| CPC G06F 21/6254 (2013.01) [G06F 21/604 (2013.01); H04L 41/0813 (2013.01)] | 20 Claims |

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1. A method comprising:
obtaining, from one or more networks, network telemetry data associated with the one or more networks;
receiving an indication that the network telemetry data is designated to be used as training data for a model;
based at least in part on the network telemetry data being designated to be used as training data, parsing the network telemetry data to identify a occurrences of a sequence of characters included in the network telemetry data;
identifying the occurrences of the sequence of characters as being of a sensitive information type;
replacing each of the occurrences of the sequence of characters with replacement characters that are in a format corresponding to the sequence of characters such that a structure of the network telemetry data is semantically maintained; and
subsequent to replacing each of the occurrences of the sequence of characters with the replacement characters, using the network telemetry data to train the model.
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