Ponder
@ponderdata
Run pandas at scale directly in your data warehouse—be it Snowflake, BigQuery or DuckDB—all from the comfort of your favorite IDE or notebook.
ID:1409999723784671234
http://ponder.io/product 29-06-2021 22:19:53
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Great coverage in the Real Python podcast of Mahesh Vashishtha's article: 'Why Are There So Many Python Dataframes?'
Here's the link to jump straight to that 7-minute portion:
realpython.com/podcasts/rpp/1…
Link to article: ponder.io/why-are-there-…
If you want to automatically parallelize your pandas code, you should check out open-source Modin: github.com/modin-project/…
Modin Project uses the pandas API, so all you need to do is change 'import pandas as pd' to 'import modin.pandas as pd'
#pandas #Python #opensource
.Software Dev Tools saw a workload speedup of 4X with Modin Project (the scalable drop-in replacement for pandas) compared to pandas!
Read more from Intel here: intel.com/content/www/us…
#python #pandas #datascience
The Python Dataframe Interchange Protocol is a quiet hero 🦸♀️.
It makes it easy for libraries to accept many dataframes (Modin, Polars, Ibis, cuDF, Dask).
Read our encomium: ponder.io/how-the-python…
Thanks to Marco Gorelli & Ralf Gommers for your work!
#python #dataframes