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csep517-socialbx's Introduction

socialbx project

This project was done for CSEP 517 Natural Language Processing at the University of Washington as part of my Profesional Master's Program.

Installation

This project was built using cuda. Do the following to create a cuda setup.

# Create a conda environment
conda create --name NLPCourse

# Activate the conda environment
conda activate NLPCourse

# Install dependencies
conda install -c conda-forge spacy nltk keras tensorflow pandas scikit-learn gensim numpy

# Add socialbx to your python path
export PYTHONPATH=PYTHONPATH:$(dirname $(pwd))

Usage

# Train a the model
python sentiment/train.py

# Evaluate the model on the test set
python sentiment/evaluate.py

# Test the model preditions on `test/sentiment-inference.test.csv`
python sentiment/predict.py test/sentiment-inference.test.csv

# Run social BX analysis on a pretrained model and using spaCy for NER
python analysis.py

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