English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

A simple and fast analysis method to sort large data sets into groups withshared distinguishing characteristics is described, and applied to singlemolecular break junction conductance versus electrode displacement data. Themethod, based on principal component analysis, successfully sorted data setsbased on the projection of the data onto the first or second principalcomponent of the correlation matrix without the need to assert any specifichypothesis about the expected features within the data. This was an improvementon the current correlation matrix analysis approach because it sorted dataautomatically, making it more objective and less time consuming, and our methodis applicable to a wide range of multivariate data sets. Here the method wasdemonstrated on two systems. First, it was demonstrated on mixtures of twomolecules with identical anchor groups, similar lengths, but either a $\pi$(high conductance) or $\sigma$ (low conductance) bridge. The mixed data wasautomatically sorted into two groups containing one molecule or the other.Second, it was demonstrated on break junction data measured with the $\pi$bridged molecule alone. Again the method distinguished between two groups.These groups were tentatively assigned to different geometries of the moleculein the junction.

Fast data sorting with modified principal component analysis to distinguish unique single molecular break junction trajectories