DataFrames.jl 1.2 tutorial

07/20/2021, 2:00 PM5:00 PM UTC
Red

Abstract:

In this workshop an introduction to DataFrames.jl 1.2 will be presented. You will learn how to load, transform and visualize your data using the DataFrames.jl package. The tutorial assumes that you have some experience in working with data frames in e.g. R or Python.

All the materials used are available for download at https://github.com/bkamins/JuliaCon2021-DataFrames-Tutorial.

Description:

In this workshop an introduction to DataFrames.jl 1.2 will be presented.

The tutorial is targeted at people wanting to start using DataFrames.jl. However, it assumes that you have some experience in working with data frames in e.g. R or Python. The tutorial presents an example of doing a small data science project.

The topics covered are:

  • creating a DataFrame object and getting basic information about it
  • reading and writing data frames using CSV.jl and Arrow.jl
  • indexing and filtering
  • sorting
  • joining
  • reshaping
  • transforming columns and aggregation
  • plotting
  • building predictive models
  • bootstrapping

All the materials used are available for download at https://github.com/bkamins/JuliaCon2021-DataFrames-Tutorial.

Platinum sponsors

Julia Computing

Gold sponsors

Relational AI

Silver sponsors

Invenia LabsConningPumas AIQuEra Computing Inc.King Abdullah University of Science and TechnologyDataChef.coJeffrey Sarnoff

Media partners

Packt Publication

Fiscal Sponsor

NumFOCUS