qpanfinance/ex-stocks-trading-bot

A multi-purpose repository with Sentiment Analysis of Stocks news, and Reinforcement learning based bot to trade stocks.

Features:

Sentiment Analysis of Custom Tickers

1. Change your required ticker in the monitored_tickers list in the scrapesummarise.py file.
2. Then the program would scrape Google News for news articles related to the ticker (eg: ETH.)
3. Then we go into each and every article from this page, and scrape the article from there.
4. The text from each article is summarised using the Pegasus model which was pretrained on Financial data. The model is used through the HuggingFace Transformers library <3.
5. Then on this summary, a sentiment score is calculated using HuggingFace Transformers Pipeline.

       [{'label': 'NEGATIVE', 'score': 0.8954309225082397},
       {'label': 'POSITIVE', 'score': 0.9990646243095398},
       {'label': 'POSITIVE', 'score': 0.9955031275749207},
       {'label': 'POSITIVE', 'score': 0.9938773512840271},
       {'label': 'POSITIVE', 'score': 0.9979088306427002},
       {'label': 'NEGATIVE', 'score': 0.9879947304725647},
       {'label': 'POSITIVE', 'score': 0.9979088306427002},
       {'label': 'NEGATIVE', 'score': 0.9996492862701416},
       {'label': 'NEGATIVE', 'score': 0.9811649322509766},
       {'label': 'NEGATIVE', 'score': 0.9981441497802734}]

6. A CSV File is created with all the ticker data, summaries and the respective sentiment scores.

       Ticker,Summary,Label,Confidence,URL
       GME,Retail investors have been net sellers of single stocks. Hedge funds have become more dominant short sellers,NEGATIVE,0.8954309225082397,https://finance.yahoo.com/news/analysis-shorts-circle-gamestop-amc-050545286.html
       GME,15 best penny stocks to invest in. These stocks provide investors with decent short-term returns,POSITIVE,0.9990646243095398,https://finance.yahoo.com/news/15-best-penny-stocks-invest-142312669.html
   

Reinforcement Learning:

Another aspect of this project is to try various Reinforcement Learning algorithms using OpenAI Gym and the Stable-Baselines library for doing trades automatically.