Questions tagged [anonymization]

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How to protect data from internal data scientists?

In our company we want to protect data privacy internally. Meaning, we want to find a way to anonymize the data so the data science team members cannot expose it and yet still can use it for modelling....
4
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1answer
89 views

How to release datasets with fingerprinting

I intend on monetising some large datasets. These datasets are anonymised and released to (paying) clients via a web api. Are there any standard algorithms such that if the datasets are intentionally ...
5
votes
1answer
503 views

How do we make data Obfuscate or “De-identificate” to make it anonymous and share it publicly?

Right now, I am working on preparing a small dataset for release to the public by getting rid of sensitive information. While working on it, I wondered... what are the best practices of dealing ...
0
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2answers
103 views

Anonymizing data

In https://www.kaggle.com/c/santander-product-recommendation/data it mentions that Please note: This sample does not include any real Santander Spain customers, and thus it is not representative ...
41
votes
6answers
4k views

How can I transform names in a confidential data set to make it anonymous, but preserve some of the characteristics of the names?

Motivation I work with datasets that contain personally identifiable information (PII) and sometimes need to share part of a dataset with third parties, in a way that doesn't expose PII and subject ...
5
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2answers
551 views

Name Anonymization Software

Although I have seen a few good questions asked about data anonymization, I was wondering if there were answers to this more specific variant. I am seeking a tool (or to design one) that will ...