pandas
AWS Data Wrangler
| pandas | AWS Data Wrangler | |
|---|---|---|
| 1 | 9 | |
| 24 | 3,802 | |
| - | 0.6% | |
| 1.8 | 9.4 | |
| almost 4 years ago | 8 days ago | |
| Python | ||
| Apache License 2.0 | Apache License 2.0 |
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pandas
AWS Data Wrangler
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Read files from s3 using Pandas/s3fs or AWS Data Wrangler?
I had no problem with awswrangler (https://github.com/aws/aws-sdk-pandas) and it supports reading and writing partitions which was really helpful and a few other optimizations that made it a great tool
- I agree that Arrow Tables are great, but we decided to keep the library focused on the Pandas interface. [wont implement]
- Automate some wrangling and data visualization in Python
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Redshift API vs. other ways to connect?
awslabs has developed their own package for this and given it's for their product, seem likely to maintain it. https://github.com/awslabs/aws-data-wrangler
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Parquet files
AWS data wrangler works well. it's a wrapper on pandas: https://github.com/awslabs/aws-data-wrangler
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Reading s3 file data with Python lambda function
you'll find pre-made zips here: https://github.com/awslabs/aws-data-wrangler/releases
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A guide to load (almost) anything into a DataFrame
Don't forget about https://aws-data-wrangler.readthedocs.io/
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Go+: Go designed for data science
Yep, agreed. Go is a great language for AWS Lambda type workflows.
Python isn't as great (Python Lambda Layers built on Macs don't always work). AWS Data Wrangler (https://github.com/awslabs/aws-data-wrangler) provides pre-built layers, which is a work around, but something that's as portable as Go would be the best solution.
- Best way to install pandas and bumpy to AWS Lanbda
What are some alternatives?
gonum - Gonum is a set of numeric libraries for the Go programming language. It contains libraries for matrices, statistics, optimization, and more
PyAthena - PyAthena is a Python DB API 2.0 (PEP 249) client for Amazon Athena.
gophernotes - The Go kernel for Jupyter notebooks and nteract.
Optimus - :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
spx - spx - A Scratch Compatible Go/Go+ 2D Game Engine for STEM education
ga-extractor - Tool for extracting Google Analytics data suitable for migrating to other platforms/databases
igop - The Go/Go+ Interpreter
python-mysql-replication - Pure Python Implementation of MySQL replication protocol build on top of PyMYSQL
gop - The Go+ programming language is designed for engineering, STEM education, and data science
prose - :book: A Golang library for text processing, including tokenization, part-of-speech tagging, and named-entity extraction.
zef - Toolkit for graph-relational data across space and time