iminuit

Jupyter-friendly Python frontend for MINUIT2 in C++

These details have been verified by PyPI

Maintainers

Christoph.Deil hdembins Piti.Ongmongkolkul scikit-hep

These details have not been verified by PyPI

Project links

Project description

https://scikit-hep.org/assets/images/Scikit--HEP-Project-blue.svg

https://img.shields.io/pypi/v/iminuit.svg

https://img.shields.io/conda/vn/conda-forge/iminuit.svg

https://coveralls.io/repos/github/scikit-hep/iminuit/badge.svg?branch=develop

https://readthedocs.org/projects/iminuit/badge/?version=stable

https://zenodo.org/badge/DOI/10.5281/zenodo.3949207.svg

iminuit is a Jupyter-friendly Python interface for the Minuit2 C++ library maintained by CERN’s ROOT team.

Minuit was designed to minimise statistical cost functions, for likelihood and least-squares fits of parametric models to data. It provides the best-fit parameters and error estimates from likelihood profile analysis.

Supported CPython versions: 3.6+
Supported PyPy versions: 3.6
Supported platforms: Linux, OSX and Windows.

The iminuit package comes with additional features:

Included cost functions for binned and unbinned maximum-likelihood and (robust) least-squares fits
Support for SciPy minimisers
Numba support (optional)

Checkout the comprehensive list of tutorials that demonstrate these features.

In a nutshell

from iminuit import Minuit

def cost_function(x, y, z):
    return (x - 2) ** 2 + (y - 3) ** 2 + (z - 4) ** 2

fcn.errordef = Minuit.LEAST_SQUARES

m = Minuit(cost_function, x=0, y=0, z=0)

m.migrad()  # run optimiser
print(m.values)  # x: 2, y: 3, z: 4

m.hesse()   # run covariance estimator
print(m.errors)  # x: 1, y: 1, z: 1

Versions

The current 2.x series has introduced breaking interfaces changes with respect to the 1.x series.

All interface changes are documented in the changelog with recommendations how to upgrade. To keep existing scripts running, pin your major iminuit version to <2, i.e. pip install 'iminuit<2' installs the 1.x series.

Project details

These details have been verified by PyPI

Maintainers

Christoph.Deil hdembins Piti.Ongmongkolkul scikit-hep

These details have not been verified by PyPI

Project links

Release history Release notifications | RSS feed

2.30.1

Oct 8, 2024

2.30.0

Sep 24, 2024

2.29.1

Aug 25, 2024

2.29.0

Aug 25, 2024

2.28.0

Aug 1, 2024

2.27.0

Jul 30, 2024

2.26.0

Jun 3, 2024

2.25.2

Feb 9, 2024

2.25.1

Feb 8, 2024

2.25.0

Jan 31, 2024

2.24.0

Aug 15, 2023

2.23.0

Jul 28, 2023

2.22.0

Jun 22, 2023

2.21.3

Apr 3, 2023

2.21.2

Mar 19, 2023

2.21.1

Mar 18, 2023

2.21.0

Mar 3, 2023

2.20.0

Feb 13, 2023

2.19.0

Feb 10, 2023

2.18.0

Dec 14, 2022

2.17.0

Sep 27, 2022

2.17.0b1 pre-release

Sep 27, 2022

2.16.0

Aug 16, 2022

2.15.2

Aug 2, 2022

2.15.1

Jul 28, 2022

2.15.0

Jul 27, 2022

2.14.0

Jul 25, 2022

2.13.0

Jul 17, 2022

2.12.3b2 pre-release

Jul 16, 2022

2.12.3b1 pre-release

Jul 16, 2022

2.12.2

Jul 15, 2022

2.12.1

Jul 1, 2022

2.12.0

Jun 21, 2022

2.11.2

Mar 28, 2022

2.11.1

Mar 27, 2022

2.11.0

Mar 27, 2022

2.10.0

Mar 4, 2022

2.9.0

Jan 9, 2022

2.8.4

Oct 11, 2021

2.8.3

Sep 3, 2021

This version

2.8.2

Aug 15, 2021

2.8.1

Aug 4, 2021

2.8.1rc1 pre-release

Aug 3, 2021

2.8.0

Jul 25, 2021

2.7.0

Jul 4, 2021

2.6.1

May 13, 2021

2.6.0

May 2, 2021

2.5.0

Apr 30, 2021

2.4.0

Feb 10, 2021

2.3.0

Jan 24, 2021

2.2.1

Dec 22, 2020

2.2.0

Dec 20, 2020

2.2.0rc2 pre-release

Dec 20, 2020

2.1.0

Dec 18, 2020

2.0.0

Dec 7, 2020

1.5.4

Nov 21, 2020

1.5.3

Nov 19, 2020

1.5.2 yanked

Sep 24, 2020

Reason this release was yanked:

1.5.x series has performance regression

1.5.1 yanked

Sep 20, 2020

Reason this release was yanked:

1.5.x series has performance regression

1.5.0 yanked

Sep 17, 2020

Reason this release was yanked:

1.5.x series has performance regression

1.4.9

Jul 19, 2020

1.4.8

Jul 16, 2020

1.4.7

Jul 15, 2020

1.4.6

Jul 11, 2020

1.4.5

Jun 25, 2020

1.4.4

Jun 25, 2020

1.4.3

Jun 24, 2020

1.4.2

Jun 14, 2020

1.4.1

Jun 13, 2020

1.4.0

Jun 12, 2020

1.3.10

Mar 31, 2020

1.3.9

Mar 31, 2020

1.3.8

Oct 17, 2019

1.3.7

Jun 12, 2019

1.3.6

May 22, 2019

1.3.3

Sep 12, 2018

1.3.2

Aug 11, 2018

1.3.1

Jul 10, 2018

1.3

Jul 9, 2018

1.2

Nov 10, 2015

1.1.1

Jan 28, 2014

1.1.0

Dec 6, 2013

1.0.9

Nov 20, 2013

1.0.8

Sep 14, 2013

1.0.7

Jun 4, 2013

1.0.6

Jan 27, 2013

1.0.5

Jan 16, 2013

1.0.4

Jan 6, 2013

1.0.3

Jan 2, 2013

1.0.2

Dec 27, 2012

1.0.1

Dec 21, 2012

1.0.0

Dec 18, 2012

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

iminuit-2.8.2.tar.gz (389.8 kB view details)

Uploaded Aug 15, 2021 Source

Built Distributions

iminuit-2.8.2-cp39-cp39-win_amd64.whl (303.4 kB view details)

Uploaded Aug 15, 2021 CPython 3.9 Windows x86-64

iminuit-2.8.2-cp39-cp39-win32.whl (265.1 kB view details)

Uploaded Aug 15, 2021 CPython 3.9 Windows x86

iminuit-2.8.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (322.0 kB view details)

Uploaded Aug 15, 2021 CPython 3.9 manylinux: glibc 2.17+ ARM64

iminuit-2.8.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (327.3 kB view details)

Uploaded Aug 15, 2021 CPython 3.9 manylinux: glibc 2.12+ x86-64

iminuit-2.8.2-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl (340.1 kB view details)

Uploaded Aug 15, 2021 CPython 3.9 manylinux: glibc 2.12+ i686

iminuit-2.8.2-cp39-cp39-macosx_10_9_x86_64.whl (343.1 kB view details)

Uploaded Aug 15, 2021 CPython 3.9 macOS 10.9+ x86-64

iminuit-2.8.2-cp39-cp39-macosx_10_9_universal2.whl (609.0 kB view details)

Uploaded Aug 15, 2021 CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64)

iminuit-2.8.2-cp38-cp38-win_amd64.whl (312.9 kB view details)

Uploaded Aug 15, 2021 CPython 3.8 Windows x86-64

iminuit-2.8.2-cp38-cp38-win32.whl (265.0 kB view details)

Uploaded Aug 15, 2021 CPython 3.8 Windows x86

iminuit-2.8.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (321.3 kB view details)

Uploaded Aug 15, 2021 CPython 3.8 manylinux: glibc 2.17+ ARM64

iminuit-2.8.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (327.2 kB view details)

Uploaded Aug 15, 2021 CPython 3.8 manylinux: glibc 2.12+ x86-64

iminuit-2.8.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl (339.9 kB view details)

Uploaded Aug 15, 2021 CPython 3.8 manylinux: glibc 2.12+ i686

iminuit-2.8.2-cp38-cp38-macosx_10_9_x86_64.whl (343.1 kB view details)

Uploaded Aug 15, 2021 CPython 3.8 macOS 10.9+ x86-64

iminuit-2.8.2-cp38-cp38-macosx_10_9_universal2.whl (608.9 kB view details)

Uploaded Aug 15, 2021 CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64)

iminuit-2.8.2-cp37-cp37m-win_amd64.whl (312.2 kB view details)

Uploaded Aug 15, 2021 CPython 3.7m Windows x86-64

iminuit-2.8.2-cp37-cp37m-win32.whl (267.5 kB view details)

Uploaded Aug 15, 2021 CPython 3.7m Windows x86

iminuit-2.8.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (339.2 kB view details)

Uploaded Aug 15, 2021 CPython 3.7m manylinux: glibc 2.17+ ARM64

iminuit-2.8.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (333.1 kB view details)

Uploaded Aug 15, 2021 CPython 3.7m manylinux: glibc 2.12+ x86-64

iminuit-2.8.2-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl (349.6 kB view details)

Uploaded Aug 15, 2021 CPython 3.7m manylinux: glibc 2.12+ i686

iminuit-2.8.2-cp37-cp37m-macosx_10_9_x86_64.whl (338.3 kB view details)

Uploaded Aug 15, 2021 CPython 3.7m macOS 10.9+ x86-64

iminuit-2.8.2-cp36-cp36m-win_amd64.whl (312.2 kB view details)

Uploaded Aug 15, 2021 CPython 3.6m Windows x86-64

iminuit-2.8.2-cp36-cp36m-win32.whl (267.5 kB view details)

Uploaded Aug 15, 2021 CPython 3.6m Windows x86

iminuit-2.8.2-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (339.1 kB view details)

Uploaded Aug 15, 2021 CPython 3.6m manylinux: glibc 2.17+ ARM64

iminuit-2.8.2-cp36-cp36m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (333.1 kB view details)

Uploaded Aug 15, 2021 CPython 3.6m manylinux: glibc 2.12+ x86-64

iminuit-2.8.2-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.whl (349.6 kB view details)

Uploaded Aug 15, 2021 CPython 3.6m manylinux: glibc 2.12+ i686

iminuit-2.8.2-cp36-cp36m-macosx_10_9_x86_64.whl (338.2 kB view details)

Uploaded Aug 15, 2021 CPython 3.6m macOS 10.9+ x86-64

File details

Details for the file iminuit-2.8.2.tar.gz.

File metadata

Download URL: iminuit-2.8.2.tar.gz
Upload date: Aug 15, 2021
Size: 389.8 kB
Tags: Source
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2.tar.gz
Algorithm	Hash digest
SHA256	`ffba627a638fe233bbef03e91af6063c1e5d62405327219b03f0abf50196a95b`
MD5	`3cb30e8c09b93d8fe3b40852f8c1d942`
BLAKE2b-256	`973c8ff5e14dc230250614fa161e4c4181250b87f7a54f29ddb01769fb5fa5b5`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp39-cp39-win_amd64.whl.

File metadata

Download URL: iminuit-2.8.2-cp39-cp39-win_amd64.whl
Upload date: Aug 15, 2021
Size: 303.4 kB
Tags: CPython 3.9, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp39-cp39-win_amd64.whl
Algorithm	Hash digest
SHA256	`5e4a400e3c6f1ad6ba381b5404f8f291aa6169a6c32e1c85803a4d80214e77ad`
MD5	`575e4856a723224014e1484a0071d30b`
BLAKE2b-256	`8b7a1bc45a255a15a1103d528bb10e36b98558ad392c29a8a33355541840247d`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp39-cp39-win32.whl.

File metadata

Download URL: iminuit-2.8.2-cp39-cp39-win32.whl
Upload date: Aug 15, 2021
Size: 265.1 kB
Tags: CPython 3.9, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp39-cp39-win32.whl
Algorithm	Hash digest
SHA256	`0826850170ff8c29f5d1fe30a655ab53101b2aad674d425d724108c5157abb62`
MD5	`3ca7b492f38da8729960cc210e210def`
BLAKE2b-256	`f25997621bfdc22ba567026823564586bb0821b7be11a909b4ef90d4b8a00e56`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: iminuit-2.8.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Aug 15, 2021
Size: 322.0 kB
Tags: CPython 3.9, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`f8a761547e75d2cfa1c943d17ed540fbad33d052f7f6b70e4c8a62786353d9be`
MD5	`821fe3b9e2094a84290249537cce7baf`
BLAKE2b-256	`040a56854637435d29d80368bf17dc98d26fe4115693b50f92c045116f410eaa`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.

File metadata

Download URL: iminuit-2.8.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Upload date: Aug 15, 2021
Size: 327.3 kB
Tags: CPython 3.9, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`e5b85d36371bcdb039700a3ac720b458d45e9441b45176ba81bfb3601d8bd22b`
MD5	`b966758a17a07d5c9569fc7a06d43da5`
BLAKE2b-256	`c00572085c586fae270787a355eb15df7eee6297769762b352708402fe7a80ea`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

Download URL: iminuit-2.8.2-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl
Upload date: Aug 15, 2021
Size: 340.1 kB
Tags: CPython 3.9, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`e8362dfaace0f251434fc8f9bec1867e6f28dc591df058660ae246c9c469e374`
MD5	`a27fe31a65941c2479994e08323d7432`
BLAKE2b-256	`f3d6475d79010d6ef0404cc30cd13d8e775cfbc43a8c123d5a641d3795f459ae`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

Download URL: iminuit-2.8.2-cp39-cp39-macosx_10_9_x86_64.whl
Upload date: Aug 15, 2021
Size: 343.1 kB
Tags: CPython 3.9, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`a95377a4c024126f686f30d680aba5b1e8a7b8ce3c242af674dfc72c8271854e`
MD5	`a88b25f37e34cea3b86b0583a7d0e3f7`
BLAKE2b-256	`ed3f1b546eb23d642f7c780c166ad45b6039e72d812e3637c17497a9c4e62ac4`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp39-cp39-macosx_10_9_universal2.whl.

File metadata

Download URL: iminuit-2.8.2-cp39-cp39-macosx_10_9_universal2.whl
Upload date: Aug 15, 2021
Size: 609.0 kB
Tags: CPython 3.9, macOS 10.9+ universal2 (ARM64, x86-64)
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp39-cp39-macosx_10_9_universal2.whl
Algorithm	Hash digest
SHA256	`bb24f6ffccd8d45c310d2ebfaf9356e31ae22705a244d2d18c824ff20879d946`
MD5	`812450a6fc5cd6062309b7a299166d28`
BLAKE2b-256	`730ba4127853519d46f44952b1f11cfc6bf8b2adca9eb93b50d3031997462575`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp38-cp38-win_amd64.whl.

File metadata

Download URL: iminuit-2.8.2-cp38-cp38-win_amd64.whl
Upload date: Aug 15, 2021
Size: 312.9 kB
Tags: CPython 3.8, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp38-cp38-win_amd64.whl
Algorithm	Hash digest
SHA256	`4122f8cf3b19f90482cd3e6ab8b3068d6786b0b468cf437d8e08d9d369171d76`
MD5	`14ea128b4b763202f66d79e039c10ad7`
BLAKE2b-256	`89610ed7e1876c981254f5e88541d3cf14e73a84c142eff105cf640d28da7703`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp38-cp38-win32.whl.

File metadata

Download URL: iminuit-2.8.2-cp38-cp38-win32.whl
Upload date: Aug 15, 2021
Size: 265.0 kB
Tags: CPython 3.8, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp38-cp38-win32.whl
Algorithm	Hash digest
SHA256	`df5968a817f520aedce2b195db72eee9cc3cc8d36edbd2dd52ce176cd0f17651`
MD5	`7bb7766070ea0d7177ec9b43ad41fe4e`
BLAKE2b-256	`dc48985d8a1c3659011931eee224d6b6db7e9075b2db0bbf701cda5643001d7f`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: iminuit-2.8.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Aug 15, 2021
Size: 321.3 kB
Tags: CPython 3.8, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`378cb922ca6d4740d31b8b449ee809507001b10be11095e8a2b9783665953517`
MD5	`a07737c64ec2778a5e5285e7bb87e1de`
BLAKE2b-256	`638901cde74821e20147bcf23ca516027c4adffb8a8d3ae8da447fb68b7b07a5`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.

File metadata

Download URL: iminuit-2.8.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Upload date: Aug 15, 2021
Size: 327.2 kB
Tags: CPython 3.8, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`369f86f9e349b8d1adbdda99a14a9685c56c48a3d53a85974d68131beaf9385c`
MD5	`32ecca61e2e3fee50a023be7bde25cff`
BLAKE2b-256	`f88be59a378b1ed2d0dab846a18f01de02710f270aa5c207ae90df00c705e73d`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

Download URL: iminuit-2.8.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl
Upload date: Aug 15, 2021
Size: 339.9 kB
Tags: CPython 3.8, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`19e8289c0264d52faf50112754f705828202c4103e169844511faf71d133b727`
MD5	`35b645594163160d7765730c10817cd6`
BLAKE2b-256	`44c59191fff1fcea6b406e05ca890d0bfb72097c770d9318b62e4edc6869198e`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

Download URL: iminuit-2.8.2-cp38-cp38-macosx_10_9_x86_64.whl
Upload date: Aug 15, 2021
Size: 343.1 kB
Tags: CPython 3.8, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`3dbad4479354e0a4b705a41917efaf0033b9266f49457daae418165c27f8234c`
MD5	`aa27f12205a97c4e2203adbfa65e0a17`
BLAKE2b-256	`487bc51a3afd431de04e3daa016358589df9b4ec6180ffa75dd3df66c05153bb`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp38-cp38-macosx_10_9_universal2.whl.

File metadata

Download URL: iminuit-2.8.2-cp38-cp38-macosx_10_9_universal2.whl
Upload date: Aug 15, 2021
Size: 608.9 kB
Tags: CPython 3.8, macOS 10.9+ universal2 (ARM64, x86-64)
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp38-cp38-macosx_10_9_universal2.whl
Algorithm	Hash digest
SHA256	`4b60658058ee93e2578c762f0d70ae9c3404106993c92ce322a0bdffa956d0bd`
MD5	`b3ac9a2892dbb01bc278d044d85621be`
BLAKE2b-256	`1c79ded95b32d395317a002f891e8edfdbf31db54db81d0d6473938d01cbc29a`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp37-cp37m-win_amd64.whl.

File metadata

Download URL: iminuit-2.8.2-cp37-cp37m-win_amd64.whl
Upload date: Aug 15, 2021
Size: 312.2 kB
Tags: CPython 3.7m, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp37-cp37m-win_amd64.whl
Algorithm	Hash digest
SHA256	`ce053ac35dd9e91b41056228527ef994ee8741890c3509bc53fab07fcb71cf01`
MD5	`2acf1fd39ae50c530a113801c4032409`
BLAKE2b-256	`950ff7814b06d74692c215e76fe7ba2f4f3b0429fdcc4cefd3ed6a848d296c4f`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp37-cp37m-win32.whl.

File metadata

Download URL: iminuit-2.8.2-cp37-cp37m-win32.whl
Upload date: Aug 15, 2021
Size: 267.5 kB
Tags: CPython 3.7m, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp37-cp37m-win32.whl
Algorithm	Hash digest
SHA256	`ce9ff54e45a45af23ac4755ffcc4efdf7827625eac5ee34196ad51640bf2e081`
MD5	`e46f988e14641e7ed688ac34d79cbb6e`
BLAKE2b-256	`cda39a992480b23c84e168decfbc8f23e72063c44a1a9d2b4cca6730e72d8e21`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: iminuit-2.8.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Aug 15, 2021
Size: 339.2 kB
Tags: CPython 3.7m, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`b77aa64dbb0c3a588562897f4a60534315da278a2c994e87187bb3eed0c400eb`
MD5	`15c17ba9a0e2825fe94a1ce6089bcd15`
BLAKE2b-256	`b1bdef48829748b07afed5c1c37bf48f709fd8df04552f3e686c7ec2c176c24e`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.

File metadata

Download URL: iminuit-2.8.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Upload date: Aug 15, 2021
Size: 333.1 kB
Tags: CPython 3.7m, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`33b1dd0a43ee594cdfeee7ebe6fb4dea4df81fec54faa423cc2216fa9538e9f3`
MD5	`8a3aa6fd1d5d11a011e22bdd5c855da1`
BLAKE2b-256	`d0a86d02f65d644cece6821fe587a639cb65dbc984edab6266d2759ca164b57b`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

Download URL: iminuit-2.8.2-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl
Upload date: Aug 15, 2021
Size: 349.6 kB
Tags: CPython 3.7m, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`a306c8e0c9239aba9ccae67d7b51ab51d87fa7f4546a66e71a489f6190c7052c`
MD5	`7e2c90ad6e3b0a3843a3e93e56356b6f`
BLAKE2b-256	`88cd4c4c15c59fc2e1cf9a643f40b6e1cd2dc64cb8a5c77f74521621231602ef`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

Download URL: iminuit-2.8.2-cp37-cp37m-macosx_10_9_x86_64.whl
Upload date: Aug 15, 2021
Size: 338.3 kB
Tags: CPython 3.7m, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`e8392abfb33d5f715f2ed5e561b2c2f58f78c5db25aa919b2954359681c75fdf`
MD5	`494d90c051e63e7c9e712bb091089e5b`
BLAKE2b-256	`5e1c21ffcbd62051bb47b0ac200bb7a0b2cc21f6273912ed0b1e40bcf858c49e`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp36-cp36m-win_amd64.whl.

File metadata

Download URL: iminuit-2.8.2-cp36-cp36m-win_amd64.whl
Upload date: Aug 15, 2021
Size: 312.2 kB
Tags: CPython 3.6m, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp36-cp36m-win_amd64.whl
Algorithm	Hash digest
SHA256	`44253870b539fd75c877529300cb6841fc2276b6b77e32edf123eac7c2f630f2`
MD5	`159c8a877efbfb727a1431951cdb07d8`
BLAKE2b-256	`1020bf721353b61dc6810c3838a9f94c31fb69c856673a280e1f71bb75f6395f`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp36-cp36m-win32.whl.

File metadata

Download URL: iminuit-2.8.2-cp36-cp36m-win32.whl
Upload date: Aug 15, 2021
Size: 267.5 kB
Tags: CPython 3.6m, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp36-cp36m-win32.whl
Algorithm	Hash digest
SHA256	`749180b48b6b32b415c4c442b89b20aadc6ee2dcd7b3d3dfc9fb52697be7a157`
MD5	`bf61990184dcf241ebc7c106f001a273`
BLAKE2b-256	`a1cd44e315eae9cf9b94e70872509368e2d938836df9337189827972b3acad2a`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: iminuit-2.8.2-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Aug 15, 2021
Size: 339.1 kB
Tags: CPython 3.6m, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`36ec8f75627f3e39434e9ee002577c602d5670a40ab159cad059ab2a31663e8a`
MD5	`50ddd27f085ca753588ada602945a72b`
BLAKE2b-256	`a0aae9626c07f25a3e4dd4a9ec816344b140c7233ce20d3f055dbac72b1cbdbf`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp36-cp36m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.

File metadata

Download URL: iminuit-2.8.2-cp36-cp36m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Upload date: Aug 15, 2021
Size: 333.1 kB
Tags: CPython 3.6m, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp36-cp36m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`d066919f5e88b8561e7746a503d5896403b3ddefc38ac40e526717dc4e42f6a2`
MD5	`bb506f24fae97f406da04ac8e430402c`
BLAKE2b-256	`875da3ac9616d2f453f14c0bc89186467b319ec43474936f33bd97c0a266a851`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

Download URL: iminuit-2.8.2-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.whl
Upload date: Aug 15, 2021
Size: 349.6 kB
Tags: CPython 3.6m, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`ed8ae1fc7d739c098a110d79cf03bb23c003db37904d4774ab08eb0054e2323c`
MD5	`e2d55a3aff2aef9aa37987324af96352`
BLAKE2b-256	`6a69b4539f8e6b217111406e8d5858602363a7952747e512306f999e6fdd7303`

See more details on using hashes here.

File details

Details for the file iminuit-2.8.2-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

Download URL: iminuit-2.8.2-cp36-cp36m-macosx_10_9_x86_64.whl
Upload date: Aug 15, 2021
Size: 338.2 kB
Tags: CPython 3.6m, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.1 CPython/3.9.6

File hashes

Hashes for iminuit-2.8.2-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`dacdae8bda5b8d252ffa558546ba635fd96e95768449a209ae99d28088e198f6`
MD5	`2b494ca17fe1021d948119fe40e6036c`
BLAKE2b-256	`7e78840a146102e454596e6f10c00b350d9b68b1aac34c482179d7c81dab0d9a`

See more details on using hashes here.

iminuit 2.8.2

Navigation

Verified details

Maintainers

Unverified details

Project links

Meta

Classifiers

Project description

In a nutshell

Versions

Project details

Verified details

Maintainers

Unverified details

Project links

Meta

Classifiers

Release history Release notifications | RSS feed

Download files

Source Distribution

Built Distributions

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details

File metadata

File hashes

File details