METHOD AND SYSTEM FOR DEPERSONALIZATION OF CONFIDENTIAL DATA Russian patent published in 2023 - IPC G06F21/62 G06F40/166 G06F18/24 

FIELD: data protection.

SUBSTANCE: specifically the depersonalization of confidential data while maintaining the data structure in text documents. The method for depersonalizing confidential data in text documents while preserving the data structure comprises the following steps: receiving a document with text data; segmenting and tokenizing text data; performing token vectorization; determining whether each token belongs to the category of confidential data using a machine learning model; depersonalizing data related to tokens with confidential data while maintaining the data structure; forming a list of replacements; replacing the original confidential data in the text document with depersonalized data according to the list of replacements, and in the process of replacement, the depersonalized data is formatted in accordance with the positions of formatting changes of parts of the text.

EFFECT: providing the possibility of preserving the stylistic, semantic, lexical and morphological structure of data in text documents when depersonalizing them, increasing the accuracy of depersonalizing data in text documents by identifying confidential data in text documents using a machine learning model.

10 cl, 6 dwg, 6 tbl