Danièle Gibney wrote about her foray into textile data visualization in Crossing into Dataviz, which includes a long description of her project doing Cross-Stitch for different properties of periodic tables, along with how doing this helped her better understand the properties of the elements.
This visualizations use Scientific Data along with color and organization. It recreates the style and conventions of periodic tables, a form of standard visualization.