From Python to NumPy

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • gonum

    Gonum is a set of numeric libraries for the Go programming language. It contains libraries for matrices, statistics, optimization, and more

  • Go is quite a bit cleaner than Python and its concurrency/parallelism primitives can be well suited to scientific workloads.

    You may want to have a look at Gonum (https://www.gonum.org), and the Go HEP package developed by CERN (https://go-hep.org).

    I was also surprised to see DSP and pretty sophisticated packages, although I never used them: https://awesome-go.com/science-and-data-analysis

    And of course Go has Jupyter integration, it's almost like running a script thanks to its fast compilation time.

  • hep

    hep is the mono repository holding all of go-hep.org/x/hep packages and tools

  • Go is quite a bit cleaner than Python and its concurrency/parallelism primitives can be well suited to scientific workloads.

    You may want to have a look at Gonum (https://www.gonum.org), and the Go HEP package developed by CERN (https://go-hep.org).

    I was also surprised to see DSP and pretty sophisticated packages, although I never used them: https://awesome-go.com/science-and-data-analysis

    And of course Go has Jupyter integration, it's almost like running a script thanks to its fast compilation time.

  • 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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  • numpy-groupies

    Optimised tools for group-indexing operations: aggregated sum and more

  • I have had the same experience and instead of Pandas have been using numpy-groupies to handle aggregate/groupby operations. It's quite performant and feels a bit cleaner to use than importing pandas for a couple operations.

    https://github.com/ml31415/numpy-groupies

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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