BUPNN: Manifold Learning Regularizer-Based Blood Usage Prediction Neural Network for Blood Centers

Table 1

Statistics of datasets.

Hospital name	Hospital abbreviation	Sample size	Average blood usage	Average missing rate	Male/female ratio	Average age
Dongyang Hospital	DYang	95	8.7	0.03	0.34	49.19
Enze Hospital	EZe	13	0.77	0.18	0.86	50.38
Haining Hospital	HNing	57	15.96	0.17	0.68	55.18
Shiyi Hospital	SYi	72	4.65	0.08	0.24	56.40
Shaoyifu Hospital	SYiFu	191	1.46	0.05	0.41	52.50
Shangyu Hospital	SYu	135	7.92	0.07	0.42	51.08
Wenling Hospital	WLing	42	11.62	0.09	0.45	58.98
Xinchang Hospital	XChang	55	11.09	0.03	0.49	57.89
Xiaoshan Hospital	XShan	62	0	0.08	0.44	50.82
Yongkang Hospital	YKang	194	2.36	0.06	0.62	64.43
Yuyao Hospital	YYao	65	9.85	0.03	0.35	54.68
Zheer Hospital	ZEr	1044	1.44	0.03	0.36	53.93