You can delete items from an encrypted index using delete(): 
index.delete(["item1", "item2"])
This operation is irreversible. Once you delete an item, you cannot recover it.

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API Reference

For more information on deleting items from an encrypted index, refer to the API reference:

Python API Reference

API reference for delete() in Python

C++ API Reference

API reference for Delete() in C++