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The list of changes for each statsmodels release can be found [here](http://www.statsmodels.org/devel/release/index.html). Full details are available in the [commit logs](https://github.com/statsmodels/statsmodels).
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The list of changes for each statsmodels release can be found [here](https://www.statsmodels.org/devel/release/index.html). Full details are available in the [commit logs](https://github.com/statsmodels/statsmodels).
Copy file name to clipboardExpand all lines: CONTRIBUTING.rst
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For a pull request to be accepted, you must meet the below requirements. This greatly helps in keeping the job of maintaining and releasing the software a shared effort.
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- **One branch. One feature.** Branches are cheap and github makes it easy to merge and delete branches with a few clicks. Avoid the temptation to lump in a bunch of unrelated changes when working on a feature, if possible. This helps us keep track of what has changed when preparing a release.
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- Commit messages should be clear and concise. This means a subject line of less than 80 characters, and, if necessary, a blank line followed by a commit message body. We have an `informal commit format standard <http://www.statsmodels.org/devel/dev/maintainer_notes.html#commit-comments>`_ that we try to adhere to. You can see what this looks like in practice by ``git log --oneline -n 10``. If your commit references or closes a specific issue, you can close it by mentioning it in the `commit message <https://help.github.com/articles/closing-issues-via-commit-messages>`_. (*For maintainers*: These suggestions go for Merge commit comments too. These are partially the record for release notes.)
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- Code submissions must always include tests. See our `notes on testing <http://www.statsmodels.org/devel/dev/test_notes.html>`_.
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- Commit messages should be clear and concise. This means a subject line of less than 80 characters, and, if necessary, a blank line followed by a commit message body. We have an `informal commit format standard <https://www.statsmodels.org/devel/dev/maintainer_notes.html#commit-comments>`_ that we try to adhere to. You can see what this looks like in practice by ``git log --oneline -n 10``. If your commit references or closes a specific issue, you can close it by mentioning it in the `commit message <https://help.github.com/articles/closing-issues-via-commit-messages>`_. (*For maintainers*: These suggestions go for Merge commit comments too. These are partially the record for release notes.)
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- Code submissions must always include tests. See our `notes on testing <https://www.statsmodels.org/devel/dev/test_notes.html>`_.
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- Each function, class, method, and attribute needs to be documented using docstrings. We conform to the `numpy docstring standard <https://github.com/numpy/numpy/blob/master/doc/HOWTO_DOCUMENT.rst.txt#docstring-standard>`_.
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- If you are adding new functionality, you need to add it to the documentation by editing (or creating) the appropriate file in ``docs/source``.
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- Make sure your documentation changes parse correctly. Change into the top-level ``docs/`` directory and type::
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2. `Create a new feature branch <http://git-scm.com/book/en/Git-Branching-Basic-Branching-and-Merging>`_. Each branch must be self-contained, with a single new feature or bugfix.
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3. Make sure the test suite passes. This includes testing on Python 3. The easiest way to do this is to either enable `Travis-CI <https://travis-ci.org/>`_ on your fork, or to make a pull request and check there.
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4. Document your changes by editing the appropriate file in ``docs/source/``. If it is a big, new feature add a note and an example to the latest ``docs/source/release/versionX.X.rst`` file. See older versions for examples. If it's a minor change, it will be included automatically in our relase notes.
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5. Add an example. If it is a big, new feature please submit an example notebook by following `these instructions <http://www.statsmodels.org/devel/dev/examples.html>`_.
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5. Add an example. If it is a big, new feature please submit an example notebook by following `these instructions <https://www.statsmodels.org/devel/dev/examples.html>`_.
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6. `Submit a pull request <https://help.github.com/articles/using-pull-requests>`_
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Mailing List
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Learn More
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~~~~~~~~~~
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The ``statsmodels`` documentation's `developer page <http://www.statsmodels.org/stable/dev/index.html>`_
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The ``statsmodels`` documentation's `developer page <https://www.statsmodels.org/stable/dev/index.html>`_
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offers much more detailed information about the process.
Copy file name to clipboardExpand all lines: docs/source/datasets/index.rst
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Using Datasets from R
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---------------------
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The `Rdatasets project <http://vincentarelbundock.github.io/Rdatasets/>`__ gives access to the datasets available in R's core datasets package and many other common R packages. All of these datasets are available to statsmodels by using the :func:`get_rdataset` function. The actual data is accessible by the ``data`` attribute. For example:
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The `Rdatasets project <https://vincentarelbundock.github.io/Rdatasets/>`__ gives access to the datasets available in R's core datasets package and many other common R packages. All of these datasets are available to statsmodels by using the :func:`get_rdataset` function. The actual data is accessible by the ``data`` attribute. For example:
Copy file name to clipboardExpand all lines: docs/source/dev/examples.rst
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The Example Gallery
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~~~~~~~~~~~~~~~~~~~
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We have a gallery of example notebooks available `here <http://www.statsmodels.org/devel/examples/index.html>`_. If you would like your example to show up in this gallery, add a link to the notebook in ``docs/source/examples/landing.json``. For the thumbnail, take a screenshot of what you think is the best "hook" for the notebook. The image will be displayed at 360 x 225 (W x H). It's best to save the image as a PNG with a resolution that is some multiple of 360 x 225 (720 x 450 is preferred).
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We have a gallery of example notebooks available `here <https://www.statsmodels.org/devel/examples/index.html>`_. If you would like your example to show up in this gallery, add a link to the notebook in ``docs/source/examples/landing.json``. For the thumbnail, take a screenshot of what you think is the best "hook" for the notebook. The image will be displayed at 360 x 225 (W x H). It's best to save the image as a PNG with a resolution that is some multiple of 360 x 225 (720 x 450 is preferred).
Copy file name to clipboardExpand all lines: docs/source/dev/index.rst
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For a pull request to be accepted, you must meet the below requirements. This greatly helps the job of maintaining and releasing the software a shared effort.
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- **One branch. One feature.** Branches are cheap and github makes it easy to merge and delete branches with a few clicks. Avoid the temptation to lump in a bunch of unrelated changes when working on a feature, if possible. This helps us keep track of what has changed when preparing a release.
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- Commit messages should be clear and concise. This means a subject line of less than 80 characters, and, if necessary, a blank line followed by a commit message body. We have an `informal commit format standard <http://www.statsmodels.org/devel/dev/maintainer_notes.html#commit-comments>`_ that we try to adhere to. You can see what this looks like in practice by ``git log --oneline -n 10``. If your commit references or closes a specific issue, you can close it by mentioning it in the `commit message <https://help.github.com/articles/closing-issues-via-commit-messages/>`_. (*For maintainers*: These suggestions go for Merge commit comments too. These are partially the record for release notes.)
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- Commit messages should be clear and concise. This means a subject line of less than 80 characters, and, if necessary, a blank line followed by a commit message body. We have an `informal commit format standard <https://www.statsmodels.org/devel/dev/maintainer_notes.html#commit-comments>`_ that we try to adhere to. You can see what this looks like in practice by ``git log --oneline -n 10``. If your commit references or closes a specific issue, you can close it by mentioning it in the `commit message <https://help.github.com/articles/closing-issues-via-commit-messages/>`_. (*For maintainers*: These suggestions go for Merge commit comments too. These are partially the record for release notes.)
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- Code submissions must always include tests. See our notes on :ref:`testing`.
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- Each function, class, method, and attribute needs to be documented using docstrings. We conform to the `numpy docstring standard <https://github.com/numpy/numpy/blob/master/doc/HOWTO_DOCUMENT.rst.txt#docstring-standard>`_.
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- If you are adding new functionality, you need to add it to the documentation by editing (or creating) the appropriate file in ``docs/source``.
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.. vbench
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.. ------
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..
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.. See :ref:`vbenchdoc` notes for working with the `statsmodels vbench suite <http://www.statsmodels.org/vbench>`_. The github repository is available `here <https://github.com/statsmodels/vbench>`_.
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.. See :ref:`vbenchdoc` notes for working with the `statsmodels vbench suite <https://www.statsmodels.org/vbench>`_. The github repository is available `here <https://github.com/statsmodels/vbench>`_.
Copy file name to clipboardExpand all lines: docs/source/faq.rst
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Missing data can be handled via the ``missing`` keyword argument. Every model takes this keyword. You can find more information in the docstring of :class:`statsmodels.base.Model <base.model.Model>`.
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.. `Model class <http://www.statsmodels.org/devel/dev/generated/statsmodels.base.model.Model.html#statsmodels.base.model.Model>`_.
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.. `Model class <https://www.statsmodels.org/devel/dev/generated/statsmodels.base.model.Model.html#statsmodels.base.model.Model>`_.
# Fit regression model (using the natural log of one of the regressors)
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Other important new features
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----------------------------
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* **IPython notebook examples**: Many of our examples have been converted or added as IPython notebooks now. They are available `here <http://www.statsmodels.org/devel/examples/index.html#notebook-examples>`_.
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* **IPython notebook examples**: Many of our examples have been converted or added as IPython notebooks now. They are available `here <https://www.statsmodels.org/devel/examples/index.html#notebook-examples>`_.
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* **Improved marginal effects for discrete choice models**: Expanded options for obtaining marginal effects after the estimation of nonlinear discrete choice models are available. See :py:meth:`get_margeff <statsmodels.discrete.discrete_model.DiscreteResuls.get_margeff>`.
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* **OLS influence outlier measures**: After the estimation of a model with OLS, the common set of influence and outlier measures and a outlier test are now available attached as methods ``get_influnce`` and ``outlier_test`` to the Results instance. See :py:class:`OLSInfluence <statsmodels.stats.outliers_influence.OLSInfluence>` and :func:`outlier_test <statsmodels.stats.outliers_influence.outlier_test>`.
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* **New datasets**: New :ref:`datasets <datasets>` are available for examples.
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* **Access to R datasets**: We now have access to many of the same datasets available to R users through the `Rdatasets project <http://vincentarelbundock.github.io/Rdatasets/>`_. You can access these using the :func:`sm.datasets.get_rdataset <statsmodels.datasets.get_rdataset>` function. This function also includes caching of these datasets.
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* **Access to R datasets**: We now have access to many of the same datasets available to R users through the `Rdatasets project <https://vincentarelbundock.github.io/Rdatasets/>`_. You can access these using the :func:`sm.datasets.get_rdataset <statsmodels.datasets.get_rdataset>` function. This function also includes caching of these datasets.
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* **Improved numerical differentiation tools**: Numerical differentiation routines have been greatly improved and expanded to cover all the routines discussed in::
Copy file name to clipboardExpand all lines: docs/themes/statsmodels/indexsidebar.html
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{% if 'dev' in version %}
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<p>This documentation is for version <b>{{ version }}</b>, which is not
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released yet. Grab the source code from <ahref="https://github.com/statsmodels/statsmodels/">Github</a> to install this version. You can go to the documentation for the last release <ahref="http://www.statsmodels.org">here</a>.</p>
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released yet. Grab the source code from <ahref="https://github.com/statsmodels/statsmodels/">Github</a> to install this version. You can go to the documentation for the last release <ahref="https://www.statsmodels.org">here</a>.</p>
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"To fit a straight line use the weighted least squares class [WLS](http://www.statsmodels.org/devel/generated/statsmodels.regression.linear_model.WLS.html) ... the parameters are called:\n",
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"To fit a straight line use the weighted least squares class [WLS](https://www.statsmodels.org/devel/generated/statsmodels.regression.linear_model.WLS.html) ... the parameters are called:\n",
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