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Agglomerative hierarchical clustering analysis of twenty-six rice samples analysed by instrumental neutron activation analysis and other techniques

机译:仪器中子活化分析及其他技术对二十六个水稻样品的聚集层次聚类分析

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摘要

As part of the ongoing work on the safety and security of foods grown locally and imported into Jamaica, twenty five rice brands available on the Jamaican market and one sample of locally grown brown rice were collected and analysed for 36 elements using a combination of instrumental neutron activation analysis, total reflection X-ray fluorescence, flame atomic absorption spectrometry and inductively coupled plasma optical emission spectrometry. Quality control for each of the techniques was provided by analysis of reference materials and inter-comparisons of common elements. Agglomerative hierarchical clustering analysis performed on the raw data set identified white, parboiled and brown rice as the major clusters. The element and cluster median concentration in μg/g (for polished, parboiled and brown respectively) for each of the three clusters were Al (8.7, 11.3, 14.9), As (0.20, 0.21, 0.15), Br (12.1, 0.9, 3.4), Ca (60.4, 409.1, 112.5), Co (0.1, 0.09, 0.11), Cr (0.11, 0.10, 0.11), Cs (0.012, 0.004, 0.018), Eu (0.004, 0.004, 0.003), Cu (2.2,2.7, 3.6), Fe (13, 17, 20), K (894,1,815,2,538), La (0.009, 0.014, 0.015), Mg (340, 504, 1,303), Mn (9.7, 14.9, 28.5), Mo (0.7, 1.1, 0.8), Na (5.1, 9.9, 16.9), P (936, 2,328, 3,670), Rb (4.5, 6.1, 7.3), S (1,088,1,308, 1,321), Sb (0.004, 0.006, 0.005), Sc (0.001, 0.002, 0.002), Se (0.09, 0.17, 0.16), Sm (0.001, 0.003, 0.001), Sr (2.0, 1.9, 2.9), V (0.036, 0.041, 0.058), Zn (17.9, 15.3, 22.8). The use of agglomerative hierarchical clustering has proven to be a rapid method for the analysis of the dataset, correctly clustering rice by process that is, polished, parboiled and brown, with sub-clusters that further identified location, cultivars and an adulterated sample. The data validated here has been used to estimate the elemental contribution of rice to the Jamaican diet.
机译:作为正在进行的有关当地种植并进口到牙买加的食品安全性工作的一部分,收集了牙买加市场上的25个大米品牌和一个当地种植的糙米样品,并结合了仪器中子对36种元素进行了分析。活化分析,全反射X射线荧光,火焰原子吸收光谱法和电感耦合等离子体发射光谱法。通过对参考材料的分析和共同要素的相互比较,提供了每种技术的质量控制。对原始数据集进行的聚集层次聚类分析确定了白米,半熟米和糙米为主要聚类。三个簇中每一个的元素和簇中位数浓度分别为Al(8.7、11.3、14.9),As(0.20、0.21、0.15),Br(12.1、0.9, 3.4),Ca(60.4、409.1、112.5),Co(0.1、0.09、0.11),Cr(0.11、0.10、0.11),Cs(0.012、0.004、0.018),Eu(0.004、0.004、0.003),Cu( 2.2,2.7,3.6),Fe(13,17,20),K(894,1,815,2,538),La(0.009,0.014,0.015),Mg(340,504,1,303),Mn(9.7,14.9,28.5) ),Mo(0.7,1.1,0.8),Na(5.1,9.9,16.9),P(936,2,328,3,670),Rb(4.5,6.1,7.3),S(1,088,1,308,1,321),Sb(0.004) ,0.006,0.005),Sc(0.001,0.002,0.002),Se(0.09,0.17,0.16),Sm(0.001,0.003,0.001),Sr(2.0,1.9,2.9),V(0.036,0.041,0.058)锌(17.9,15.3,22.8)。事实证明,使用聚集层次聚类是分析数据集的一种快速方法,可以通过抛光,半煮熟和褐色的过程正确地对水稻进行聚类,并通过子聚类进一步识别位置,品种和掺假样品。此处验证的数据已用于估算大米对牙买加饮食的元素贡献。

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