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Cytotoxicity data of seventeen metal oxide nanoparticles to bacteria Escherichia Coli expressed as the negative logarithm of concentration for 50% effect. Seven periodic table descriptors are included, obtained from the molecular formula of the nanoparticles' core. (Reference https://doi.org/10.1016/j.ecoenv.2014.05.026, License: CC-BY 4.0.)