A pipeline that retrieves comments of videos to a specified hashtag, translates them into English, and analyses them for topics, needs, and experiences using BERTopic and Llama. Combines quantitative with qualitative analysis.
| Prompt | Purpose |
|---|---|
| The main topic is {hashtag}. Please give a not too general but concise subtheme that unifies these words: {topic_words}. Only state the topic. | to give a unifying theme for topic clusters identified by BERTopic |
| Please identify some needs of people interacting with {hashtag} videos in the following list of comments: {list_of_comments}. | to identify needs expressed in comments |
| Please summarise the summaries in the following text and identify 5 needs: {list_of_needs_per_video}. | to summarise the needs across all videos |
| Please identify some experiences of people interacting with {hashtag} videos in the following list of comments: {list_of_comments}. | to identify experiences expressed in comments |
| Please summarise the summaries in the following text and identify 5 experiences: {list_of_experiences_per_video}. | to summarise the experiences across all videos |
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