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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
ReSpark is an end-to-end operating system built exclusively for the recycling and scrap metal industry. It unifies yard operations, inventory management, pricing, dispatch, compliance, exports, accounting, and customer communications into a single platform, eliminating the need for disconnected systems and spreadsheets.
Designed for recyclers of all sizes, ReSpark helps teams streamline workflows, gain real-time visibility into their business, and make faster, data-driven decisions. From the scale house to the back office, every transaction, movement, and financial record is connected, creating a more efficient and profitable operation.
By combining deep industry expertise with modern technology and AI-powered automation, ReSpark empowers recyclers to reduce manual work, improve accuracy, and focus on growing their business. Whether you're operating a single yard or managing a multi-facility enterprise, ReSpark provides the tools needed to run your entire operation from one platform.
API Access
Has API
API Access
Has API
Integrations
Apache Spark
Google Maps
NetSuite
QuickBooks Desktop Premier
QuickBooks Desktop Pro
QuickBooks Enterprise
QuickBooks Online
QuickBooks Online Advanced
Sage 300
Sage 50
Integrations
Apache Spark
Google Maps
NetSuite
QuickBooks Desktop Premier
QuickBooks Desktop Pro
QuickBooks Enterprise
QuickBooks Online
QuickBooks Online Advanced
Sage 300
Sage 50
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
ReSpark
Founded
2026
Country
United States
Website
www.respark.com
Product Features
Product Features
Recycling
Billing & Invoicing
Brokerage Management
Buy / Sell Ticketing
Container Management
Customer Database
Dispatch Management
Electronics Recycling
Fingerprint Scanning
ID Scanning
Integrated Cameras
Inventory Tracking
Logistics
Market Price Tracking
Plant Management
Plastics Recycling
Pulp & Paper Recycling
Receiving / Production Management
Scrap Recycling