ENH: Optimize Cython code. Use scipy blas function pointers.
DOC: Mention arma speed-ups in release notes
COMPAT: Try to use Python 2/3 function declaration.
TST: Suppress not assert on possible warning.
Merge pull request #1524 from jseabold/arma-speedup-scipy

ENH: Optimize Cython code. Use scipy blas function pointers.
BLD: Fix typo in copy-paste for 3.4 builds. Closes #1565.
BLD: Add build scripts for 3.3
Merge pull request #1566 from jseabold/update-binary-builds

BLD: Fix copy paste path error for >= 3.3 Windows builds
ENH: Unit Root Tests

Introduces 4 new unit root tests and provides a class for Augmented Dickey Fuller testing.
The four new tests are:
  - PhillipsPerron
  - KPSS
  - Variance Ratio
  - DF-GLS

These have all been included in unitroot.py, and the afduller function has been moved from
tsatools to unitroot, and is now just a wrapper around the ADF class.

The critical value and p-value lookup codes have also been consolidated into untiroot.py.
Critical value and p-value lookup information for DFGLS and KPSS is not readily available
in published form, and so simulations were performed to generate these using 100,000,000
replications using a methodology similar to MacKinnon (2010).  All critical value data
has been consolidated into tsa/critical_values.

A cov_nw function was added to tsa/stattools which computes Newey-West covariance.

Also includes substantial improvements to tsatools, including numerous bug fixes.   The
code that handled recarrays has been improved to now handle pandas dataframes.  Numerous
doc strings where improved.  Test coverage was also substantially increased.

string_types was added to the compatibility library to address the difference between basestring
in Python 2 and str in Python 3.

Moved coint to a new file coinegration.py which will, in the long term, be expanded to include
other tests for cointegration.

Conflicts:
	statsmodels/tsa/tsatools.py
Changed h0 and hA to null_hypothesis and alternative_hypothesis

Provides a __str__ and __repr__, as well as a _repr_html_ for IPython, for unit
root tests to improve interactive behavior

Refactored valid_trends to remove redundant code
Documentation improvements
Refactored method used for valid_trends
Improved summary
Fixed test failures on 2.6 by skipping those with assert_raises

asset_raises uses an improved version form unittest in Python 2.7, and does not work
correctly in 2.6
Returned a test that was wrongly disabled.
Provided a basic method to call adfuller and coint from tsatools.py
Added adf-z test simulation code
Improved the simulation code for critical values [skip_ci]
Joblib version of simulation code
[skip ci]
Small improvements to critical value simulation code
[ci skip]
Fixed issue with IPython.parallel memory use
Fixed typo in build_bdists.bat
Python 3.x compatibility
Finalized critical values from simulations