Step 14: Analyze the Relationship Between Sentiment Score and Other Variables
We can use scatter plots to visualize the relationship between sentiment score and other variables like star rating and review length.
# Plot a scatter plot of sentiment score vs star rating
plt.figure(figsize=(8, 6))
plt.scatter(df['sentiment_score'], df['star_rating'], alpha=0.5, color='skyblue')
plt.title('Sentiment Score vs Star Rating')
plt.xlabel('Sentiment Score')
plt.ylabel('Star Rating')
plt.show()
# Plot a scatter plot of sentiment score vs review length
plt.figure(figsize=(8, 6))
plt.scatter(df['sentiment_score'], df['review_length'], alpha=0.5, color='skyblue')
plt.title('Sentiment Score vs Review Length')
plt.xlabel('Sentiment Score')
plt.ylabel('Review Length')
plt.show()
These plots will help you understand if there’s any correlation between sentiment score...
