Word Embedding for Item Names(integer, one-hot encoding)
I'm not sure, if it's possible with this data set. Word2Vec is used to generate word embedding, which works on the principle of "words association" in a sentence.

So I dont think you can apply Word2Vec on this dataset which looks like doesn't have any association, except on some places where you can match(perform clustering) some parameters like:


Units
Size/dimension of the item-name


Interested to know some solution for such types of problems.