DOC: Switch to https where used

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diff --git a/.travis.yml b/.travis.yml
@@ -94,7 +94,7 @@ notifications:
 
 # Setup anaconda
 before_install:
-  - wget http://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh
+  - wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh
   - chmod +x miniconda.sh
   - ./miniconda.sh -b -p /home/travis/miniconda
   - export PATH=/home/travis/miniconda/bin:$PATH

diff --git a/CHANGES.md b/CHANGES.md
@@ -1,4 +1,4 @@
 Release Notes
 =============
 
-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).
+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).
diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst
@@ -20,8 +20,8 @@ Making Changes to the Code
 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.
 
 - **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.
-- 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.)
-- Code submissions must always include tests. See our `notes on testing <http://www.statsmodels.org/devel/dev/test_notes.html>`_.
+- 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.)
+- Code submissions must always include tests. See our `notes on testing <https://www.statsmodels.org/devel/dev/test_notes.html>`_.
 - 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>`_.
 - If you are adding new functionality, you need to add it to the documentation by editing (or creating) the appropriate file in ``docs/source``.
 - Make sure your documentation changes parse correctly. Change into the top-level ``docs/`` directory and type::
@@ -41,7 +41,7 @@ So you want to submit a patch to `statsmodels` but aren't too familiar with gith
 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. 
 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.
 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.
-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>`_.
+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>`_.
 6. `Submit a pull request <https://help.github.com/articles/using-pull-requests>`_ 
 
 Mailing List
@@ -52,7 +52,7 @@ Conversations about development take place on the `statsmodels mailing list <htt
 Learn More
 ~~~~~~~~~~
 
-The ``statsmodels`` documentation's `developer page <http://www.statsmodels.org/stable/dev/index.html>`_
+The ``statsmodels`` documentation's `developer page <https://www.statsmodels.org/stable/dev/index.html>`_
 offers much more detailed information about the process.
 
 License

diff --git a/INSTALL.txt b/INSTALL.txt
@@ -111,7 +111,7 @@ You will need a C compiler installed.
 Installing from Source on Windows
 ---------------------------------
 
-See http://www.statsmodels.org/devel/install.html#windows.
+See https://www.statsmodels.org/devel/install.html#windows.
 
 
 Documentation
@@ -120,4 +120,4 @@ Documentation
 You may find more information about the project and installation in our 
 documentation
 
-http://www.statsmodels.org/devel/install.html
+https://www.statsmodels.org/devel/install.html
diff --git a/README.rst b/README.rst
@@ -13,18 +13,18 @@ Documentation
 
 The documentation for the latest release is at
 
-http://www.statsmodels.org/stable/
+https://www.statsmodels.org/stable/
 
 The documentation for the development version is at
 
-http://www.statsmodels.org/dev/
+https://www.statsmodels.org/dev/
 
 Recent improvements are highlighted in the release notes
 
-http://www.statsmodels.org/stable/release/version0.9.html
+https://www.statsmodels.org/stable/release/version0.9.html
 
-Backups of documentation are available at http://statsmodels.github.io/stable/
-and http://statsmodels.github.io/dev/.
+Backups of documentation are available at https://statsmodels.github.io/stable/
+and https://statsmodels.github.io/dev/.
 
 
 
@@ -125,7 +125,7 @@ https://github.com/statsmodels/statsmodels/tags
 
 Binaries and source distributions are available from PyPi
 
-http://pypi.python.org/pypi/statsmodels/
+https://pypi.org/project/statsmodels/
 
 Binaries can be installed in Anaconda
 
@@ -137,7 +137,7 @@ Installing from sources
 
 See INSTALL.txt for requirements or see the documentation
 
-http://statsmodels.github.io/dev/install.html
+https://statsmodels.github.io/dev/install.html
 
 License
 =======

diff --git a/docs/source/about.rst b/docs/source/about.rst
@@ -57,7 +57,7 @@ development of statsmodels:
 
 We would also like to thank our hosting providers, `github
 <https://github.com/>`_ for the public code repository, `github.io
-<http://www.statsmodels.org/stable/index.html>`_ for hosting our documentation and `python.org
+<https://www.statsmodels.org/stable/index.html>`_ for hosting our documentation and `python.org
 <https://www.python.org/>`_ for making our downloads available on PyPi.
 
 We also thank our continuous integration providers,

diff --git a/docs/source/conf.py b/docs/source/conf.py
@@ -301,12 +301,12 @@
 
 # Example configuration for intersphinx: refer to the Python standard library.
 intersphinx_mapping = {
-        'numpy' : ('https://docs.scipy.org/doc/numpy/', None),
-        'python' : ('https://docs.python.org/3.2', None),
-        'pydagogue' : ('http://matthew-brett.github.io/pydagogue/', None),
-        'patsy' : ('http://patsy.readthedocs.io/en/latest/', None),
-        'pandas' : ('http://pandas.pydata.org/pandas-docs/stable/', None),
-        }
+    'numpy': ('https://docs.scipy.org/doc/numpy/', None),
+    'python': ('https://docs.python.org/3/', None),
+    'pydagogue': ('https://matthew-brett.github.io/pydagogue/', None),
+    'patsy': ('https://patsy.readthedocs.io/en/latest/', None),
+    'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
+}
 
 from os.path import dirname, abspath, join
 plot_basedir = join(dirname(dirname(os.path.abspath(__file__))), 'source')

diff --git a/docs/source/datasets/index.rst b/docs/source/datasets/index.rst
@@ -25,7 +25,7 @@ Using Datasets from Stata
 Using Datasets from R
 ---------------------
 
-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:
+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:
 
 .. ipython:: python
 

diff --git a/docs/source/dev/examples.rst b/docs/source/dev/examples.rst
@@ -26,7 +26,7 @@ Examples are best contributed as IPython notebooks. Save your notebook with all
 The Example Gallery
 ~~~~~~~~~~~~~~~~~~~
 
-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).
+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).
 
 
 Before submitting a PR

diff --git a/docs/source/dev/index.rst b/docs/source/dev/index.rst
@@ -21,7 +21,7 @@ Making Changes to the Code
 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.
 
 - **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.
-- 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.)
+- 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.)
 - Code submissions must always include tests. See our notes on :ref:`testing`.
 - 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>`_.
 - If you are adding new functionality, you need to add it to the documentation by editing (or creating) the appropriate file in ``docs/source``.

diff --git a/docs/source/dev/maintainer_notes.rst b/docs/source/dev/maintainer_notes.rst
@@ -189,4 +189,4 @@ Prefix commit messages in the master branch of the main shared repository with t
 .. vbench
 .. ------
 ..
-.. 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>`_.
+.. 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>`_.
diff --git a/docs/source/faq.rst b/docs/source/faq.rst
@@ -22,7 +22,7 @@ How does statsmodels handle missing data?
 
 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>`. 
 
-.. `Model class <http://www.statsmodels.org/devel/dev/generated/statsmodels.base.model.Model.html#statsmodels.base.model.Model>`_.
+.. `Model class <https://www.statsmodels.org/devel/dev/generated/statsmodels.base.model.Model.html#statsmodels.base.model.Model>`_.
 
 .. _build-faq:
 

diff --git a/docs/source/gettingstarted.rst b/docs/source/gettingstarted.rst
@@ -34,11 +34,11 @@ Data
 ----
 
 We download the `Guerry dataset
-<http://vincentarelbundock.github.io/Rdatasets/doc/HistData/Guerry.html>`_, a
+<https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/doc/HistData/Guerry.html>`_, a
 collection of historical data used in support of Andre-Michel Guerry's 1833
 *Essay on the Moral Statistics of France*. The data set is hosted online in
 comma-separated values format (CSV) by the `Rdatasets
-<http://vincentarelbundock.github.io/Rdatasets/>`_ repository.
+<https://github.com/vincentarelbundock/Rdatasets/>`_ repository.
 We could download the file locally and then load it using ``read_csv``, but
 ``pandas`` takes care of all of this automatically for us:
 

diff --git a/docs/source/index.rst b/docs/source/index.rst
@@ -8,7 +8,7 @@ of many different statistical models, as well as for conducting statistical test
 data exploration. An extensive list of result statistics are available for each estimator.
 The results are tested against existing statistical packages to ensure that they are correct. The
 package is released under the open source Modified BSD (3-clause) license.
-The online documentation is hosted at `statsmodels.org <http://www.statsmodels.org/>`__.
+The online documentation is hosted at `statsmodels.org <https://www.statsmodels.org/>`__.
 
 
 Minimal Examples

diff --git a/docs/source/release/version0.5.rst b/docs/source/release/version0.5.rst
@@ -26,7 +26,7 @@ Alternatively, each model in the usual ``statsmodels.api`` namespace has a ``fro
     import pandas as pd
     import statsmodels.formula.api as smf
 
-    url = 'http://vincentarelbundock.github.io/Rdatasets/csv/HistData/Guerry.csv'
+    url = 'https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/csv/HistData/Guerry.csv'
     data = pd.read_csv(url)
 
     # Fit regression model (using the natural log of one of the regressors)
@@ -108,15 +108,15 @@ The power module (``statsmodel.stats.power``) currently implements power and sam
 
 Other important new features
 ----------------------------
-* **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>`_.
+* **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>`_.
 
 * **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>`.
 
 * **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>`.
 
 * **New datasets**: New :ref:`datasets <datasets>` are available for examples.
 
-* **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.
+* **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.
 
 * **Improved numerical differentiation tools**: Numerical differentiation routines have been greatly improved and expanded to cover all the routines discussed in::
 

diff --git a/docs/source/release/version0.8.rst b/docs/source/release/version0.8.rst
@@ -19,8 +19,8 @@ recent numpy and pandas releases.
 
 Statsmodels is using now github to store the updated documentation which
 is available under
-http://www.statsmodels.org/stable for the last release, and
-http://www.statsmodels.org/devel/ for the development version.
+https://www.statsmodels.org/stable for the last release, and
+https://www.statsmodels.org/devel/ for the development version.
 
 This is the last release that supports Python 2.6.
 

diff --git a/docs/source/release/version0.9.rst b/docs/source/release/version0.9.rst
@@ -12,8 +12,8 @@ Release summary
 
 Statsmodels is using github to store the updated documentation which
 is available under
-http://www.statsmodels.org/stable for the last release, and
-http://www.statsmodels.org/devel/ for the development version.
+https://www.statsmodels.org/stable for the last release, and
+https://www.statsmodels.org/devel/ for the development version.
 
 
 **Warning**

diff --git a/docs/themes/statsmodels/indexsidebar.html b/docs/themes/statsmodels/indexsidebar.html
@@ -3,7 +3,7 @@ <h3>Download</h3>
 {% if 'dev' in version %}
 
 <p>This documentation is for version <b>{{ version }}</b>, which is not
-released yet. Grab the source code from <a href="https://github.com/statsmodels/statsmodels/">Github</a> to install this version. You can go to the documentation for the last release <a href="http://www.statsmodels.org">here</a>.</p>
+released yet. Grab the source code from <a href="https://github.com/statsmodels/statsmodels/">Github</a> to install this version. You can go to the documentation for the last release <a href="https://www.statsmodels.org">here</a>.</p>
 
 {% else %}
 
@@ -14,7 +14,7 @@ <h3>Download</h3>
   or conda:
 
   <pre style="margin:0px 1px">conda install statsmodels</pre>
-Documentation for the current development version is <a href="http://www.statsmodels.org/devel/">here</a>.</p>
+Documentation for the current development version is <a href="https://www.statsmodels.org/devel/">here</a>.</p>
 
 {% endif %}
 

diff --git a/examples/notebooks/chi2_fitting.ipynb b/examples/notebooks/chi2_fitting.ipynb
@@ -98,7 +98,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "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",
+    "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",
     "* `exog` = `sm.add_constant(x)`\n",
     "* `endog` = `y`\n",
     "* `weights` = `1 / sqrt(y_err)`\n",