Overview / Usage

This Twitter Bot will collect tweets related to earthquakes and similar crisis around the world. It'll extract information and classify it into 4 sub-categories: Damage to Human Life, Damage to Infrastructure, Volunteers & Relief and Unrelated information. It'll further summarize this information and share it on Twitter as a public alert/

Methodology / Approach

The tweets are collected using Twitter's streaming API. The tweets are further pre-processed, cleaned and classified into 4 categories using feature extraction techniques like TF-IDF vectors and Word Embeddings. The classification model is trained on various publicly available datasets. The classified tweets are summarized using a Encoder-Decoder Network and finally posted on Twitter for public information.

Technologies Used

Twitter Streaming API, Keras, NLTK, SpaCy.

Repository

https://github.com/rajaswa/Disaster-Management-