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What is ruffus?

Ruffus is a Python library tailored for building computation pipelines, celebrated for its open-source nature, robustness, and ease of use, which makes it especially favored in scientific and bioinformatics applications. This tool facilitates the automation of scientific and analytical processes with minimal complexity, efficiently handling both simple and highly intricate workflows that may pose challenges for conventional tools like make or scons. Rather than relying on intricate tricks or pre-processing methods, it adopts a clear and lightweight syntax that emphasizes functionality. Available under the permissive MIT free software license, Ruffus can be utilized freely and integrated into proprietary software as well. For best results, users are encouraged to run their pipelines in a designated “working” directory, separate from their original datasets, to ensure organization and efficiency. Serving as a flexible Python module for creating computational workflows, Ruffus requires Python version 2.6 or newer, or 3.0 and later, which guarantees its functionality across diverse computing environments. Its straightforward design and high efficacy render it an indispensable asset for researchers aiming to advance their data processing efficiencies while keeping their workflow management simple and effective.

What is Plotly Dash?

Dash and Dash Enterprise empower users to create and distribute analytic web applications utilizing Python, R, or Julia, eliminating the need for JavaScript or DevOps expertise. Leading companies worldwide leverage AI, machine learning, and Python analytics, achieving remarkable results at a significantly lower expense compared to traditional full-stack development. Dash serves as their solution. Applications and dashboards capable of executing sophisticated analyses, including natural language processing, forecasting, and computer vision, can be efficiently delivered. You have the flexibility to work in Python, R, or Julia, and by transitioning from outdated per-seat license software to Dash Enterprise's unlimited end-user pricing model, you can significantly cut costs. Dash enables rapid deployment and updates of applications without requiring a dedicated IT or DevOps team. Furthermore, you can design visually stunning web apps and dashboards without any need for CSS coding. Kubernetes simplifies scaling processes, and the platform also ensures high availability for essential Python applications, making it an ideal choice for businesses looking to enhance their analytical capabilities. Overall, Dash and Dash Enterprise revolutionize the way organizations approach analytics and application development.

Media

Media

Integrations Supported

Python
Comet
F#
Julia
Kedro
Lyftrondata
MATLAB
Make
NVIDIA RAPIDS
OpenMemory
R
Spotfire
Tableau
ThinkData Works
Voxel51
Zepl
data.world
navio
neptune.ai
skills.ai

Integrations Supported

Python
Comet
F#
Julia
Kedro
Lyftrondata
MATLAB
Make
NVIDIA RAPIDS
OpenMemory
R
Spotfire
Tableau
ThinkData Works
Voxel51
Zepl
data.world
navio
neptune.ai
skills.ai

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

ruffus

Company Website

www.ruffus.org.uk

Company Facts

Organization Name

Plotly

Date Founded

2013

Company Location

Canada

Company Website

plotly.com

Categories and Features

Categories and Features

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

Data Visualization

Analytics
Content Management
Dashboard Creation
Filtered Views
OLAP
Relational Display
Simulation Models
Visual Discovery

Embedded Analytics

Ad hoc Query
Application Development
Benchmarking
Dashboard
Interactive Reports
Mobile Reporting
Multi-User Collaboration
Self Service Analytics
Streaming Analytics
Visual Workflow Management

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