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https://github.com/inab/biolitmap

Code for the paper "BIOLITMAP: a web-based geolocated and temporal visualization of the evolution of bioinformatics publications" in Oxford Bioinformatics.
https://github.com/inab/biolitmap

data-mining data-science data-visualization machine-learning maps natural-language-processing research research-paper science social-analytics-team

Last synced: about 2 months ago
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Code for the paper "BIOLITMAP: a web-based geolocated and temporal visualization of the evolution of bioinformatics publications" in Oxford Bioinformatics.

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# BIOLITMAP: a web-based geolocated and temporal visualization of the evolution of bioinformatics publications



## Description



Code for the web-based geolocated and temporal visualization of bioinformatics research (BIOLITMAP): http://socialanalytics.bsc.es/biolitmap/.



Paper accepted to Oxford Bioinformatics.



## Directory structure



* In /data the export of the BIOLITMAP SQL database is stored, as it was in December 2017.

* In /scripts the tools used for the NLP tasks are stored

* /scripts/src stores the codes related to the NLP, Clustering, Topic Modeling and Perplexity Analysis tasks.

* /scripts/vis stores the visualization created using the final Latent Dirichlet Allocation model, by employing the pyLDAvis package.

* /API stores the source codes of the REST API.



## Getting the data from the REST API



We have deployed in our servers a REST API to gather the data from the map in JSON format, the following endpoints are available:



1) http://socialanalytics.bsc.es/biolitmap-api/biolitmap/list - To get the complete list of the data.

2) http://socialanalytics.bsc.es/biolitmap-api/biolitmap/filter/source/"journal" - To filter by source (e.g. Oxford Bioinformatics).

3) http://socialanalytics.bsc.es/biolitmap-api/biolitmap/filter/year/[+-]"year" - To filter by year (e.g. 2010), you can use the + and - symbols to query for greater-equal or less-equal, respectively (e.g. +2010 or -2010).

4) http://socialanalytics.bsc.es/biolitmap-api/biolitmap/filter/nameAffiliation/"institution" - To filter by research institution (e.g. University of Cambridge).

  

### Example output from the /list endpoint






## Getting the raw source data from Scopus



In order to obtain the raw source data with which this application has been built on, the following steps need to be followed:



1) Access to the Scopus (www.scopus.com) document search tool

2) Search the documents by using the following query: 



``ISSN ( 'JOURNAL_ISSN' ) AND ( LIMIT-TO ( PUBYEAR , 2017 ) OR LIMIT-TO ( PUBYEAR , 2016 ) OR LIMIT-TO ( PUBYEAR , 2015 ) OR LIMIT-TO ( PUBYEAR , 2014 ) OR LIMIT-TO ( PUBYEAR , 2013 ) OR LIMIT-TO ( PUBYEAR , 2012 ) OR LIMIT-TO ( PUBYEAR , 2011 ) OR LIMIT-TO ( PUBYEAR , 2010 ) OR LIMIT-TO ( PUBYEAR , 2009 ) OR LIMIT-TO ( PUBYEAR , 2008 ) OR LIMIT-TO ( PUBYEAR , 2007 ) OR LIMIT-TO ( PUBYEAR , 2006 ) OR LIMIT-TO ( PUBYEAR , 2005 ) ) AND ( LIMIT-TO ( EXACTKEYWORD , "Article" ) )``



3) Export the documents in CSV format with the 'Export' option.



## Journals



In this first version of the application, the articles from the following journals are extracted:



1) Oxford Bioinformatics (ISSN 1460-2059)

2) Nucleic Acids Research (ISSN 1362-4962)

3) BMC Bioinformatics (ISSN 1471-2105)

4) BMC Genomics (ISSN 1471-2164)

5) PLoS Computational Biology (ISSN 1553-734X)



## Contact



You can contact the developers by sending an email to [email protected] or [email protected]



## Preview