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"I came for the language, but I stayed for the community." ... I wish I could say. ⁉️
PyCon DE & PyData 2025

I wish I could have attended PyCon DE & PyData 2025, but was unable to due to unfortunate factors. Let me explain.

My name is Jessica, and I'm a maintainer of python libraries used by millions. I've used python for over 10 years, and have recently started joining the community where ever I'm able to.
I'm also fully blind.

Back In January/February I applied for financial aid to attend, and at the end of February my application was gracefully accepted.
Come the very start of March, when my acceptance had been confirmed, I wrote to the main PyCon DE & PyData help desk, explaining my situation, that I'm fully blind, and asking if any accommodations were possible and could be made.

A few days later I got a reply, that my request had been forwarded to the correct team, and that THEY would get back to me.

Waiting, is not fun, especially when you also have to book flights and accommodations for being there, especially if you don't know if it's all going to be for nothing.
A "Sorry, we are unable to provide accommodations" is totally okay, but that was not the answer I got.

I heard nothing.

Having heard nothing at end of March, I reached out again, to the help desk, asking for a followup at the start of April.
A whole week later, a little over a week away from the conference at this point, I get a response from the main desk again, letting me know that they've followed up directly with the on-site team, and someone will be in contact with me shortly to coordinate the best possible support for me.

Yet again - silence.
No email, no call, no dm... Nothing.

So I ended up not being able to attend. Not being able to join the community that I have come to love and cherish so much. And it's especially hard, because it's the closest PyCon to where I leave.

And let me be clear. I would totally have accepted a no, a sorry we can't do that. But hearing nothing at all, even after multiple followups, is not acceptable, regardless of if they were able to provide accommodations or not.

Personal opinion?
I feel like the community, in some way, has failed. For all the talk about accessibility, inclusion and diversity, it only feels like that mattered in this case if you were able to make things accessible yourself, if you were able to include yourself.

"I came for the language, but couldn't join the community" 💔

Feel free to like, comment or repost

#pycon#PyConDE#pydata

📚😅🎉

Yay!! I just submitted the complete manuscript of my upcoming book to the publisher!

Learn to easily and clearly interpret (almost) any stats model w/ R or Python. Simple ideas, consistent workflow, powerful tools, detailed case studies.

Read it for free @ marginaleffects.com

Python is the best language for statistical analysis and data science hands down. I'm currently porting all my reproducible pipelines (R in Nix shells) over to Jupyter notebooks (pip is all you need) running inside docker containers
long live Pandas!
this now a #pydata account

During a recent coffee chat with Wes McKinney and Hadley Wickham, a participant asked a great question:

"How can Posit Workbench or Connect help us integrate Python scripts and R models into a cohesive and efficient workflow?"

This blog post helps unpack further how Posit’s professional products, Workbench and Connect, along with our open-source ecosystem, help create a smoother, more collaborative data science experience.

posit.co/blog/hadley-wickham-o
#RStats #python #DataScience #pydata

Call for sponsors - PyData Paris 2025 !

Join us and be part of one of the best open-source events of the year.

Sponsoring will showcase your support to the community and allow you to reach a wide audience of tech and data enthusiasts from academia and the industry.

Contact us:
Email: pydata@quantstack.net
Website: pydata.org/paris2025/

Let's grow together at PyData Paris 2025!

Does anyone have advice for unit testing a Polars Python expression? Say I have:

def my_func(a, b):
return (pl.col(a) / pl.col(b))

How do you unit test? We want to compare the result of this function to an expectation. At the moment we’re wrapping the result in str(), which gives us a stringified version of the expression. Then we assert that it is equal to the stringified expression that we would expect.

It works, just feels a little bit fragile. Unfortunately you can’t compare expressions directly with the equality operator ==. And polars.testing doesn’t have asserts for it either.

(We are of course also going to have integration tests, where the expression actually gets used on a df fixture)

@jeroenhjanssens
#Polars #Python #PyData

"Your p-value must be minuscule because I'll never fail to reject you."

Looking for the perfect gift for your statistically significant other, or a gift for yourself?

Skip the chocolates and flowers – give the outlier in your life the gift of knowledge! 💖 posit::conf(2025) is the perfect place for you to connect with fellow data science enthusiasts. It's the ultimate gift for anyone who loves all things data.

#positconf2025 #datascience #valentinesday #rstats #pydata #python

pos.it/conf

We're excited to announce Catherine Nelson as keynote speaker at posit::conf(2025)!

Author of "Software Engineering for Data Scientists," she'll share how data scientists can benefit from software engineering best practices!

Sept 16-18 in Atlanta. pos.it/conf