About Mimesis¶
What is Mimesis?¶
Mimesis provides a perfect solution for generating data. It effectively populates databases, creates intricate JSON/XML files, anonymizes production data, and generates high-quality Pandas dataframes. If you require these functions, Mimesis is the ideal tool for you.
Mimesis is not an object factory intended for use with a specific database or ORM. However, this does not mean that it cannot be used with an ORM. In fact, it can be easily integrated with an ORM using third-party libraries like mimesis-factory or others.
Features¶
The key features are:
Multilingual: Supports 47 different locales.
Extensibility: Supports custom data providers and custom field handlers.
Ease of use: Features a simple design and clear documentation for straightforward data generation.
Performance: Widely recognized as the fastest data generator among Python solutions. See Benchmarks.
Data variety: Includes various data providers designed for different use cases.
Schema-based generators: Offers schema-based data generators to effortlessly produce data of any complexity.
Relational data: Supports generating related datasets with foreign keys and nested schemas via
SchemaBuilder(see Relational Data Generation).Intuitive: Great editor support. Fully typed, so you get autocompletion almost everywhere.
What is fake data?¶
Fake data refers to data that is not useful or sensitive, but is used to occupy a space where real data is typically located. This type of data can act as a placeholder for both testing and operational purposes. In testing, it can also serve as stubs or placeholders.
What does the name mean?¶
Mimesis (/maɪˈmiːsəs/; Ancient Greek: μίμησις (mīmēsis), from μιμεῖσθαι (mīmeisthai), “to imitate”, from μῖμος (mimos), “imitator, actor”) is a term of critical and philosophical significance, rooted in Ancient Greek, with various connotations such as imitation, representation, mimicry, receptivity, nonsensuous similarity, resemblance, expression, and the presentation of the self.
Why octopus?¶
Octopuses are fascinating creatures, and some families of octopuses have incredible mimicry abilities. Thaumoctopus mimicus is a particularly impressive example, and if you haven’t heard of it yet, you should definitely read up on this remarkable species.
Check out that spotty bastard. Isn’t it badass as hell?
