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Detection of phrases in Spanish with a suicidal tendency in social networks

Jupyter Notebook 21.28% Python 0.72% HTML 78.00%
suicide suicide-prevention suicidal-ideation pln spanish-language classification phrase machine-learning

spanish_suicide's Introduction

Detection of phrases in Spanish with a suicidal tendency in social networks

The code belongs to the research work entitled "Detection of Suicidal Intent in Spanish Language Social Networks using Machine Learning" that was published in the International Journal of Advanced Computer Science and Applications in April 2020.

Available:

  • The annotated data in the Spanish language with which the semantic classification model was trained.
  • Trained model.
  • Notebook, for cleaning repeated phrases using text similarity.

If you use any of these items, don't forget to cite this work ;)

@article{Valeriano2020,
title = {Detection of Suicidal Intent in Spanish Language Social Networks using Machine Learning},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2020.0110489},
url = {http://dx.doi.org/10.14569/IJACSA.2020.0110489},
year = {2020},
publisher = {The Science and Information Organization},
volume = {11},
number = {4},
author = {Kid Valeriano and Alexia Condori-Larico and Josè Sulla-Torres}
}

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