Great Tables

Blog Posts tagged Great Tables#

Resources tagged Great Tables#

885: Python Polars: The Definitive Guide — with Jeroen Janssens and Thijs Nieuwdorp

#Python #Polars #Pandas Jeroen Janssens and Thijs Nieuwdorp are data frame library Polars’ greatest advocates in this episode with @JonKrohnLearns where they discuss their book, Python Polars: The Definitive Guide, best practice for using Polars, why Pandas users are switching to Polars for data frame operations in Python, and how the library reduces memory usage and compute time up to 10x more than Pandas. Listen to the episode to be a part of an O’Reilly giveaway! This episode is brought to you by: • Trainium2, the latest AI chip from AWS: https://aws.amazon.com/ai/machine-learning/trainium/ • Adverity, the conversational analytics platform: https://eu1.hubs.ly/H0jxK210 • Dell AI Factory with NVIDIA: https://www.dell.com/superdatascience Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: • (00:00:00) Introduction • (00:04:46) Why Jeroen and Thijs wrote Python Polars: The Definitive Guide • (00:18:18) Best practices in Polars • (00:25:08) Why Polars has so many users • (00:32:37) The benefits of the Great Tables package • (00:50:05) Jeroen and Thijs’ partnership with NVIDIA and Dell for Python Polars: The Definitive Guide Additional materials: https://www.superdatascience.com/885

Jeroen Janssens

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Build a Python table in under 1 minute using Great Tables

Create wonderful-looking tables directly from Pandas or Polars DataFrames with the Great Tables package. Typically, Great Tables is used in a notebook environment or within a Quarto document and rendered in HTML or as an image file. Ready to build some awesome tables? Install from PyPI with: $ pip install great_tables. GitHub Repo: https://github.com/posit-dev/great-tables Design Philosophy of Great Tables: https://posit-dev.github.io/great-tables/blog/design-philosophy/

Great Tables Quarto RStudio Data Science Machine Learning Python Stats Tidyverse Data Visualization Data Viz Ggplot Technology Coding Connect Server Pro Shiny RMarkdown Package Manager CRAN Interoperability Serious Data Science Dplyr Forcats Ggplot2 Tibble Readr Tidyr Purrr Github Data Wrangling Tidy Data Rayshader Plumber Blogdown Gt Lazy Evaluation Tidymodels Statistics Debugging Programming Education RStats Open Source OSS Reticulate Great Tables Polars Dataframe Polars Dataframes

Build Captivating Display Tables in Python With Great Tables | Real Python Podcast #214

Do you need help making data tables in Python look interesting and attractive? How can you create beautiful display-ready tables as easily as charts and graphs in Python? This week on the show, we speak with Richard Iannone and Michael Chow from Posit about the Great Tables Python library. Links from the show: https://realpython.com/podcasts/rpp/214/ Michael and Richard discuss the design philosophy and history behind creating display tables. We dig into the grammar of tables, the background of the project, and an ingenious way to build a collection of examples for a library. We briefly cover how Richard and Michael started contributing to open source. We also discuss practicing data skills with challenges and resources like Tidy Tuesday. This episode is sponsored by Mailtrap. Topics: - 00:00:00 -- Introduction - 00:02:00 -- Michael's background in open source - 00:04:07 -- Rich's background in open source - 00:05:27 -- Advice for someone starting out - 00:08:55 -- What do you mean by the term "display" table - 00:11:32 -- What components were missing from other tables? - 00:13:31 -- Using examples to explain features - 00:16:09 -- Why was there an absence of this functionality in Python? - 00:19:35 -- A progressive approach and the grammar of tables - 00:21:26 -- Sponsor: Mailtrap - 00:22:01 -- The design philosophy of great tables - 00:25:31 -- Nanoplots, spark lines, and column spanners - 00:27:06 -- Building a gallery of examples - 00:28:56 -- Heat mapping cells and automatically adjusting text color - 00:32:54 -- Output formats for the tables - 00:34:46 -- Building in accessibility - 00:36:55 -- Dependencies - 00:37:42 -- What is the common workflow? - 00:41:39 -- Video Course Spotlight - 00:43:15 -- Adding graphics - 00:46:41 -- Using a table contest to get examples - 00:49:47 -- quartodoc and documenting the project - 00:55:00 -- Tidy Tuesday and data science community - 01:00:29 -- What are you excited about in the world of Python? - 01:03:46 -- What do you want to learn next? - 01:08:05 -- How can people follow the work you do online? - 01:09:57 -- Thanks and goodbye Links from the show: https://realpython.com/podcasts/rpp/214/

Michael Chow

Great Tables

Blog Posts tagged Great Tables#

Recreating Septa Transit Timetables in Python

Great Tables `v0.18.0`: Easy Column Spanners and More!

Adding Plots to Great Tables

Great Tables + marimo = Interactive Tables

Great Tables: Becoming the Polars `.style` Property

How We Used Great Tables to Supercharge Reporting in Pointblank

Style Table Body with `mask=` in `loc.body()`

Great Tables `v0.15.0`: Flags, Icons, and Other Formatting Goodies

Contributing to Public Transit Data Analysis and Tooling

Rendering images anywhere in Great Tables

Great Tables: Generating LaTeX Output for PDF

Great Tables `v0.13.0`: Applying styles to all table locations

Great Tables `v0.12.0`: Google Fonts and zebra stripes

Great Tables for Scientific Publishing

PyCon 2024: Making Beautiful, Publication Quality Tables is Possible in 2024

Great Tables is now BYODF (Bring Your Own DataFrame)

The Design Philosophy of Great Tables

Great Tables `v0.4.0`: Nanoplots and More

Great Tables `v0.3.0`: So Many Style Options!

Using Polars to Win at Super Bowl Squares

Great Tables `v0.2.0`: Easy Data Coloring

Great Tables: The Polars DataFrame Styler of Your Dreams

Resources tagged Great Tables#

885: Python Polars: The Definitive Guide — with Jeroen Janssens and Thijs Nieuwdorp

Build a Python table in under 1 minute using Great Tables

Build Captivating Display Tables in Python With Great Tables | Real Python Podcast #214