820M+ Words covering 8K+ English STEM Textbooks Dataset
Natural Language Processing
Tags and Keywords
£148,500
About
820M+ Words covering 8K+ English STEM Textbooks Dataset
Description
The 820M+ Words English STEM Text Dataset is a large-scale collection of English-language Science, Technology, Engineering, and Mathematics (STEM) text designed for artificial intelligence, natural language processing (NLP), and machine learning applications. The dataset contains diverse STEM content sourced from educational and technical materials, interwoven visuals for improved contextual understanding, making it suitable for language model training, knowledge extraction, semantic search, document understanding, and AI-driven educational technologies.
Designed for researchers, AI developers, educational institutions, and enterprises, this dataset provides high-quality STEM text to support advanced language models, intelligent search systems, domain-specific AI applications, and scientific text analytics.
Note: The listed price applies to the specified initial batch of 100 million words. Pricing for larger batches or the complete dataset library varies depending on the total word count, number of textbook documents, subject and topic coverage, language, content quality, metadata availability, page count, document format, annotation requirements, licensing terms, and customization needs. Final pricing will be determined based on the specific dataset requirements.
Data Product Features
| Feature | Description |
|---|---|
| Subject | STEM discipline such as Science, Technology, Engineering, or Mathematics. |
| Language | Language in which the document is written (English). |
| Document Type | Type of content, such as textbook, article, manual, guide, lecture notes, or reference material. |
| Content | Complete textual content of the document. |
| Keywords | Keywords describing the document's primary topics. |
Distribution
- Format: PDF
Data Volume:
- 820M+ Words across English STEM documents
- Dataset Size: The dataset size may vary depending on the number of textbooks, page count, word count, text length, file formats, metadata availability, annotations, and dataset version.
Usage
This data product is ideal for a variety of applications:
- Large Language Models (LLMs): Train and fine-tune domain-specific language models.
- Natural Language Processing: Develop text classification, summarization, and information extraction systems.
- Semantic Search: Build intelligent search and retrieval applications for STEM content.
- Educational AI: Create AI-powered tutoring, learning assistants, and question-answering systems.
- Knowledge Graphs: Extract structured knowledge from scientific and technical text.
- Document Intelligence: Automate indexing, categorization, and document analysis.
- Research Analytics: Support scientific literature mining and educational research.
- Retrieval-Augmented Generation (RAG): Enhance AI systems with reliable STEM knowledge.
Coverage
The dataset provides comprehensive coverage of English-language STEM content across multiple disciplines.
- Geographic Coverage: Global
- Domains: Science, Technology, Engineering, Mathematics, Education, Research, and Technical Documentation
License
CC BY 4.0 (Creative Commons Attribution 4.0 International)
AI Training Rights
InfoBay.AI ensures that all datasets are sourced, curated, and managed with proper ownership verification, licensing documentation, and data provenance records. We hold the necessary rights to license and sublicense the datasets we provide through formal agreements with our data vendors, which grant us the required permissions for commercial licensing and AI training use cases. To ensure transparency and compliance, we maintain relevant documentation and have previously shared redacted agreements for selected datasets as evidence of our data rights and licensing authority.
Data Dictionary
| Column Name | Data Type | Description | Possible Values/Notes |
|---|---|---|---|
| Document_Title | String | Title or name of the document | Free text |
| Subject | String | STEM discipline | Science, Technology, Engineering, Mathematics |
| Language | String | Language of the document | English |
| Document_Type | String | Type of document | Textbook, Article, Manual, Guide, Lecture Notes, Reference |
| Content | Text | Complete document text | English text |
| Keywords | String | Document keywords | Comma-separated values |
| Word_Count | Integer | Total number of words in the document | Positive integer |
Considerations
This dataset is provided for research and educational purposes only. It contains only sample data.
TRUSTLoading...
£148,500
Download Dataset in TEXT Format
Recommended Datasets
Loading recommendations...