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Top 23 Pyspark Open-Source Projects
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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linkis
Apache Linkis builds a computation middleware layer to facilitate connection, governance and orchestration between the upper applications and the underlying data engines.
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petastorm
Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.
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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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SaaSHub
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kuwala
Kuwala is the no-code data platform for BI analysts and engineers enabling you to build powerful analytics workflows. We are set out to bring state-of-the-art data engineering tools you love, such as Airbyte, dbt, or Great Expectations together in one intuitive interface built with React Flow. In addition we provide third-party data into data science models and products with a focus on geospatial data. Currently, the following data connectors are available worldwide: a) High-resolution demograp
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SparkLearning
A comprehensive Spark guide collated from multiple sources that can be referred to learn more about Spark or as an interview refresher.
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tdigest
t-Digest data structure in Python. Useful for percentiles and quantiles, including distributed enviroments like PySpark (by CamDavidsonPilon)
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WallStreetBets_BigDataAnalysis
Research project aimed to classify the best stock research posts from r/WallStreetBets for you. 😏
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Project mention: Show HN: Hashquery, a Python library for defining reusable analysis | news.ycombinator.com | 2024-04-23I really don't understand the appeal of dbt vs a proper programming language. The templating approach leads to massive spaghetti. I look forward to trying out something like Ibis [0]
0: https://ibis-project.org/
Project mention: Spark NLP 5.1.0: Introducing state-of-the-art OpenAI Whisper speech-to-text, OpenAI Embeddings and Completion transformers, MPNet text embeddings, ONNX support for E5 text embeddings, new multi-lingual BART Zero-Shot text classification, and much more! | /r/Python | 2023-09-06
Please file an issue at https://github.com/jupyter-incubator/sparkmagic
Project mention: Show HN: GeoSage – A ETL Webtool for Geo and Demographics Data from the Open Web | news.ycombinator.com | 2023-10-05--> Google Trends Data for Regions (Coming Soon)
The tool goes beyond our previously published CLI tool (https://github.com/kuwala-io/kuwala/tree/master/kuwala) by providing a hostable solution with a user-friendly interface. We have not open-sourced it yet but a demo is available here: https://geosage.kuwala.io/.
Urban planners can utilize movement data to analyze foot traffic in different city zones. Marketers can leverage demographic data to tailor campaigns more effectively. Developers can build their apps on top of it.
To round it up .... GeoSage brings...
Unified Data Management: Access data from OSM, Facebook, and soon Google, all in one place.
Unit and e2e tests using a combination of pytest and chispa (https://github.com/MrPowers/chispa). Custom library to create random test data that fits schema with optional hardcoded overrides for relevant fields to test business logic.
There still library form databricks? But I have never used it: https://github.com/MrPowers/mack
Project mention: Data diffs: Algorithms for explaining what changed in a dataset (2022) | news.ycombinator.com | 2023-07-26We're doing a env migration and I've been using spark diff extension for reconcile data, it's amazing, we've discover bugs in the data logic so quickly,
here is the extension if anyone is interested https://github.com/G-Research/spark-extension/blob/master/DI...
Pyspark related posts
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Show HN: Snowflake Data Quality Checks in Python
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Spark NLP 5.1.0: Introducing state-of-the-art OpenAI Whisper speech-to-text, OpenAI Embeddings and Completion transformers, MPNet text embeddings, ONNX support for E5 text embeddings, new multi-lingual BART Zero-Shot text classification, and much more!
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Testing spark applications
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Due to Red Hat's decision to remove public access, SUSE CTO Dr. Thomas Di Giacomo shares their position.
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Your opinion of the Red Hat's latest fiasco
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Trying out the new generative fill feature in Photoshop Beta
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PySpark for NLP Workshop - Materials and Jupyter Notebooks
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A note from our sponsor - SaaSHub
www.saashub.com | 2 May 2024
Index
What are some of the best open-source Pyspark projects? This list will help you:
Project | Stars | |
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1 | SynapseML | 4,970 |
2 | ibis | 4,208 |
3 | spark-nlp | 3,695 |
4 | linkis | 3,230 |
5 | petastorm | 1,751 |
6 | awesome-spark | 1,614 |
7 | Optimus | 1,446 |
8 | pyspark-example-project | 1,370 |
9 | sparkmagic | 1,286 |
10 | hopsworks | 1,074 |
11 | H2O | 952 |
12 | kuwala | 755 |
13 | SparkLearning | 618 |
14 | quinn | 578 |
15 | chispa | 508 |
16 | PySpark-Boilerplate | 390 |
17 | datacompy | 386 |
18 | tdigest | 376 |
19 | Gather-Deployment | 350 |
20 | mack | 271 |
21 | incubator-graphar | 175 |
22 | spark-extension | 168 |
23 | WallStreetBets_BigDataAnalysis | 165 |
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