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@py-econometrics

py-econometrics

Tools for Applied Econometrics in Python

Hi there 👋

We develop tools for applied (micro-) econometrics in Python.

  • pyfixest implements fast routines for fixed effects regression (OLS, IV, Poisson) and a wide range of inference procedures (iid, HC1-3, CRV1, CRV3, randomization inference, multiple testing corrections via Bonferroni & Romano-Wolf) following the syntax of the formidable fixest R package.

  • duckreg provides a simple interface to run lossless regressions on very large datasets that do not fit in memory by first reducing the data to a set of summary statistics out-of-memory using duckdb and then running weighted least squares with frequency weights.

  • wildboottest implements multiple fast wild cluster bootstrap algorithms as developed in Roodman et al (2019) and MacKinnon, Nielsen & Webb(2022).

  • fastmatch implements fast matching estimators for causal inference that uses faiss for nearest neighbours.

  • gmm helps you minimize generalized methods of moments (GMM) objective functions.

Popular repositories Loading

  1. pyfixest pyfixest Public

    Fast High-Dimensional Fixed Effects Regression in Python following fixest-syntax

    Python 188 36

  2. duckreg duckreg Public

    Every big regression is a small regression with weights.

    Jupyter Notebook 33 4

  3. wildboottest wildboottest Public

    python module for wild cluster bootstrapping

    Python 7

  4. fastmatch fastmatch Public

    fast matching estimators for causal inference

    Python 7

  5. gmm gmm Public

    Generalized Method of Moments estimation

    Jupyter Notebook 4 2

  6. stargazer stargazer Public

    Forked from StatsReporting/stargazer

    Python implementation of the R stargazer multiple regression model creation tool

    Jupyter Notebook 2

Repositories

Showing 8 of 8 repositories
  • pyfixest Public

    Fast High-Dimensional Fixed Effects Regression in Python following fixest-syntax

    py-econometrics/pyfixest’s past year of commit activity
    Python 188 MIT 36 71 (19 issues need help) 8 Updated Dec 22, 2024
  • gmm Public

    Generalized Method of Moments estimation

    py-econometrics/gmm’s past year of commit activity
    Jupyter Notebook 4 2 1 0 Updated Dec 2, 2024
  • fastmatch Public

    fast matching estimators for causal inference

    py-econometrics/fastmatch’s past year of commit activity
    Python 7 0 0 0 Updated Oct 31, 2024
  • wildboottest Public

    python module for wild cluster bootstrapping

    py-econometrics/wildboottest’s past year of commit activity
    Python 7 MIT 0 21 6 Updated Oct 30, 2024
  • panel-at-scale-code Public

    code for panel models at scale

    py-econometrics/panel-at-scale-code’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 1 Updated Oct 16, 2024
  • duckreg Public

    Every big regression is a small regression with weights.

    py-econometrics/duckreg’s past year of commit activity
    Jupyter Notebook 33 MIT 4 2 0 Updated Oct 15, 2024
  • .github Public
    py-econometrics/.github’s past year of commit activity
    0 0 0 0 Updated Sep 18, 2024
  • stargazer Public Forked from StatsReporting/stargazer

    Python implementation of the R stargazer multiple regression model creation tool

    py-econometrics/stargazer’s past year of commit activity
    Jupyter Notebook 2 51 0 0 Updated May 31, 2024

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