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Database Analysis of Simulated and Recorded Electrophysiological Datasets with PANDORA’s Toolbox

机译:使用PANDORA工具箱对模拟和记录的电生理数据集进行数据库分析

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Neuronal recordings and computer simulations produce ever growing amounts of data, impeding conventional analysis methods from keeping pace. Such large datasets can be automatically analyzed by taking advantage of the well-established relational database paradigm. Raw electrophysiology data can be entered into a database by extracting its interesting characteristics (e.g., firing rate). Compared to storing the raw data directly, this database representation is several orders of magnitude higher efficient in storage space and processing time. Using two large electrophysiology recording and simulation datasets, we demonstrate that the database can be queried, transformed and analyzed. This process is relatively simple and easy to learn because it takes place entirely in Matlab, using our database analysis toolbox, PANDORA. It is capable of acquiring data from common recording and simulation platforms and exchanging data with external database engines and other analysis toolboxes, which make analysis simpler and highly interoperable. PANDORA is available to be freely used and modified because it is open-source (http://software.incf.org/software/pandora/home).
机译:神经元记录和计算机模拟产生的数据量不断增长,阻碍了常规分析方法的发展。利用成熟的关系数据库范例,可以自动分析此类大型数据集。可以通过提取原始电生理数据的有趣特征(例如,燃烧速率)将其输入数据库。与直接存储原始数据相比,此数据库表示在存储空间和处理时间方面的效率要高几个数量级。使用两个大型的电生理记录和模拟数据集,我们证明了该数据库可以被查询,转换和分析。此过程相对简单且易于学习,因为它完全在Matlab中使用我们的数据库分析工具箱PANDORA进行。它能够从通用的记录和模拟平台获取数据,并能够与外部数据库引擎和其他分析工具箱交换数据,从而使分析更加简单并且具有高度的互操作性。由于PANDORA是开源的(http://software.incf.org/software/pandora/home),因此可以自由使用和修改。

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