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The method increased spss extraction efficiency when spss microwave power greater from 140W spss 245W. Figure 7 highlights spss effect of irradiation time of 5, 10, 15 and 20min at 210W microwave power on spss extraction yield of poly phenols, flavonoids and antioxidants. All spss experiments were performed in duplicate and spss mean value of poly phenols, flavonoids and DPPH %yield was taken for statistical evaluation. Therefore an irradiation time range of 10min spss 20min was considered for spss optimisation study as an apparent augment in yield was observed within this range. Other extraction circumstances were preliminary loading ratio of 30:1ml/g, 10min pre leaching time for each run and debris were screened through sieve number 40. The effect of alternative solvent spss sample ratios in their higher ranges 20:1, 30:1, 40:1, 50:1 and 60:1 ml/g at 210W microwave power and 15 min of irradiation time on spss yield of poly phenols, flavonoids and DPPH % is shown in Fig. 8. All spss experiments were conducted in reproduction and spss mean value of poly phenols, flavonoids and DPPH % yield was taken. 05 was seen in spss range of 30:1 ml/g spss 50:1 ml/g. However, spss augment in yield was not found spss be colossal at loading ratios lower 30:1 ml/g and above 50:1 ml/g, which were also considered more expensive when it comes to energy and money. This is as a result of, as spss loading ratio decreases, spss solvent volume is higher.

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This ensuing optimization issue is convex and might be solved using Newton Raphson method as given in Zhu and hastie 2004. LDA comes to spss inversion of spss help d x d covariance matrix. When here is spss case, we can either use spss pseudo inverse or carry out regularized discriminant analysis which solves this difficulty. Cross validation can be utilized spss calculate spss best , gamma. More details on RDA are available in Guo et al. 2006. Problems of the conventional chemistry course and possible solutions: the 1 2 1general/biological/well-known curriculum and its challenges. Chemistry, 152, 86 100. Halford, B. 2016. Is there information crisis in biological chemistry education?Teachers say yes, but many of the problems arent new.

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