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[Praha] November 2025 pyvo
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name: Pražské Pyvo
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city: praha
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start: 2025-11-19 19:00:00
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venue: na-venecku
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topic: "The Need for Speed: Pandas, Polars, and PySpark for Data Analysis & My burnout journey"
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number: 174
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description: |
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### Co tě čeká
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Budou dvě přednášky, Dalibora Trapla a Petera Hozaka.
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Lightning talk můžeš mít i ty! Registrace nutná na [Lightning Talks – bit.ly/prpylight](https://bit.ly/prpylight).
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### What to expect
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There will be two talks, by Dalibor Trapl and by Peter Hozak.
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You can have a lightning talk as well – please register at [Lightning Talks – bit.ly/prpylight](https://bit.ly/prpylight).
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### Obecné
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- Na Pyvu jsou přednášky většinou česky, pokud přijde někdo, kdo česky nerozumí, přepneme do angličtiny, pokud se na to přednášející cítí.
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- Kromě nealko a alko pití je možné se Na Věnečku najíst. Nabídka je proměnlivá a obvykle jde o 4 až 7 jídel od toastu, párků, přes bramborák se zelím, dršťkovou polévku a smažák v housce až po guláš nebo řízek.
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- **Nezapomeň s sebou vzít hotovost – neberou karty.**
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- Na Věnečku zavírají o půlnoci.
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### General
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- Talks at Pyvo are mostly in Czech but it there’s somebody who doesn’t understand Czech talks are switched to English if the speaker is able to.
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- **Cash only payments – club doesn’t accept cards.**
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- Besides both soft drinks and beer it's possible to eat at the club. Choice is variable and consists of 4 to 7 options ranging from toast, sausages and soup to fried cheese in a bun, goulash or schnitzel.
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- Club closes at midnight.
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talks:
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- title: "The Need for Speed: Pandas, Polars, and PySpark for Data Analysis"
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speakers:
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- Dalibor Trapl
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description: |
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Are you working with a dataset so large that your notebook running Pandas starts to freeze?
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This talk is about modern alternatives for fast and scalable data analysis. Our main focus will be the Polars DataFrame library, which offers a dramatic speed improvement compared to Pandas. We will show when it pays off to use Polars instead of Pandas and discuss the key difference in approach: eager vs. lazy evaluation. We will briefly compare Polars with PySpark and I will share our experience integrating these technologies into our data pipelines. Learn how to speed up your data analysis and modernize your tech stack!
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- title: "My burnout journey"
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speakers:
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- Peter Hozak
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description: |
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A story of a programmer who loves to solve meaningful user problems and thrives best around competent product managers - a story about distance from customers, corporate management fast fashion, and AI slop. Also about communities and going for a walk.
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- title: Lightning talks
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description: |
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Svůj Ligtning talk si přihlaste na tradiční adrese https://bit.ly/prpylight.
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You can do your Ligtning talk too: add it to https://bit.ly/prpylight.

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