Skip to main content

Python's forecast::auto.arima equivalent

Project description

pmdarima

PyPI version CircleCI Build Status codecov Supported versions Downloads Downloads/Week

Pmdarima (originally pyramid-arima, for the anagram of 'py' + 'arima') is a no-nonsense statistical Python library with a solitary objective: bring R's auto.arima functionality to Python. Pmdarima operates by wrapping statsmodels.tsa.ARIMA and statsmodels.tsa.statespace.SARIMAX into one estimator class and creating a more user-friendly estimator interface for programmers familiar with scikit-learn.

Installation

Pmdarima is on pypi under the package name pmdarima and can be downloaded via pip:

$ pip install pmdarima

Note that legacy versions (<1.0.0) are available under the name "pyramid-arima" and can be pip installed via:

# Legacy warning:
$ pip install pyramid-arima
# python -c 'import pyramid;'

To ensure the package was built correctly, import the following module in python:

from pmdarima.arima import auto_arima

Availability

pmdarima is available in pre-built Wheel files for Python 3.5+ for the following platforms:

  • Mac (64-bit)
  • Linux (64-bit manylinux)
  • Windows (32 & 64-bit)

If a wheel doesn't exist for your platform, you can still pip install and it will build from the source distribution tarball, however you'll need cython>=0.29 and gcc (Mac/Linux) or MinGW (Windows) in order to build the package from source.

Documentation

All of your questions and more (including examples and guides) can be answered by the pmdarima documentation. If not, always feel free to file an issue.

Project details


Download files

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

Source Distribution

pmdarima-1.4.0.tar.gz (881.9 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

pmdarima-1.4.0-cp37-cp37m-win_amd64.whl (469.0 kB view details)

Uploaded CPython 3.7mWindows x86-64

pmdarima-1.4.0-cp37-cp37m-win32.whl (426.8 kB view details)

Uploaded CPython 3.7mWindows x86

pmdarima-1.4.0-cp37-cp37m-manylinux1_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.7m

pmdarima-1.4.0-cp37-cp37m-macosx_10_13_x86_64.whl (478.9 kB view details)

Uploaded CPython 3.7mmacOS 10.13+ x86-64

pmdarima-1.4.0-cp36-cp36m-win_amd64.whl (468.7 kB view details)

Uploaded CPython 3.6mWindows x86-64

pmdarima-1.4.0-cp36-cp36m-win32.whl (426.8 kB view details)

Uploaded CPython 3.6mWindows x86

pmdarima-1.4.0-cp36-cp36m-manylinux1_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.6m

pmdarima-1.4.0-cp36-cp36m-macosx_10_14_x86_64.whl (479.0 kB view details)

Uploaded CPython 3.6mmacOS 10.14+ x86-64

pmdarima-1.4.0-cp35-cp35m-win_amd64.whl (454.8 kB view details)

Uploaded CPython 3.5mWindows x86-64

pmdarima-1.4.0-cp35-cp35m-win32.whl (418.5 kB view details)

Uploaded CPython 3.5mWindows x86

pmdarima-1.4.0-cp35-cp35m-manylinux1_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.5m

pmdarima-1.4.0-cp35-cp35m-macosx_10_14_x86_64.whl (474.6 kB view details)

Uploaded CPython 3.5mmacOS 10.14+ x86-64

File details

Details for the file pmdarima-1.4.0.tar.gz.

File metadata

  • Download URL: pmdarima-1.4.0.tar.gz
  • Upload date:
  • Size: 881.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.7.5

File hashes

Hashes for pmdarima-1.4.0.tar.gz
Algorithm Hash digest
SHA256 d91f15bc1ab700ad5587671db48e208b606a6852c71544a32af30bf4d4f69782
MD5 3f35ddcd81e53cb894f9bcbc058478e5
BLAKE2b-256 1a4f6851c8d37551efcb8cfe12539f42f0f1b42a2d28a7275f1e1f6bdd6956a2

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 469.0 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/40.8.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.7.4

File hashes

Hashes for pmdarima-1.4.0-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 cb844b9a9a8a500df27d82cb507cee7c3090ad691cb393ae1621a1d803c4962e
MD5 9123b1b8c61206aa0ad213c22dd5c44a
BLAKE2b-256 27766de706a509a95ce8c82fab9c2894ce9821db6d3d8d717232e938b864aa2c

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp37-cp37m-win32.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp37-cp37m-win32.whl
  • Upload date:
  • Size: 426.8 kB
  • Tags: CPython 3.7m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/40.8.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.7.4

File hashes

Hashes for pmdarima-1.4.0-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 937a44d8920fc06e6d34e13639c3dcea0668b9f92cf9987ed20a9b879505dcb6
MD5 4a75e2e5bd900272c619cca5ee733f41
BLAKE2b-256 3d5c56d91917c2f9eaa89c9d0c111b805bdc79c019fd28687b0d6f074f187468

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp37-cp37m-manylinux1_x86_64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp37-cp37m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 1.1 MB
  • Tags: CPython 3.7m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.7.5

File hashes

Hashes for pmdarima-1.4.0-cp37-cp37m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 69b43812573f45047c387ea9ea1d2e9240cb5c94cf52e45130177b9da52578c0
MD5 54861e1c2db166525aff0a0c534a6c11
BLAKE2b-256 c83486a96f608026f91d599552e2d858bbef5607aba344b216bb62067e741da1

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp37-cp37m-macosx_10_13_x86_64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp37-cp37m-macosx_10_13_x86_64.whl
  • Upload date:
  • Size: 478.9 kB
  • Tags: CPython 3.7m, macOS 10.13+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.7.5

File hashes

Hashes for pmdarima-1.4.0-cp37-cp37m-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 5dde85e86535259521fc14b2939215e5ccc14247a9e09a99ef7aa8670fb77f7f
MD5 2da5d3e5ed44c0236e73a8a94eecd2b1
BLAKE2b-256 20cfc2de18ee911c38547cc43a4110555a1aaec1afb9d719561d0cd2fbca21b0

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 468.7 kB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/40.6.2 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.6.8

File hashes

Hashes for pmdarima-1.4.0-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 3f9006449150b7a0c88dd6fecdf33c58e49ed2d0165c9e6ef734c02be345b891
MD5 d448e0fce6a508df60f989d712762f48
BLAKE2b-256 ad3d192d23b062f9cbcea6c319e601c71a4cd0bacb03b4ccf28a054e68ca5346

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp36-cp36m-win32.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp36-cp36m-win32.whl
  • Upload date:
  • Size: 426.8 kB
  • Tags: CPython 3.6m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/40.6.2 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.6.8

File hashes

Hashes for pmdarima-1.4.0-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 5d4851008655938d44b27d41bc9e5a9c14da5d36f934be2d8e86644e7f2fc962
MD5 c2d0b0f3b6cc14b0e2c809fa93694a4b
BLAKE2b-256 68f113863a8a6366182d67ef76479cb699715268ccedb911bba21d0b4984dc77

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp36-cp36m-manylinux1_x86_64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp36-cp36m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 1.1 MB
  • Tags: CPython 3.6m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.7.5

File hashes

Hashes for pmdarima-1.4.0-cp36-cp36m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 457a962bf521da25ab578aa5defc5d0ec2199a037f022d8a26850ee3d299ff53
MD5 d8ade12f364087929d1df867a9422dab
BLAKE2b-256 fc72fff0398a1e770a2d00b9f0e63a5f04f62875cfae2d69719ca7e7d5a83cec

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp36-cp36m-macosx_10_14_x86_64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp36-cp36m-macosx_10_14_x86_64.whl
  • Upload date:
  • Size: 479.0 kB
  • Tags: CPython 3.6m, macOS 10.14+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/40.6.2 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.6.9

File hashes

Hashes for pmdarima-1.4.0-cp36-cp36m-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 8aafa08160966214784768ddb314160af69a9b209e755faee9f47e96b7dc170a
MD5 a863740b3b0f2464d98fcce7b5ec1113
BLAKE2b-256 f804efb454a786ff72d42f636f30e6ebf252e48f799920431d237a96ae69a8e3

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp35-cp35m-win_amd64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp35-cp35m-win_amd64.whl
  • Upload date:
  • Size: 454.8 kB
  • Tags: CPython 3.5m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.15.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.6.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.5.4

File hashes

Hashes for pmdarima-1.4.0-cp35-cp35m-win_amd64.whl
Algorithm Hash digest
SHA256 98d33f38392cb60fafa3897354d80f1c138d725e3c3b55aa958526719c605ddc
MD5 a3c128d7f044789c954a6403e15587fb
BLAKE2b-256 a77ef4c14a7ed484ba2039904617081dbbef80aae9ded1aac4cbbf6f682f6388

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp35-cp35m-win32.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp35-cp35m-win32.whl
  • Upload date:
  • Size: 418.5 kB
  • Tags: CPython 3.5m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.15.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.6.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.5.4

File hashes

Hashes for pmdarima-1.4.0-cp35-cp35m-win32.whl
Algorithm Hash digest
SHA256 db381a98ef6abbed3ec65b7ac394d140296fdfb4dab2b74370abfd5bf87532e8
MD5 63845da02e1aba773ede84268f29b27a
BLAKE2b-256 9910f50c125257a42da6e39a85013e4c5d8ad6d9f43678009c8bc7d21916830c

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp35-cp35m-manylinux1_x86_64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp35-cp35m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 1.1 MB
  • Tags: CPython 3.5m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.4.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.7.5

File hashes

Hashes for pmdarima-1.4.0-cp35-cp35m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 b7b4ee885a3e63ce56d30d8b1009ed02ffcefe39b649111a0dd2a588df0a693c
MD5 01e32a78f0efb039598214a8145d0051
BLAKE2b-256 d81deffcb5de03923eb6d851de7f8d5f6833ef932ee1e587799f0b2882cd118c

See more details on using hashes here.

File details

Details for the file pmdarima-1.4.0-cp35-cp35m-macosx_10_14_x86_64.whl.

File metadata

  • Download URL: pmdarima-1.4.0-cp35-cp35m-macosx_10_14_x86_64.whl
  • Upload date:
  • Size: 474.6 kB
  • Tags: CPython 3.5m, macOS 10.14+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.15.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.6.0 requests-toolbelt/0.9.1 tqdm/4.37.0 CPython/3.5.7

File hashes

Hashes for pmdarima-1.4.0-cp35-cp35m-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 1bf32b3dac3095413ef2380a88f8ef101db36b6ecf9ba550dcab2dab8ab9af17
MD5 6594dd9d6906752edaf4d909df996cf3
BLAKE2b-256 e128798093f2b303d3b1aa9fb9c1a765188973f652e353e75ecb83cfade20dd0

See more details on using hashes here.

Supported by

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