Cluster size 5 Noise_makers (the Noise_maker is an artifact used to produce sound, especially for musical effect) Role Noise_maker (this FE identifies the entity or substance that is designed to produce sound) Guitar (a stringed instrument usually having six strings; played by strumming or plucking) Cluster size 40 Frame type Substance (this frame concerns internally undifferentiated Substances) Role Substance (the undifferentiated entity which is presented as having a permanent existence) Concept Sand (a loose material consisting of grains of rock or coral) Cluster size 3 Part_inner_outer (This frame concerns Parts of objects that are defined relative to the center or edge of the object Center (an area that is approximately central within some larger region) Role Whole (an undivided entity having all its Parts) Concept Pond (a small lake)  the hierarchical clustering approach, because the number of clusters is not necessary to be known a priori.
we used the version implemented in the SciPy library 4 .