{"repo":"sodascience/metasyn","free":true,"listed":false,"github":"https://github.com/sodascience/metasyn","clone":"git clone https://github.com/sodascience/metasyn.git","description":"Transparent and privacy-friendly synthetic data generation","language":"Python","stars":56,"topics":["metadata","open-data","synthetic-data","privacy"],"license":"MIT","category":"self-hosted-apps","readme_excerpt":"Transparent and privacy-friendly synthetic data generation Generate synthetic tabular data in a transparent, understandable, and privacy-friendly way. Metasyn makes it possible for owners of sensitive data to create test data, do open science, improve code reproducibility, encourage data reuse, and enhance accessibility of their datasets, without worrying about leaking private information. With metasyn you can fit a model to an existing dataframe, save it to a transparent and auditable .json file, and synthesize a dataframe that looks a lot like the real one. In contrast to most other synthetic data software, we make the explicit choice to strictly limit the statistical information in our model in order to adhere to the highest privacy standards. Highlights - 👋 Accessible . Metasyn is designed to be easy to use and understand, and we do our best to be welcoming to newcomers and novice users. Let us know if we can improve! - ✨ Fully featured . Out of the box, metasyn natively handles a wide range of data types, missing values, categorical data, key columns with unique values, and structured strings such as postcodes or identifiers. - 🔎 Transparent . With metasyn you share not only synthetic data, but also the model and settings used to create it through a traceable, auditable metadata format. Everyone can read and understand what the model does; it is crystal clear which information becomes public. - 🔐 Private . By default, metasyn does not incorporate multivariate informat","default_branch":null,"files":null,"tree":[],"storefront":"/r/sodascience","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/sodascience/metasyn/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}