1
Also covers data analysis, data science, and developer tools · same kind of open-source project
For Python data preparation, DataPrep offers an open-source low-code library to collect, clean, and visualize data.
Alternatives
The Best statsmodels Alternatives in 2026
24 alternatives1 free · 19 open source
Looking for something like statsmodels? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 1 are free or have a free plan and 19 are open source.
About statsmodelsgithub.com/statsmodels/statsmodels
Visitstatsmodels provides statistical modeling and econometrics tools in Python.
Top picks at a glance
First suggestionDataPrepFor Python data preparation, DataPrep offers an open-source…Free or freemium optionStreamlitPython developers can use Streamlit to build and share data…Another optionmlxtendmlxtend adds helper modules for Python data analysis and…
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | DataPrep | — | Yes | — |
| 2 | mlxtend | — | Not stated | — |
| 3 | Piperider | — | Yes | — |
| 4 | emcee | — | Yes | — |
| 5 | Whylogs | — | Yes | — |
| 6 | Weights & Biases | — | Yes | — |
| 7 | Dash | — | Yes | — |
| 8 | Stan | — | Not stated | Web |
| 9 | AWS Data Wrangler | — | Yes | — |
| 10 | Streamlit | Free | Yes | — |
All statsmodels alternatives
2
mlxtend
github.com/rasbt/mlxtendAlso covers data analysis, data science, and developer tools · same kind of open-source project
mlxtend adds helper modules for Python data analysis and machine learning libraries.
3
Also covers data analysis, data science, and developer tools · same kind of open-source project
PipeRider provided code review tools for dbt data and has been superseded by Recce.
4
Also covers data analysis, developer tools, and open source · same kind of open-source project
emcee provides a Python toolkit for affine-invariant Markov chain Monte Carlo sampling.
5
Also covers data science, developer tools, and open source · same kind of open-source project
Machine learning pipelines can use whylogs, an open-source library for logging data quality and model performance.
6
Also covers data science, developer tools, and open source · same kind of open-source project
Weights & Biases supports model training, fine tuning, and management from experimentation through production.
7
Also covers data science, developer tools, and open source · same kind of open-source project
Python developers can use Dash to build data apps and dashboards without requiring JavaScript.
8
Stan
mc-stan.orgAlso covers data analysis and developer tools
Stan provides software for Bayesian data analysis, including tools for sophisticated statistical modeling.
9
Also covers data science, developer tools, and open source · same kind of open-source project
AWS Data Wrangler connects Pandas with AWS data services and databases, including Athena, Glue, Redshift, and S3.
10
Also covers data analysis and data science · same kind of open-source project · free
Python developers can use Streamlit to build and share data applications.
11
Also covers data science, developer tools, and open source · same kind of open-source project
DataComPy compares Pandas, Polars, Spark, and Snowpark dataframes, with output that includes comparison statistics.
12
Also covers data science, developer tools, and open source · same kind of open-source project
Koalas implements the pandas DataFrame API on Apache Spark and is deprecated; for Apache Spark 3.2 and above, use PySpark directly.
13
Also covers data science, developer tools, and open source · same kind of open-source project
The Geni project provides a Clojure dataframe library that runs on Apache Spark.
14
Also covers data science, developer tools, and open source · same kind of open-source project
jSciPy provides Java scientific computing tools for signal processing, FFT, filtering, power spectral density, and DCT.
15
Also covers data science, developer tools, and open source · same kind of open-source project
Class-imbalanced machine learning is supported by imbalanced-ensemble, a toolbox for ensemble methods and datasets.
16
Also covers data analysis and data science · same kind of open-source project
PyCM provides a Python library for working with multiclass confusion matrices.
17
A gallery of interesting IPython notebooks
github.com/jupyter/jupyter/wiki/A-gallery-of-i…Open sourceAlso covers data analysis, developer tools, and open source
Browse a gallery of interesting Jupyter notebooks on this project wiki, with examples from notebook users.
18
Also covers data science and developer tools · same kind of open-source project
Python developers can use gensim for topic modeling and related natural language processing tasks.
19
Also covers data analysis and data science · same kind of open-source project
Apache Hamilton helps teams build modular, testable dataflows with lineage and metadata.
20
Incanter
incanter.orgAlso covers data analysis and developer tools
Incanter provides statistical computing and graphics tools for Clojure.
21
Also covers data analysis and developer tools · same kind of open-source project
Exploratory data analysis in Python is the focus of Dora, a library with functions for cleaning, feature selection, visualization, and validation.
22
astroML
astroml.orgAlso covers data analysis and developer tools · same kind of open-source project
AstroML provides Python tools for machine learning and data mining in astronomy.
23
GLM
github.com/JuliaStats/GLM.jlAlso covers data science and developer tools · same kind of open-source project
GLM.jl provides generalized linear models in Julia, with documentation and examples for the package.
24
Also covers data science and developer tools · same kind of open-source project
SynapseML provides distributed machine learning algorithms for Spark through its Python library.
No alternatives match this filter.
Alternatives to similar tools
Streamlit24 alternativesAWS Data Wrangler24 alternativesPiperider24 alternativesDash24 alternativesDataPrep24 alternativesmlxtend24 alternatives
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What is the best alternative to statsmodels?
Based on features, tags and platforms, the closest alternatives to statsmodels are DataPrep, mlxtend, and Piperider.
Is there a free alternative to statsmodels?
Yes. Streamlit is free or offer a free plan.
Are there open-source alternatives to statsmodels?
Yes: DataPrep, Piperider, emcee, and Whylogs.
Alternatives are suggested from the purpose and features described in our listings. Different pages for the same product appear once. Read each description to check whether it fits your task. How we choose alternatives · Suggest an alternative