Citation Sentiment Analysis

Notebooks using Jupyter

The notebooks can be run via Jupyter.

Using Docker to run Jupyter

Pre-requisites:

• Docker and Docker Compose

docker-compose up --build sciencebeam-judge-jupyter

Open http://localhost:8891/.

(The port can be configured using the CITATION_SENTIMENT_JUPYTER_PORT environment variable)

Using Local Jupyter installation

Pre-requisites:

• Jupyter

Install the additional dependencies:

pip install -r requirements.txt

Notebook Overview

The following notebooks are currently present:

• athar-dataset.ipynb: A look at the Athar dataset itself
• athar-bag-of-words-baseline-naive-bayes.ipynb: Baseline Naive Bayes model
• athar-bag-of-words-baseline-naive-bayes-balance-and-bias.ipynb: Showing different options of balancing the Athar dataset (and importance of randomising it)
• athar-bag-of-words-model-comparison.ipynb: Comparison of some standard models using Bag of Words as an input (including Naive Bayes)