db-benchmark
reproducible benchmark of database-like ops (by duckdblabs)
DataFramesMeta.jl
Metaprogramming tools for DataFrames (by JuliaData)
db-benchmark | DataFramesMeta.jl | |
---|---|---|
12 | 4 | |
124 | 473 | |
6.5% | 1.7% | |
8.0 | 6.7 | |
4 months ago | 27 days ago | |
R | Julia | |
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
DataFramesMeta.jl
Posts with mentions or reviews of DataFramesMeta.jl.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-05-17.
- Pandas vs. Julia – cheat sheet and comparison
-
Why not Julia?
A package: https://github.com/JuliaData/DataFramesMeta.jl
-
Is there tidyverse/dplyr for Julia?
I'd also heartily recommend DataFramesMeta which provides really nice macros for manipulating dataframes.
-
[S] Among R, Python, SQL, and SAS, which language(s) do you prefer to perform data manipulation and merge datasets?
I do get the feeling though that Python people are considered “more sophisticated” as programmers than R. But I think Julia is gaining traction now and it can handle general programming tasks better than R can, while still remaining pretty similar so its worth learning too. It has DataFramesMeta.jl: https://github.com/JuliaData/DataFramesMeta.jl. Works like dplyr.
What are some alternatives?
When comparing db-benchmark and DataFramesMeta.jl you can also consider the following projects:
Tidier.jl - Meta-package for data analysis in Julia, modeled after the R tidyverse.
db-benchmark - reproducible benchmark of database-like ops
DataFrames.jl - In-memory tabular data in Julia
siuba - Python library for using dplyr like syntax with pandas and SQL
DaemonMode.jl - Client-Daemon workflow to run faster scripts in Julia
TwoBasedIndexing.jl - Two-based indexing
FromFile.jl - Julia enhancement proposal (Julep) for implicit per file module in Julia
HTTP.jl - HTTP for Julia
Sirion - A one dimensional hydrodynamic simulation in Julia
PackageCompiler.jl - Compile your Julia Package
db-benchmark vs Tidier.jl
DataFramesMeta.jl vs db-benchmark
db-benchmark vs db-benchmark
DataFramesMeta.jl vs DataFrames.jl
DataFramesMeta.jl vs siuba
DataFramesMeta.jl vs DaemonMode.jl
DataFramesMeta.jl vs TwoBasedIndexing.jl
DataFramesMeta.jl vs FromFile.jl
DataFramesMeta.jl vs HTTP.jl
DataFramesMeta.jl vs Tidier.jl
DataFramesMeta.jl vs Sirion
DataFramesMeta.jl vs PackageCompiler.jl