pls provide a 4-page report according to the analysis below.
in the report, pls provide primary purpose: To analyze the Twitter response to the recently released Popeyes strawberry biscuits and the competitor Strawberry Shortcake McFlurry.
TWpsb0408 and TWpsb0421 store tweets about Popeyes strawberry biscuits returned via the Twitter API, and TWmsm0421 stores tweets about Strawberry Shortcake McFlurry. Please cover the following in the R script:
1. Aggregate data: plot the number of daily tweets about Popeyes strawberry biscuits/Strawberry Shortcake McFlurry over time
2. Sentiment Analysis: understand the positive, negative or neutral sentiment of users towards Popeyes strawberry biscuits and competing products
3. Text Data Visualization: Create word clouds of tweets, bar graphs and other visualizations to show the most common words and phrases used by users when discussing Popeyes strawberry biscuits and competing products.
4. Topic Modeling: Use packages such as LDA to analyze the distribution of topics in tweets and summarize the main discussions about Popeyes strawberry biscuits and competing products.
5. Geographic Analysis: If the tweets contain geographic information, generate a geographic map to understand which regions have the most enthusiastic response to Popeyes strawberry biscuits
6. compare the sentiment scores of Popeyes strawberry biscuits with those of competing products and give a summary: for example, who has more positive feedback and who has a higher score
adminX
Subject expert at Treatisely.