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 0.1.9

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 0.1.9
File	Size	Uploaded
gouda_cheese-0.1.9.tar.gz	57.9 kB	Jul 6, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for gouda-cheese 0.1.9
File	Interpreter	ABI	Platform	Reset
gouda_cheese-0.1.9-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-0.1.9-pp311-pypy311_pp73-manylinux_2_28_armv7l.whl 884.2 kB Jul 6, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.9-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl 901.7 kB Jul 6, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.9-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-0.1.9-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-0.1.9-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-0.1.9-cp314-cp314t-manylinux_2_28_armv7l.whl 877.4 kB Jul 6, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.9-cp314-cp314t-manylinux_2_28_aarch64.whl 898.6 kB Jul 6, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.9-cp314-cp314-win_amd64.whl 17.2 MB Jul 6, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
gouda_cheese-0.1.9-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-0.1.9-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-0.1.9-cp314-cp314-manylinux_2_28_aarch64.whl 898.8 kB Jul 6, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.9-cp314-cp314-macosx_11_0_arm64.whl 863.9 kB Jul 6, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
gouda_cheese-0.1.9-cp314-cp314-macosx_10_12_x86_64.whl 876.7 kB Jul 6, 2026	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details
gouda_cheese-0.1.9-cp313-cp313-win_amd64.whl 17.2 MB Jul 6, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
gouda_cheese-0.1.9-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-0.1.9-cp313-cp313-manylinux_2_28_armv7l.whl 882.3 kB Jul 6, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.9-cp313-cp313-manylinux_2_28_aarch64.whl 898.3 kB Jul 6, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.9-cp313-cp313-macosx_11_0_arm64.whl 865.9 kB Jul 6, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
gouda_cheese-0.1.9-cp313-cp313-macosx_10_12_x86_64.whl 876.8 kB Jul 6, 2026	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
gouda_cheese-0.1.9-cp312-cp312-win_amd64.whl 17.2 MB Jul 6, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
gouda_cheese-0.1.9-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-0.1.9-cp312-cp312-manylinux_2_28_armv7l.whl 882.1 kB Jul 6, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.9-cp312-cp312-manylinux_2_28_aarch64.whl 898.0 kB Jul 6, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.9-cp312-cp312-macosx_11_0_arm64.whl 865.8 kB Jul 6, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
gouda_cheese-0.1.9-cp312-cp312-macosx_10_12_x86_64.whl 877.2 kB Jul 6, 2026	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details
gouda_cheese-0.1.9-cp311-cp311-win_amd64.whl 17.2 MB Jul 6, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
gouda_cheese-0.1.9-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-0.1.9-cp311-cp311-manylinux_2_28_armv7l.whl 882.8 kB Jul 6, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARMv7l	Details
gouda_cheese-0.1.9-cp311-cp311-manylinux_2_28_aarch64.whl 902.6 kB Jul 6, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64	Details
gouda_cheese-0.1.9-cp311-cp311-macosx_11_0_arm64.whl 870.6 kB Jul 6, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
gouda_cheese-0.1.9-cp311-cp311-macosx_10_12_x86_64.whl 873.4 kB Jul 6, 2026	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details

Total release size: 102.7 MB

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Release files / gouda_cheese-0.1.9-cp313-cp313-win_amd64.whl

Download URL	gouda_cheese-0.1.9-cp313-cp313-win_amd64.whl
Size	17.2 MB
Tags	CPython 3.13 Windows x86-64
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Release files / gouda_cheese-0.1.9-cp313-cp313-manylinux_2_28_x86_64.whl

Download URL	gouda_cheese-0.1.9-cp313-cp313-manylinux_2_28_x86_64.whl
Size	2.0 MB
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Release files / gouda_cheese-0.1.9-cp313-cp313-manylinux_2_28_armv7l.whl

Download URL	gouda_cheese-0.1.9-cp313-cp313-manylinux_2_28_armv7l.whl
Size	882.3 kB
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Release files / gouda_cheese-0.1.9-cp313-cp313-manylinux_2_28_aarch64.whl

Download URL	gouda_cheese-0.1.9-cp313-cp313-manylinux_2_28_aarch64.whl
Size	898.3 kB
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Release files / gouda_cheese-0.1.9-cp313-cp313-macosx_11_0_arm64.whl

Download URL	gouda_cheese-0.1.9-cp313-cp313-macosx_11_0_arm64.whl
Size	865.9 kB
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Release files / gouda_cheese-0.1.9-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	gouda_cheese-0.1.9-cp313-cp313-macosx_10_12_x86_64.whl
Size	876.8 kB
Tags	CPython 3.13 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`c4bfedbc55c0700f0c14217afe7d180f657dfa3b4b57d4946a2375a1f4e37d43`
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Release files / gouda_cheese-0.1.9-cp312-cp312-win_amd64.whl

Download URL	gouda_cheese-0.1.9-cp312-cp312-win_amd64.whl
Size	17.2 MB
Tags	CPython 3.12 Windows x86-64
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Release files / gouda_cheese-0.1.9-cp312-cp312-manylinux_2_28_x86_64.whl

Download URL	gouda_cheese-0.1.9-cp312-cp312-manylinux_2_28_x86_64.whl
Size	2.0 MB
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Release files / gouda_cheese-0.1.9-cp312-cp312-manylinux_2_28_armv7l.whl

Download URL	gouda_cheese-0.1.9-cp312-cp312-manylinux_2_28_armv7l.whl
Size	882.1 kB
Tags	CPython 3.12 Linux glibc 2.28+ ARMv7l
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Release files / gouda_cheese-0.1.9-cp312-cp312-manylinux_2_28_aarch64.whl

Download URL	gouda_cheese-0.1.9-cp312-cp312-manylinux_2_28_aarch64.whl
Size	898.0 kB
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SHA-256 checksum How to use checksums	`1c8a7ee63300c42444b1baab3354f55dbc1528bbfe89ea9b8cb6d08c2e985258`
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Release files / gouda_cheese-0.1.9-cp312-cp312-macosx_11_0_arm64.whl

Download URL	gouda_cheese-0.1.9-cp312-cp312-macosx_11_0_arm64.whl
Size	865.8 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
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Release files / gouda_cheese-0.1.9-cp312-cp312-macosx_10_12_x86_64.whl

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Size	877.2 kB
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Release files / gouda_cheese-0.1.9-cp311-cp311-win_amd64.whl

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Size	17.2 MB
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Release files / gouda_cheese-0.1.9-cp311-cp311-manylinux_2_28_x86_64.whl

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Size	2.0 MB
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SHA-256 checksum How to use checksums	`7cc7b368f943dd6828e2b5c2cf359f7a1e9a47aaf77fb8d6d98367b2ee359baa`
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Release files / gouda_cheese-0.1.9-cp311-cp311-manylinux_2_28_armv7l.whl

Download URL	gouda_cheese-0.1.9-cp311-cp311-manylinux_2_28_armv7l.whl
Size	882.8 kB
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Release files / gouda_cheese-0.1.9-cp311-cp311-manylinux_2_28_aarch64.whl

Download URL	gouda_cheese-0.1.9-cp311-cp311-manylinux_2_28_aarch64.whl
Size	902.6 kB
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SHA-256 checksum How to use checksums	`f2bff5f09813bbc3b75e046f2ca6118cafd0503d8ba2d2874397f49c6d29bd06`
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Release files / gouda_cheese-0.1.9-cp311-cp311-macosx_11_0_arm64.whl

Download URL	gouda_cheese-0.1.9-cp311-cp311-macosx_11_0_arm64.whl
Size	870.6 kB
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Release files / gouda_cheese-0.1.9-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	gouda_cheese-0.1.9-cp311-cp311-macosx_10_12_x86_64.whl
Size	873.4 kB
Tags	CPython 3.11 macOS 10.12+ x86-64
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