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Gouda

Fast, scikit-learn compatible imputation for Python, implemented primarily in Rust.

Designed for mixed-type datasets with missing values, including categorical features.

Features

  • 🚀 Rust-powered performance
  • ✅ Fully scikit-learn compatible (fit, transform, fit_transform)
  • 🐼 Supports NumPy arrays and pandas DataFrames
  • 🏷️ Native support for categorical features
  • 💾 Pickle compatible

Installation

pip install gouda-cheese
# or
uv add gouda-cheese

Usage

from gouda import KnnImputer

imputer = KnnImputer()
X_imputed = imputer.fit_transform(X)

Available Imputers

  • KnnImputer
  • Mice
  • SimpleImputer
  • ConstantImputer
  • SVMImputer
  • GAIN

Why Gouda?

Most existing imputation libraries either:

  • only support numerical data,
  • require cumbersome preprocessing for categoricals, or
  • become slow on large datasets.
  • limited selection of algorithms.

Gouda provides high-performance, sklearn-compatible imputers with first-class support for mixed numerical and categorical data.

Metadata

Release files for gouda-cheese 0.1.7

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Source distribution for gouda-cheese 0.1.7
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Built distributions (wheels)

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gouda_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ x86-64 Details
gouda_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_28_armv7l.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ ARMv7l Details
gouda_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ ARM64 Details
gouda_cheese-0.1.7-cp315-cp315t-manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.28+ x86-64 Details
gouda_cheese-0.1.7-cp315-cp315-manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ x86-64 Details
gouda_cheese-0.1.7-cp314-cp314t-manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64 Details
gouda_cheese-0.1.7-cp314-cp314t-manylinux_2_28_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARMv7l Details
gouda_cheese-0.1.7-cp314-cp314t-manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64 Details
gouda_cheese-0.1.7-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
gouda_cheese-0.1.7-cp314-cp314-manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64 Details
gouda_cheese-0.1.7-cp314-cp314-manylinux_2_28_armv7l.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARMv7l Details
gouda_cheese-0.1.7-cp314-cp314-manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64 Details
gouda_cheese-0.1.7-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
gouda_cheese-0.1.7-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
gouda_cheese-0.1.7-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
gouda_cheese-0.1.7-cp313-cp313-manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64 Details
gouda_cheese-0.1.7-cp313-cp313-manylinux_2_28_armv7l.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARMv7l Details
gouda_cheese-0.1.7-cp313-cp313-manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64 Details
gouda_cheese-0.1.7-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
gouda_cheese-0.1.7-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
gouda_cheese-0.1.7-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
gouda_cheese-0.1.7-cp312-cp312-manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64 Details
gouda_cheese-0.1.7-cp312-cp312-manylinux_2_28_armv7l.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARMv7l Details
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gouda_cheese-0.1.7-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
gouda_cheese-0.1.7-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
gouda_cheese-0.1.7-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
gouda_cheese-0.1.7-cp311-cp311-manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64 Details
gouda_cheese-0.1.7-cp311-cp311-manylinux_2_28_armv7l.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARMv7l Details
gouda_cheese-0.1.7-cp311-cp311-manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64 Details
gouda_cheese-0.1.7-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
gouda_cheese-0.1.7-cp311-cp311-macosx_10_12_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details

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