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Writer's picturePatrick Law

Comparing Two Data Sets with ChatGPT



As engineer, you're no stranger to the challenge of managing large volumes of data. Whether it's pipe diameters, pressure drops, or other technical parameters, comparing data sets from different sources can often feel like a tedious, time-consuming task. But what if there were a smarter way to handle this? ChatGPT, a powerful AI tool, offers a seamless solution to simplify data comparisons, saving you time and reducing errors.

In this blog, we’ll explore how engineers can use ChatGPT to quickly compare and analyze data sets, transforming a time-intensive process into a streamlined workflow.


The Problem

Engineers frequently deal with data scattered across multiple file formats, from Excel spreadsheets to text-based documents. For example, comparing pipe diameters and pressure drops from two different sources might involve hours of manual work: extracting values, standardizing units, organizing the information, and identifying discrepancies.

These repetitive tasks not only drain your time but also increase the likelihood of errors. That’s where ChatGPT comes in—a tool designed to handle the heavy lifting, allowing you to focus on higher-level problem-solving.



The Solution: ChatGPT for Data Comparisons

ChatGPT simplifies the process of comparing data sets by:

  1. Extracting key information from multiple file types.

  2. Organizing data into easy-to-read tables.

  3. Visualizing the results with clear, actionable insights.

Imagine you have an Excel file and a text-based document containing pipe data. With a detailed prompt, ChatGPT can extract pipe diameters and pressure drops, standardize units, and organize them into a table. For example:

Line Name

Diameter (Text)

Diameter (Excel)

Pressure Drop (Text)

Pressure Drop (Excel)

Oil-Water Line

100 mm

98 mm

5 Pa

6 Pa

Skim Pump Entry Line

150 mm

152 mm

10 Pa

11 Pa

This table makes it easy to identify discrepancies at a glance.



Bringing Data to Life

Once the table is ready, ChatGPT takes it a step further by generating visualizations. For instance:

  • Pipe Diameter Comparison Graph: Highlights differences in diameters across data sources.

  • Pressure Drop Comparison Graph: Displays trends and outliers in pressure measurements.

These visuals not only aid in presentations but also help engineers quickly spot inconsistencies or anomalies that need attention.

Using ChatGPT for data comparisons isn’t just about saving time—it’s about improving accuracy and efficiency. By offloading repetitive tasks to AI, you can focus on solving engineering challenges and making data-driven decisions. Whether you’re preparing reports, validating designs, or troubleshooting systems, ChatGPT provides the clarity you need without the hassle.


Engineering Smarter, Not Harder

ChatGPT is a game-changer for busy engineers who need to manage data efficiently. With its ability to extract, organize, and visualize information, ChatGPT transforms complex comparisons into a straightforward process.


In today’s fast-paced engineering world, time is everything. By integrating ChatGPT into your workflow, you can reduce manual effort, minimize errors, and focus on what really matters: delivering innovative solutions.


Next time you’re tasked with comparing data sets, let ChatGPT handle the grunt work. You’ll wonder how you ever managed without it.


We’ve created a detailed Scribe guide to help you get started.


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