String Matching Using TF-IDF, NGrams and Cosine Similarity in Python for companies names

Question

I am trying to link two datasets using the company names(CONM) on each one. The company names are not exactly matched. Dataset a has 40529 rows. Dataset b has 34164 rows. The co