Suicide-Content-Analysis

A complete website and a trained CNN model of 73% accuracy that can predict if a given tweet(text) is suicidal or not. The users of the platform can use the model to test the sentiment of the tweet. All the results will be visible to the admin. This is useful in predicting suicidal content and alerting neccesarry authorities to provide neccessary care.

How to Run

python manage.py runserver

Requirements

1. Python (v3.8+)

Dependencies:

1. Tensorflow 2.8.0
2. Django 3.0
3. Seaborn
4. Tweety
5. Praw
6. Keras
7. Requests
8. Nltk
9. tqdm
10. pickle
11. sklearn + scikit-learn 0.22.2.post1

Run the following command to download nltk modules:

python
import nltk 
nltk.download())

Note: Use the following command to install dependencies

pip install <dependency-name>==<version(if specified)>