Clustering, K Means, Spectral Clustering, Exploratory Data Analysis.
gain in variance explained by the next highest choice decreases for the first time. In other words, it selects the turning point, or “elbow” in a plot of variance explained versus number of clusters. With our dataset, up to 50 clusters, we obtain the plot below: Attempt to select the ideal number