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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
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
API Access
Has API
Integrations
Apache Spark
Pricing Details
No price information available.
Free Trial
Free Version
Pricing Details
No price information available.
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
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
Calendar Management
Check-in / Check-out
Child Care Center
Daily Reports
Employee Management
Food Program Records
For Preschools
Home-Based
Immunization Records
Lesson Plan Management
Mailing List Management
Menu Planning
Online Registration
Parent / Child Records
Parent Portal
Payment Processing
Photo Gallery
Text Messaging
Volunteer Management
Wait List Management