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Stream twitter data through a classifier to determine the amount of social activity surrounding a social movement and visualizing it.

License: GNU General Public License v3.0

Python 87.11% HTML 12.11% CSS 0.78%

0.1.1-blm-tracker's People

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amiryalamov avatar parthivapsani avatar stellaw1 avatar

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stellaw1

0.1.1-blm-tracker's Issues

02 - Keras model to classify relevant tweets

We need to take the streamed tweets for the Twitter Streaming API and classify them as movement-related tweets, then use the relevant tweet locations to create a heat map.

  • retrieve tweets in proper format from Twitter
  • find pre-trained sentiment analysis model
  • retrain model with tweets from initial tweet stream
  • run collected tweets through model and classify tweets as relevant or not based on sentiment analysis

06-update-readme

Update readme and have it reflect the hackathon submission document

// TODO

  • Name our project
  • Figure out Twitter streaming API
  • Implement database and caching system
  • Scrub/ filter incoming data
    Concurrently:
  • Design front end and integrate with streaming - Flask
  • Implement Keras classifier for sentiment analysis
  • Update heatmap and frontend

04 - Flask front-end Implementation

Create a front end that will be using Flask to create a heat map of relevant tweets.

  • Get data from MongoDB instance via thread
  • Make Flask implementation to stream its data to a Google Maps display

01 - Tweet Streaming

Currently working on implementing Tweepy to stream tweets to a python script, will update with progress

  • Obtain API Keys
  • Create external file with API keys and other static information (and add this file to the .gitignore)
  • Get tweet stream functioning with test keyword
  • Add real keywords to additional file
  • Start working on pre-classifier data scrubber

03 - mongoDB database

integrate local mongoDB database to store Twitter streaming data.

Tasks:

  • set up mongoDB locally
  • connect with streaming API
  • connect with front end heat map

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