This paper introduces an experimental study for building knowledge graphs about queer communities with different perspectives. The paper describes a set of pipelines implementing several knowledge graphs construction strategies that lead to a complementary understanding of the queer communities. We implemented a library with the knowledge graph construction pipelines and conducted experiments to evaluate execution cost against the comprehensiveness of the content. The library includes visualization tools for observing the knowledge graphs concerning several granularities. Finally, we use storytelling to provide a first interpretation of our results regarding the profiling of queer communities.