Using word-level LD for English-Hindi (Gella et al., 2013),  observed that as much as 17% of Indian Facebook posts had codeswitching, and  showed that the native language is strongly preferred for expressing negative sentiment by English-Hindi bilinguals on Twitter.
without accurate multilingual word-level LD, there have been no largescale studies on the extent and distribution of code-switching across various communities.