The Enhanced MAKG (EMAKG) provides an updated and enriched version of the Microsoft Academic Knowledge Graph (MAKG). The EMAKG is a large dataset of scientific publications and related entities such as authors, affiliations, venues, and fields of study. Data includes authors' careers and networks of collaborations, linguistics features, together with worldwide yearly authors' stocks and flows. The EMAKG data is mainly based on the MAKG - Version 2020-06-19 (March 25, 2021). Methods: https://github.com/LauraPollacci/EMAKG Version 0.0 (reduced version) Version 0.0 provides a set of EMAKG subsets, some of which are in abridged form: 01.AffiliationsGeo: Affiliations subset. 03.ConferenceInstances: Conferences subset. 04.Conference Series: ConferenceSeries subset. 05.Journals: Journals subset. 06.24.PaperAuthorAffiliations_Disambiguated: Relationships between papers and disambiguated authors. 09.PaperResources: URLs and resources of publications. 10.Papers: Papers subset. 12.EntityRelatedEntities: Connections between entities. 13.FieldOfStudyChildren: Field of study kinship relations. 14.FieldOfStudyExtendedAttributes: Fields of study co-references between different datasets. 15.FieldsOfStudy: Fields of study subset. 16.PaperFieldsOfStudy: Relationships between papers and fields of study. 18.RelatedFieldOfStudy: Relationships between symptoms, medical treatments, disease causes and fields of study. 19.PaperCitationContexts: Contexts of citations in CiTo. 20.AbstractsProcessed_Chunk0-14: Chunk of processed abstracts. 22.FieldOfStudyLabeled: Tags and scores of fields of studies. 23.Authors_disambiguated: Disambiguated authors subset. 24.PaperAuthorAffiliation_Disambiguated: Relationships between papers, disambiguated authors and affiliations. 25.AuthorORCID: Authors' ORCIDs. 26.AuthorCareer: Authors' yearly publications. 27.AuthorYearLocation: Authors' yearly locations. 28.AuthorEgoNetworks_2000-2014: Authors' ego networks from 2000 to 2014. 29.CountryAnnualFlowsAggregated: Flows aggregated by country and year. 30.FlowsAnnual: Annual country to country flows. 31.StocksAnnual: Annual stocks aggregated by country. 32.PaperFieldsOfStudyLabeled: Publications tagged with fields of studies. 33.Authors_disambiguated_Hindex: H-index of disambiguated authors.