Stocksent is a Python library for sentiment analysis of various tickers from the latest news from trusted sources. It also has options for plotting results.
Use the package manager pip to install stocksent.
pip install stocksentfrom stocksent import Sentiment
stock = Sentiment('AAPL')
sentiment_score = stock.get_sentiment()
print(sentiment_score) # Returns a float with the sentiment score.0.189from stocksent import Sentiment
stocks = Sentiment(['AAPL','TSLA','GOOG'])
sentiment_score = stocks.get_sentiment(days=4) # Get the sentiment for the past 4 days.
print(sentiment_score) # Returns a float with the sentiment score.0.237from stocksent import Sentiment
stocks = Sentiment(['AAPL','TSLA','AMZN'])
sentiment_score = stocks.get_dataframe(days=6) # Get the headlines for the past 6 days.
print(sentiment_score) # Returns a DataFrame with headlines, source and sentiment scores. ticker date time source headline Negative Neutral Positive Overall
0 AAPL 2021-07-05 09:55AM Investor's Business Daily Dow Jones Futures: Apple, Google, Tech Titans ... 0.000 1.000 0.000 0.0000
1 AAPL 2021-07-05 09:04AM The Independent 7 best VPN services for streaming and security... 0.000 0.645 0.355 0.7650
2 AAPL 2021-07-05 09:00AM Motley Fool Warren Buffett Owns These Dividend-Paying Grow... 0.000 0.776 0.224 0.3818
3 AAPL 2021-07-05 06:51AM Motley Fool Here's Why Bill Ackman's SPAC Deal Could Be a ... 0.000 0.581 0.419 0.7579
4 AAPL 2021-07-05 06:09AM Barrons.com Jeff Bezos Steps Down as CEO on Monday. Heres ... 0.073 0.927 0.000 -0.0258
... ... ... ... ... ... ... ... ... ...
295 AMZN 2021-06-30 12:16PM Reuters UPDATE 1-Amazon asks FTC to recuse Chairwoman ... 0.000 1.000 0.000 0.0000
296 AMZN 2021-06-30 12:01PM Reuters Amazon says FTC should take new chair off its ... 0.000 0.841 0.159 0.1779
297 AMZN 2021-06-30 10:13AM Motley Fool 3 Stocks I Would Avoid at All Costs 0.306 0.694 0.000 -0.2960
298 AMZN 2021-06-30 08:43AM TheStreet.com Amazon Asks FTC to Bar Chair Khan From Matters... 0.000 0.781 0.219 0.2023
299 AMZN 2021-06-30 08:13AM Zacks Digital Transformation Giving Cloud Business a... 0.000 0.495 0.505 0.6249
from stocksent import Sentiment
stocks = Sentiment(['AAPL','TSLA','GOOG'])
stocks.plot(save_figure=True)
from stocksent import Sentiment
stocks = Sentiment(['AAPL','AMZN','GOOG','TSLA'])
stocks.word_cloud(days=5) #Create a word cloud from news from the past 5 days.
Read the docs here: https://stocksent.readthedocs.io !
Pull requests are welcome on GitHub !
Mozilla Public License Version 2.0
Arya Manjaramkar
The material in this repository is purely for educational purposes and should not be taken as professional investment advice. Invest at your own discretion.