Network analysis of publications on studies of Parkinson disease

The code is presented in the repository
https://github.com/annastep2001/Network-Analysis-of-Publications-on-Studies-of-Parkinson-Disease

Publications

• data_description (TXT, 1 Кб) - description of the columns

• dataset.csv (ZIP, 92.48 Мб) - publications with DOI, abstract and journal info, WPW-syndrome deleted (final dataset)

• wpw (CSV, 637 Кб) - publications on WPW-syndrome

• excluded_net (CSV, 8.89 Мб) - citation network after preprocessing

•  filtered_data.csv (ZIP, 81.47 Мб) - full information about publication (vertices) from the network

• edges_to_drop (CSV, 36 Кб) - deleted edges from future to past (error in original data)

• papers_info (CSV, 13.71 Мб) - the results for papers

• index_papers_periods (XLSX, 47.15 Мб) - the results for papers by year

• journal_net (CSV, 3.98 Мб) - journal citation network

• journals_years (CSV, 420 Кб) - number of publications in journals by year

• journals_info (CSV, 1.61 Мб)  - the results for journals

• index_journals_periods (XLSX, 8.21 Мб)  - the results for journals by year

• aff_net (CSV, 5.08 Мб)  - affiliation citation network

• affiliations_info (CSV, 1.71 Мб) - the results for affiliations

• index_affiliations_periods (XLSX, 9.27 Мб) - the results for affiliations by year

•  index_authors_periods.xlsx - the results for affiliations by year

• in_degree_min_max_aff (CSV, 337 Кб) - Normalized In-degree for affiliations

• pagerank_min_max_aff (CSV, 398 Кб) - Normalized PageRank for affiliations

• in_degree_0.05_tan_fixed_aff (CSV, 127 Кб) 

• in_degree_0.1_abs_fixed_aff (CSV, 127 Кб) 

• in_degree_0.1_tan_fixed_aff (CSV, 127 Кб) 

• pagerank_0.15_tan_fixed_aff (CSV, 127 Кб) 

• pagerank_0.1_tan_fixed_aff (CSV, 127 Кб) 

• pagerank_0.2_abs_fixed_aff (CSV, 127 Кб) 

• In-degree affiliations patterns description (DOCX, 1.48 Мб) 

Journals

• in_degree_min_max_jour (CSV, 400 Кб) - Normalized In-degree for journals

Patterns for journals:

• in_degree_0.05_abs_fixed_jour (CSV, 106 Кб) 

• in_degree_0.05_tan_fixed_jour (CSV, 106 Кб) 

• In-degree journals patterns description (DOCX, 1.05 Мб) 

• independent_paper_net (CSV, 6.29 Мб) - independent paper citation network

• papers_info_indep_index (CSV, 9.44 Мб) - independent index for paper citation model

• papers_info_indep_classic (CSV, 11.39 Мб) - classical indices for paper independent citation model

• affiliation_independent_net (CSV, 31.20 Мб) - independent affiliation citation network

• aff_info_indep_classic (CSV, 707 Кб)  - classical indices for affiliation independent citation model

• aff_info_all_classic (CSV, 704 Кб) - classical indices for affiliation independent citation model before filtration

• paper_communities_leiden (CSV, 589 Кб) - communities for paper citation network by Leiden method

• paper_net_large_comp (CSV, 7.11 Мб) - the largest connected component in paper citation network

• large_comp_comm (CSV, 586 Кб) - communities the largest connected component

• papers_communities (ZIP, 2.34 Мб) - file with net, communities and image

• leiden_words (XLSX, 163 Кб)  - the number of thematic words in communities

• leiden_cit_words (XLSX, 95 Кб) - the number of citations of thematic words in communities 

• Paper communities (DOCX, 39 Кб) - analysis of communities

• paper_aff (CSV, 6.96 Мб) - mapping papers and first affiliation

• affiliations (CSV, 179 Кб) - affiliations

• co_affiliation_net (CSV, 3.44 Мб) - affiliations

• isolated_affiliations (CSV, 2 Кб) - isolated affiliations by years

• co_affiliations_net_no_periods (CSV, 1.76 Мб) - co affiliation net

• co_affiliation_info (CSV, 675 Кб) - the results for affiliations

• index_co_affiliations_periods (XLSX, 1.62 Мб)  - the results for affiliations by years

• all_thematic_words (XLSX, 38 Кб) - thematic words

• data_scpecific_words.csv - dataframe with thematic words in abstract