Python's forecast::auto.arima equivalent
Project description
[](https://badge.fury.io/py/pmdarima) [](https://travis-ci.org/tgsmith61591/pmdarima) [](https://ci.appveyor.com/project/tgsmith61591/pmdarima/branch/master) [](https://circleci.com/gh/tgsmith61591/pmdarima) [](https://codecov.io/gh/tgsmith61591/pmdarima) 
# pmdarima
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](https://www.rdocumentation.org/packages/forecast/versions/7.3/topics/auto.arima) functionality to Python. Pmdarima operates by wrapping [statsmodels.tsa.ARIMA](https://github.com/statsmodels/statsmodels/blob/master/statsmodels/tsa/arima_model.py) and [statsmodels.tsa.statespace.SARIMAX](https://github.com/statsmodels/statsmodels/blob/master/statsmodels/tsa/statespace/sarimax.py) 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:
`bash $ pip install pmdarima `
Note that legacy versions (<1.0.0) are available under the name “pyramid-arima” and can be pip installed via:
`bash # Legacy warning: $ pip install pyramid-arima # python -c 'import pyramid;' `
To ensure the package was built correctly, import the following module in python:
`python from pmdarima.arima import auto_arima `
### Availability
pmdarima is available in pre-built Wheel files for the following Python versions:
Python 3.5+: * 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>=0.28 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](https://www.alkaline-ml.com/pmdarima). If not, always feel free to file an issue.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distributions
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file pmdarima-1.1.0.tar.gz.
File metadata
- Download URL: pmdarima-1.1.0.tar.gz
- Upload date:
- Size: 610.8 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/40.2.0 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.5.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
004de9519e7b686e317215005dcafa20526767fbd4e0741ee0281aa262671da3
|
|
| MD5 |
d86ff944c634bab9fd1b0c202064c45d
|
|
| BLAKE2b-256 |
8d870e2dd7621e9daae5a55bc6194a6d4e452560f0bfeb934a35ad64f0cc06aa
|
File details
Details for the file pmdarima-1.1.0-cp37-cp37m-win_amd64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp37-cp37m-win_amd64.whl
- Upload date:
- Size: 211.2 kB
- Tags: CPython 3.7m, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/39.0.1 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.7.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
96dba0f51557da66956f3c36a2cabb3c6227662af22bca3574bdcf3dc8af6fc0
|
|
| MD5 |
f16fc5fb81d0a3689bb847ae88040623
|
|
| BLAKE2b-256 |
1cffbd0b37333a6b5bdaf39907ad0a81b953595160973c441e3619ad7bc2fa49
|
File details
Details for the file pmdarima-1.1.0-cp37-cp37m-win32.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp37-cp37m-win32.whl
- Upload date:
- Size: 183.1 kB
- Tags: CPython 3.7m, Windows x86
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/39.0.1 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.7.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
a549c47fecb2f68926dd8ca716a8f901985e120990bd55085607c85be6d6e9d3
|
|
| MD5 |
f372e2a85bcded1b9c1300fd880bcd99
|
|
| BLAKE2b-256 |
4b05cb6399f56956472605ba2d4170a3bc672efcdb645d3612541ae0321daa82
|
File details
Details for the file pmdarima-1.1.0-cp37-cp37m-manylinux1_x86_64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp37-cp37m-manylinux1_x86_64.whl
- Upload date:
- Size: 695.2 kB
- Tags: CPython 3.7m
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/40.6.3 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.7.1
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
7a301e170e72ae10d9ecc2857377abd25cca5d9549103fd144a034a157ae612e
|
|
| MD5 |
d6c9078d570f0ce39fabe070f7a9b26c
|
|
| BLAKE2b-256 |
18cbcdacc970d4b9786f679fc5f2b325febd3a538daf33d0063992ec3c2891e7
|
File details
Details for the file pmdarima-1.1.0-cp37-cp37m-macosx_10_7_x86_64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp37-cp37m-macosx_10_7_x86_64.whl
- Upload date:
- Size: 224.3 kB
- Tags: CPython 3.7m, macOS 10.7+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/40.6.3 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.7.1
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
0c6af685add375ac0d7850cf33cbecddacce688fa85fd62529c1a7e6b94ee64c
|
|
| MD5 |
d94d3f522d610fc583f3b362f4433856
|
|
| BLAKE2b-256 |
f521daa06f160c1d01e49c4829444ccad2971d670b8122fac560ac7555ba30a9
|
File details
Details for the file pmdarima-1.1.0-cp36-cp36m-win_amd64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp36-cp36m-win_amd64.whl
- Upload date:
- Size: 211.1 kB
- Tags: CPython 3.6m, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/39.0.1 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.6.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
98b806aebea9d4b5892caca9a4db76576ebf93b67c2798a94cddaf7f13a1b60f
|
|
| MD5 |
be9afbc01579759f2b97922da632afaa
|
|
| BLAKE2b-256 |
275f62b7fd4c638ed7d8299bb3b94bcf30df290d3c96ba6ee877668a9bd716b9
|
File details
Details for the file pmdarima-1.1.0-cp36-cp36m-win32.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp36-cp36m-win32.whl
- Upload date:
- Size: 183.0 kB
- Tags: CPython 3.6m, Windows x86
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/39.0.1 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.6.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
c2e1bc122789c2d179d491cfac6a009fe862e238adb7984b7bef6a2057ab266f
|
|
| MD5 |
b3e0d75ddb1ab68d08504876e6b56c3e
|
|
| BLAKE2b-256 |
1d0e3b22fd0e67251f59a73756f841ec59b051d2e440f1239ffab63d19a9dc12
|
File details
Details for the file pmdarima-1.1.0-cp36-cp36m-manylinux1_x86_64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp36-cp36m-manylinux1_x86_64.whl
- Upload date:
- Size: 685.3 kB
- Tags: CPython 3.6m
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/40.6.3 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.6.1
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
e308075dde374406a77f9978c020542cd5b26a83a128b11056b5994a7fca766a
|
|
| MD5 |
035023752c21fc7345b3a62528e67d01
|
|
| BLAKE2b-256 |
5d94ca83959e19556ddad833858678313dded1e956092235335bb1ca76506315
|
File details
Details for the file pmdarima-1.1.0-cp36-cp36m-macosx_10_7_x86_64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp36-cp36m-macosx_10_7_x86_64.whl
- Upload date:
- Size: 224.3 kB
- Tags: CPython 3.6m, macOS 10.7+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/40.6.3 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.6.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
4557e5676944100348c336c1593a00499de71acb1087ec9990ad9923b0a2e07f
|
|
| MD5 |
9d01e3399283cd03074aeaf1e91e6cb8
|
|
| BLAKE2b-256 |
a7e20968560272f1c66a915f3927ed3c4493d5e47664aa3061e1825450a3cbbb
|
File details
Details for the file pmdarima-1.1.0-cp35-cp35m-win_amd64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp35-cp35m-win_amd64.whl
- Upload date:
- Size: 206.3 kB
- Tags: CPython 3.5m, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/28.8.0 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.5.4
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
557422ff43e592f36b807b1b5c947619ab7d66594c843d47909ecf753c008edf
|
|
| MD5 |
c67c28fc6357f853214f4bb2bb6c0175
|
|
| BLAKE2b-256 |
625915a804915737820a45825127cd29cfd4880831425a96147ac550d30bccf9
|
File details
Details for the file pmdarima-1.1.0-cp35-cp35m-win32.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp35-cp35m-win32.whl
- Upload date:
- Size: 179.8 kB
- Tags: CPython 3.5m, Windows x86
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/28.8.0 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.5.4
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
f18706ed00b81e6b24b03a7347b37250502d247006ef863eda16febf1ca9df3a
|
|
| MD5 |
9e71e44cea77fdd23fb26c7d45fbf2d1
|
|
| BLAKE2b-256 |
97c94ba90599c07f179f7112fddd372bc7ae4c8a0f95fc6a0eb9af379433adbc
|
File details
Details for the file pmdarima-1.1.0-cp35-cp35m-manylinux1_x86_64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp35-cp35m-manylinux1_x86_64.whl
- Upload date:
- Size: 668.9 kB
- Tags: CPython 3.5m
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/40.2.0 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.5.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
b4dcbb5f0e4b06f23b0018363162231cf027be5f9f0888c5a74a6ee815e69475
|
|
| MD5 |
a15dcb77f6cb145ac5af4ec61b9f7562
|
|
| BLAKE2b-256 |
c20f50ed93fa0b5900cc1a137d6d488510afd5e3ab388770a19e927996b5b853
|
File details
Details for the file pmdarima-1.1.0-cp35-cp35m-macosx_10_6_x86_64.whl.
File metadata
- Download URL: pmdarima-1.1.0-cp35-cp35m-macosx_10_6_x86_64.whl
- Upload date:
- Size: 215.1 kB
- Tags: CPython 3.5m, macOS 10.6+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.21.0 setuptools/40.2.0 requests-toolbelt/0.8.0 tqdm/4.28.1 CPython/3.5.6
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
a76a7aea033e674d5254c47b8fa4100399ec3462b4cb0887de9c78cfceb2fb47
|
|
| MD5 |
30ac289425b5eab988aa912d6ea88fc5
|
|
| BLAKE2b-256 |
8fa399cfb9cead9f4855e535b94d96a8e116ae734127eeddc52f3f194e5d7143
|