CAT diagram


Our Categorization Tool is a QC Accelerator that enables data scientists to complete projects with a higher degree of efficiency and accuracy. CAT can drastically reduce time spent on QC, and virtually eliminates human error. CAT’s capabilities include:

  • Suggesting data organization structures
  • Can be adjusted according to distances and sensitivity, with options for targeted or blind clustering
  • Categorize data for possible subdomains and outliers
  • Uses OpenAI embeddings to calculate distances between terms
  • Uses DBSCAN (density-based clustering) algorithm for clustering real-time
  • Is dependent on epsilon (distance) that can be interactively entered
  • Uses OpenAI completion endpoint to suggest category names

The Rancho QC Tool

Automatic Quality Control (QC) Tool:

To enhance QC efficiency and ensure consistent QC output standards, Rancho has developed a tool to support and facilitate tabular data QC and streamline quality control measures for data model alignment. This QC tool will enable users to perform data transformations, generate table summaries, and build logical tests using an RShiny interface. Further details on the tool's functions and features, as well as instructions for use, are documented in Rancho KB.

Benefits of Rancho’s QC Tool:

  • Clear and user-friendly interface (without coding requirements)

  • Faster quality assurance and issue resolution

  • Less effort to achieve compliance

  • Consistent standards for quality control documentation

  • High-quality data model and tabular deliverables

  • Streamlined and repeatable

QC Tool logo green

The Rancho Knowledge Base

Is an internal portal with a searchable interface for a curated inventory of existing resources. This resource provides Rancho scientists the ability to discover previous project results, code, or datasets delivered as part of previous projects. We built this catalog to support project acceleration from over 1,500 successfully delivered projects.

Create efficiencies and quicker turnaround time for clients.
Ensure best practices and deliverable quality.
Consistency and professionalism.

Our Data Technology and Tool Kits

The Rancho Tool Kit is a collection of processing and analysis code that accelerates analysis, streamlines the QC process, and encourages the development of professional, consistent, and accessible scientific products.

Rancho has been developing content and tools since 2012. Over the years, we generated a lot of in-house technology that we bring to projects and produce high-quality, efficient results for our clients.

RanchoTK Analysis Module

  • Best-Practice Method

  • Robust Testing and QC

  • Included Documentation

RanchoTK Plotting Module

  • Consistent Styling

  • Standardized Inputs

  • Efficiently Create Complex Visualizations