I have around 1000 documents(text like paragraphs). I want to find similarities among the documents to cluster the documents. Finally, I want to do hierarchical clustering. I want to implement in Python. How to proceed for this.
Your question is too broad and is considered off-topic for Stack Overflow. See here for some tutorials on how to do hierarchical document clustering.