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Description

Deequ is an innovative library that extends Apache Spark to create "unit tests for data," aiming to assess the quality of extensive datasets. We welcome any feedback and contributions from users. The library requires Java 8 for operation. It is important to note that Deequ version 2.x is compatible exclusively with Spark 3.1, and the two are interdependent. For those using earlier versions of Spark, the Deequ 1.x version should be utilized, which is maintained in the legacy-spark-3.0 branch. Additionally, we offer legacy releases that work with Apache Spark versions ranging from 2.2.x to 3.0.x. The Spark releases 2.2.x and 2.3.x are built on Scala 2.11, while the 2.4.x, 3.0.x, and 3.1.x releases require Scala 2.12. The primary goal of Deequ is to perform "unit-testing" on data to identify potential issues early on, ensuring that errors are caught before the data reaches consuming systems or machine learning models. In the sections that follow, we will provide a simple example to demonstrate the fundamental functionalities of our library, highlighting its ease of use and effectiveness in maintaining data integrity.

Description

Mockito is a highly regarded mocking framework that is celebrated for its user-friendly nature. It allows developers to create elegant tests through a straightforward and intuitive API. One of the standout features of Mockito is that it helps avoid confusion, as the resulting tests are easy to read and the verification errors it generates are clear and concise. For those interested, further information can be found regarding its features and the reasons behind its popularity. It consistently ranks among the top Java libraries, transcending just the realm of testing tools. A comprehensive analysis conducted in late 2013 examined 30,000 GitHub projects, revealing that while Mockito achieved the 9th spot in the overall rankings, it is important to note that both mockito-core and mockito-all refer to the same tool, effectively placing Mockito at an impressive 4th position—outperforming well-known libraries like Guava and Spring. This analysis serves as a testament to the significant influence Mockito has on Java unit testing practices each day, illustrating its widespread adoption and importance in the development community. The ongoing relevance of Mockito in modern software development cannot be overstated.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Apache Spark Yes 
Java No 
Jtest No 
Parasoft No 
PowerMock No 
TDX360 No 

Integrations

Apache Spark No 
Java Yes 
Jtest Yes 
Parasoft Yes 
PowerMock Yes 
TDX360 Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based No 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Deequ

Website

github.com/awslabs/deequ

Vendor Details

Company Name

Mockito

Website

site.mockito.org

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Alternatives

Alternatives

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