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ease
features
design
support

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Write a Review

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

sparkPRO is crafted to enhance efficiency and foster team well-being in various environments. More than just a developmental tool, it offers features that assist teams with the Early Years Foundation Stage and curriculum implementation. Recognized as a premier EYFS curriculum software solution, sparkPRO streamlines staff schedules, standardizes processes, and ensures continuous EYFS assessment with an emphasis on quality delivery. It delivers significant financial benefits by reducing the time spent on planning, observation, assessment, and documentation, while also offering tangible savings on printing supplies. In addition to encompassing the full sparkESSENTIAL package, sparkPRO includes extra features and sophisticated reporting capabilities. It empowers the entire team to successfully deliver a curriculum tailored for each child, enabling effective assessment, planning, recording, and personal practice evaluation. By prioritizing staff welfare and time management, sparkPRO enhances standards and provides more opportunities to cater to individual needs, ultimately leading to a more harmonious and productive work environment.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Apache Spark Yes 

Integrations

Apache Spark No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

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

Customer Support

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

Customer Support

Business Hours Yes 
Live Rep (24/7) Yes 
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

Quality Early Years

Founded

2010

Country

United Kingdom

Website

www.sparkearlyyears.co.uk/spark-pro-old/

Product Features

Product Features

Child Care

Billing & Invoicing No 
Calendar Management No 
Check-in / Check-out No 
Child Care Center No 
Daily Reports Yes 
Employee Management No 
Food Program Records No 
For Preschools No 
Home-Based No 
Immunization Records No 
Lesson Plan Management Yes 
Mailing List Management No 
Menu Planning No 
Online Registration No 
Parent / Child Records Yes 
Parent Portal No 
Payment Processing No 
Photo Gallery No 
Text Messaging No 
Volunteer Management No 
Wait List Management No 

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