Twitterpandemicindex
Pandemic index calculated from 200M coronavirus tweets. Submission for 2020 Lumiata COVID-19 hackathon https://devpost.com/software/tweet-pandemic-index
Install / Use
/learn @yenlow/TwitterpandemicindexREADME
About
Just like the stock index, the pandemindex reflects global sentiment about the COVID-19 pandemic.<br>
The pandemindex is calculated from 200 million tweets about the COVID-19 pandemic. <br>
Slide along the pandemindex and see the most frequent words, hashtags, emojis and symptoms used in the tweets of that day.
https://twitterpandemicindex.netlify.app/
As examples, the pandemindex follows the ups and downs of several milestone events (CNN timeline):
- 2020-02-02: first death outside China in the Phillipines
- 2020-02-07: the world mourns the death of Dr Li Wenliang whose early warning about the coronavirus was silenced by China
- 2020-02-29: first death in the US (Washington state)
- 2020-03-03: Federal Reserve drops interest rate by 0.5%
- 2020-03-11: WHO declares COVID-19 a pandemic
- 2020-03-13: US announces relief package
How we built it

What this repo does
- Main source of tweets is the Large Scale COVID-19 Twitter Chatter dataset for Open Scientific Research by Banda et al
- Tweets can also be collected via Twitter Streaming API or Search API into .txt (
text_preprocess/tweetstream_txt.py) - Annotate tweets with symptoms, places (see repo)
/data_preprocessreads in datasets from covid19.ascend.io (read_ascend.py) or Google BigQuery (read_bigquery.py)- Interpret and visualize dynamic lda (
lda/interpret_ldaseq.py)
Amend config_copy.py
Fill in with your credentials and rename file to config.py
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