The generated RDF was loaded into Virtuoso v7.2.20, a triple store used to store RDF data and provides a SPARQL endpoint to query the stored knowledge graph (NanoLinks-KG). SPARQL endpoints can be queried over HTTP and implementations in many languages are available to interact with SPARQL. SPARQLWrapper v2.0.0, a Python package, was used to query NanoLinks-KG. NumPy and pandas were used for numerical operations on the query results. The package matplotlib was used to make the plots based on query results. A Jupyter Notebook was made to document the various applications of NanoLinks-KG demonstrated in this work including the used queries and the resulting plots . SNORQL Explorer , a frontend web application to query public SPARQL endpoints was used to explore NanoLinks-KG and develop SPARQL queries to demonstrate its potential applications and integrations with external resources.