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About

Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets. We are happy to receive feedback and contributions. Deequ depends on Java 8. Deequ version 2.x only runs with Spark 3.1, and vice versa. If you rely on a previous Spark version, please use a Deequ 1.x version (legacy version is maintained in legacy-spark-3.0 branch). We provide legacy releases compatible with Apache Spark versions 2.2.x to 3.0.x. The Spark 2.2.x and 2.3.x releases depend on Scala 2.11 and the Spark 2.4.x, 3.0.x, and 3.1.x releases depend on Scala 2.12. Deequ's purpose is to "unit-test" data to find errors early, before the data gets fed to consuming systems or machine learning algorithms. In the following, we will walk you through a toy example to showcase the most basic usage of our library.

About

ReSpark is the definitive software platform for metal recyclers, built to connect every part of the yard in one system. From scale ticketing and inventory to pricing, dispatch, exports, finance, reporting, and AI-powered workflows, ReSpark helps scrap yards run faster, cleaner, and with better visibility across the business. Whether you’re managing one facility or a multi-yard operation, ReSpark gives your team the tools to buy, process, sell, track, and reconcile material with less manual work and more confidence. Purpose-built for scrap, ReSpark brings together the best of ReMatter and GreenSpark to support 800+ scrap companies across 1,000+ facilities with a connected platform designed for how recyclers actually operate.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Anyone looking for an Unit Testing solution that measures data quality in large datasets

Audience

Metal recyclers, scrap yards, auto recyclers, processors, brokers, exporters, demolition recyclers, and multi-facility recycling operations looking to streamline operations, improve visibility, and grow their business.

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Deequ
github.com/awslabs/deequ

Company Information

ReSpark
Founded: 2026
United States
www.respark.com

Alternatives

Spark Streaming

Spark Streaming

Apache Software Foundation

Alternatives

GreenSpark

GreenSpark

GreenSpark Software
Apache Spark

Apache Spark

Apache Software Foundation
Scrap Dragon

Scrap Dragon

Scrap Dragon Software
MLlib

MLlib

Apache Software Foundation
Apache Mahout

Apache Mahout

Apache Software Foundation
Nexus

Nexus

Nexus Metal Recycling Software

Categories

Categories

Recycling Features

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

Integrations

Apache Spark
Google Maps
NetSuite
QuickBooks Desktop Premier
QuickBooks Desktop Pro
QuickBooks Enterprise
QuickBooks Online
QuickBooks Online Advanced
Sage 300
Sage 50
Sage Accounting
Sage Intacct
Xero

Integrations

Apache Spark
Google Maps
NetSuite
QuickBooks Desktop Premier
QuickBooks Desktop Pro
QuickBooks Enterprise
QuickBooks Online
QuickBooks Online Advanced
Sage 300
Sage 50
Sage Accounting
Sage Intacct
Xero
Claim Deequ and update features and information
Claim Deequ and update features and information
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Claim ReSpark and update features and information