Benchmarking for Pandas and Polars Using CSV and Parquet File

This page summarizes the projects mentioned and recommended in the original post on /r/Python

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.
www.influxdata.com
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SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
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  • peaks-consolidation

    The Peaks Consolidation is equipped with state-of-the-art algorithms and data structures that support high-performance databending exercises. It specializes in management accounting and consolidation, with some special topics in machine learning and bioinformatics.

  • As I understand it OP is the author of another tool, peaks https://github.com/hkpeaks/peaks-consolidation

  • polars

    Dataframes powered by a multithreaded, vectorized query engine, written in Rust

  • I have updated this issue https://github.com/pola-rs/polars/issues/8533, please kindly help to solve it. I have also sent similar issues to Pandas https://github.com/pandas-dev/pandas/issues/53249

  • 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.

    InfluxDB logo
  • Pandas

    Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

  • I have updated this issue https://github.com/pola-rs/polars/issues/8533, please kindly help to solve it. I have also sent similar issues to Pandas https://github.com/pandas-dev/pandas/issues/53249

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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