SUAG Single-Use Assembly Graph-Structured Dataset

<p>The SUAG (Single-Use Assembly Graph) dataset is a comprehensive collection designed to advance research in the domain of single-use assembly systems and graph-based representations. This dataset encompasses a rich repository of structured information, bringing together detailed insights into pharmaceutical Single-Use Assemblies (SUAs) and their corresponding graph structures.</p> <p>Key Features:</p> <ul> <li><strong>Single-Use Assembly Data:</strong> Detailed records of diverse SUAs, including bioreactors, tubing sets, and related components, providing a holistic view of assembly configurations.</li> <li><strong>Graph Representations:</strong> Graph structures capture the interconnectivity and relationships among components within each SUA, offering a unique perspective on their functional and spatial arrangements.</li> <li><strong>Variety of Applications:</strong> The dataset caters to a wide range of applications, from biopharmaceutical production to system optimization, facilitating diverse research endeavors.</li> </ul> <p>&nbsp;</p> <p>Dataset Structure:&nbsp;</p> <ul> <li>The dataset containes three classes of SUA graphs, named: Bioreactor, Mixer, and conection.</li> <li>Classes containe 236,196 Graphs,&nbsp; 1,088 Graphs, 300,327 Graphs respectively.&nbsp;</li> <li>Items named sequentially in each class and saved in their row nature in npy format.</li> <li>Each graph file consists of a list of an edges list showing nodes' names and nodes' connectivity.</li> </ul> <p>graph structure example, file m_0.npy in Mixer class:&nbsp;</p> <p><code>[['M' 'L1S1'], ['L1S1' 'L1P1'], ['M' 'L2S1'], ['L2S1' 'L2A2'], ['M' 'L5A1'], ['M' 'L3T1']]</code></p> <p>The 'L' letter when followed by a number such as the case in L1, indicates the components level. components/nodes in different levels are not the same component/nodes.&nbsp;</p> <p>The node attribute/component is what follows for example in L1S1, the node/component is S. digit 1 indicates that the component S1 is not the same node as S2.&nbsp;</p> <p>We decided on this numerical way to reduce ambiguity when two nodes of the same components appear in the graph but they are different items in the pipeline.&nbsp;</p> <p>&nbsp;</p> <p>Component list:</p> <p>&nbsp; &nbsp;'B' -&gt; 'bioreactorBag'<br>&nbsp; &nbsp;'H' -&gt; 'hydrophobicFilter'<br>&nbsp; &nbsp;'F' -&gt; 'hydrophilicFilter'<br>&nbsp; &nbsp;'Q' -&gt; 'quickCoupler'<br>&nbsp; &nbsp;'Y' -&gt; 'yConnector'<br>&nbsp; &nbsp;'X' -&gt; 'xConnector'<br>&nbsp; &nbsp;'P' -&gt; 'plug'<br>&nbsp; &nbsp;'A' -&gt; 'asepticConnector'<br>&nbsp; &nbsp;'D' -&gt; 'asepticDisconnector'<br>&nbsp; &nbsp;'S' -&gt; 'straightFitting'<br>&nbsp; &nbsp;'M' -&gt; 'mixerBag'<br>&nbsp; &nbsp;'R' -&gt; 'couplerReducer'<br>&nbsp; &nbsp;'T' -&gt; 'triclampConnector'<br>&nbsp; &nbsp;'N' -&gt; 'tConnector'<br>&nbsp; &nbsp;'G' -&gt; 'twoDimensionalBag'<br>&nbsp; &nbsp;'I' -&gt; 'threeDimensionalBag'<br>&nbsp; &nbsp;'E' -&gt; 'triclampConnector'<br>&nbsp; &nbsp;'O' -&gt; 'sipConnector'<br>&nbsp; &nbsp;'J' -&gt; 'bottle'<br>&nbsp; &nbsp;'C' -&gt; 'mechanicDisconnector'<br>&nbsp; &nbsp;'Z' -&gt; 'lConnector'</p> <p>&nbsp;</p> <p>&nbsp;</p> <p>Researchers, practitioners, and educators can leverage the SUAG dataset to explore innovative solutions, develop algorithms for graph-based analyses, and enhance understanding of the evolving landscape of single-use assembly systems.</p>