Skip to main content

BERTopic number of topics experiments and Intertopic Distance Map

Created on September 3|Last edited on September 3

Topic Coherence/Topic Diversity


Finally, it is time to look at the graphs of the model with the highest topic coherence. Technically, this would be 150 topics with an NPMI coherence of 0.03736, however this is with a lower topic diversity 0.8593. Comparatively, 90 topics has similar NPMI coherence of 0.03663 but a higher topic diversity of 0.8978. Therefore, 90 topics is the highest quality model with regards to both metrics.

20406080100120140NR Topics-0.0200.02
Run: BERTopic paraphrase-albert-small-v2 Stop Words, Punctuation removed, Lowercase Only
1