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 0.1.8

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for gouda-cheese 0.1.8
File	Size	Uploaded
gouda_cheese-0.1.8.tar.gz	57.9 kB	Jul 6, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for gouda-cheese 0.1.8
File	Interpreter	ABI	Platform	Reset
gouda_cheese-0.1.8-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl 2.0 MB Jul 6, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.28+ x86-64	Details
gouda_cheese-0.1.8-pp311-pypy311_pp73-manylinux_2_28_armv7l.whl 884.5 kB Jul 6, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.8-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl 902.4 kB Jul 6, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.8-cp315-cp315t-manylinux_2_28_x86_64.whl 2.0 MB Jul 6, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.28+ x86-64	Details
gouda_cheese-0.1.8-cp315-cp315-manylinux_2_28_x86_64.whl 2.0 MB Jul 6, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.28+ x86-64	Details
gouda_cheese-0.1.8-cp314-cp314t-manylinux_2_28_x86_64.whl 2.0 MB Jul 6, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64	Details
gouda_cheese-0.1.8-cp314-cp314t-manylinux_2_28_armv7l.whl 877.5 kB Jul 6, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.8-cp314-cp314t-manylinux_2_28_aarch64.whl 898.8 kB Jul 6, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.8-cp314-cp314-manylinux_2_28_x86_64.whl 2.0 MB Jul 6, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64	Details
gouda_cheese-0.1.8-cp314-cp314-manylinux_2_28_armv7l.whl 879.9 kB Jul 6, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.8-cp314-cp314-manylinux_2_28_aarch64.whl 899.4 kB Jul 6, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.8-cp314-cp314-macosx_11_0_arm64.whl 863.8 kB Jul 6, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
gouda_cheese-0.1.8-cp314-cp314-macosx_10_12_x86_64.whl 876.6 kB Jul 6, 2026	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details
gouda_cheese-0.1.8-cp313-cp313-manylinux_2_28_x86_64.whl 2.0 MB Jul 6, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64	Details
gouda_cheese-0.1.8-cp313-cp313-manylinux_2_28_armv7l.whl 882.2 kB Jul 6, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.8-cp313-cp313-manylinux_2_28_aarch64.whl 898.7 kB Jul 6, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.8-cp313-cp313-macosx_11_0_arm64.whl 866.1 kB Jul 6, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
gouda_cheese-0.1.8-cp313-cp313-macosx_10_12_x86_64.whl 876.9 kB Jul 6, 2026	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_x86_64.whl 2.0 MB Jul 6, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64	Details
gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_armv7l.whl 882.4 kB Jul 6, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_aarch64.whl 899.0 kB Jul 6, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.8-cp312-cp312-macosx_11_0_arm64.whl 866.1 kB Jul 6, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
gouda_cheese-0.1.8-cp312-cp312-macosx_10_12_x86_64.whl 877.1 kB Jul 6, 2026	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details
gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_x86_64.whl 2.0 MB Jul 6, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64	Details
gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_armv7l.whl 883.1 kB Jul 6, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_aarch64.whl 902.9 kB Jul 6, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.8-cp311-cp311-macosx_11_0_arm64.whl 870.9 kB Jul 6, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
gouda_cheese-0.1.8-cp311-cp311-macosx_10_12_x86_64.whl 873.2 kB Jul 6, 2026	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details

Total release size: 33.9 MB

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Tags	CPython 3.13 Linux glibc 2.28+ ARMv7l
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Release files / gouda_cheese-0.1.8-cp313-cp313-manylinux_2_28_aarch64.whl

Download URL	gouda_cheese-0.1.8-cp313-cp313-manylinux_2_28_aarch64.whl
Size	898.7 kB
Tags	CPython 3.13 Linux glibc 2.28+ ARM64
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Release files / gouda_cheese-0.1.8-cp313-cp313-macosx_11_0_arm64.whl

Download URL	gouda_cheese-0.1.8-cp313-cp313-macosx_11_0_arm64.whl
Size	866.1 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
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Release files / gouda_cheese-0.1.8-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	gouda_cheese-0.1.8-cp313-cp313-macosx_10_12_x86_64.whl
Size	876.9 kB
Tags	CPython 3.13 macOS 10.12+ x86-64
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Release files / gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_x86_64.whl

Download URL	gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_x86_64.whl
Size	2.0 MB
Tags	CPython 3.12 Linux glibc 2.28+ x86-64
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Release files / gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_armv7l.whl

Download URL	gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_armv7l.whl
Size	882.4 kB
Tags	CPython 3.12 Linux glibc 2.28+ ARMv7l
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Release files / gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_aarch64.whl

Download URL	gouda_cheese-0.1.8-cp312-cp312-manylinux_2_28_aarch64.whl
Size	899.0 kB
Tags	CPython 3.12 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`74b679e4f9552dd3cedb0379daf2c457a5b0403b1c56fa69808aa8cdfdb9e30e`
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Release files / gouda_cheese-0.1.8-cp312-cp312-macosx_11_0_arm64.whl

Download URL	gouda_cheese-0.1.8-cp312-cp312-macosx_11_0_arm64.whl
Size	866.1 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
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Release files / gouda_cheese-0.1.8-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	gouda_cheese-0.1.8-cp312-cp312-macosx_10_12_x86_64.whl
Size	877.1 kB
Tags	CPython 3.12 macOS 10.12+ x86-64
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Release files / gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_x86_64.whl

Download URL	gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_x86_64.whl
Size	2.0 MB
Tags	CPython 3.11 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`ba3e980689b0beb58e74daa06bda5de465b5b52bdb08adc77b8e39dee0a9aeff`
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Release files / gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_armv7l.whl

Download URL	gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_armv7l.whl
Size	883.1 kB
Tags	CPython 3.11 Linux glibc 2.28+ ARMv7l
SHA-256 checksum How to use checksums	`6ee04066c31955090137c0cb3f8fbc21b9fbe706bb95d2740c50cbcb3cb407b7`
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Release files / gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_aarch64.whl

Download URL	gouda_cheese-0.1.8-cp311-cp311-manylinux_2_28_aarch64.whl
Size	902.9 kB
Tags	CPython 3.11 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`f485be14bc78a3fd81151b2ee9e127a04d3a30d8c715086b2368b4632741fede`
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Release files / gouda_cheese-0.1.8-cp311-cp311-macosx_11_0_arm64.whl

Download URL	gouda_cheese-0.1.8-cp311-cp311-macosx_11_0_arm64.whl
Size	870.9 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
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Release files / gouda_cheese-0.1.8-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	gouda_cheese-0.1.8-cp311-cp311-macosx_10_12_x86_64.whl
Size	873.2 kB
Tags	CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`2d0b5bb0bee718e4f8210f097fa7245f3404a56c40af8402dbac0d9de56f15b3`
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