Reviewing the results of BERTopic

Now, we are ready to inspect the outcome. We want to inspect the outcome of a topic model by inspecting the topic keywords and the count distribution across topics and show the representative documents for a topic. The BERTopic module has several convenient functions. They are as follows:

• .get_topic_info(): Get all topic information
• .get_topic_freq(): Get topic frequency
• .get_topic(topic=12): Access a single topic, such as Topic 12
• .get_topics(): Access all topics
• .get_document_info(docs): Get all document information
• .get_representative_docs(): Get representative docs per topic

Getting the topic information

First, I am going to inspect the topic information by using .get_topic_info():

topic_model.get_topic_info()[0:20]

The top 20 topics are shown in Table 15.1:

Topic	Count	Name	% ...