pentapy: A toolbox for pentadiagonal matrizes.

These details have not been verified by PyPI

Project links

Homepage

Project description

Welcome to pentapy

pentapy-LOGO

Purpose

pentapy is a toolbox to deal with pentadiagonal matrices in Python.

Pentadiagonal linear equation systems arise in many areas of science and engineering: e.g. when solving differential equations, in interpolation problems, or in numerical schemes like finite difference.

Installation

The package can be installed via pip. On Windows you can install WinPython to get Python and pip running.

pip install pentapy

There are pre-built wheels for Linux, MacOS and Windows for most Python versions (2.7, 3.4-3.7).

If your system is not supported and you want to have the Cython routines of pentapy installed, you have to provide a c-compiler and run:

pip install numpy cython
pip install pentapy

To get the scipy solvers running, you have to install scipy or you can use the following extra argument:

pip install pentapy[all]

Instead of "all" you can also typ "scipy" or "umfpack" to get one of these specific packages.

Citation

If you use pentapy in your publication, please cite it:

Müller, (2019). pentapy: A Python toolbox for pentadiagonal linear systems. Journal of Open Source Software, 4(42), 1759, https://doi.org/10.21105/joss.01759

To cite a certain release, have a look at the Zenodo site: https://doi.org/10.5281/zenodo.2587158

References

The solver is based on the algorithms PTRANS-I and PTRANS-II presented by Askar et al. 2015.

Documentation and Examples

You can find the documentation under https://pentapy.readthedocs.org.

Solving a pentadiagonal linear equation system

This is an example of how to solve a LES with a pentadiagonal matrix.

import numpy as np
import pentapy as pp

size = 1000
# create a flattened pentadiagonal matrix
M_flat = (np.random.random((5, size)) - 0.5) * 1e-5
V = np.random.random(size) * 1e5
# solve the LES with M_flat as row-wise flattened matrix
X = pp.solve(M_flat, V, is_flat=True)

# create the corresponding matrix for checking
M = pp.create_full(M_flat, col_wise=False)
# calculate the error
print(np.max(np.abs(np.dot(M, X) - V)))

This should give something like:

4.257890395820141e-08

Performance

In the following a couple of solvers for pentadiagonal systems are compared:

Solver 1: Standard linear algebra solver of Numpy np.linalg.solve
Solver 2: scipy.sparse.linalg.spsolve
Solver 3: Scipy banded solver scipy.linalg.solve_banded
Solver 4: pentapy.solve with solver=1
Solver 5: pentapy.solve with solver=2

Performance

The implementations of pentapy are almost one order of magnitude faster than the scipy algorithms for banded or sparse matrices.

The performance plot was created with perfplot. Have a look at the script: examples/03_perform_simple.py.

Requirements:

NumPy >= 1.14.5

Optional

Contact

You can contact us via info@geostat-framework.org.

License

Project details

These details have not been verified by PyPI

Project links

Homepage

Release history Release notifications | RSS feed

1.3.0

Apr 10, 2024

1.2.0

Apr 15, 2023

1.1.2

Jul 6, 2021

1.1.1

Feb 18, 2021

This version

1.1.1rc1 pre-release

Feb 18, 2021

1.1.0

Mar 22, 2020

1.1.0rc3 pre-release

Mar 22, 2020

1.1.0rc2 pre-release

Mar 22, 2020

1.1.0rc1 pre-release

Mar 21, 2020

1.0.3

Nov 10, 2019

1.0.2

Oct 2, 2019

1.0.1

Oct 2, 2019

1.0.0

Sep 18, 2019

1.0.0rc1 pre-release

Sep 17, 2019

0.1.1

Mar 7, 2019

0.1.0

Mar 7, 2019

Download files

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

Source Distribution

pentapy-1.1.1rc1.tar.gz (299.8 kB view details)

Uploaded Feb 18, 2021 Source

Built Distributions

pentapy-1.1.1rc1-cp39-cp39-win_amd64.whl (204.7 kB view details)

Uploaded Feb 18, 2021 CPython 3.9 Windows x86-64

pentapy-1.1.1rc1-cp39-cp39-win32.whl (191.2 kB view details)

Uploaded Feb 18, 2021 CPython 3.9 Windows x86

pentapy-1.1.1rc1-cp39-cp39-manylinux2010_x86_64.whl (503.2 kB view details)

Uploaded Feb 18, 2021 CPython 3.9 manylinux: glibc 2.12+ x86-64

pentapy-1.1.1rc1-cp39-cp39-manylinux2010_i686.whl (482.4 kB view details)

Uploaded Feb 18, 2021 CPython 3.9 manylinux: glibc 2.12+ i686

pentapy-1.1.1rc1-cp39-cp39-manylinux1_x86_64.whl (503.2 kB view details)

Uploaded Feb 18, 2021 CPython 3.9

pentapy-1.1.1rc1-cp39-cp39-manylinux1_i686.whl (482.4 kB view details)

Uploaded Feb 18, 2021 CPython 3.9

pentapy-1.1.1rc1-cp39-cp39-macosx_10_9_x86_64.whl (206.7 kB view details)

Uploaded Feb 18, 2021 CPython 3.9 macOS 10.9+ x86-64

pentapy-1.1.1rc1-cp38-cp38-win_amd64.whl (204.6 kB view details)

Uploaded Feb 18, 2021 CPython 3.8 Windows x86-64

pentapy-1.1.1rc1-cp38-cp38-win32.whl (191.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.8 Windows x86

pentapy-1.1.1rc1-cp38-cp38-manylinux2010_x86_64.whl (517.2 kB view details)

Uploaded Feb 18, 2021 CPython 3.8 manylinux: glibc 2.12+ x86-64

pentapy-1.1.1rc1-cp38-cp38-manylinux2010_i686.whl (497.4 kB view details)

Uploaded Feb 18, 2021 CPython 3.8 manylinux: glibc 2.12+ i686

pentapy-1.1.1rc1-cp38-cp38-manylinux1_x86_64.whl (517.2 kB view details)

Uploaded Feb 18, 2021 CPython 3.8

pentapy-1.1.1rc1-cp38-cp38-manylinux1_i686.whl (497.4 kB view details)

Uploaded Feb 18, 2021 CPython 3.8

pentapy-1.1.1rc1-cp38-cp38-macosx_10_9_x86_64.whl (205.0 kB view details)

Uploaded Feb 18, 2021 CPython 3.8 macOS 10.9+ x86-64

pentapy-1.1.1rc1-cp37-cp37m-win_amd64.whl (203.4 kB view details)

Uploaded Feb 18, 2021 CPython 3.7m Windows x86-64

pentapy-1.1.1rc1-cp37-cp37m-win32.whl (190.2 kB view details)

Uploaded Feb 18, 2021 CPython 3.7m Windows x86

pentapy-1.1.1rc1-cp37-cp37m-manylinux2010_x86_64.whl (474.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.7m manylinux: glibc 2.12+ x86-64

pentapy-1.1.1rc1-cp37-cp37m-manylinux2010_i686.whl (455.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.7m manylinux: glibc 2.12+ i686

pentapy-1.1.1rc1-cp37-cp37m-manylinux1_x86_64.whl (474.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.7m

pentapy-1.1.1rc1-cp37-cp37m-manylinux1_i686.whl (455.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.7m

pentapy-1.1.1rc1-cp37-cp37m-macosx_10_9_x86_64.whl (205.4 kB view details)

Uploaded Feb 18, 2021 CPython 3.7m macOS 10.9+ x86-64

pentapy-1.1.1rc1-cp36-cp36m-win_amd64.whl (203.3 kB view details)

Uploaded Feb 18, 2021 CPython 3.6m Windows x86-64

pentapy-1.1.1rc1-cp36-cp36m-win32.whl (190.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.6m Windows x86

pentapy-1.1.1rc1-cp36-cp36m-manylinux2010_x86_64.whl (474.9 kB view details)

Uploaded Feb 18, 2021 CPython 3.6m manylinux: glibc 2.12+ x86-64

pentapy-1.1.1rc1-cp36-cp36m-manylinux2010_i686.whl (454.6 kB view details)

Uploaded Feb 18, 2021 CPython 3.6m manylinux: glibc 2.12+ i686

pentapy-1.1.1rc1-cp36-cp36m-manylinux1_x86_64.whl (474.9 kB view details)

Uploaded Feb 18, 2021 CPython 3.6m

pentapy-1.1.1rc1-cp36-cp36m-manylinux1_i686.whl (454.6 kB view details)

Uploaded Feb 18, 2021 CPython 3.6m

pentapy-1.1.1rc1-cp36-cp36m-macosx_10_9_x86_64.whl (205.3 kB view details)

Uploaded Feb 18, 2021 CPython 3.6m macOS 10.9+ x86-64

pentapy-1.1.1rc1-cp35-cp35m-win_amd64.whl (201.9 kB view details)

Uploaded Feb 18, 2021 CPython 3.5m Windows x86-64

pentapy-1.1.1rc1-cp35-cp35m-win32.whl (189.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.5m Windows x86

pentapy-1.1.1rc1-cp35-cp35m-manylinux2010_x86_64.whl (467.6 kB view details)

Uploaded Feb 18, 2021 CPython 3.5m manylinux: glibc 2.12+ x86-64

pentapy-1.1.1rc1-cp35-cp35m-manylinux2010_i686.whl (449.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.5m manylinux: glibc 2.12+ i686

pentapy-1.1.1rc1-cp35-cp35m-manylinux1_x86_64.whl (467.6 kB view details)

Uploaded Feb 18, 2021 CPython 3.5m

pentapy-1.1.1rc1-cp35-cp35m-manylinux1_i686.whl (449.1 kB view details)

Uploaded Feb 18, 2021 CPython 3.5m

pentapy-1.1.1rc1-cp35-cp35m-macosx_10_9_x86_64.whl (202.4 kB view details)

Uploaded Feb 18, 2021 CPython 3.5m macOS 10.9+ x86-64

File details

Details for the file pentapy-1.1.1rc1.tar.gz.

File metadata

Download URL: pentapy-1.1.1rc1.tar.gz
Upload date: Feb 18, 2021
Size: 299.8 kB
Tags: Source
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1.tar.gz
Algorithm	Hash digest
SHA256	`987fd2e22852f8b3c4a074976caae1e8b058d4997fe3d9fa36cb3aee360aa6cf`
MD5	`b4245bfce078c6fead5385adcd72b476`
BLAKE2b-256	`7bd5f149c91cd3afb82929bf52ebb5abd55a029a2119a469908d14f55b39f7fe`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp39-cp39-win_amd64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp39-cp39-win_amd64.whl
Upload date: Feb 18, 2021
Size: 204.7 kB
Tags: CPython 3.9, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp39-cp39-win_amd64.whl
Algorithm	Hash digest
SHA256	`bfbb8a821bf2fff68c15dc5754129590e6d0163b723a2d712f0ab35918c5067b`
MD5	`13f2ac3734750bb378df53302e1f050c`
BLAKE2b-256	`12155ba29e90d5edc7977e4062a53f4cdcf120d6db733a3077c135e56d102127`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp39-cp39-win32.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp39-cp39-win32.whl
Upload date: Feb 18, 2021
Size: 191.2 kB
Tags: CPython 3.9, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp39-cp39-win32.whl
Algorithm	Hash digest
SHA256	`5dbfc6be9bfa8101f0e232149e40e434f07ef48137cd6a7b731bbc067c15100f`
MD5	`5756cce1f6923fd87ee7c93421d68293`
BLAKE2b-256	`7a3943005a389070d8a68620dc25f4873e4b9e16f71d1a00ed6a19b2c860091d`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp39-cp39-manylinux2010_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp39-cp39-manylinux2010_x86_64.whl
Upload date: Feb 18, 2021
Size: 503.2 kB
Tags: CPython 3.9, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp39-cp39-manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`f66890059b5502640ffabf1e11df5ac2ee4860c29d9b728db2b0d93c9cd7ef00`
MD5	`acabc005312ddf8af9b16ea68415cb3a`
BLAKE2b-256	`d69b135ff16f08f1dc109da2cea46f19066a70373f5e28e8dab331166c636fd5`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp39-cp39-manylinux2010_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp39-cp39-manylinux2010_i686.whl
Upload date: Feb 18, 2021
Size: 482.4 kB
Tags: CPython 3.9, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp39-cp39-manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`28886d0ff86e89cf13e127a48529d9d513f6c2fcbc4cc2d845c36e263a264833`
MD5	`9f69fa27a581f453d1b451846240d58a`
BLAKE2b-256	`0408b5c0a912c85a124338b56f20a08c56f6d7db81793fc7af78c89cf11c2df3`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp39-cp39-manylinux1_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp39-cp39-manylinux1_x86_64.whl
Upload date: Feb 18, 2021
Size: 503.2 kB
Tags: CPython 3.9
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp39-cp39-manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`39a126043f13393ff9ceb255dc2cc0460bea784e816b7303dedeb2b7c7b46702`
MD5	`e0c6a4418a9c4692190b305a5cca46e4`
BLAKE2b-256	`6e23affc97283cf49e06da2ae5bec94499c40c2976db048b14c1733bfc68b1a6`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp39-cp39-manylinux1_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp39-cp39-manylinux1_i686.whl
Upload date: Feb 18, 2021
Size: 482.4 kB
Tags: CPython 3.9
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp39-cp39-manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`27e3da69e1748d9b6ede80ce0c3b9921866167e0dbc5983ce7a83760f6777937`
MD5	`e7b1315b7f9a7cf9ba41584f2819be27`
BLAKE2b-256	`26de0ec29875b531eb1f920e121b63f79e61587eabc01ed772ce0b4e2e87f2d9`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp39-cp39-macosx_10_9_x86_64.whl
Upload date: Feb 18, 2021
Size: 206.7 kB
Tags: CPython 3.9, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`646787af3cc53d378489618a66b6cf30deb04aa5239845bc729d0f5be4da8410`
MD5	`5a2ae74b2c396334920bdfa6b6bc0e90`
BLAKE2b-256	`62ba357daf7ee3d2427d0b451c2fc2aff4af8957c35aac1f688fe78fa92956e5`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp38-cp38-win_amd64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp38-cp38-win_amd64.whl
Upload date: Feb 18, 2021
Size: 204.6 kB
Tags: CPython 3.8, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp38-cp38-win_amd64.whl
Algorithm	Hash digest
SHA256	`9e5e91d21b3a0581f3770a65cec02755c2afd107d779a3edb0cdd4ddd4f35271`
MD5	`bf8d6c1c8bfdbe3376bd3e267c2c7d08`
BLAKE2b-256	`b9957710b36dded808e06f766e5e4f945fab6321f1c4717df276c1ae6fe6a8c2`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp38-cp38-win32.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp38-cp38-win32.whl
Upload date: Feb 18, 2021
Size: 191.1 kB
Tags: CPython 3.8, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp38-cp38-win32.whl
Algorithm	Hash digest
SHA256	`7821a4af982ff5f64a07979e0b60ee5f4d70882e50954c3658e2df10228448c8`
MD5	`ca23b0ef9f048b1d749197635e4d6970`
BLAKE2b-256	`bd68e2c009afbd00335549b73d657e66b8dbc61882d5b6cdddca6ca25bdd8a59`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp38-cp38-manylinux2010_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp38-cp38-manylinux2010_x86_64.whl
Upload date: Feb 18, 2021
Size: 517.2 kB
Tags: CPython 3.8, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp38-cp38-manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`9870dc6c9a814d37fc5c8d4f475fec2f9d1294646bdcb1eee0fc64f9fe8229d4`
MD5	`e1377b2e30fdce43d131f8524dc0d7ee`
BLAKE2b-256	`9bcc0387aa16d0960b7d1043418f379dfa52dcd28476847e0ec7f788b2b83405`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp38-cp38-manylinux2010_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp38-cp38-manylinux2010_i686.whl
Upload date: Feb 18, 2021
Size: 497.4 kB
Tags: CPython 3.8, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp38-cp38-manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`45c26f2c31678d335242b892a04d2d66a8a082feb58bf7eaabf60dfa005d701b`
MD5	`6c68c9b18a30df586042e23b813c74df`
BLAKE2b-256	`423936e2490fced22e9913950c8ce3c4c42b2696840b308566caf4fc6cc77cf4`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp38-cp38-manylinux1_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp38-cp38-manylinux1_x86_64.whl
Upload date: Feb 18, 2021
Size: 517.2 kB
Tags: CPython 3.8
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp38-cp38-manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`28605b0c0abb63288526cde5157c7e2ea62e1c415d0442293ddc932af033b50a`
MD5	`ebdc9cf999508c02b9d98dda7436d0e8`
BLAKE2b-256	`68dec515ba8fbb4a3523466548cec4367ebee9585b2ae4dfeafca507347db7fd`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp38-cp38-manylinux1_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp38-cp38-manylinux1_i686.whl
Upload date: Feb 18, 2021
Size: 497.4 kB
Tags: CPython 3.8
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp38-cp38-manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`13e5ed5adf4378c9db9d2966987e9ebfd00b32f41ef163eef0c5665a9911f21a`
MD5	`b22608f85185a7038858271f343d4a49`
BLAKE2b-256	`107fd0faa8609800ab8377c6e5ccf3e487ea9f0f1c22f980365ed69f70c3ca98`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp38-cp38-macosx_10_9_x86_64.whl
Upload date: Feb 18, 2021
Size: 205.0 kB
Tags: CPython 3.8, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`f8a14a07afbccf45e1bd891629aff36b70547c98fc72cc199dd1b725c65dfd98`
MD5	`c4f7b5982882879f35b7be86f2aa363c`
BLAKE2b-256	`f6d3fe64709b6c00b003e92b971a902b4be474772a20b2e1c7ed0e255d11109a`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp37-cp37m-win_amd64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp37-cp37m-win_amd64.whl
Upload date: Feb 18, 2021
Size: 203.4 kB
Tags: CPython 3.7m, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp37-cp37m-win_amd64.whl
Algorithm	Hash digest
SHA256	`7051d129a6722f6111d3107176ba4ce6ae9de7f9f4099a2bf22b1c61268a521f`
MD5	`24d27dd7af6962cac982a0577056f5f7`
BLAKE2b-256	`e142d8649b86dd9e0c70a0c088bac336e7007f5e9fe704e67707f12c04cc28a2`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp37-cp37m-win32.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp37-cp37m-win32.whl
Upload date: Feb 18, 2021
Size: 190.2 kB
Tags: CPython 3.7m, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp37-cp37m-win32.whl
Algorithm	Hash digest
SHA256	`41fddd14128337e546cbad968306f0ec53bf05c0cda161f8f7e527dc8ff91bc5`
MD5	`0f8a4f832a278dc5182aec2c64e20527`
BLAKE2b-256	`99ab36812eec44d0f6eb89e9e7142e52e7d2497516c1d839f26030c6027838e1`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp37-cp37m-manylinux2010_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp37-cp37m-manylinux2010_x86_64.whl
Upload date: Feb 18, 2021
Size: 474.1 kB
Tags: CPython 3.7m, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp37-cp37m-manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`eaba6860e2232172d68f445444375b58dc7447207a04ffd0302341669ad2a142`
MD5	`25d8c9f9034552d6c47bfd58af8887f6`
BLAKE2b-256	`e7569bc08825c9dcef1b0fadc25b06505e598f9a5e0ccd96732f85b644822a2b`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp37-cp37m-manylinux2010_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp37-cp37m-manylinux2010_i686.whl
Upload date: Feb 18, 2021
Size: 455.1 kB
Tags: CPython 3.7m, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp37-cp37m-manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`421f06cb57f5e336e1210b8dca983e334d3cfa9cf2166f8abf7e5ad972a01600`
MD5	`47e93bcc4fb6449d3da13af4ebfa56d6`
BLAKE2b-256	`67c22ff8a9f618ba7c327a3b43f1fafa32ae0598f40854a55a1b7451edb01994`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp37-cp37m-manylinux1_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp37-cp37m-manylinux1_x86_64.whl
Upload date: Feb 18, 2021
Size: 474.1 kB
Tags: CPython 3.7m
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp37-cp37m-manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`9e6777abdc59506d212837dddb6487ce8177dc6ad61efd9b8b2f0bdd28ed7b73`
MD5	`49d992049cf45108f147287f03e4d69a`
BLAKE2b-256	`a4e49e6b49524872807459b8a23e46fda176944f2a3b3306102e30f289197f9b`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp37-cp37m-manylinux1_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp37-cp37m-manylinux1_i686.whl
Upload date: Feb 18, 2021
Size: 455.1 kB
Tags: CPython 3.7m
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp37-cp37m-manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`30bc27ba486a503c0562a5d29f4bad0b7425dca936b2d7bdaf1e8df2296ee891`
MD5	`ff37fa49bfaf83e013f1384cec509a4c`
BLAKE2b-256	`85fa098ec5994a0bf27513980c0a32e221d05d77ead4f8bd6326ea3b1a79148b`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp37-cp37m-macosx_10_9_x86_64.whl
Upload date: Feb 18, 2021
Size: 205.4 kB
Tags: CPython 3.7m, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`086870d9a5b0cfe3b033c0638fcbcd58b49074aab2044472923138becfb632b0`
MD5	`6e9b8dec6f36602c0cbd98ac3d591504`
BLAKE2b-256	`8ed2db1f9902b022636c4548e863b49edde0003dbe3f1da270ead66c085478c6`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp36-cp36m-win_amd64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp36-cp36m-win_amd64.whl
Upload date: Feb 18, 2021
Size: 203.3 kB
Tags: CPython 3.6m, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp36-cp36m-win_amd64.whl
Algorithm	Hash digest
SHA256	`9c4779d2306827e091bdbd394c70d022b36e7859fa16eff9cf396b246d6d2b4e`
MD5	`f7753035fb05f0b8041ef83ac2028a96`
BLAKE2b-256	`459600f747d63b0963062e8646e145805134b7ee0cd3393e992a25d76cc9cfcf`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp36-cp36m-win32.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp36-cp36m-win32.whl
Upload date: Feb 18, 2021
Size: 190.1 kB
Tags: CPython 3.6m, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp36-cp36m-win32.whl
Algorithm	Hash digest
SHA256	`18301cd71b153ce31516a3989550ddc4237080076fadfe1db9d9db2ddcd7cb93`
MD5	`d0f92978a9413a15561909a949c32222`
BLAKE2b-256	`175aca881c9ba3809205b472c8276635c32724778061a529105cf4461747c5ae`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp36-cp36m-manylinux2010_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp36-cp36m-manylinux2010_x86_64.whl
Upload date: Feb 18, 2021
Size: 474.9 kB
Tags: CPython 3.6m, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp36-cp36m-manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`2555e608c6380993db6c929becc339d68418fc80f81040180f2526aa99017921`
MD5	`8673489c74742231db83fbb3db416f5d`
BLAKE2b-256	`7f1939145bd0d50d5247fd35b5a9db3d43f80de78ab5243c478ab01fbac23d6d`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp36-cp36m-manylinux2010_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp36-cp36m-manylinux2010_i686.whl
Upload date: Feb 18, 2021
Size: 454.6 kB
Tags: CPython 3.6m, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp36-cp36m-manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`700d68c77e64f5e0aa32765b4c2307ca1d056cf4311ce2998a99ed370e897d7d`
MD5	`4101bb3a5337c660e162e2e62c02f0fd`
BLAKE2b-256	`b602d95b16589e328e29735963854930e445687b1aab54b86dbdc11531d7581b`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp36-cp36m-manylinux1_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp36-cp36m-manylinux1_x86_64.whl
Upload date: Feb 18, 2021
Size: 474.9 kB
Tags: CPython 3.6m
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp36-cp36m-manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`d131af32705b89f3890722dfbafc2e567e64ada127350a7d82dea75d6dbc791a`
MD5	`79c1278590748e1d243454891dec16d0`
BLAKE2b-256	`21f0ede340fd833421161b96f9340261d2fa5d2a34530341af41400823aaed4a`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp36-cp36m-manylinux1_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp36-cp36m-manylinux1_i686.whl
Upload date: Feb 18, 2021
Size: 454.6 kB
Tags: CPython 3.6m
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp36-cp36m-manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`993f7482d94b894e9946ce0f12160934126c047601e4e1b14e8f26cfa4fc8d30`
MD5	`4f10675529c4cf3976814f07a2b754a2`
BLAKE2b-256	`d4a4b5e3eec30be3abf100e070cce2226362fdff5b3a0ae97e1088a48584d0a3`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp36-cp36m-macosx_10_9_x86_64.whl
Upload date: Feb 18, 2021
Size: 205.3 kB
Tags: CPython 3.6m, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`26ebf9410b126214b4f4fe2a3ddd79ad8b6b254cf2f0ba85b7ba1074ffb24ae8`
MD5	`69e94a7e1d74e8555d1a317137276610`
BLAKE2b-256	`b8b53dbca2d3e740d028834606610dd11d86af7c5b11443c8e9057d57c730a79`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp35-cp35m-win_amd64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp35-cp35m-win_amd64.whl
Upload date: Feb 18, 2021
Size: 201.9 kB
Tags: CPython 3.5m, Windows x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp35-cp35m-win_amd64.whl
Algorithm	Hash digest
SHA256	`2cdaa70ee1e473c41023ea2208b8d03c69d090ff03a6fd23a7d6802e6c5971f4`
MD5	`6eecbf3246ddec4971089eb5c6690955`
BLAKE2b-256	`959794edece6bd7651b95570452e571f30a19b31c3fbb0f4a1ee65a4beaeb577`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp35-cp35m-win32.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp35-cp35m-win32.whl
Upload date: Feb 18, 2021
Size: 189.1 kB
Tags: CPython 3.5m, Windows x86
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp35-cp35m-win32.whl
Algorithm	Hash digest
SHA256	`9e067dd38ee84e3473c67ca6d2a5c78a451a39d36727a6bf414fdaa3d117a35a`
MD5	`5a29f00dc566e9db7e27c10136995510`
BLAKE2b-256	`91c60e999aefdb930da3a712373dac5a1105ecb21710cb2f611811a0b86e68b7`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp35-cp35m-manylinux2010_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp35-cp35m-manylinux2010_x86_64.whl
Upload date: Feb 18, 2021
Size: 467.6 kB
Tags: CPython 3.5m, manylinux: glibc 2.12+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp35-cp35m-manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`ad75f6c7f7a3d2275177c11b65df96e7cccce68cd78c69b38956ce54c7588642`
MD5	`746a793af57f9accd186d3bc4b8c3639`
BLAKE2b-256	`7d95613adc90d8e5765a54f08291b10200628ef151e3d61447c5c3c5b612072c`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp35-cp35m-manylinux2010_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp35-cp35m-manylinux2010_i686.whl
Upload date: Feb 18, 2021
Size: 449.1 kB
Tags: CPython 3.5m, manylinux: glibc 2.12+ i686
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp35-cp35m-manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`cdd7f644c02d9e63d533519e8de4d4ea9aaf66e2c10211892efe4f7387d7ecf3`
MD5	`4391eda0bdf8beb95e7089ae3f20a943`
BLAKE2b-256	`afbb5d7394581bb92201f4363f72e0886aaa061260fca5847fd8b7ed22695b8b`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp35-cp35m-manylinux1_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp35-cp35m-manylinux1_x86_64.whl
Upload date: Feb 18, 2021
Size: 467.6 kB
Tags: CPython 3.5m
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp35-cp35m-manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`9c76b9bbf7dbd9206ec4b357120c5a5c4f3dd6dc9f1edac4f77dadbceb214f51`
MD5	`650ca246c96faf62a31b71b30d0c158f`
BLAKE2b-256	`c76540e8bf2f014e4362642c5cec735d8ddbf8dd1a74f83b9e29a30c3a818698`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp35-cp35m-manylinux1_i686.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp35-cp35m-manylinux1_i686.whl
Upload date: Feb 18, 2021
Size: 449.1 kB
Tags: CPython 3.5m
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp35-cp35m-manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`03ca156bc14c18207ed77f58fe880f19a45a40e6160d4e6987442f1ff360836b`
MD5	`c8281b11ee7f7333792b14d1ec2f3ee4`
BLAKE2b-256	`2932a81a93baa9feb6f930cc4bea10ffa49faba6c050023f69ad4717815e3a20`

See more details on using hashes here.

Provenance

File details

Details for the file pentapy-1.1.1rc1-cp35-cp35m-macosx_10_9_x86_64.whl.

File metadata

Download URL: pentapy-1.1.1rc1-cp35-cp35m-macosx_10_9_x86_64.whl
Upload date: Feb 18, 2021
Size: 202.4 kB
Tags: CPython 3.5m, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? No
Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/53.0.0 requests-toolbelt/0.9.1 tqdm/4.57.0 CPython/3.9.1

File hashes

Hashes for pentapy-1.1.1rc1-cp35-cp35m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`9f4e2c978d5475842f6f0cdd8c5e63b1a2259ed6185ca316d63e0b6489f7069f`
MD5	`207a53b8872af4b8e170f97fe2cfe832`
BLAKE2b-256	`52221ba46b156f389b029b7a5f290eac537d1b3700514d3ae21c293d895f2742`

See more details on using hashes here.

pentapy 1.1.1rc1

Navigation

Verified details

Maintainers

Unverified details

Project links

Meta

Classifiers

Project description

Welcome to pentapy

Purpose

Installation

Citation

References

Documentation and Examples

Solving a pentadiagonal linear equation system

Performance

Requirements:

Optional

Contact

License

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

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance