Herbie
xarray
Herbie | xarray | |
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1 | 7 | |
408 | 3,438 | |
- | 1.7% | |
9.4 | 9.7 | |
3 days ago | 4 days ago | |
Python | Python | |
MIT License | Apache License 2.0 |
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Herbie
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Struggling to find archive forecast data. Looking for help
Thank you everyone! I've found what I needed: the HRRR-B Python package by Brian Blaylock. It's fantastic for downloading and reading HRRR grib2 files and works great for my project. Highly recommended!
xarray
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Request for Startups: Climate Tech
PyTorch and JAX are used heavily in climate science on the ML side. For more general analytics, not so much. Many of our users like to use Xarray as a high-level API. There has been some work to integrate Xarray with PyTorch (https://github.com/pydata/xarray/issues/3232) but we're not there yet.
The Python Array API standard should help align these different back-ends: https://data-apis.org/array-api/latest/
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Python for Data Analysis, 3rd Edition – The Open Access Version Online
Does polars have N-D labelled arrays, and if so can it perform computations on them quickly? I've been thinking of moving from pandas to xarray [0], but might consider poplars too if it has some of that functionality.
[0] https://xarray.dev/
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What is lacking in Julia ecosystem?
https://xarray.dev
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How we found and helped fix 24
bugs in 24 hours (in Tensorflow, Sentry, V8, PyTorch, Hue, and more)
Pydata's xarray
- Xarray awarded a support grant from NASA
- xarray: N-Dimensional labeled arrays and datasets in Python
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Could somebody who has experience with reading .asc files / using xarray please give me some direction?
It does seem like it isn't installed. If you take a look at the source, it catches import errors, meaning it won't error out immediately if the package isn't installed.
What are some alternatives?
opendata.cern.ch - Source code for the CERN Open Data portal
iris - A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data
aicsimageio - Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in Python
tensorflow - An Open Source Machine Learning Framework for Everyone
CKAN - CKAN is an open-source DMS (data management system) for powering data hubs and data portals. CKAN makes it easy to publish, share and use data. It powers catalog.data.gov, open.canada.ca/data, data.humdata.org among many other sites.
mars - Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
dask-awkward - Native Dask collection for awkward arrays, and the library to use it.
Dask - Parallel computing with task scheduling
wxee - A Python interface between Earth Engine and xarray for processing time series data
fugue - A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis
swifter - A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner