# Dendrogram: Hierachical Clustering on Text data

I would like to use hierarchical clustering for my text data using sklearn.cluster library in Python. However, when I plot the dendrogram to inspect where I should cut the clustering (or defining k/number of clusters), it is impossible to interpret due to high number of docs. Below is my dendrogram.

Is there anyway that I could get more interpret-able dendrogram or any other alternatives? Now I am moving on to quantitative analysis to determine the k with silhouette score, but it would be great to have the dendrogram visualisation.

Any help would be greatly appreciated.