db-benchmark
reproducible benchmark of database-like ops (by duckdblabs)
r-polars
Bring polars to R (by pola-rs)
db-benchmark | r-polars | |
---|---|---|
12 | 5 | |
124 | 397 | |
6.5% | 3.8% | |
8.0 | 9.8 | |
4 months ago | 4 days ago | |
R | R | |
Mozilla Public License 2.0 | GNU General Public License v3.0 or later |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
db-benchmark
Posts with mentions or reviews of db-benchmark.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-01-08.
- Database-Like Ops Benchmark
-
Polars
DuckDB maintains a benchmark of open source database-like tools, including Polars and Pandas
https://duckdblabs.github.io/db-benchmark/
- Planning a New Benchmarking for Comparing Filter2Groupby for 3,000 Files (100,000 Rows/Files)
- Pandas vs. Julia – cheat sheet and comparison
-
Polars supports SQL statement in Python Plus CLI Verion (Polars.exe 24.4MB)
DuckDB is also a SQL/Python app, refer to this benchmark, seem it run very fast https://duckdblabs.github.io/db-benchmark/
- The Return of the H2o.ai Database-Like Ops Benchmark
- I discovered that the fastest way to create a Pandas DataFrame from a CSV file is to actually use Polars
r-polars
Posts with mentions or reviews of r-polars.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-01-08.
- Polars R Package
- Polars
-
Transitioning from R to Python
I'm an R/python user and just wanted to let you know that polars also exist in R here
-
Pandas 2.0 Released
I am not sure. The R support of polars is entirely picked up by the R community and @sorhawell in particular. You can get certainly more information on that repo: https://github.com/pola-rs/r-polars
-
Why Polars uses less memory than Pandas
Recently there is also a work in progress implementation of Polars rust bindings to R: https://github.com/pola-rs/r-polars
What are some alternatives?
When comparing db-benchmark and r-polars you can also consider the following projects:
Tidier.jl - Meta-package for data analysis in Julia, modeled after the R tidyverse.
polars - Dataframes powered by a multithreaded, vectorized query engine, written in Rust
DataFramesMeta.jl - Metaprogramming tools for DataFrames
db-benchmark - reproducible benchmark of database-like ops