crypto-news-price-correlation
所属分类:加密解密
开发工具:HTML
文件大小:18738KB
下载次数:0
上传日期:2021-10-18 20:26:44
上 传 者:
sh-1993
说明: 加密货币价格新闻相关性POC
(Crypto price news correlation POC)
文件列表:
.ipynb_checkpoints (0, 2021-10-19)
.ipynb_checkpoints\TwitterAPI-checkpoint.ipynb (14553, 2021-10-19)
.ipynb_checkpoints\binance_api_data-checkpoint.ipynb (578398, 2021-10-19)
.ipynb_checkpoints\scikit-learn-tips-and-tricks-checkpoint.ipynb (72, 2021-10-19)
assets (0, 2021-10-19)
assets\btc_logo.png (59317, 2021-10-19)
assets\ethereum_logo.png (35943, 2021-10-19)
assets\twitter_api.png (24592, 2021-10-19)
assets\twitter_logo.png (11381, 2021-10-19)
data (0, 2021-10-19)
data\AUDIOUSDT_1d_price_data.csv (80280, 2021-10-19)
data\AUDIOUSDT_1h_price_data.csv (26909, 2021-10-19)
data\ETHUSDT_1d_price_data.csv (64424, 2021-10-19)
data\NMRUSDT_1d_price_data.csv (90981, 2021-10-19)
data\NMRUSDT_1h_price_data.csv (21909, 2021-10-19)
data\NMR_twitter_api.csv (6832277, 2021-10-19)
data\NMR_twitter_api_sentiment.csv (7600676, 2021-10-19)
data\temp_datasets (0, 2021-10-19)
data\temp_datasets\collected_tweets.pkl (2842, 2021-10-19)
data\temp_datasets\temp_tweets.pkl (2532, 2021-10-19)
data\temp_datasets\total_tweets_#ethereum.csv (32917, 2021-10-19)
data\temp_datasets\total_tweets_ethereum_ether_eth.csv (1800, 2021-10-19)
data\temp_datasets\twitter_data.csv (45201, 2021-10-19)
data\temp_datasets\twitter_data_full.csv (3363399, 2021-10-19)
docs (0, 2021-10-19)
docs\Cryptocurrency Price Prediction.pdf (1998720, 2021-10-19)
docs\POC - Correlation builder & Predictive Analysis.pdf (129447, 2021-10-19)
docs\links.txt (1240, 2021-10-19)
docs\screenshots (0, 2021-10-19)
docs\screenshots\cant_query_popular_tweets.png (80654, 2021-10-19)
docs\screenshots\dev_environment.png (284415, 2021-10-19)
docs\screenshots\twitter_api_logs.png (28025, 2021-10-19)
docs\tweet.txt (7487, 2021-10-19)
docs\twitter_accounts.txt (5028, 2021-10-19)
docs\twitter_api_meta_data.png (44244, 2021-10-19)
docs\twitter_api_query_params.png (66159, 2021-10-19)
... ...
# Crypto News-Price correlation
Proof of Concept Project for the Crypto News-Price correlation.
**Project Management Document:**
## 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:
## Python libraries
* [numpy](https://numpy.org/)
* [pandas](https://pandas.pydata.org/)
* [matplotlib](https://matplotlib.org/)
* [seaborn](https://seaborn.pydata.org/)
* [pytest](https://docs.pytest.org/)
* [tweepy](https://docs.tweepy.org/en/latest/index.html)
* [vaderSentiment](https://pypi.org/project/vaderSentiment/)
## Requirements
1. Get price feed for Crypto Avalanche AVAX
2. Twitter Account:
3. Web scrapping - News site
## About Avalance
`Avalance` (AVAX) coin:
Avalanche Foundation Announces $180M DeFi Incentive Program
**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
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