A demo of reproducibility

This is a step by step guide to reproduce the results in "Emerging Cultures and Gendered Spaces in the Movement to Improve Science".

The overall work flow can be captured by the following DAG:

In this demo, you will be able to:

1. Rerun the entire workflow using Snakemake and reproduce all output files and figures including the DAG shown above.
2. Follow our data cleaning and transformation steps and generate network visualizations that is identical to Figure 1 (dataIngestion+dataTransformation+visualize).
3. Conduct gender analysis based on author names and disciplines and reproduce Figure 2, 3 and 4 (genderDetect+journalDisciplineMatch+genderAnalysis).
4. Follow our text and sentiment analyses of the abstracts and reproduce Figure 5 (computeSentiment+textAnalysis).

To interact with the code, click the Binder link . All you need is a browser to access the container environment. The system will take care of all the software dependencies.