identifier stringlengths 11 32 | pdf_url stringlengths 17 4.62k ⌀ | lang stringclasses 120
values | error stringclasses 1
value | title stringlengths 2 500 ⌀ | source_name stringlengths 1 435 ⌀ | publication_year float64 1.9k 2.02k | license stringclasses 3
values | word_count int64 0 1.64M | text stringlengths 1 9.75M |
|---|---|---|---|---|---|---|---|---|---|
https://openalex.org/W1991620800 | https://www.frontiersin.org/articles/10.3389/fped.2014.00042/pdf | English | null | Epigenetic Modifications in Pediatric Acute Lymphoblastic Leukemia | Frontiers in pediatrics | 2,014 | cc-by | 6,752 | INTRODUCTION in oncogenesis (7, 8). The methylation occurs at cytosine (C)
bases located 5′ to guanosine (G) in a CpG dinucleotide and
often in regions rich in repetitive CpGs known as CpG islands. The methyl groups are transferred to the CpG dinucleotide via
DNA methyltransferases (Dnmt1, Dnmt3a, and Dnmt3b) and
serve... |
https://openalex.org/W4281790056 | https://www.ijlet.org/wp-content/uploads/2022/05/50-72-from-2022-1-Final-version-430.pdf | English | null | EFFECTIVE ANTI-PIRACY IN VIETNAM: A JOURNEY THROUGH SITE BLOCKING | The international journal of law, ethics and technology | 2,022 | cc-by | 18,219 | 50 50 University of California, Los Angeles & Loyola Law School. EFFECTIVE ANTI-PIRACY IN VIETNAM: A JOURNEY THROUGH
SITE BLOCKING Jonathan Lee Xue Han Abstract: The dawn of the Internet has created significant challenges to protecting copyrighted
materials from piracy. In the past, copyright protection was mainl... |
https://openalex.org/W4237553031 | https://zenodo.org/records/1507591/files/article.pdf | English | null | Also | Neophilologus | 1,918 | public-domain | 668 | ALSO. Giinther, in his English Synonyms explained and illustrated, states that
"Neither too nor also are found at the head of a sentence". This is
evidently a slip, for Smith, in Synonyms Discriminated, concludes his article
on Also, too, likewise, besides with the words: 'Grammatically, Too cannot
begin a sentence... |
https://openalex.org/W2101995483 | https://revistas.ucm.es/index.php/RCED/article/download/RCED0505220623A/15998 | Spanish; Castilian | null | Cómo aprenden los profesores. Un estudio empírico basado en entrevistas | DOAJ (DOAJ: Directory of Open Access Journals) | 2,006 | cc-by | 9,942 | "ABSTRACT The main aim of this study is to describe the different conceptions that teachers hold abo(...TRUNCATED) |
https://openalex.org/W4243776760 | https://journals.hioa.no/index.php/yrke/article/download/2008/1821 | Norwegian | null | "Fra fagarbeider til yrkesfaglærer: Førsteårsstudenters opplevelser av undervisning og veiledning(...TRUNCATED) | Scandinavian Journal of Vocations in Development | 2,017 | cc-by | 7,736 | "Marit Lindset & Britt Karin Støen Utvær (2017). Fra \nfagarbeider til yrkesfaglærer: Førsteårs(...TRUNCATED) |
https://openalex.org/W4287633533 | https://zenodo.org/records/5803192/files/Estado_de_espanto_-_Laurita_Salles_-_116.pdf | es | ESTADO DE ESPANTO | Zenodo (CERN European Organization for Nuclear Research) | 2,020 | cc-by | 3,622 | "Estado de espanto\nAstonished state\nLaurita Ricardo de Salles1\nEquipes Laboratório 10 Dimensões(...TRUNCATED) | |
https://openalex.org/W4298004949 | https://www.cambridge.org/core/services/aop-cambridge-core/content/view/C0F25F64E1E8A249435BEEF7DAFF46C8/S0034412522000531a.pdf/div-class-title-is-the-desire-for-life-rational-div.pdf | English | null | Is the desire for life rational? | Religious studies | 2,022 | cc-by | 15,017 | "© The Author(s), 2022. Published by Cambridge University Press. This is an Open Access article, di(...TRUNCATED) |
https://openalex.org/W2965006566 | https://upcommons.upc.edu/bitstream/2117/171866/1/08788546.pdf | English | null | "Exploration of Intercell Wireless Millimeter-Wave Communication in the Landscape of Intelligent Met(...TRUNCATED) | IEEE access | 2,019 | cc-by | 17,315 | "Exploration of Intercell Wireless Millimeter-Wave\nCommunication in the Landscape of\nIntelligent M(...TRUNCATED) |
https://openalex.org/W2095232120 | https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0121550&type=printable | English | null | "Expression of the Immunoglobulin Superfamily Cell Adhesion Molecules in the Developing Spinal Cord (...TRUNCATED) | PloS one | 2,015 | cc-by | 8,836 | "RESEARCH ARTICLE Expression of the Immunoglobulin\nSuperfamily Cell Adhesion Molecules in the\nDeve(...TRUNCATED) |
https://openalex.org/W4213359484 | https://iris.luiss.it/bitstream/11385/215146/1/sustainability-14-02228.pdf | Latin | null | The Impact of COVID-19 on Public/Third-Sector Collaboration in the Italian Context | Sustainability | 2,022 | cc-by | 11,130 | "Luigi Corvo 1, Lavinia Pastore 1,*, Marco Mastrodascio 2 and Luca Tricarico 3 Luigi Co(...TRUNCATED) |
End of preview. Expand in Data Studio
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Open Science Dataset
Overview
Open Science is a large-scale, permissively licensed text dataset derived from OpenAlex, containing over 100B (105,390,332,599) words. OpenAlex is an open database of scholarly publications, authors, institutions, and research outputs that serves as a comprehensive source for academic literature.
Key Features
- Truly Open: Contains only permissively licensed data suitable for both commercial and non-commercial use
- Multilingual Coverage: Predominantly English with significant representation of Portuguese, German, Indonesian, Russian, and Spanish
- Academic Diversity: Encompasses journal articles, books, datasets, theses, and other document types
Dataset Statistics
License distribution:
cc-by ███████████████████████████████ 93.09%
cc-by-sa ██ 3.68%
public ██ 3.23%
| Language | Document Count | Word Count | % of Total Words |
|---|---|---|---|
| English | 9,692,480 | 91,961,796,098 | 87.28% |
| Portuguese | 381,719 | 2,911,255,370 | 2.76% |
| German | 167,130 | 1,606,879,128 | 1.53% |
| Indonesian | 297,645 | 1,370,676,366 | 1.30% |
| Russian | 199,317 | 1,235,729,351 | 1.17% |
| Spanish | 189,305 | 1,548,199,226 | 1.47% |
Dataset Structure
Data Fields
| Field |
|---|
| identifier |
| pdf_url |
| lang |
| error |
| title |
| source_name |
| publication_year |
| license |
| word_count |
| text |
How to Use
Installation
from datasets import load_dataset
dataset = load_dataset('PleIAs/openscource')
Considerations and Limitations
- While permissively licensed, users should verify compatibility with their specific use case
- Language distribution may not be uniform
- Historical texts may contain dated terminology or perspectives
Acknowledgements
This dataset was developed with support from:
- Jean Zay (Eviden, Idris)
- Nebius AI
- Tracto AI
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