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    <title>Polars on Badran Elshenawy</title>
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      <title>From Tidyverse to Scverse – Post 6: Scanpy Done Right — The Modern PBMC 3k Pipeline</title>
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      <description>Every tool from this series — Polars, uv, Marimo, and now Plotnine — converge in a real scRNA-seq pipeline. Clone it, run it, make it yours.</description>
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      <title>From Tidyverse to Scverse – Post 2: Polars vs Pandas for Tidyverse Users</title>
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      <pubDate>Tue, 28 Apr 2026 09:00:00 +0000</pubDate>
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      <description>Pandas felt wrong after dplyr? Polars fixes almost everything: method chaining, lazy evaluation, and syntax that reads like tidyverse pipes.</description>
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      <title>From Tidyverse to Scverse – Post 1: Why I&#39;m Making the Switch to Python</title>
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      <description>After 33 posts in R and building my own package, I&amp;rsquo;m adding Python to the toolkit. Here&amp;rsquo;s why — and what&amp;rsquo;s coming next.</description>
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