lazaros-23 / crypto-news-price-correlation

Crypto price/news correlation POC

Crypto News-Price correlation

Proof of Concept Project for the Crypto News-Price correlation.

Project Management Document: https://docs.google.com/document/d/19MJ_T_3Y7oA5kcOyW95NghsbLv40C-d5ZKfetxn8OtY/edit#

Project timeline

1. 6/9/2021 - Initial commit
2. 19/9/2021 - Added correlation plot
3. 28/9/2021 - Final commit

Bitcoin

Official website: https://bitcoin.org/el/

Ethereum

Official website: https://ethereum.org/en/

Python libraries

• numpy
• pandas
• matplotlib
• seaborn
• pytest
• tweepy
• vaderSentiment

Requirements

1. Get price feed for Crypto Avalanche AVAX https://docs.chain.link/docs/historical-price-data/?_ga=2.56010543.584813608.1630464090-795458070.1630464090

2. Twitter Account: https://twitter.com/avalancheavax?s=11

3. Web scrapping - News site https://cryptopanic.com/news/avalanche-2/

About Avalance

Avalance (AVAX) coin: https://coinmarketcap.com/el/currencies/avalanche/

Avalanche Foundation Announces $180M DeFi Incentive Program https://medium.com/avalancheavax/avalanche-foundation-announces-180m-defi-incentive-program-d320fdfafff7

Data sources:

1. Crypto prices (Binance API)
2. Crpyto News (Twitter API)

Resources

1. https://lunarcrush.com/
2. https://santiment.net/
3. https://bitinfocharts.com/comparison/tweets-eth.html#3y

Tweets (Twitter API)

Twitter Dev: https://github.com/twitterdev Documentation: https://developer.twitter.com/en/docs/twitter-api/tweets/search/api-reference/get-tweets-search-recent Postman: https://documenter.getpostman.com/view/9956214/T1LMiT5U

• Sentiment analysis of collected tweets
• Tweet Volume
• Google trends

Query

• Tweet has the words or hastags: ethereum, ether, eth
• Tweet language english
• more than faves:100 (I can't search based on number of favorites in Twitter API v2)
• limit:10-500 (Pagination needed)

author_id, created_at, text, public_metrics (like_count, quote_count, reply_count, retweet_count), has_link, has_media, hyperlink

Problem Twitter API v2 can't search based on number of favorites, retweets.

TODO

• Total tweets per hour.

Tweet query

1. Get twitter API data
2. Sentiment Analysis