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:
Newer release available (0.1.8)

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:
Newer release available (0.1.8)

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 0.1.7

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 0.1.7
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Built distributions (wheels)

Table of built distributions (wheels) for swiss_cheese 0.1.7
File
swiss_cheese-0.1.7-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl 750.2 kB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-musllinux_1_2_i686.whl 786.4 kB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl 798.1 kB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl 692.9 kB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 543.2 kB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 545.9 kB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 668.2 kB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 579.5 kB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 522.8 kB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.7-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 516.1 kB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.7-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 538.1 kB CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.7-cp315-cp315t-manylinux_2_17_i686.manylinux2014_i686.whl 572.4 kB CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.7-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 539.6 kB CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.7-cp315-cp315-manylinux_2_17_i686.manylinux2014_i686.whl 574.2 kB CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.7-cp314-cp314t-musllinux_1_2_x86_64.whl 746.0 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.7-cp314-cp314t-musllinux_1_2_i686.whl 779.3 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.7-cp314-cp314t-musllinux_1_2_armv7l.whl 789.8 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.7-cp314-cp314t-musllinux_1_2_aarch64.whl 688.5 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.7-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 538.9 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.7-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl 542.5 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.7-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 659.3 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.7-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl 571.8 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.7-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 514.3 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.7-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 512.9 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.7-cp314-cp314-win_arm64.whl 325.2 kB CPython 3.14 CPython 3.14 Windows ARM64 Details
swiss_cheese-0.1.7-cp314-cp314-win_amd64.whl 351.5 kB CPython 3.14 CPython 3.14 Windows x86-64 Details
swiss_cheese-0.1.7-cp314-cp314-musllinux_1_2_x86_64.whl 746.1 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.7-cp314-cp314-musllinux_1_2_i686.whl 780.6 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.7-cp314-cp314-musllinux_1_2_armv7l.whl 791.8 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.7-cp314-cp314-musllinux_1_2_aarch64.whl 690.1 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.7-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 538.8 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.7-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl 545.1 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.7-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 663.4 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.7-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl 573.6 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.7-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 516.3 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.7-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 513.3 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.7-cp314-cp314-macosx_11_0_arm64.whl 459.5 kB CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
swiss_cheese-0.1.7-cp314-cp314-macosx_10_12_x86_64.whl 483.0 kB CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
swiss_cheese-0.1.7-cp313-cp313-win_arm64.whl 324.8 kB CPython 3.13 CPython 3.13 Windows ARM64 Details
swiss_cheese-0.1.7-cp313-cp313-win_amd64.whl 351.0 kB CPython 3.13 CPython 3.13 Windows x86-64 Details
swiss_cheese-0.1.7-cp313-cp313-win32.whl 323.0 kB CPython 3.13 CPython 3.13 Windows x86-32 Details
swiss_cheese-0.1.7-cp313-cp313-musllinux_1_2_x86_64.whl 745.5 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.7-cp313-cp313-musllinux_1_2_i686.whl 780.1 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.7-cp313-cp313-musllinux_1_2_armv7l.whl 791.1 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.7-cp313-cp313-musllinux_1_2_aarch64.whl 689.5 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.7-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 538.2 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.7-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 542.5 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.7-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 662.5 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.7-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl 572.9 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.7-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 515.8 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.7-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 512.7 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.7-cp313-cp313-macosx_11_0_arm64.whl 458.5 kB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
swiss_cheese-0.1.7-cp313-cp313-macosx_10_12_x86_64.whl 481.6 kB CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
swiss_cheese-0.1.7-cp312-cp312-win_arm64.whl 324.9 kB CPython 3.12 CPython 3.12 Windows ARM64 Details
swiss_cheese-0.1.7-cp312-cp312-win_amd64.whl 351.3 kB CPython 3.12 CPython 3.12 Windows x86-64 Details
swiss_cheese-0.1.7-cp312-cp312-musllinux_1_2_x86_64.whl 745.6 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.7-cp312-cp312-musllinux_1_2_i686.whl 779.9 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.7-cp312-cp312-musllinux_1_2_armv7l.whl 791.9 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.7-cp312-cp312-musllinux_1_2_aarch64.whl 689.0 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.7-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 538.0 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.7-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 542.0 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.7-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 662.2 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.7-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 572.9 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.7-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 516.3 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.7-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 512.4 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.7-cp312-cp312-macosx_11_0_arm64.whl 457.9 kB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
swiss_cheese-0.1.7-cp312-cp312-macosx_10_12_x86_64.whl 480.4 kB CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
swiss_cheese-0.1.7-cp311-cp311-win_amd64.whl 353.9 kB CPython 3.11 CPython 3.11 Windows x86-64 Details
swiss_cheese-0.1.7-cp311-cp311-musllinux_1_2_x86_64.whl 749.3 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
swiss_cheese-0.1.7-cp311-cp311-musllinux_1_2_i686.whl 783.7 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
swiss_cheese-0.1.7-cp311-cp311-musllinux_1_2_armv7l.whl 793.5 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
swiss_cheese-0.1.7-cp311-cp311-musllinux_1_2_aarch64.whl 691.8 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
swiss_cheese-0.1.7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 542.4 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
swiss_cheese-0.1.7-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 544.6 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
swiss_cheese-0.1.7-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 664.9 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
swiss_cheese-0.1.7-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 575.6 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
swiss_cheese-0.1.7-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 518.2 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
swiss_cheese-0.1.7-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 515.2 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
swiss_cheese-0.1.7-cp311-cp311-macosx_11_0_arm64.whl 463.8 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
swiss_cheese-0.1.7-cp311-cp311-macosx_10_12_x86_64.whl 482.3 kB CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details

Total release size: 46.9 MB

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0.1.8

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