Python and R code used for my bachelor thesis "Form-to-Meaning Systematicity & Language Acquisition".
The R code can be run using the data_morph.csv file found in the data folder.
Data sets from following sources:
AoA ratings - http://crr.ugent.be/archives/806
Concreteness ratings - http://crr.ugent.be/archives/1330
Valence ratings - http://crr.ugent.be/archives/1003
Morphological complexity (MorpholoLEX) - https://github.com/hugomailhot/MorphoLex-en
Word frequency (SUBTLEX-US) - https://osf.io/djpqz/
Phonological encoding (CELEX) - http://celex.mpi.nl/
OLD20 (with SUBTLEX-US as reference words) - https://github.com/stephantul/old20