28
4.04
0
4.52
7.54
ipsum
72.523829
51
Female
null
215.28
132.73
31.47
97.23
4
215.17
190.55
8.45
0
0
2.66
3.25
1
5.38
6.37
###
-33.425304
55
Male
Arthritis
82.66
160.32
24.44
96.85
4
172.84
132.5
5.53
0
0
4.17
4.26
0
3.08
6.67
lorem
-110.634481
null
Female
null
149
null
35.85
95.9
5
244.95
146.01
5.4
0
0
6.32
5.8
1
6.06
6.66
ipsum
12.64272
56
Male
Obesity
102.17
128.88
48.23
94.12
2
174.45
128.36
5.43
0
0
2.19
1.58
1
7.41
5.79
lorem
63.10105
83
Female
null
null
180.28
27.41
94.36
6
258.33
283.96
5.55
1
0
5.99
4.57
0
10.98
5.27
###
-195.576787