Datasets:
sperm-net
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VISEM

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Serum C14:0 (myristic acid)
float64
0.11
0.44
Serum C16:0 (palmitic acid)
float64
27.3
32.4
Serum C16:1 (palmitoleic acid)
float64
0.2
0.99
Serum C18:0 (stearic acid)
float64
11.8
17
Serum C18:1 n-9 (oleic acid)
float64
7.31
10.1
Serum total C18:1
float64
9.02
12.2
Serum C18:2 n-6 (linoleic acid, LA)
float64
14.7
24.8
Serum C18:3 n-6 (gamma-linoleic acid, GLA)
float64
0.1
0.48
Serum C20:1 n-9
float64
0.09
0.26
Serum C20:2 n-6
float64
0.26
0.44
Serum C20:3 n-6
float64
2.06
4.87
Serum C20:4 n-6
float64
7.14
15.7
Serum C20:5 n-3 (eicosapentaenoic acid, EPA)
float64
0.58
4.72
Serum C22:5 n-3 (docosapentaenoic acid, DPA)
float64
0.98
1.8
Serum C22:6 n-3 (docosahexaenoic acid, DHA)
float64
3.23
8.97
Sperm C14:0 (myristic acid)
float64
0.7
1.8
Sperm C15:0 (pentadecanoic acid)
float64
0.2
0.4
Sperm C16:0 (palmitic acid)
float64
18.4
27.1
Sperm C16:1 n-7 (palmitoleic acid)
float64
0.4
1.7
Sperm C17:0
float64
0.2
0.4
Sperm C18:0 (stearic acid)
float64
7.5
10.6
Sperm C18:1 trans n-6 to n-11
float64
0.1
2.2
Sperm C18:1 n-9 (oleic acid)
float64
3.1
26.1
Sperm C18:1 n-7 to n-11
float64
1.7
2.7
Sperm C18:2 n-6 (Linoleic acid, LA)
float64
2.4
5
Sperm C20:0
float64
0
1.7
Sperm C18:3 n-6 (gamma-linoleic acid, GLA)
float64
0.01
0.98
Sperm C18:3 n-3 (a-linoleic acid, ALA)
float64
0.04
0.11
Sperm C20:1 n-9
float64
0.2
0.8
Sperm C20:2 n-6
float64
0.4
1
Sperm C22:0
float64
0.1
2.2
Sperm C20:3 n-6
float64
1
4.2
Sperm C20:4 n-6 and C22:1 n-9 combined
float64
1.6
4.2
Sperm C20:5 n-3 (eicosapentaenoic acid, EPA)
float64
0.02
0.31
Sperm C24:0
float64
0.1
2.9
Sperm C24:1 n-9
float64
1.2
3.8
Sperm C22:5 n-3 (docosapentaenoic acid, DPA)
float64
0.8
2
Sperm C22:6,n3 (docosahexaenoic acid, DHA)
float64
3.6
30.8
Abstinence time(days)
stringclasses
10 values
Body mass index (kg/m²)
float64
28.1
62.7
Age (years)
int64
23
61
Sperm concentration (x10⁶/mL)
float64
3.8
305
Total sperm count (x10⁶)
float64
6.9
1.29k
Ejaculate volume (mL)
float64
1.3
7.3
Sperm vitality (%)
int64
40
96
Normal spermatozoa (%)
float64
1.4
6.9
Head defects (%)
float64
90.6
98.6
Midpiece and neck defects (%)
float64
8.5
38.6
Tail defects (%)
float64
3.4
38
Cytoplasmic droplet (%)
float64
1
7.5
Teratozoospermia index
float64
1.33
1.68
Progressive motility (%)
int64
0
76
Non progressive sperm motility (%)
int64
4
43
Immotile sperm (%)
int64
10
96
High DNA stainability, HDS (%)
int64
2
15
DNA fragmentation index, DFI (%)
int64
4
80
Seminal plasma anti-Müllerian hormone (AMH) (pmol/L)
int64
1
2.17k
Serum total testosterone (nmol/L)
float64
4
29.1
Serum oestradiol (nmol/L)
float64
0.12
0.18
Serum sex hormone-binding globulin, SHBG (nmol/L)
int64
7
60
Serum follicle-stimulating hormone, FSH (IU/L)
float64
1.1
8.5
Serum Luteinizing hormone, LH (IU/L)
float64
1.1
8.9
Serum inhibin B (ng/L)
int64
58
308
Serum anti-Müllerian hormone, AMH (pmol/L)
int64
10
79
0.36
29.72
0.64
13.67
9
10.9
19.48
0.3
0.16
0.31
3.37
12.07
2.15
1.35
5.53
1.3
0.2
24.3
0.9
0.3
9.7
0.8
9.8
2.4
4.2
0.9
0.02
0.05
0.4
0.5
0.1
4.2
2.5
0.06
1
1.2
1.3
25.3
4.0
32.5
36
105.3
363.1
3.5
81
2
98
11.2
38
3.4
1.54
51
19
30
13
29
64
16.8
0.13
15
2.3
4.2
289
54
0.28
31.22
0.47
11.84
9.02
11.29
20.34
0.22
0.25
0.26
2.06
11.64
2.8
1.04
6.31
1.5
0.2
26.3
1.3
0.3
8.9
0.9
12.1
2.7
4.9
1
0.03
0.09
0.3
0.9
2.1
2.6
2.6
0.14
1.4
1.6
1.6
17.3
4.0
33.7
61
45.4
141.6
3.1
50
3
97
8.5
24.5
2
1.36
22
16
62
13
57
423
15
0.15
43
7.2
2.7
164
19
0.36
27.95
0.47
16.57
8.65
10.36
23.75
0.26
0.19
0.35
3.1
7.37
1.95
0.98
6.34
1.1
0.2
24.8
0.9
0.2
9
0.5
12.3
2.3
3
1.2
0.03
0.07
0.4
0.4
1.9
2.2
3.2
0.17
1.7
2
1.1
21.5
2.0
62.7
51
50
124.5
2.5
90
6.9
90.6
32.8
14.3
1.5
1.51
18
26
56
11
12
37
8.2
0.18
32
4.2
4.8
67
47
0.32
28.1
0.64
16.09
8.56
10.13
21.52
0.17
0.11
0.31
4.41
12.09
1.56
1.32
3.23
1.1
0.2
22.8
1
0.3
9.4
0.9
18.2
2.4
3.2
1.1
0.06
0.06
0.5
0.5
2.1
2.4
2.9
0.09
1.8
2.2
2
14.8
2.5
45.5
38
42.9
103.8
2.4
80
2.8
96.5
24.1
23.1
5.2
1.53
33
26
41
10
15
257
11.2
0.15
11
8.5
5.6
132
29
0.44
30.71
0.76
13.38
10.11
12.18
18.28
0.34
0.25
0.44
4.87
7.14
2.9
1.3
7.01
1.2
0.2
25.1
1.1
0.2
7.6
0.5
12.9
2.6
3.1
0
0.82
0.06
0.4
0.5
1.1
2.3
2
0.05
0.9
1.7
1.1
24.9
20.0
47.9
50
52
228.8
4.4
75
3
96.5
30.8
33.3
2.5
1.68
31
31
38
14
42
521
10.2
0.15
26
4.9
1.1
188
31
0.17
27.33
0.81
15.48
7.31
9.39
19.78
0.2
0.19
0.36
3.02
15.65
1.41
1.05
5.16
1.6
0.3
24
1.3
0.4
10.1
1.3
21.1
2.5
3.7
1.5
0.05
0.1
0.5
0.5
2.1
2.8
2.2
0.07
2.4
2
1
10.8
5.0
41.4
45
13
20.8
1.6
52
3
95.5
38.6
19.9
6
1.62
0
4
96
15
14
228
14.1
0.18
28
3.8
4.8
91
31
0.15
28.89
0.61
15.52
8.5
10.42
24.52
0.2
0.16
0.36
3.29
9.94
0.58
1.07
4.27
1.2
0.4
22.9
1
0.4
9.7
0.6
11.7
2.5
4.5
0.7
0.04
0.07
0.4
0.5
1.3
2.8
2.7
0.07
2.1
1.7
0.8
21
3.0
40.8
28
21
153.3
7.3
86
6.7
90.8
35.3
7.5
4.5
1.48
43
37
20
5
14
32
14.7
0.13
31
4.4
5.5
160
43
0.28
28.03
0.69
16.16
9.42
11.25
19.61
0.48
0.16
0.43
3.34
8.62
2.13
1.07
7.77
1.1
0.2
25.3
1.1
0.3
7.9
0.5
11.5
2.3
3.4
0.8
0.03
0.09
0.3
0.5
1.9
1.6
2.8
0.14
1.6
2.2
1.6
23.2
7.0
41.8
59
89
516.2
5.8
40
2.5
97
14.1
29.1
1
1.45
26
42
32
2
80
4
9.1
0.14
27
4.3
1.4
115
23
0.26
29.64
0.37
14.92
7.43
9.02
23.22
0.14
0.19
0.37
2.91
9
1.63
1.22
7.11
1.8
0.2
21.6
1.7
0.2
7.5
1.7
21.6
2.7
4
0
0.64
0.09
0.5
0.6
1.2
1.7
1.6
0.02
1
1.2
0.9
18.6
3.0
28.8
41
97
129
1.3
80
2.4
97
28
9.7
7.3
1.45
11
17
72
6
24
69
18.4
0.15
30
3.35
3.46
197
14
0.2
29.22
0.48
15.34
8.32
9.9
20.98
0.29
0.13
0.31
2.1
9.57
3.39
1.06
7.01
1.8
0.2
20.3
1.7
0.2
8.7
2.2
23.2
2.5
3.3
0
0.98
0.08
0.5
0.4
1.4
1.9
2
0.07
1.2
1.3
0.8
16.1
1.0
28.1
44
74.4
136.1
1.8
88
3.9
96
31
5.8
3.9
1.42
33
30
37
10
4
131
25.8
0.18
39
4.68
8.9
194
38
0.31
28.76
0.49
17.03
7.73
9.37
22.5
0.2
0.09
0.27
3.51
10.75
0.89
1.04
4.8
1.4
0.2
18.4
1.2
0.3
9.2
2
26.1
1.7
3.9
1.2
0.05
0.11
0.8
0.4
2.2
1
4.2
0.31
2.9
3.8
0.8
3.6
3.0
34.7
40
3.8
6.9
1.8
96
4
96
36
17
7.5
1.63
41
43
16
13
15
1
11.4
0.16
16
8.39
3.06
58
10
0.11
32.4
0.38
13.27
8.27
10.08
22.42
0.1
0.17
0.28
2.99
8.51
1.16
1.23
6.9
1.1
0.2
27
0.6
0.3
8.8
0.6
7.5
1.8
2.4
1
0.01
0.05
0.3
0.5
1.6
2.2
2.3
0.07
0.1
2.7
1.1
28.8
6.0
31.2
23
305
1,290.2
4.2
94
3.4
96.6
29.1
3.4
1.5
1.35
62
16
22
6
11
304
17.4
0.15
24
1.69
2.1
139
43
0.32
29.77
0.47
15.89
8.57
10.16
17.91
0.21
0.14
0.37
4.18
9.18
2.16
1.34
7.9
1.4
0.2
24.8
1
0.3
9.3
1.1
13.7
2.2
2.4
1.7
0.03
0.06
0.5
0.4
1.6
3.4
2.1
0.1
2.3
1.8
1.6
16.4
3.0
29.7
36
58.7
169.6
2.9
92
1.4
98.6
35.1
13.3
4.7
1.54
68
16
16
5
25
323
15.9
0.13
22
5.001
4.18
231
28
0.24
29.2
0.2
12.72
7.91
10.1
24.76
0.25
0.26
0.33
2.13
10.83
0.95
1.1
6.92
1.1
0.2
27.1
0.7
0.2
9.1
0.1
5.4
2.2
5
1.7
0.02
0.07
0.4
1
1.7
3
2.6
0.08
2.2
2.1
1.5
23.6
6.0
29.4
32
93.1
315.4
3.4
93
3
97
19
10
3
1.33
60
25
15
8
14
389
29.1
0.16
60
5.94
4.17
158
35
0.29
31.76
0.99
12.89
9.5
11.19
14.72
0.26
0.18
0.31
2.75
9.15
4.72
1.8
8.97
1.2
0.2
23.7
1.1
0.2
9.5
0.8
11.9
2.5
3.5
0
0.85
0.06
0.4
0.5
0.1
1.8
2.7
0.13
1.2
1.8
1.4
23.3
3.0
34.4
27
70.9
418.3
5.9
95
2.5
97.5
34
8
1
1.44
52
28
20
12
13
40
16.4
0.12
23
2.45
5.69
162
46
0.27
29.15
0.4
16.48
7.82
9.17
23.33
0.27
0.11
0.29
4.03
8.76
1.08
1.25
5.4
1.8
0.2
26.9
1.4
0.2
8.3
0.8
9.9
2.3
3.6
0.6
0.02
0.06
0.3
0.5
2
1.6
2.5
0.07
1.2
1.7
1
24.9
Not reported
34.1
50
159
268.7
1.7
95
2.4
97.6
25.5
17.8
3.9
1.48
35
25
40
6
36
37
4
0.14
7
4.68
3.32
170
30
0.3
29.43
0.48
14.46
7.37
9.13
21.64
0.17
0.13
0.29
2.73
10.36
1.64
1.58
7.66
0.7
0.2
26.4
0.4
0.3
10.6
0.1
3.1
1.9
2.8
0.9
0.02
0.04
0.2
0.5
1.7
2.3
3.1
0.08
1.4
2
1.2
30.8
4.0
29.3
34
192
545.3
2.8
94
3.5
96.6
26.1
6.4
2.5
1.36
76
14
10
7
6
2,167
12.4
0.13
31
1.1
3.1
308
79