Classify / Cluster Products as Fragile / Non-Fragile

I have a bunch of products and its data description. I don't have the labels for the products. I want to develop an algorithm to classify/cluster the products as Fragile / Non-Fragile.

This is an example of the data:

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Can anyone suggest me some research papers or some ideas that I can implement? My idea is to take some particular keywords and use them to classify but I cannot find a way to do it.

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