A twitter sentiment analysis on a healthcare startup mPharmaHealth.
mPharmaHealth is a Ghanaian healthcare startup founded in 2013 to improve patients’ access to medication and medical care.
It works with a network of pharmacies across Africa to reduce prices and offers a payment scheme called Mutti, which allows patients to pay in instalments using a mobile money wallet.
Understand the public perception of the startup and impact on its success by evaluating brand reputation.
About 1300 tweets between 2014- 2023 were extracted and transformed.
Initial columns included:
- Date
- Userid
- Username
- Content
- Retweet count
- Like count
- Location
- Location of tweeters
- Tweet trends across the years
- Sentiment scores (polarity) of tweets
- Top tweeters
- Frequent words in tweets
pandas
matplotlib
seaborn
text blob
nltk
snscrape
emoji
wordcloud
re