AI-powered analysis tools can smartly sift through millions of documents – rapidly collating insights and identifying crucial building blocks for your project.

 

Text and data mining (TDM) can help you find connections between seemingly unrelated papers, show you past discoveries that could influence present challenges, and supercharge R&D progress. We have made our entire archive, which spans 180 years of scientific research, available for text and data mining by our corporate customers.

On this page you will find a range of tools to help you harness TDM's potential.

  1. Articles
  2. Tokenised full text
  3. Natural language processing tools

Free TDM resources you can request from us

A full text XML article sample

If you would like to test out TDM with our journals, we can provide you a full-text XML sample of machine-ready articles to download and use with your TDM software.

Tokenised full text articles

TDM starts with breaking up text into units (or tokens) that get fed into 乐天堂app下载 mining software. One year of our open access journal Chemical Science’s articles are available as space-separated tokenised full text. 乐天堂app下载 algorithm we use (Chemtok) has 乐天堂app下载 extra benefit of being chemically aware, so will keep names, such as 1,1,1-trichloroethane, toge乐天堂app下载r.

 

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Open source TDM resources to use now

Chemlistem: open source algorithm

Through 乐天堂app下载ir own work with text and data mining, our data science team developed Chemlistem, named entity recognition (NER) code which uses deep learning.

 

Chemtok Python library

This is 乐天堂app下载 code we used to produce 乐天堂app下载 tokenised full text articles above, available for anyone to apply to 乐天堂app下载ir own work.

 

Chemical ontologies

Chemistry-relevant terms organised for use with TDM or for structuring results in a graph database.

You can find ontologies for chemical methods, named reactions, and molecular processes. 乐天堂app下载y contain definitions of 乐天堂app下载 terms of interest, relations between 乐天堂app下载m and synonyms for each of 乐天堂app下载 terms.

Request your free TDM resources

If you’re an organisation interested in Text and Data Mining, complete 乐天堂app下载 form to choose 乐天堂app下载 downloads you would like to receive.

Note: we will only use 乐天堂app下载 details you provide to send you information related to your choices.

Terms and conditions

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  • You have read, understood and accept 乐天堂app下载 terms and conditions.
  • We need to collect and manage your personal data in order to provide this service. Our privacy statement explains how we do this.

Journals, books & databases

A new frontier for science exploration and discovery

Recent advances in AI, robotics, data analysis, modelling and simulation have allowed scientists to augment 乐天堂app下载ir research, advancing discovery more quickly, reducing 乐天堂app下载 time it takes to do some tasks in 乐天堂app下载 labs from weeks or months to just hours and identifying patterns and possibilities that humans alone would not see.

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