Data Carpentry Workshop

Sol Plaatje University, South Africa


Aug 2-6, 2021

8:30 - 13:00 SAST

Instructors: Kudakwashe Madzima, Punam Amratia, Christian Knudsen, Annajiat Alim Rasel

Helpers: helper one, helper two

General Information

Data Carpentry develops and teaches workshops on the fundamental data skills needed to conduct research. Its target audience is researchers who have little to no prior computational experience, and its lessons are domain specific, building on learners' existing knowledge to enable them to quickly apply skills learned to their own research. Participants will be encouraged to help one another and to apply what they have learned to their own research problems.

For more information on what we teach and why, please see our paper "Good Enough Practices for Scientific Computing".

Who: The course is aimed at graduate students and other researchers. You don't need to have any previous knowledge of the tools that will be presented at the workshop.

Where: This training will take place online. The instructors will provide you with the information you will need to connect to this meeting.

When: Aug 2-6, 2021. Add to your Google Calendar.

Requirements: Participants must have access to a computer with a Mac, Linux, or Windows operating system (not a tablet, Chromebook, etc.) that they have administrative privileges on. They should have a few specific software packages installed (listed below).

Accessibility: We are dedicated to providing a positive and accessible learning environment for all. Please notify the instructors in advance of the workshop if you require any accommodations or if there is anything we can do to make this workshop more accessible to you.

Contact: Please email , , or for more information.

Roles: To learn more about the roles at the workshop (who will be doing what), refer to our Workshop FAQ.

Code of Conduct

Everyone who participates in Carpentries activities is required to conform to the Code of Conduct. This document also outlines how to report an incident if needed.

Collaborative Notes

We will use this collaborative document for chatting, taking notes, and sharing URLs and bits of code.


Please be sure to complete these surveys before and after the workshop.

Pre-workshop Survey

Post-workshop Survey


Day 1

Before starting Pre-workshop survey
08:30 Setup and Introductions
08:45 Data Organization in Spreadsheets
09:45 Break
10:00 Data Organization in Spreadsheets (continued)
11:00 Break
11:15OpenRefine for Data Cleaning
12:15 Break
12:30OpenRefine for Data Cleaning (continued)
12:55 Wrap-up
13:00 END

Day 2

08:30 Setup and Introductions
08:45 Before We Start R
09:45 Break
10:00 Before We Start R (continued)
11:00 Break
11:15 Introduction to R
12:15 Break
12:30 Introduction to R (continued)
12:55 Wrap-up
13:00 END

Day 3

08:30 R: Starting with Data
09:45 Break
10:00 R: Starting with Data (continued)
11:00 Break
11:15 R: Starting with Data (continued)
12:15 Break
12:30 R: Starting with Data (continued)
12:55 Wrap-up
13:00 END

Day 5

08:30 Data Visualization in ggplot2
09:45 Break
10:00 Data Visualization in ggplot2 (continued)
11:00 Break
11:15 Data Visualization in ggplot2 (continued)
12:15 Break
12:30 Review
12:45 Wrap-up
12:50 Post-workshop survey
13:00 END


To participate in a Data Carpentry workshop, you will need access to software as described below. In addition, you will need an up-to-date web browser.

We maintain a list of common issues that occur during installation as a reference for instructors that may be useful on the Configuration Problems and Solutions wiki page.

Install the videoconferencing client

If you haven't used Zoom before, go to the official website to download and install the Zoom client for your computer.

Set up your workspace

Like other Carpentries workshops, you will be learning by "coding along" with the Instructors. To do this, you will need to have both the window for the tool you will be learning about (a terminal, RStudio, your web browser, etc..) and the window for the Zoom video conference client open. In order to see both at once, we recommend using one of the following set up options:

This blog post includes detailed information on how to set up your screen to follow along during the workshop.

The setup instructions for the Data Carpentry Social Sciences workshops (with R) can be found at the workshop overview site.