swiss-cheese

Making missing values for research purposes. Focuses on tabular data. Supports categorical and numerical values.

installation:

uv add swiss-cheese
pip install swiss-cheese

Usage:

from swiss_cheese import MNAR

generator = MNAR()
missing_df = generator(df, 0.4) # returns np.array or DataFrame with 40% missingness

Missing Completely At Random (MCAR)

Sets $\alpha$ percentage of values to missing completely at random. Ensures that every element has at least one feature.

Missing Not At Random (MNAR)

Sets $\alpha$ percentage of values missing by sampling from a normal distribution and matching to the nearest data value. Currently $3$ modes are supported:

Min

Removes the minimum value of each feature until desired $\alpha$ has been achieved.

Max

Removes the maximum value of each feature until desired $\alpha$ has been achieved.

Gaussian Missing (GM)

Samples from a gaussian (mean, var given as parameter) and romves closest value.

Block

Cuts out random rectangular shapes out of the data. Maximum width and height can be passed as parameter (block_size=(width, height)).

Blob

Cuts out random blob. Number of blobs can be passed as parameter (n_blobs).

Missing At Random (MAR)

Create pairs of observed and missing columns, then apply the MNAR schemes to the observed column but only set missing column to missing. Default mode is GM but Max and Min are also availble.

Attention: max_missing_per_column defines a maximum percentage that can be miissing per column It will always be assured that at least one column remains observed. If $\alpha$ is higher than the maximum possible missing rate, it will be set to the maximum and a warning is emitted.

Generators

All generators try to achieve the desired missingness rate, however they will ensure that every item has at least one observed feature. If it that constraint does not allow for the desired missingness rate it will warn the user and set the missing rate to maximal possible missing rate.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for Yosh89 from gravatar.com Yosh89

Requires

Python >=3.11

Classifiers

Report project as malware

Metadata

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for Yosh89 from gravatar.com Yosh89

Requires

Python >=3.11

Classifiers

Report project as malware

Release files for swiss_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 swiss_cheese 0.1.8
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Built distributions (wheels)

Table of built distributions (wheels) for swiss_cheese 0.1.8
File
swiss_cheese-0.1.8-cp314-cp314-win_arm64.whl 342.0 kB CPython 3.14 CPython 3.14 Windows ARM64 Details
swiss_cheese-0.1.8-cp314-cp314-win_amd64.whl 372.3 kB CPython 3.14 CPython 3.14 Windows x86-64 Details
swiss_cheese-0.1.8-cp314-cp314-win32.whl 341.5 kB CPython 3.14 CPython 3.14 Windows x86-32 Details
swiss_cheese-0.1.8-cp314-cp314-musllinux_1_2_x86_64.whl 768.9 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.8-cp314-cp314-musllinux_1_2_i686.whl 807.5 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.8-cp314-cp314-musllinux_1_2_armv7l.whl 815.4 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.8-cp314-cp314-musllinux_1_2_aarch64.whl 713.2 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.8-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 561.7 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.8-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl 565.5 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.8-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 686.7 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.8-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl 601.5 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.8-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 541.0 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.8-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 534.8 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.8-cp314-cp314-macosx_11_0_arm64.whl 479.7 kB CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
swiss_cheese-0.1.8-cp314-cp314-macosx_10_12_x86_64.whl 503.9 kB CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
swiss_cheese-0.1.8-cp313-cp313-win_arm64.whl 342.2 kB CPython 3.13 CPython 3.13 Windows ARM64 Details
swiss_cheese-0.1.8-cp313-cp313-win_amd64.whl 371.0 kB CPython 3.13 CPython 3.13 Windows x86-64 Details
swiss_cheese-0.1.8-cp313-cp313-win32.whl 340.7 kB CPython 3.13 CPython 3.13 Windows x86-32 Details
swiss_cheese-0.1.8-cp313-cp313-musllinux_1_2_x86_64.whl 768.8 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.8-cp313-cp313-musllinux_1_2_i686.whl 806.8 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.8-cp313-cp313-musllinux_1_2_armv7l.whl 814.9 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.8-cp313-cp313-musllinux_1_2_aarch64.whl 711.4 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.8-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 559.8 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.8-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 565.9 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.8-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 688.6 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.8-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl 600.7 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.8-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 540.5 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.8-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 533.7 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.8-cp313-cp313-macosx_11_0_arm64.whl 479.9 kB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
swiss_cheese-0.1.8-cp313-cp313-macosx_10_12_x86_64.whl 504.8 kB CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
swiss_cheese-0.1.8-cp312-cp312-win_arm64.whl 341.0 kB CPython 3.12 CPython 3.12 Windows ARM64 Details
swiss_cheese-0.1.8-cp312-cp312-win_amd64.whl 371.6 kB CPython 3.12 CPython 3.12 Windows x86-64 Details
swiss_cheese-0.1.8-cp312-cp312-win32.whl 339.8 kB CPython 3.12 CPython 3.12 Windows x86-32 Details
swiss_cheese-0.1.8-cp312-cp312-musllinux_1_2_x86_64.whl 768.3 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.8-cp312-cp312-musllinux_1_2_i686.whl 805.7 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.8-cp312-cp312-musllinux_1_2_armv7l.whl 814.7 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.8-cp312-cp312-musllinux_1_2_aarch64.whl 710.8 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.8-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 560.4 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.8-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 564.8 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.8-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 688.2 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.8-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 599.6 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.8-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 540.5 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.8-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 533.4 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.8-cp312-cp312-macosx_11_0_arm64.whl 478.6 kB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
swiss_cheese-0.1.8-cp312-cp312-macosx_10_12_x86_64.whl 503.8 kB CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
swiss_cheese-0.1.8-cp311-cp311-win_arm64.whl 344.0 kB CPython 3.11 CPython 3.11 Windows ARM64 Details
swiss_cheese-0.1.8-cp311-cp311-win_amd64.whl 374.5 kB CPython 3.11 CPython 3.11 Windows x86-64 Details
swiss_cheese-0.1.8-cp311-cp311-win32.whl 342.4 kB CPython 3.11 CPython 3.11 Windows x86-32 Details
swiss_cheese-0.1.8-cp311-cp311-musllinux_1_2_x86_64.whl 773.8 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.8-cp311-cp311-musllinux_1_2_i686.whl 811.2 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.8-cp311-cp311-musllinux_1_2_armv7l.whl 820.1 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.8-cp311-cp311-musllinux_1_2_aarch64.whl 715.4 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.8-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 564.4 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.8-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 569.8 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.8-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 690.4 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.8-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 604.8 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.8-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 544.9 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.8-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 538.5 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.8-cp311-cp311-macosx_11_0_arm64.whl 486.4 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
swiss_cheese-0.1.8-cp311-cp311-macosx_10_12_x86_64.whl 504.7 kB CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details

Total release size: 34.6 MB

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Release files / swiss_cheese-0.1.8-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / swiss_cheese-0.1.8-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / swiss_cheese-0.1.8-cp311-cp311-macosx_10_12_x86_64.whl

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0.1.8 This release

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