Analyze how sentiment has evolved over time

Assignment Help Computer Engineering

Reference no: EM133627988

Objective: The objective of this assignment is to explore and test how to use AI-powered language models for media analysis and how to create informative reports based on their findings.

Instructions:

Part 1: Data Gathering and Selection

Select a specific topic or theme within the media (e.g., climate change, political elections, a specific celebrity, a social issue, a popular TV series or a business case).
Gather a dataset of instagram posts related to the chosen topic. Ensure that the dataset is diverse and includes a mix of sources and viewpoints. and add the screen shorts of instagrame post also.
Document the sources of data, including publication dates.

Part 2: Sentiment Analysis Using ChatGPT 4. Use ChatGPT to conduct sentiment analysis on the collected media data. Specifically, analyze whether the content is positive, negative, or neutral regarding the chosen topic.

Analyze how sentiment has evolved over time (if applicable) and identify any major shifts or trends.
Utilize entity recognition to identify key entities (people, organizations, locations) and track how they are discussed in the media.

Part 3: Data Visualization and Reporting 7. Create visualizations (e.g., line charts, bar graphs, word clouds) to represent the analysis results and trends.

Write a comprehensive report that includes the following elements:
- Introduction: Briefly introduce the chosen topic and the importance of analyzing media sentiment.
- Data Collection: Describe the sources and methods used to gather the media data.
- Sentiment Analysis: Present the findings of the sentiment analysis, including overall sentiment distribution and trends.
- Entity Analysis: Highlight key entities and how they are portrayed in the media.
- Discussion: Interpret the results and discuss any interesting patterns or shifts in sentiment.
- Conclusion: Summarize the main findings and their implications.
- Visualizations: Include visual representations of the data to support your analysis.
Ensure that the report is well-structured, and findings are clearly communicated.

Reference no: EM133627988

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