Russ Poldrack's advice for learning to code from scratch
Sarnecka, B. W. (2019). The writing workshop: Write more, write better, be happier in academia. (n.p.): Author. Available at https://sites.google.com/uci.edu/sarneckalab/book
Mensh, B. & Kording, K. (2017) Ten simple rules for structuring papers. PLoS Comput Biol 13(9): e1005619. https://doi.org/10.1371/journal.pcbi.1005619
Appelbaum, M., Cooper, H., Kline, R. B., Mayo-Wilson, E., Nezu, A. M., & Rao, S. M. (2018). Journal Article Reporting Standards for Quantitative Research in Psychology: The APA Publications and Communications Board Task Force Report. American Psychologist, 73(1), 3-25. http://dx.doi.org/10.1037/amp0000191
The CNBC Stimulus Repository: includes lareg collections of sound and image stimuli, as well as code and other resources
MultiPic: A standardized set of 750 drawings with multilingual norms (Duñabeitia et al., 2017, Quarterly Journal of Experimental Psychology)
International Picture Naming Project Stimuli (Szekely et al., 2004, Journal of Memory and Language, 51(2), 247-250): black-and-white line drawings of 520 common objects and 275 transitive and intransitive actions
A collection of image sets compiled by Sebastiaan Mathôt.
Novel noun and unusual name database (Horst & Hout, 2016, Behavior Research Methods, doi:10.3758/s13428-015-0647-3): color photographs of novel objects for word learning and categorization experiments.
Psycholinguistic databases: http://www.reilly-coglab.com/data
Lexical Properties: word frequencies, lengths, neighborhoods, etc.
MRC Psycholinguistic Database (Wilson, 1988, Behavioral Research Methods, Instruments & Computers, 20(1), 6-11): web-based search interface
Corpus of Contemporary American English: 450 million words, 1990-2012. Includes spoken as well as written sources.
Moss Aphasia Psycholinguistics Project Database (Mirman et al., 2010, Cognitive Neuropsychology): a large, searchable, web-based database of aphasic performance on picture naming and other tests of cognitive function
English Lexicon Project (Balota et al., 2007, Behavior Research Methods, 39(3), 445-459): large set of lexical decision and word naming data; also contains lexical properties
Semantic Priming Project: an extension of the ELP that examines the effect of prior context on word recognition (priming)
Semantic feature norms
Semantic feature norms (and lexical data) for 541 living and nonliving things (McRae et al., 2005, Behavioral Research Methods, Instruments, & Computers)
Semantic feature norms (along with typicality, goodness, lexical and other data) for concepts from 15 semantic categories of animals and artifacts (De Deyne et al., 2008, Behavior Research Methods)
Semantic feature norms for objects and events (Vinson & Vigliocco, 2008, Behavior Research Methods)
Taxonomic and thematic relatedness
Taxonomic and thematic relatedness ratings for 659 word pairs (Landrigan & Mirman, 2016, Journal of Open Psychology Data)
Thematic relatedness production norms for 100 object concepts (Jouravlev & McRae, 2015, Behavior Research Methods)
Corpus-based semantic representations (for a systematic comparison see Pereira et al., 2016)