Optimus
AWS Data Wrangler
Our great sponsors
Optimus | AWS Data Wrangler | |
---|---|---|
0 | 9 | |
1,434 | 3,773 | |
1.0% | 1.3% | |
1.9 | 9.4 | |
11 days ago | 7 days ago | |
Python | Python | |
Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Optimus
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Tracking mentions began in Dec 2020.
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
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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.
What are some alternatives?
PyAthena - PyAthena is a Python DB API 2.0 (PEP 249) client for Amazon Athena.
ga-extractor - Tool for extracting Google Analytics data suitable for migrating to other platforms/databases
sweetviz - Visualize and compare datasets, target values and associations, with one line of code.
python-mysql-replication - Pure Python Implementation of MySQL replication protocol build on top of PyMYSQL
gonum - Gonum is a set of numeric libraries for the Go programming language. It contains libraries for matrices, statistics, optimization, and more
zef - Toolkit for graph-relational data across space and time
anovos - Anovos - An Open Source Library for Scalable feature engineering Using Apache-Spark
flashtext - Extract Keywords from sentence or Replace keywords in sentences.
ydata-profiling - 1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
fugue - A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
Redash - Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.