I have two different invoices or receipts. One is a Purchase order one is something like a receipt(acknowledgement).

Suppose I have ordered(PO) Wine:

1. White Wine
2. Red Wine
3. Rose Wine

And I receive the acknowledgement as:

1. Wine Red Jacobs Creek
2. White Wine
3. Winter's Hill Estate Dry Rose

I want to match the strings (items) in the Purchase Order and the Invoice.

Can you suggest me ways to do it.

I have tried vectorization using Count Vectorization Alg Then have used distance measures to calculate similarity using: 'dice', 'rogerstanimoto', 'yule', 'hamming', 'jaccard', 'braycurtis', 'canberra', 'cityblock', 'correlation', 'cosine', 'euclidean', and 'minkowski'

The problem is the position of Words.

Red Wine is will not be similar to Wine Red. But that should not be the case.

I have tried Word2Vec Algorithm too but as this is not language technically just Nouns. It did not work.