Kriging Toolkit for Python.

Navigation

Verified details

These details have been verified by PyPI
Maintainers
Avatar for bsmurphy from gravatar.com bsmurphy Avatar for geostatframework from gravatar.com geostatframework Avatar for ryurchak from gravatar.com ryurchak

Unverified details

These details have not been verified by PyPI
Project links
Meta
Classifiers

Project description

https://zenodo.org/badge/DOI/10.5281/zenodo.3738604.svg https://badge.fury.io/py/PyKrige.svg https://img.shields.io/conda/vn/conda-forge/pykrige.svg https://travis-ci.com/GeoStat-Framework/PyKrige.svg?branch=master https://coveralls.io/repos/github/GeoStat-Framework/PyKrige/badge.svg?branch=master Documentation Status https://img.shields.io/badge/code%20style-black-000000.svg
PyKrige

Kriging Toolkit for Python.

Purpose

The code supports 2D and 3D ordinary and universal kriging. Standard variogram models (linear, power, spherical, gaussian, exponential) are built in, but custom variogram models can also be used. The 2D universal kriging code currently supports regional-linear, point-logarithmic, and external drift terms, while the 3D universal kriging code supports a regional-linear drift term in all three spatial dimensions. Both universal kriging classes also support generic ‘specified’ and ‘functional’ drift capabilities. With the ‘specified’ drift capability, the user may manually specify the values of the drift(s) at each data point and all grid points. With the ‘functional’ drift capability, the user may provide callable function(s) of the spatial coordinates that define the drift(s). The package includes a module that contains functions that should be useful in working with ASCII grid files (*.asc).

See the documentation at http://pykrige.readthedocs.io/ for more details and examples.

Installation

PyKrige requires Python 3.5+ as well as numpy, scipy. It can be installed from PyPi with,

pip install pykrige

scikit-learn is an optional dependency needed for parameter tuning and regression kriging. matplotlib is an optional dependency needed for plotting.

If you use conda, PyKrige can be installed from the conda-forge channel with,

conda install -c conda-forge pykrige

Features

Kriging algorithms

  • OrdinaryKriging: 2D ordinary kriging with estimated mean

  • UniversalKriging: 2D universal kriging providing drift terms

  • OrdinaryKriging3D: 3D ordinary kriging

  • UniversalKriging3D: 3D universal kriging

  • RegressionKriging: An implementation of Regression-Kriging

Wrappers

  • rk.Krige: A scikit-learn wrapper class for Ordinary and Universal Kriging

Tools

  • kriging_tools.write_asc_grid: Writes gridded data to ASCII grid file (*.asc)

  • kriging_tools.read_asc_grid: Reads ASCII grid file (*.asc)

Kriging Parameters Tuning

A scikit-learn compatible API for parameter tuning by cross-validation is exposed in sklearn.model_selection.GridSearchCV. See the Krige CV example for a more practical illustration.

Regression Kriging

Regression kriging can be performed with pykrige.rk.RegressionKriging. This class takes as parameters a scikit-learn regression model, and details of either either the OrdinaryKriging or the UniversalKriging class, and performs a correction steps on the ML regression prediction.

A demonstration of the regression kriging is provided in the corresponding example.

License

PyKrige uses the BSD 3-Clause License.

Project details

Verified details

These details have been verified by PyPI
Maintainers
Avatar for bsmurphy from gravatar.com bsmurphy Avatar for geostatframework from gravatar.com geostatframework Avatar for ryurchak from gravatar.com ryurchak

Unverified details

These details have not been verified by PyPI
Project links
Meta
Classifiers

Release history Release notifications | RSS feed

1.7.2

1.7.1

1.7.0

1.6.1

1.6.0

1.6.0rc1 pre-release

This version

1.5.1

1.5.1rc1 pre-release

1.5.0

1.5.0rc2 pre-release

1.5.0rc1 pre-release

1.4.1

1.4.0

1.4.0rc1 pre-release

1.3.2

1.3.1

1.3.0

1.2.0

1.1.0

1.0.3

1.0.2

1.0.1

1.0

0.2.0

0.1.2

0.1.1

0.1

Download files

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

Source Distribution

PyKrige-1.5.1.tar.gz (949.6 kB view details)

Uploaded Source

Built Distributions

PyKrige-1.5.1-cp38-cp38-win_amd64.whl (450.4 kB view details)

Uploaded CPython 3.8 Windows x86-64

PyKrige-1.5.1-cp38-cp38-win32.whl (420.4 kB view details)

Uploaded CPython 3.8 Windows x86

PyKrige-1.5.1-cp38-cp38-manylinux2010_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.12+ x86-64

PyKrige-1.5.1-cp38-cp38-manylinux2010_i686.whl (1.0 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.12+ i686

PyKrige-1.5.1-cp38-cp38-manylinux1_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.8

PyKrige-1.5.1-cp38-cp38-manylinux1_i686.whl (1.0 MB view details)

Uploaded CPython 3.8

PyKrige-1.5.1-cp38-cp38-macosx_10_9_x86_64.whl (457.3 kB view details)

Uploaded CPython 3.8 macOS 10.9+ x86-64

PyKrige-1.5.1-cp37-cp37m-win_amd64.whl (448.1 kB view details)

Uploaded CPython 3.7m Windows x86-64

PyKrige-1.5.1-cp37-cp37m-win32.whl (417.3 kB view details)

Uploaded CPython 3.7m Windows x86

PyKrige-1.5.1-cp37-cp37m-manylinux2010_x86_64.whl (986.8 kB view details)

Uploaded CPython 3.7m manylinux: glibc 2.12+ x86-64

PyKrige-1.5.1-cp37-cp37m-manylinux2010_i686.whl (940.4 kB view details)

Uploaded CPython 3.7m manylinux: glibc 2.12+ i686

PyKrige-1.5.1-cp37-cp37m-manylinux1_x86_64.whl (986.8 kB view details)

Uploaded CPython 3.7m

PyKrige-1.5.1-cp37-cp37m-manylinux1_i686.whl (940.4 kB view details)

Uploaded CPython 3.7m

PyKrige-1.5.1-cp37-cp37m-macosx_10_9_x86_64.whl (455.0 kB view details)

Uploaded CPython 3.7m macOS 10.9+ x86-64

PyKrige-1.5.1-cp36-cp36m-win_amd64.whl (448.1 kB view details)

Uploaded CPython 3.6m Windows x86-64

PyKrige-1.5.1-cp36-cp36m-win32.whl (417.4 kB view details)

Uploaded CPython 3.6m Windows x86

PyKrige-1.5.1-cp36-cp36m-manylinux2010_x86_64.whl (986.7 kB view details)

Uploaded CPython 3.6m manylinux: glibc 2.12+ x86-64

PyKrige-1.5.1-cp36-cp36m-manylinux2010_i686.whl (939.4 kB view details)

Uploaded CPython 3.6m manylinux: glibc 2.12+ i686

PyKrige-1.5.1-cp36-cp36m-manylinux1_x86_64.whl (986.7 kB view details)

Uploaded CPython 3.6m

PyKrige-1.5.1-cp36-cp36m-manylinux1_i686.whl (939.4 kB view details)

Uploaded CPython 3.6m

PyKrige-1.5.1-cp36-cp36m-macosx_10_9_x86_64.whl (454.8 kB view details)

Uploaded CPython 3.6m macOS 10.9+ x86-64

PyKrige-1.5.1-cp35-cp35m-win_amd64.whl (446.1 kB view details)

Uploaded CPython 3.5m Windows x86-64

PyKrige-1.5.1-cp35-cp35m-win32.whl (415.7 kB view details)

Uploaded CPython 3.5m Windows x86

PyKrige-1.5.1-cp35-cp35m-manylinux2010_x86_64.whl (976.4 kB view details)

Uploaded CPython 3.5m manylinux: glibc 2.12+ x86-64

PyKrige-1.5.1-cp35-cp35m-manylinux2010_i686.whl (927.1 kB view details)

Uploaded CPython 3.5m manylinux: glibc 2.12+ i686

PyKrige-1.5.1-cp35-cp35m-manylinux1_x86_64.whl (976.4 kB view details)

Uploaded CPython 3.5m

PyKrige-1.5.1-cp35-cp35m-manylinux1_i686.whl (927.1 kB view details)

Uploaded CPython 3.5m

PyKrige-1.5.1-cp35-cp35m-macosx_10_9_x86_64.whl (449.8 kB view details)

Uploaded CPython 3.5m macOS 10.9+ x86-64

File details

Details for the file PyKrige-1.5.1.tar.gz.

File metadata

  • Download URL: PyKrige-1.5.1.tar.gz
  • Upload date:
  • Size: 949.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1.tar.gz
Algorithm Hash digest
SHA256 8265af45854919096af0d0b48d12e58354a370f5803326b2e09c8bdb8b686892
MD5 226fa094db43687847a5d850185eb5f3
BLAKE2b-256 8c10403f82bdbc2bda4b511b171f4cc3916d8456fa950c20a5b3cc2be65ba659

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 450.4 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 75313fc15b6ae0327c919ee6c6d4d0a940955b51ba755acd921b54afce223ef0
MD5 97994d2309f540cb2c3ecbae9eae4e76
BLAKE2b-256 8d966183b8a3c1e0743bde2eda7403a7a86acb0f6fd370a7a1d05ede5a03475d

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp38-cp38-win32.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp38-cp38-win32.whl
  • Upload date:
  • Size: 420.4 kB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 4765392fb93a152cc8a60205bb1e91b7588400ae6e02ebef9e631a3ec608f318
MD5 4f1ebe72fa28c646ada169a6eb317344
BLAKE2b-256 a91d69fcfc2efe3a4bf55b83e101a5730cc1b7cd0edc4636060958280a58ecfd

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp38-cp38-manylinux2010_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp38-cp38-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 1.1 MB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp38-cp38-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 9172daffbd5c7a6c184d20902ec4631769c9604c8cf184780e418a4229009b95
MD5 761dc3d97a9279013f8cf09b039e94ce
BLAKE2b-256 95858e1ce4fe54b9c7e7cb85232d3c2842d7eb1aabc0bf5964a1de37f0277252

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp38-cp38-manylinux2010_i686.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp38-cp38-manylinux2010_i686.whl
  • Upload date:
  • Size: 1.0 MB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp38-cp38-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 c76c70ac06abd8b5f18bfa1e91c059f48d7fd2659418703deff4d42cde1f7cf3
MD5 6fd161b9800c3f5bb9757961d1d4145d
BLAKE2b-256 81d44bc6c8e8f5b149a71ea1b8782d4b14f92a851df49c41316b0e369b65ba89

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp38-cp38-manylinux1_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp38-cp38-manylinux1_x86_64.whl
  • Upload date:
  • Size: 1.1 MB
  • Tags: CPython 3.8
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp38-cp38-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 821dd0d2bd9e2233e379a2692ca774e7b076c9ba976d6f6b226faa09181d5c7c
MD5 06223903ee630e17754724d5a2558d07
BLAKE2b-256 4d311a13f519907076c320f8edd43e7982a2f02c99b875188222d724c34908f8

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp38-cp38-manylinux1_i686.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp38-cp38-manylinux1_i686.whl
  • Upload date:
  • Size: 1.0 MB
  • Tags: CPython 3.8
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp38-cp38-manylinux1_i686.whl
Algorithm Hash digest
SHA256 1d762a6a1407576d020d7676d122eec5b985b70d89d41b5319364d49a1c76ae4
MD5 99c7cb9de65fd63b19527c54c31ab746
BLAKE2b-256 7baffa09f6a4615b8ae0216374f3470565b5cd2a618936651a9f368a1f7218b4

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp38-cp38-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 457.3 kB
  • Tags: CPython 3.8, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.2

File hashes

Hashes for PyKrige-1.5.1-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 b59db9f20ae2d6d7b3ca2cf5a2c9867a080a60da092e424259c2d89f33f89f96
MD5 fa7be63090b51a035e595b9b37e2cc16
BLAKE2b-256 3af6deda7f037736f6551b7c0f64ac86bdb96a3f874b2c70c822ba2c0ee23b59

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 448.1 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 20703daec153035947ea89c6e272dc75d51ee50d914a2b89b7f7bc455f554c90
MD5 8df0a0c7574f9ec92fcc1377eb11c81e
BLAKE2b-256 a2e75f16a7241d1d80028dbe29094848831bfa6af84b416a6241c9378279c874

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp37-cp37m-win32.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp37-cp37m-win32.whl
  • Upload date:
  • Size: 417.3 kB
  • Tags: CPython 3.7m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 a9c2db2ee79bec06f1f5ec957d9cafa2cf5469637e2423c828ab686f8ed50770
MD5 21562e5e79eb40c18b9e8f3a8f8bb447
BLAKE2b-256 a79df23282a54893207c6195be0b662d7962343bf83ef531c9d3328127c15de3

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp37-cp37m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp37-cp37m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 986.8 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp37-cp37m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 b0ce8400e0b95847a65329907eb397e282bef25368a2ea21ad7c9151d5611391
MD5 061f68503b362ea18a7a125e20b355df
BLAKE2b-256 9231f1195ecb71e5915e53e5a58dd4d276e6a1d270fe7ac5c5f40661648265ef

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp37-cp37m-manylinux2010_i686.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp37-cp37m-manylinux2010_i686.whl
  • Upload date:
  • Size: 940.4 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp37-cp37m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 5efc19a176512491ae2d97b7a5600486b6177a15e1c532efb7045fb750239ce2
MD5 ff222292f46083db87749da10ff23129
BLAKE2b-256 1b99c0e01def45d64e6489471c0ac41de24fb9e0f929e4288f422f4601abfc02

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp37-cp37m-manylinux1_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp37-cp37m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 986.8 kB
  • Tags: CPython 3.7m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp37-cp37m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 c797d90b830dadffc4820976be5efecc02d2184a246c07f440a4eff613e914a5
MD5 fe7b92ec48b2a004fc841675f2a0f81f
BLAKE2b-256 1dea742e62031504329efccc1f49b0bee08c59e4d9859894a08172845164dbd6

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp37-cp37m-manylinux1_i686.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp37-cp37m-manylinux1_i686.whl
  • Upload date:
  • Size: 940.4 kB
  • Tags: CPython 3.7m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp37-cp37m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 fb1d05b5e56d2b88fc630e724550c833fd3e9738e290500cd1a6d0b30ca16dc8
MD5 deffd901b0eb81a55dc5c6e562ff3ebb
BLAKE2b-256 50bcf8e99cfc79fd3b9bd94f7aa660b1c3a188c18d54036c00385b5fe6f278e3

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp37-cp37m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 455.0 kB
  • Tags: CPython 3.7m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.7.6

File hashes

Hashes for PyKrige-1.5.1-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 037387bca596ae249a1a285702cc81375c54d2dac01707b29ec97a0bf07e67a1
MD5 3443515a4c403413a0781b2e5d8bff90
BLAKE2b-256 c06944866ddfba51c3151ce26440f99bb225babb6c764de79a38184d92f978df

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 448.1 kB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 a918176471877c9188a40658d8611f882d9844bc38c9977574f26248f01b1dd0
MD5 697c1383797714199968b3c2fcb431d4
BLAKE2b-256 3551a862313039adcc7b75e2bbed6da401f770a8578886a4856aea7dd09462ca

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp36-cp36m-win32.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp36-cp36m-win32.whl
  • Upload date:
  • Size: 417.4 kB
  • Tags: CPython 3.6m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 f126deeb9858c5d49cbf50e78f39fc5d9b42e9312ae4bba813bd81a1957fd2d8
MD5 8eda7e2f4be638a11eeb726d5353ff35
BLAKE2b-256 90c871c24304c9be40ab4a88b593b858b019faf15c630e54bb5e9a6bf78cbcf9

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp36-cp36m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp36-cp36m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 986.7 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp36-cp36m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 c8b3c7cae73fdff2a4347205569ef584206c44396cc7eb23465503811ad5cff9
MD5 9893fb86defd86cbdf660d1087e5c592
BLAKE2b-256 4e58b93d018d119b0e2596a040f7cf5379984ce5c000ecc318e37a2578075ba8

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp36-cp36m-manylinux2010_i686.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp36-cp36m-manylinux2010_i686.whl
  • Upload date:
  • Size: 939.4 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp36-cp36m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 f971ebf3070b77e9013c1ff5b9d50566669fde6c0457ec1ad79740807980b31d
MD5 9f1390936bddadc7de7a04400ec7a97f
BLAKE2b-256 f117880f2c3ae402ac18a3a10a192dc99f09e17fbe028b979b42cbd6bfcaa917

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp36-cp36m-manylinux1_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp36-cp36m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 986.7 kB
  • Tags: CPython 3.6m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp36-cp36m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 c576428f964cbc86899bd0d789301c01d8cf791a30dbca6e8889c340ba36ca9d
MD5 42ea392bd4f5a28b45e4d7e5ee68aed2
BLAKE2b-256 81ffc2761e720c60868d60e39e3d4628c3504d8e8d16d2a0c11a0fde38db7717

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp36-cp36m-manylinux1_i686.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp36-cp36m-manylinux1_i686.whl
  • Upload date:
  • Size: 939.4 kB
  • Tags: CPython 3.6m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp36-cp36m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 48888e443d39eea9b3e91b3b935c6789fdc9742eda22a1404e703997abe8f9bc
MD5 eb0c5d8cd7315925af7e37895a03f362
BLAKE2b-256 92ea5f898663aaeb679cf6b2a0f1aaea585c803da0f9bd354b07cceebfe5ed1e

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp36-cp36m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 454.8 kB
  • Tags: CPython 3.6m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.6.8

File hashes

Hashes for PyKrige-1.5.1-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 b089dbe94b92233875d22687385cedcc3eeece8393d429802fb280fd47f0797b
MD5 12915b1dc5556e340a6ec65d41b47667
BLAKE2b-256 01752e15b57d52cfaec7799328a7da2ff06ea7c8652bdacddab132bf1bd8200b

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp35-cp35m-win_amd64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp35-cp35m-win_amd64.whl
  • Upload date:
  • Size: 446.1 kB
  • Tags: CPython 3.5m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp35-cp35m-win_amd64.whl
Algorithm Hash digest
SHA256 540d435cd5b574f75932715ed8a39e4f91deb5562e02b523ba92b527f07202e1
MD5 ed6f616867dde93025124a54bda3ce13
BLAKE2b-256 e5237563d61f74863de4b6f6fed1d66dc3ef4f6e4539247f12cb862afdae6e42

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp35-cp35m-win32.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp35-cp35m-win32.whl
  • Upload date:
  • Size: 415.7 kB
  • Tags: CPython 3.5m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp35-cp35m-win32.whl
Algorithm Hash digest
SHA256 a33c966124f4b37662a69b4f7f276c8779eabf0c4c4f616d50467d82efaf0354
MD5 8f097a5c9e8f820893806b0a8699e3c9
BLAKE2b-256 fc0125f578a4b8eaddc943f27f42c81112532655835083414dbff8a5e1ce400e

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp35-cp35m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp35-cp35m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 976.4 kB
  • Tags: CPython 3.5m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp35-cp35m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 8c243fb2502755fbaad3390e2981ca031d4d3dd5575bf563277b62c8f20943c6
MD5 2301c2c84e3bf7e887b4fa04a8d97f9c
BLAKE2b-256 beb7f584f5569b554e3af9491f0582dfb5d119be2fe2a73d4d8fd3fdda224a76

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp35-cp35m-manylinux2010_i686.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp35-cp35m-manylinux2010_i686.whl
  • Upload date:
  • Size: 927.1 kB
  • Tags: CPython 3.5m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp35-cp35m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 8f47bd380923a6382e37f4bf21fcd20e97b4b54e334e442022abdc62d8d80325
MD5 c0457b2e6dacb52e644da18076a18c38
BLAKE2b-256 8e16482da6e0f3ff45bda139afcc70826a92f18fd284e957fb87050f7c48f525

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp35-cp35m-manylinux1_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp35-cp35m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 976.4 kB
  • Tags: CPython 3.5m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp35-cp35m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 6c8f04403f1e85d9a31ed8b0ed2d98d0be83dd131901368fb128ff178811b5c8
MD5 bdd04916a0e4059f455b9444fabff59b
BLAKE2b-256 d79c3ea8d3bd7027ce6f76ef94568f73265d2070c65ce9141be622dc5120f8e9

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp35-cp35m-manylinux1_i686.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp35-cp35m-manylinux1_i686.whl
  • Upload date:
  • Size: 927.1 kB
  • Tags: CPython 3.5m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.8.0

File hashes

Hashes for PyKrige-1.5.1-cp35-cp35m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 6ba3803a1c29249774c9bc954f8452f4ea99a41d10c15a9c723933733c4edb46
MD5 6f34946a068061da996a58d732465f16
BLAKE2b-256 74161a5b5afd87f4de375b9425597710161d4ca6ab200dcbbc3577b065dd42ef

See more details on using hashes here.

File details

Details for the file PyKrige-1.5.1-cp35-cp35m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: PyKrige-1.5.1-cp35-cp35m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 449.8 kB
  • Tags: CPython 3.5m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.15.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.5.4

File hashes

Hashes for PyKrige-1.5.1-cp35-cp35m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 f5ca0b3883f17d3d2f5c72e1c17ba1e0d8a5167ebdade532d75c6cb0667b81a0
MD5 80e80a148251bd99c8b11b5c6dd9cd6e
BLAKE2b-256 8aaff067ef530b33ff716e0bb7dd458feb9281dcb2750032268366c4ea1c0a4b

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page