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ucf-nlp-bullydetection's Introduction

UCF NLP Course; NLP Project 2019

Classifying Label

Cultural Harassment 1

Sexual Harassment 2

Personal Attacks 3

Labeling is done

Notes:

Some tweets were inexplicably split up in multiple lines. Folding them into one line shifted Maxim's starting point. Maxim's first change now sits at line 2957 . Given that it doesn't look like he had to collapse any tweets, and his first change occurred at line 2978 prior to me collapsing tweets, that suggests a current shift of -21 lines. So I assume Maxim's block starts at what is now line 2919.

Plan of Attack & Dates:

Data collection Feb 10 [V]

Data labeling into 3 categories Feb 17 [V]

Label Raw Count Percentage
Non-Bullying 7,203 81.7%
Cultural 260 2.9%
Sexual 264 3.0%
Personal 1090 12.4%

Data produced using the dataset_stats.py script in the devtools directory. The Python program was ran under a 'virtualenv' built using the requirements present in the repository's requirements.txt file:

$ python3 -m virtualenv -p $(which python3) --always-copy ~/pythonenv/CAP6640_PROJ
...
$ . ~/pythonenv/CAP6640_PROJ/bin/activate
(CAP6640_PROJ)$ python3 -m pip install -r requirements.txt
...
(CAP6640_PROJ)$ python3 devtools/dataset_stats.py

Project proposal End of Feb [V]

The proposal, as submitted, is included in the project as the proposal.tex and proposal.bib files. Typesetting with LaTeX requires the files acmcopyright.sty and sig-alternate-05-2015.cls.

Text tokenization Mar 5 [V]

The NLTK library has been added to the list of requirements for the project.

Text processing Mar 10 [V]

Classifier Apr 5 [:)]

SVM
BAYES
ANN

Hyperparameter tuning Apr 10 []

Presentation Apr 15 []

Final report []

ucf-nlp-bullydetection's People

Contributors

marctheshark3 avatar maxim5helopugin avatar rjnieves avatar

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