├── .gitignore ├── 01_prepare_enrich_data.py ├── 02_merge_openalex_and_scopus.py ├── 03_plotting.py ├── 04_compare_share_of_mobile_researchers.py ├── FIGURES ├── 3way_comparison_oa_scopus.pdf ├── 3way_comparison_orcid_oa.pdf ├── 3way_comparison_orcid_scopus.pdf ├── FIG_2_1_kendal_pop.pdf ├── FIG_2_2_kendal_netmig.pdf ├── FIG_3_1_scopus_worldmap_country_migration_rates_net3.pdf ├── FIG_3_2_openalex_worldmap_country_migration_rates_net3.pdf ├── FIG_3_openalex_worldmap_country_migration_rates_net3.pdf ├── FIG_3_scopus_worldmap_country_migration_rates_net3.pdf ├── FIG_4_1_scopus_flow_over_time_othercountries_to_United States.pdf ├── FIG_4_2_scopus_flow_over_time_United States_to_othercountries.pdf ├── FIG_4_3_openalex_flow_over_time_othercountries_to_United States.pdf ├── FIG_4_3_scopus_flow_over_time_othercountries_to_United States.pdf ├── FIG_4_4_openalex_flow_over_time_United States_to_othercountries.pdf ├── FIG_4_4_scopus_flow_over_time_United States_to_othercountries.pdf ├── FIG_5_1_openalex_flow_heatmap.pdf ├── FIG_5_1_scopus_flow_heatmap.pdf └── FIG_5_2_openalex_flow_heatmap.pdf ├── LICENSE ├── ReadMe.md ├── data_input ├── dfcountries.csv ├── openalex_2023_V1_scholarlymigration_country.csv ├── openalex_2023_V1_scholarlymigration_country.parquet ├── openalex_2023_V1_scholarlymigration_countryflows.csv ├── openalex_2023_V1_scholarlymigration_countryflows.parquet ├── scopus_2022_07_V1_scholarlymigration_country.csv ├── scopus_2022_07_V1_scholarlymigration_country.parquet ├── scopus_2022_07_V1_scholarlymigration_countryflows.csv ├── scopus_2022_07_V1_scholarlymigration_countryflows.parquet ├── scopus_2024_V1_scholarlymigration_country.csv ├── scopus_2024_V1_scholarlymigration_country.parquet ├── scopus_2024_V1_scholarlymigration_countryflows.csv ├── scopus_2024_V1_scholarlymigration_countryflows.parquet └── world_bank_popuplation_ffilled.csv ├── data_processed ├── 3way_comparison.csv ├── dfmerged_openalex_scopus_country.csv ├── 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