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Top 23 Dask Open-Source Projects
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The interesting thing about Polars is that it does not try to be a drop-in replacement to pandas, like Dask, cuDF, or Modin, and instead has its own expressive API. Despite being a young project, it quickly got popular thanks to its easy installation process and its “lightning fast” performance.
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InfluxDB
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ibis – portable Python dataframe library
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mars
Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
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swifter
A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner (by jmcarpenter2)
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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fugue
A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
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Optimus
:truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark (by ironmussa)
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MLForecast
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Project mention: Debugging Python Code in Amazon SageMaker Locally Using Visual Studio Code and PyCharm: A Step-by-Step Guide | dev.to | 2023-11-15
git clone https://github.com/aws-samples/amazon-sagemaker-local-mode/ cd amazon-sagemaker-local-mode/general_pipeline_local_debug python3 -m venv .venv source .venv/bin/activate pip install jupyter jupyter lab
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SaaSHub
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2024-03-17.
Dask related posts
- Stumpy: Matrix profile time series analysis
- Shuffling large data at constant memory in Dask
- Fugue: A unified interface for distributed computing
- [Discussion] Open Source beats Google's AutoML for Time series
- File format for large data with many columns
- Time Series Analysis for air pollution data not aligned [R] [P]
- What is the best way to save a csv.file in number only ? PC hangs when my file is more than 2GB
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A note from our sponsor - InfluxDB
www.influxdata.com | 18 Apr 2024
Index
What are some of the best open-source Dask projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Dask | 11,965 |
| 2 | cudf | 7,257 |
| 3 | ibis | 4,041 |
| 4 | xarray | 3,399 |
| 5 | stumpy | 2,984 |
| 6 | mars | 2,673 |
| 7 | swifter | 2,456 |
| 8 | fugue | 1,869 |
| 9 | distributed | 1,539 |
| 10 | Optimus | 1,441 |
| 11 | Eliot | 1,081 |
| 12 | mlforecast | 707 |
| 13 | pystore | 527 |
| 14 | dask-sql | 363 |
| 15 | nebari | 255 |
| 16 | amazon-sagemaker-local-mode | 227 |
| 17 | stackstac | 222 |
| 18 | aicsimageio | 191 |
| 19 | orochi | 189 |
| 20 | xgboost_ray | 131 |
| 21 | bytehub | 57 |
| 22 | dask-awkward | 56 |
| 23 | coiled-resources | 40 |
SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
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