Here are some commonly used sources of secondary data and research data catalogues in the social sciences that may be useful to explore when planning a research project.
A longer list of data sources of interest to social scientists, as well as an overview of the specific considerations involved in collecting social media data, can be found in Chapter 7 of the CESSDA Data Management Expert Guide.