#create linkages between topics
linkage_function = lambda x: sch.linkage(x, 'single', optimal_ordering=True)
hierarchical_topics = topic_model.hierarchical_topics(data['all_text'], linkage_function=linkage_function)

#visualize topic model hierarchy
topic_model.visualize_hierarchy(hierarchical_topics=hierarchical_topics)