In order to reproduce the results we suggest to review the codes.
As a rule of thumb, the correct order to run the analyses in each single folder is the following:
Collective Influence:
1) setup.py
2) generate_graphs.py
3) compute_CI_retweet_networks.py
Similarity Matrix:
1) assemble_user_maps.py
2) generate_weighted_edge_lists.py
3) get_top_100_unweighted_influencers.py
4) get_top_100_weighted_influencers.py
5) get_similarity_matrix_2016.py
6) get_similarity_matrix_2020.py
7) compare_similarity_networks.py
Retweet Network:
1) generate_retweet_networks.py
2) analyze_retweet_networks.py
5) elites_network_analysis.py