ANN: SciPy 1.1.0 released

Sat May 5 14:36:03 EDT 2018

-----BEGIN PGP SIGNED MESSAGE-----
Hash: SHA256

Hi all,

On behalf of the SciPy development team I'm pleased to announce the
SciPy 1.1.0 release.

Sources and binary wheels can be found at
https://pypi.python.org/pypi/scipy
and at https://github.com/scipy/scipy/releases/tag/v1.1.0. 
To install with pip:

    pip install scipy==1.1.0

Thanks to everyone who contributed to this release!

=========================
SciPy 1.1.0 Release Notes
=========================

SciPy 1.1.0 is the culmination of 7 months of hard work. It contains
many new features, numerous bug-fixes, improved test coverage and better
documentation. There have been a number of deprecations and API changes
in this release, which are documented below. All users are encouraged to
upgrade to this release, as there are a large number of bug-fixes and
optimizations. Before upgrading, we recommend that users check that
their own code does not use deprecated SciPy functionality (to do so,
run your code with ``python -Wd`` and check for ``DeprecationWarning``
s). Our development attention will now shift to bug-fix releases on the
1.1.x branch, and on adding new features on the master branch.

This release requires Python 2.7 or 3.4+ and NumPy 1.8.2 or greater.

This release has improved but not necessarily 100% compatibility with
the `PyPy <https://pypy.org/>`__ Python implementation. For running on
PyPy, PyPy 6.0+ and Numpy 1.15.0+ are required.

New features
============

`scipy.integrate` improvements
- ------------------------------

The argument ``tfirst`` has been added to the function
`scipy.integrate.odeint`. This allows odeint to use the same user
functions as `scipy.integrate.solve_ivp` and `scipy.integrate.ode` without
the need for wrapping them in a function that swaps the first two
arguments.

Error messages from ``quad()`` are now clearer.

`scipy.linalg` improvements
- ---------------------------

The function `scipy.linalg.ldl` has been added for factorization of
indefinite symmetric/hermitian matrices into triangular and block
diagonal matrices.

Python wrappers for LAPACK ``sygst``, ``hegst`` added in
`scipy.linalg.lapack`.

Added `scipy.linalg.null_space`, `scipy.linalg.cdf2rdf`,
`scipy.linalg.rsf2csf`.

`scipy.misc` improvements
- -------------------------

An electrocardiogram has been added as an example dataset for a
one-dimensional signal. It can be accessed through
`scipy.misc.electrocardiogram`.

`scipy.ndimage` improvements
- ----------------------------

The routines `scipy.ndimage.binary_opening`, and
`scipy.ndimage.binary_closing` now support masks and different border
values.

`scipy.optimize` improvements
- -----------------------------

The method ``trust-constr`` has been added to
`scipy.optimize.minimize`. The method switches between two
implementations depending on the problem definition. For equality
constrained problems it is an implementation of a trust-region
sequential quadratic programming solver and, when inequality constraints
are imposed, it switches to a trust-region interior point method. Both
methods are appropriate for large scale problems. Quasi-Newton options
BFGS and SR1 were implemented and can be used to approximate second
order derivatives for this new method. Also, finite-differences can be
used to approximate either first-order or second-order derivatives.

Random-to-Best/1/bin and Random-to-Best/1/exp mutation strategies were
added to `scipy.optimize.differential_evolution` as ``randtobest1bin``
and ``randtobest1exp``, respectively. Note: These names were already in
use but implemented a different mutation strategy. See `Backwards
incompatible changes <#backwards-incompatible-changes>`__, below. The
``init`` keyword for the `scipy.optimize.differential_evolution`
function can now accept an array. This array allows the user to specify
the entire population.

Add an ``adaptive`` option to Nelder-Mead to use step parameters adapted
to the dimensionality of the problem.

Minor improvements in `scipy.optimize.basinhopping`.

`scipy.signal` improvements
- ---------------------------

Three new functions for peak finding in one-dimensional arrays were
added. `scipy.signal.find_peaks` searches for peaks (local maxima) based
on simple value comparison of neighbouring samples and returns those
peaks whose properties match optionally specified conditions for their
height, prominence, width, threshold and distance to each other.
`scipy.signal.peak_prominences` and `scipy.signal.peak_widths` can directly
calculate the prominences or widths of known peaks.

Added ZPK versions of frequency transformations:
`scipy.signal.bilinear_zpk`, `scipy.signal.lp2bp_zpk`,
`scipy.signal.lp2bs_zpk`, `scipy.signal.lp2hp_zpk`,
`scipy.signal.lp2lp_zpk`.

Added `scipy.signal.windows.dpss`,
`scipy.signal.windows.general_cosine` and
`scipy.signal.windows.general_hamming`.

`scipy.sparse` improvements
- ---------------------------

Previously, the ``reshape`` method only worked on
`scipy.sparse.lil_matrix`, and in-place reshaping did not work on any
matrices. Both operations are now implemented for all matrices. Handling
of shapes has been made consistent with ``numpy.matrix`` throughout the
`scipy.sparse` module (shape can be a tuple or splatted, negative
number acts as placeholder, padding and unpadding dimensions of size 1
to ensure length-2 shape).

`scipy.special` improvements
- ----------------------------

Added Owen’s T function as `scipy.special.owens_t`.

Accuracy improvements in ``chndtr``, ``digamma``, ``gammaincinv``,
``lambertw``, ``zetac``.

`scipy.stats` improvements
- --------------------------

The Moyal distribution has been added as `scipy.stats.moyal`.

Added the normal inverse Gaussian distribution as
`scipy.stats.norminvgauss`.

Deprecated features
===================

The iterative linear equation solvers in `scipy.sparse.linalg` had a
sub-optimal way of how absolute tolerance is considered. The default
behavior will be changed in a future Scipy release to a more standard
and less surprising one. To silence deprecation warnings, set the
``atol=`` parameter explicitly.

`scipy.signal.windows.slepian` is deprecated, replaced by
`scipy.signal.windows.dpss`.

The window functions in `scipy.signal` are now available in
`scipy.signal.windows`. They will remain also available in the old
location in the `scipy.signal` namespace in future Scipy versions.
However, importing them from `scipy.signal.windows` is preferred, and
new window functions will be added only there.

Indexing sparse matrices with floating-point numbers instead of integers
is deprecated.

The function `scipy.stats.itemfreq` is deprecated.

Backwards incompatible changes
==============================

Previously, `scipy.linalg.orth` used a singular value cutoff value
appropriate for double precision numbers also for single-precision
input. The cutoff value is now tunable, and the default has been changed
to depend on the input data precision.

In previous versions of Scipy, the ``randtobest1bin`` and
``randtobest1exp`` mutation strategies in
`scipy.optimize.differential_evolution` were actually implemented using
the Current-to-Best/1/bin and Current-to-Best/1/exp strategies,
respectively. These strategies were renamed to ``currenttobest1bin`` and
``currenttobest1exp`` and the implementations of ``randtobest1bin`` and
``randtobest1exp`` strategies were corrected.

Functions in the ndimage module now always return their output array.
Before this most functions only returned the output array if it had been
allocated by the function, and would return ``None`` if it had been
provided by the user.

Distance metrics in `scipy.spatial.distance` now require non-negative
weights.

`scipy.special.loggamma` returns now real-valued result when the input
is real-valued.

Other changes
=============

When building on Linux with GNU compilers, the ``.so`` Python extension
files now hide all symbols except those required by Python, which can
avoid problems when embedding the Python interpreter.

Authors
=======

* Saurabh Agarwal +
* Diogo Aguiam +
* Joseph Albert +
* Gerrit Ansmann +
* Jean-François B +
* Vahan Babayan +
* Alessandro Pietro Bardelli
* Christoph Baumgarten +
* Felix Berkenkamp
* Lilian Besson +
* Aditya Bharti +
* Matthew Brett
* Evgeni Burovski
* CJ Carey
* Martin Ø. Christensen +
* Robert Cimrman
* Vicky Close +
* Peter Cock +
* Philip DeBoer
* Jaime Fernandez del Rio
* Dieter Werthmüller +
* Tom Donoghue +
* Matt Dzugan +
* Lars G +
* Jacques Gaudin +
* Andriy Gelman +
* Sean Gillies +
* Dezmond Goff
* Christoph Gohlke
* Ralf Gommers
* Uri Goren +
* Deepak Kumar Gouda +
* Douglas Lessa Graciosa +
* Matt Haberland
* David Hagen
* Charles Harris
* Jordan Heemskerk +
* Danny Hermes +
* Stephan Hoyer +
* Theodore Hu +
* Jean-François B. +
* Mads Jensen +
* Jon Haitz Legarreta Gorroño +
* Ben Jude +
* Noel Kippers +
* Julius Bier Kirkegaard +
* Maria Knorps +
* Mikkel Kristensen +
* Eric Larson
* Kasper Primdal Lauritzen +
* Denis Laxalde
* KangWon Lee +
* Jan Lehky +
* Jackie Leng +
* P.L. Lim +
* Nikolay Mayorov
* Mihai Capotă +
* Max Mikhaylov +
* Mark Mikofski +
* Jarrod Millman
* Raden Muhammad +
* Paul Nation
* Andrew Nelson
* Nico Schlömer
* Joel Nothman
* Kyle Oman +
* Egor Panfilov +
* Nick Papior
* Anubhav Patel +
* Oleksandr Pavlyk
* Ilhan Polat
* Robert Pollak +
* Anant Prakash +
* Aman Pratik
* Sean Quinn +
* Giftlin Rajaiah +
* Tyler Reddy
* Joscha Reimer
* Antonio H Ribeiro +
* Antonio Horta Ribeiro
* Benjamin Rose +
* Fabian Rost
* Divakar Roy +
* Scott Sievert
* Leo Singer
* Sourav Singh
* Martino Sorbaro +
* Eric Stansifer +
* Martin Thoma
* Phil Tooley +
* Piotr Uchwat +
* Paul van Mulbregt
* Pauli Virtanen
* Stefan van der Walt
* Warren Weckesser
* Florian Weimer +
* Eric Wieser
* Josh Wilson
* Ted Ying +
* Evgeny Zhurko
* Zé Vinícius
* @Astrofysicus +
* @awakenting +
* @endolith
* @FormerPhysicist +
* @gaulinmp +
* @hugovk
* @ksemb +
* @kshitij12345 +
* @luzpaz +
* @NKrvavica +
* @rafalalgo +
* @samyak0210 +
* @soluwalana +
* @sudheerachary +
* @Tokixix +
* @tttthomasssss +
* @vkk800 +
* @xoviat
* @ziejcow +

A total of 122 people contributed to this release.
People with a "+" by their names contributed a patch for the first time.
This list of names is automatically generated, and may not be fully complete.

Issues closed for 1.1.0
- -----------------------

* `#979 <https://github.com/scipy/scipy/issues/979>`__: Allow Hermitian matrices in lobpcg (Trac #452)
* `#2694 <https://github.com/scipy/scipy/issues/2694>`__: Solution of iterative solvers can be less accurate than tolerance...
* `#3164 <https://github.com/scipy/scipy/issues/3164>`__: RectBivariateSpline usage inconsistent with other interpolation...
* `#4161 <https://github.com/scipy/scipy/issues/4161>`__: Missing ITMAX optional argument in scipy.optimize.nnls
* `#4354 <https://github.com/scipy/scipy/issues/4354>`__: signal.slepian should use definition of digital window
* `#4866 <https://github.com/scipy/scipy/issues/4866>`__: Shouldn't scipy.linalg.sqrtm raise an error if matrix is singular?
* `#4953 <https://github.com/scipy/scipy/issues/4953>`__: The dirichlet distribution unnecessarily requires strictly positive...
* `#5336 <https://github.com/scipy/scipy/issues/5336>`__: sqrtm on a diagonal matrix can warn "Matrix is singular and may...
* `#5922 <https://github.com/scipy/scipy/issues/5922>`__: Suboptimal convergence of Halley's method?
* `#6036 <https://github.com/scipy/scipy/issues/6036>`__: Incorrect edge case in scipy.stats.triang.pdf
* `#6202 <https://github.com/scipy/scipy/issues/6202>`__: Enhancement: Add LDLt factorization to scipy
* `#6589 <https://github.com/scipy/scipy/issues/6589>`__: sparse.random with custom rvs callable does pass on arg to subclass
* `#6654 <https://github.com/scipy/scipy/issues/6654>`__: Spearman's rank correlation coefficient slow with nan values...
* `#6794 <https://github.com/scipy/scipy/issues/6794>`__: Remove NumarrayType struct with numarray type names from ndimage
* `#7136 <https://github.com/scipy/scipy/issues/7136>`__: The dirichlet distribution unnecessarily rejects probabilities...
* `#7169 <https://github.com/scipy/scipy/issues/7169>`__: Will it be possible to add LDL' factorization for Hermitian indefinite...
* `#7291 <https://github.com/scipy/scipy/issues/7291>`__: fsolve docs should say it doesn't handle over- or under-determined...
* `#7453 <https://github.com/scipy/scipy/issues/7453>`__: binary_opening/binary_closing missing arguments
* `#7500 <https://github.com/scipy/scipy/issues/7500>`__: linalg.solve test failure on OS X with Accelerate
* `#7555 <https://github.com/scipy/scipy/issues/7555>`__: Integratig a function with singularities using the quad routine
* `#7624 <https://github.com/scipy/scipy/issues/7624>`__: allow setting both absolute and relative tolerance of sparse...
* `#7724 <https://github.com/scipy/scipy/issues/7724>`__: odeint documentation refers to t0 instead of t
* `#7746 <https://github.com/scipy/scipy/issues/7746>`__: False CDF values for skew normal distribution
* `#7750 <https://github.com/scipy/scipy/issues/7750>`__: mstats.winsorize documentation needs clarification
* `#7787 <https://github.com/scipy/scipy/issues/7787>`__: Documentation error in spherical Bessel, Neumann, modified spherical...
* `#7836 <https://github.com/scipy/scipy/issues/7836>`__: Scipy mmwrite incorrectly writes the zeros for skew-symmetric,...
* `#7839 <https://github.com/scipy/scipy/issues/7839>`__: sqrtm is unable to compute square root of zero matrix
* `#7847 <https://github.com/scipy/scipy/issues/7847>`__: solve is very slow since #6775
* `#7888 <https://github.com/scipy/scipy/issues/7888>`__: Scipy 1.0.0b1 prints spurious DVODE/ZVODE/lsoda messages
* `#7909 <https://github.com/scipy/scipy/issues/7909>`__: bessel kv function in 0 is nan
* `#7915 <https://github.com/scipy/scipy/issues/7915>`__: LinearOperator's __init__ runs two times when instantiating the...
* `#7958 <https://github.com/scipy/scipy/issues/7958>`__: integrate.quad could use better error messages when given bad...
* `#7968 <https://github.com/scipy/scipy/issues/7968>`__: integrate.quad handles decreasing limits (b<a) inconsistently
* `#7970 <https://github.com/scipy/scipy/issues/7970>`__: ENH: matching return dtype for loggamma/gammaln
* `#7991 <https://github.com/scipy/scipy/issues/7991>`__: `lfilter` segfaults for integer inputs
* `#8076 <https://github.com/scipy/scipy/issues/8076>`__: "make dist" for the docs doesn't complete cleanly
* `#8080 <https://github.com/scipy/scipy/issues/8080>`__: Use JSON in `special/_generate_pyx.py`?
* `#8127 <https://github.com/scipy/scipy/issues/8127>`__: scipy.special.psi(x) very slow for some values of x
* `#8145 <https://github.com/scipy/scipy/issues/8145>`__: BUG: ndimage geometric_transform and zoom using deprecated NumPy...
* `#8158 <https://github.com/scipy/scipy/issues/8158>`__: BUG: romb print output requires correction
* `#8181 <https://github.com/scipy/scipy/issues/8181>`__: loadmat() raises TypeError instead of FileNotFound when reading...
* `#8228 <https://github.com/scipy/scipy/issues/8228>`__: bug for log1p on csr_matrix
* `#8235 <https://github.com/scipy/scipy/issues/8235>`__: scipy.stats multinomial pmf return nan
* `#8271 <https://github.com/scipy/scipy/issues/8271>`__: scipy.io.mmwrite raises type error for uint16
* `#8288 <https://github.com/scipy/scipy/issues/8288>`__: Should tests be written for scipy.sparse.linalg.isolve.minres...
* `#8298 <https://github.com/scipy/scipy/issues/8298>`__: Broken links on scipy API web page
* `#8329 <https://github.com/scipy/scipy/issues/8329>`__: `_gels` fails for fat A matrix
* `#8346 <https://github.com/scipy/scipy/issues/8346>`__: Avoidable overflow in scipy.special.binom(n, k)
* `#8371 <https://github.com/scipy/scipy/issues/8371>`__: BUG: special: zetac(x) returns 0 for x < -30.8148
* `#8382 <https://github.com/scipy/scipy/issues/8382>`__: collections.OrderedDict in test_mio.py
* `#8492 <https://github.com/scipy/scipy/issues/8492>`__: Missing documentation for `brute_force` parameter in scipy.ndimage.morphology
* `#8532 <https://github.com/scipy/scipy/issues/8532>`__: leastsq needlessly appends extra dimension for scalar problems
* `#8544 <https://github.com/scipy/scipy/issues/8544>`__: [feature request] Convert complex diagonal form to real block...
* `#8561 <https://github.com/scipy/scipy/issues/8561>`__: [Bug?] Example of Bland's Rule for optimize.linprog (simplex)...
* `#8562 <https://github.com/scipy/scipy/issues/8562>`__: CI: Appveyor builds fail because it can't import ConvexHull from...
* `#8576 <https://github.com/scipy/scipy/issues/8576>`__: BUG: optimize: `show_options(solver='minimize', method='Newton-CG')`...
* `#8603 <https://github.com/scipy/scipy/issues/8603>`__: test_roots_gegenbauer/chebyt/chebyc failures on manylinux
* `#8604 <https://github.com/scipy/scipy/issues/8604>`__: Test failures in scipy.sparse test_inplace_dense
* `#8616 <https://github.com/scipy/scipy/issues/8616>`__: special: ellpj.c code can be cleaned up a bit
* `#8625 <https://github.com/scipy/scipy/issues/8625>`__: scipy 1.0.1 no longer allows overwriting variables in netcdf...
* `#8629 <https://github.com/scipy/scipy/issues/8629>`__: gcrotmk.test_atol failure with MKL
* `#8632 <https://github.com/scipy/scipy/issues/8632>`__: Sigma clipping on data with the same value
* `#8646 <https://github.com/scipy/scipy/issues/8646>`__: scipy.special.sinpi test failures in test_zero_sign on old MSVC
* `#8663 <https://github.com/scipy/scipy/issues/8663>`__: linprog with method=interior-point produced incorrect answer...
* `#8694 <https://github.com/scipy/scipy/issues/8694>`__: linalg:TestSolve.test_all_type_size_routine_combinations fails...
* `#8703 <https://github.com/scipy/scipy/issues/8703>`__: Q: Does runtests.py --refguide-check need env (or other) variables...

Pull requests for 1.1.0
- -----------------------

* `#6590 <https://github.com/scipy/scipy/pull/6590>`__: BUG: sparse: fix custom rvs callable argument in sparse.random
* `#7004 <https://github.com/scipy/scipy/pull/7004>`__: ENH: scipy.linalg.eigsh cannot get all eigenvalues
* `#7120 <https://github.com/scipy/scipy/pull/7120>`__: ENH: implemented Owen's T function
* `#7483 <https://github.com/scipy/scipy/pull/7483>`__: ENH: Addition/multiplication operators for StateSpace systems
* `#7566 <https://github.com/scipy/scipy/pull/7566>`__: Informative exception when passing a sparse matrix
* `#7592 <https://github.com/scipy/scipy/pull/7592>`__: Adaptive Nelder-Mead
* `#7729 <https://github.com/scipy/scipy/pull/7729>`__: WIP: ENH: optimize: large-scale constrained optimization algorithms...
* `#7802 <https://github.com/scipy/scipy/pull/7802>`__: MRG: Add dpss window function
* `#7803 <https://github.com/scipy/scipy/pull/7803>`__: DOC: Add examples to spatial.distance
* `#7821 <https://github.com/scipy/scipy/pull/7821>`__: Add Returns section to the docstring
* `#7833 <https://github.com/scipy/scipy/pull/7833>`__: ENH: Performance improvements in scipy.linalg.special_matrices
* `#7864 <https://github.com/scipy/scipy/pull/7864>`__: MAINT: sparse: Simplify sputils.isintlike
* `#7865 <https://github.com/scipy/scipy/pull/7865>`__: ENH: Improved speed of copy into L, U matrices
* `#7871 <https://github.com/scipy/scipy/pull/7871>`__: ENH: sparse: Add 64-bit integer to sparsetools
* `#7879 <https://github.com/scipy/scipy/pull/7879>`__: ENH: re-enabled old sv lapack routine as defaults
* `#7889 <https://github.com/scipy/scipy/pull/7889>`__: DOC: Show probability density functions as math
* `#7900 <https://github.com/scipy/scipy/pull/7900>`__: API: Soft deprecate signal.* windows
* `#7910 <https://github.com/scipy/scipy/pull/7910>`__: ENH: allow `sqrtm` to compute the root of some singular matrices
* `#7911 <https://github.com/scipy/scipy/pull/7911>`__: MAINT: Avoid unnecessary array copies in xdist
* `#7913 <https://github.com/scipy/scipy/pull/7913>`__: DOC: Clarifies the meaning of `initial` of scipy.integrate.cumtrapz()
* `#7916 <https://github.com/scipy/scipy/pull/7916>`__: BUG: sparse.linalg: fix wrong use of __new__ in LinearOperator
* `#7921 <https://github.com/scipy/scipy/pull/7921>`__: BENCH: split spatial benchmark imports
* `#7927 <https://github.com/scipy/scipy/pull/7927>`__: ENH: added sygst/hegst routines to lapack
* `#7934 <https://github.com/scipy/scipy/pull/7934>`__: MAINT: add `io/_test_fortranmodule` to `.gitignore`
* `#7936 <https://github.com/scipy/scipy/pull/7936>`__: DOC: Fixed typo in scipy.special.roots_jacobi documentation
* `#7937 <https://github.com/scipy/scipy/pull/7937>`__: MAINT: special: Mark a test that fails on i686 as a known failure.
* `#7941 <https://github.com/scipy/scipy/pull/7941>`__: ENH: LDLt decomposition for indefinite symmetric/hermitian matrices
* `#7945 <https://github.com/scipy/scipy/pull/7945>`__: ENH: Implement reshape method on sparse matrices
* `#7947 <https://github.com/scipy/scipy/pull/7947>`__: DOC: update docs on releasing and installing/upgrading
* `#7954 <https://github.com/scipy/scipy/pull/7954>`__: Basin-hopping changes
* `#7964 <https://github.com/scipy/scipy/pull/7964>`__: BUG: test_falker not robust against numerical fuss in eigenvalues
* `#7967 <https://github.com/scipy/scipy/pull/7967>`__: QUADPACK Errors - human friendly errors to replace 'Invalid Input'
* `#7975 <https://github.com/scipy/scipy/pull/7975>`__: Make sure integrate.quad doesn't double-count singular points
* `#7978 <https://github.com/scipy/scipy/pull/7978>`__: TST: ensure negative weights are not allowed in distance metrics
* `#7980 <https://github.com/scipy/scipy/pull/7980>`__: MAINT: Truncate the warning msg about ill-conditioning
* `#7981 <https://github.com/scipy/scipy/pull/7981>`__: BUG: special: fix hyp2f1 behavior in certain circumstances
* `#7983 <https://github.com/scipy/scipy/pull/7983>`__: ENH: special: Add a real dispatch to `loggamma`
* `#7989 <https://github.com/scipy/scipy/pull/7989>`__: BUG: special: make `kv` return `inf` at a zero real argument
* `#7990 <https://github.com/scipy/scipy/pull/7990>`__: TST: special: test ufuncs in special at `nan` inputs
* `#7994 <https://github.com/scipy/scipy/pull/7994>`__: DOC: special: fix typo in spherical Bessel function documentation
* `#7995 <https://github.com/scipy/scipy/pull/7995>`__: ENH: linalg: add null_space for computing null spaces via svd
* `#7999 <https://github.com/scipy/scipy/pull/7999>`__: BUG: optimize: Protect _minpack calls with a lock.
* `#8003 <https://github.com/scipy/scipy/pull/8003>`__: MAINT: consolidate c99 compatibility
* `#8004 <https://github.com/scipy/scipy/pull/8004>`__: TST: special: get all `cython_special` tests running again
* `#8006 <https://github.com/scipy/scipy/pull/8006>`__: MAINT: Consolidate an additional _c99compat.h
* `#8011 <https://github.com/scipy/scipy/pull/8011>`__: Add new example of integrate.quad
* `#8015 <https://github.com/scipy/scipy/pull/8015>`__: DOC: special: remove `jn` from the refguide (again)
* `#8018 <https://github.com/scipy/scipy/pull/8018>`__: BUG - Issue with uint datatypes for array in get_index_dtype
* `#8021 <https://github.com/scipy/scipy/pull/8021>`__: DOC: spatial: Simplify Delaunay plotting
* `#8024 <https://github.com/scipy/scipy/pull/8024>`__: Documentation fix
* `#8027 <https://github.com/scipy/scipy/pull/8027>`__: BUG: io.matlab: fix saving unicode matrix names on py2
* `#8028 <https://github.com/scipy/scipy/pull/8028>`__: BUG: special: some fixes for `lambertw`
* `#8030 <https://github.com/scipy/scipy/pull/8030>`__: MAINT: Bump Cython version
* `#8034 <https://github.com/scipy/scipy/pull/8034>`__: BUG: sparse.linalg: fix corner-case bug in expm
* `#8035 <https://github.com/scipy/scipy/pull/8035>`__: MAINT: special: remove complex division hack
* `#8038 <https://github.com/scipy/scipy/pull/8038>`__: ENH: Cythonize pyx files if pxd dependencies change
* `#8042 <https://github.com/scipy/scipy/pull/8042>`__: TST: stats: reduce required precision in test_fligner
* `#8043 <https://github.com/scipy/scipy/pull/8043>`__: TST: Use diff. values for decimal keyword for single and doubles
* `#8044 <https://github.com/scipy/scipy/pull/8044>`__: TST: accuracy of tests made different for singles and doubles
* `#8049 <https://github.com/scipy/scipy/pull/8049>`__: Unhelpful error message when calling scipy.sparse.save_npz on...
* `#8052 <https://github.com/scipy/scipy/pull/8052>`__: TST: spatial: add a regression test for gh-8051
* `#8059 <https://github.com/scipy/scipy/pull/8059>`__: BUG: special: fix ufunc results for `nan` arguments
* `#8066 <https://github.com/scipy/scipy/pull/8066>`__: MAINT: special: reimplement inverses of incomplete gamma functions
* `#8072 <https://github.com/scipy/scipy/pull/8072>`__: Example for scipy.fftpack.ifft, https://github.com/scipy/scipy/issues/7168
* `#8073 <https://github.com/scipy/scipy/pull/8073>`__: Example for ifftn, https://github.com/scipy/scipy/issues/7168
* `#8078 <https://github.com/scipy/scipy/pull/8078>`__: Link to CoC in contributing.rst doc
* `#8085 <https://github.com/scipy/scipy/pull/8085>`__: BLD: Fix npy_isnan of integer variables in cephes
* `#8088 <https://github.com/scipy/scipy/pull/8088>`__: DOC: note version for which new attributes have been added to...
* `#8090 <https://github.com/scipy/scipy/pull/8090>`__: BUG: special: add nan check to `_legacy_cast_check` functions
* `#8091 <https://github.com/scipy/scipy/pull/8091>`__: Doxy Typos + trivial comment typos (2nd attempt)
* `#8096 <https://github.com/scipy/scipy/pull/8096>`__: TST: special: simplify `Arg`
* `#8101 <https://github.com/scipy/scipy/pull/8101>`__: MAINT: special: run `_generate_pyx.py` when `add_newdocs.py`...
* `#8104 <https://github.com/scipy/scipy/pull/8104>`__: Input checking for scipy.sparse.linalg.inverse()
* `#8105 <https://github.com/scipy/scipy/pull/8105>`__: DOC: special: Update the 'euler' docstring.
* `#8109 <https://github.com/scipy/scipy/pull/8109>`__: MAINT: fixing code comments and hyp2f1 docstring: see issues...
* `#8112 <https://github.com/scipy/scipy/pull/8112>`__: More trivial typos
* `#8113 <https://github.com/scipy/scipy/pull/8113>`__: MAINT: special: generate test data npz files in setup.py and...
* `#8116 <https://github.com/scipy/scipy/pull/8116>`__: DOC: add build instructions
* `#8120 <https://github.com/scipy/scipy/pull/8120>`__: DOC: Clean up README
* `#8121 <https://github.com/scipy/scipy/pull/8121>`__: DOC: Add missing colons in docstrings
* `#8123 <https://github.com/scipy/scipy/pull/8123>`__: BLD: update Bento build config files for recent C99 changes.
* `#8124 <https://github.com/scipy/scipy/pull/8124>`__: Change to avoid use of `fmod` in scipy.signal.chebwin
* `#8126 <https://github.com/scipy/scipy/pull/8126>`__: Added examples for mode arg in geometric_transform
* `#8128 <https://github.com/scipy/scipy/pull/8128>`__: relax relative tolerance parameter in TestMinumumPhase.test_hilbert
* `#8129 <https://github.com/scipy/scipy/pull/8129>`__: ENH: special: use rational approximation for `digamma` on `[1,...
* `#8137 <https://github.com/scipy/scipy/pull/8137>`__: DOC Correct matrix width
* `#8141 <https://github.com/scipy/scipy/pull/8141>`__: MAINT: optimize: remove unused `__main__` code in L-BSGS-B
* `#8147 <https://github.com/scipy/scipy/pull/8147>`__: BLD: update Bento build for removal of .npz scipy.special test...
* `#8148 <https://github.com/scipy/scipy/pull/8148>`__: Alias hanning as an explanatory function of hann
* `#8149 <https://github.com/scipy/scipy/pull/8149>`__: MAINT: special: small fixes for `digamma`
* `#8159 <https://github.com/scipy/scipy/pull/8159>`__: Update version classifiers
* `#8164 <https://github.com/scipy/scipy/pull/8164>`__: BUG: riccati solvers don't catch ill-conditioned problems sufficiently...
* `#8168 <https://github.com/scipy/scipy/pull/8168>`__: DOC: release note for sparse resize methods
* `#8170 <https://github.com/scipy/scipy/pull/8170>`__: BUG: correctly pad netCDF files with null bytes
* `#8171 <https://github.com/scipy/scipy/pull/8171>`__: ENH added normal inverse gaussian distribution to scipy.stats
* `#8175 <https://github.com/scipy/scipy/pull/8175>`__: DOC: Add example to scipy.ndimage.zoom
* `#8177 <https://github.com/scipy/scipy/pull/8177>`__: MAINT: diffev small speedup in ensure constraint
* `#8178 <https://github.com/scipy/scipy/pull/8178>`__: FIX: linalg._qz String formatter syntax error
* `#8179 <https://github.com/scipy/scipy/pull/8179>`__: TST: Added pdist to asv spatial benchmark suite
* `#8180 <https://github.com/scipy/scipy/pull/8180>`__: TST: ensure constraint test improved
* `#8183 <https://github.com/scipy/scipy/pull/8183>`__: 0d conj correlate
* `#8186 <https://github.com/scipy/scipy/pull/8186>`__: BUG: special: fix derivative of `spherical_jn(1, 0)`
* `#8194 <https://github.com/scipy/scipy/pull/8194>`__: Fix warning message
* `#8196 <https://github.com/scipy/scipy/pull/8196>`__: BUG: correctly handle inputs with nan's and ties in spearmanr
* `#8198 <https://github.com/scipy/scipy/pull/8198>`__: MAINT: stats.triang edge case fixes #6036
* `#8200 <https://github.com/scipy/scipy/pull/8200>`__: DOC: Completed "Examples" sections of all linalg funcs
* `#8201 <https://github.com/scipy/scipy/pull/8201>`__: MAINT: stats.trapz edge cases
* `#8204 <https://github.com/scipy/scipy/pull/8204>`__: ENH: sparse.linalg/lobpcg: change .T to .T.conj() to support...
* `#8206 <https://github.com/scipy/scipy/pull/8206>`__: MAINT: missed triang edge case.
* `#8214 <https://github.com/scipy/scipy/pull/8214>`__: BUG: Fix memory corruption in linalg._decomp_update C extension
* `#8222 <https://github.com/scipy/scipy/pull/8222>`__: DOC: recommend scipy.integrate.solve_ivp
* `#8223 <https://github.com/scipy/scipy/pull/8223>`__: ENH: added Moyal distribution to scipy.stats
* `#8232 <https://github.com/scipy/scipy/pull/8232>`__: BUG: sparse: Use deduped data for numpy ufuncs
* `#8236 <https://github.com/scipy/scipy/pull/8236>`__: Fix #8235
* `#8253 <https://github.com/scipy/scipy/pull/8253>`__: BUG: optimize: fix bug related with function call calculation...
* `#8264 <https://github.com/scipy/scipy/pull/8264>`__: ENH: Extend peak finding capabilities in scipy.signal
* `#8273 <https://github.com/scipy/scipy/pull/8273>`__: BUG fixed printing of convergence message in minimize_scalar...
* `#8276 <https://github.com/scipy/scipy/pull/8276>`__: DOC: Add notes to explain constrains on overwrite_<>
* `#8279 <https://github.com/scipy/scipy/pull/8279>`__: CI: fixing doctests
* `#8282 <https://github.com/scipy/scipy/pull/8282>`__: MAINT: weightedtau, change search for nan
* `#8287 <https://github.com/scipy/scipy/pull/8287>`__: Improving documentation of solve_ivp and the underlying solvers
* `#8291 <https://github.com/scipy/scipy/pull/8291>`__: DOC: fix non-ascii characters in docstrings which broke the doc...
* `#8292 <https://github.com/scipy/scipy/pull/8292>`__: CI: use numpy 1.13 for refguide check build
* `#8296 <https://github.com/scipy/scipy/pull/8296>`__: Fixed bug reported in issue #8181
* `#8297 <https://github.com/scipy/scipy/pull/8297>`__: DOC: Examples for linalg/decomp eigvals function
* `#8300 <https://github.com/scipy/scipy/pull/8300>`__: MAINT: Housekeeping for minimizing the linalg compiler warnings
* `#8301 <https://github.com/scipy/scipy/pull/8301>`__: DOC: make public API documentation cross-link to refguide.
* `#8302 <https://github.com/scipy/scipy/pull/8302>`__: make sure _onenorm_matrix_power_nnm actually returns a float
* `#8313 <https://github.com/scipy/scipy/pull/8313>`__: Change copyright to outdated 2008-2016 to 2008-year
* `#8315 <https://github.com/scipy/scipy/pull/8315>`__: TST: Add tests for `scipy.sparse.linalg.isolve.minres`
* `#8318 <https://github.com/scipy/scipy/pull/8318>`__: ENH: odeint: Add the argument 'tfirst' to odeint.
* `#8328 <https://github.com/scipy/scipy/pull/8328>`__: ENH: optimize: ``trust-constr`` optimization algorithms [GSoC...
* `#8330 <https://github.com/scipy/scipy/pull/8330>`__: ENH: add a maxiter argument to NNLS
* `#8331 <https://github.com/scipy/scipy/pull/8331>`__: DOC: tweak the Moyal distribution docstring
* `#8333 <https://github.com/scipy/scipy/pull/8333>`__: FIX: Rewrapped ?gels and ?gels_lwork routines
* `#8336 <https://github.com/scipy/scipy/pull/8336>`__: MAINT: integrate: handle b < a in quad
* `#8337 <https://github.com/scipy/scipy/pull/8337>`__: BUG: special: Ensure zetac(1) returns inf.
* `#8347 <https://github.com/scipy/scipy/pull/8347>`__: BUG: Fix overflow in special.binom. Issue #8346
* `#8356 <https://github.com/scipy/scipy/pull/8356>`__: DOC: Corrected Documentation Issue #7750 winsorize function
* `#8358 <https://github.com/scipy/scipy/pull/8358>`__: ENH: stats: Use explicit MLE formulas in lognorm.fit and expon.fit
* `#8374 <https://github.com/scipy/scipy/pull/8374>`__: BUG: gh7854, maxiter for l-bfgs-b closes #7854
* `#8379 <https://github.com/scipy/scipy/pull/8379>`__: CI: enable gcov coverage on travis
* `#8383 <https://github.com/scipy/scipy/pull/8383>`__: Removed collections.OrderedDict import ignore.
* `#8384 <https://github.com/scipy/scipy/pull/8384>`__: TravisCI: tool pep8 is now pycodestyle
* `#8387 <https://github.com/scipy/scipy/pull/8387>`__: MAINT: special: remove unused specfun code for Struve functions
* `#8393 <https://github.com/scipy/scipy/pull/8393>`__: DOC: Replace old type names in ndimage tutorial.
* `#8400 <https://github.com/scipy/scipy/pull/8400>`__: Fix tolerance specification in sparse.linalg iterative solvers
* `#8402 <https://github.com/scipy/scipy/pull/8402>`__: MAINT: Some small cleanups in ndimage.
* `#8403 <https://github.com/scipy/scipy/pull/8403>`__: FIX: Make scipy.optimize.zeros run under PyPy
* `#8407 <https://github.com/scipy/scipy/pull/8407>`__: BUG: sparse.linalg: fix termination bugs for cg, cgs
* `#8409 <https://github.com/scipy/scipy/pull/8409>`__: MAINT: special: add a `.pxd` file for Cephes functions
* `#8412 <https://github.com/scipy/scipy/pull/8412>`__: MAINT: special: remove `cephes/protos.h`
* `#8421 <https://github.com/scipy/scipy/pull/8421>`__: Setting "unknown" message in OptimizeResult when calling MINPACK.
* `#8423 <https://github.com/scipy/scipy/pull/8423>`__: FIX: Handle unsigned integers in mmio
* `#8426 <https://github.com/scipy/scipy/pull/8426>`__: DOC: correct FAQ entry on Apache license compatibility. Closes...
* `#8433 <https://github.com/scipy/scipy/pull/8433>`__: MAINT: add `.pytest_cache` to the `.gitignore`
* `#8436 <https://github.com/scipy/scipy/pull/8436>`__: MAINT: scipy.sparse: less copies at transpose method
* `#8437 <https://github.com/scipy/scipy/pull/8437>`__: BUG: correct behavior for skew-symmetric matrices in io.mmwrite
* `#8440 <https://github.com/scipy/scipy/pull/8440>`__: DOC:Add examples to integrate.quadpack docstrings
* `#8441 <https://github.com/scipy/scipy/pull/8441>`__: BUG: sparse.linalg/gmres: deal with exact breakdown in gmres
* `#8442 <https://github.com/scipy/scipy/pull/8442>`__: MAINT: special: clean up Cephes header files
* `#8448 <https://github.com/scipy/scipy/pull/8448>`__: TST: Generalize doctest stopwords .axis( .plot(
* `#8457 <https://github.com/scipy/scipy/pull/8457>`__: MAINT: special: use JSON for function signatures in `_generate_pyx.py`
* `#8461 <https://github.com/scipy/scipy/pull/8461>`__: MAINT: Simplify return value of ndimage functions.
* `#8464 <https://github.com/scipy/scipy/pull/8464>`__: MAINT: Trivial typos
* `#8474 <https://github.com/scipy/scipy/pull/8474>`__: BUG: spatial: make qhull.pyx more pypy-friendly
* `#8476 <https://github.com/scipy/scipy/pull/8476>`__: TST: _lib: disable refcounting tests on PyPy
* `#8479 <https://github.com/scipy/scipy/pull/8479>`__: BUG: io/matlab: fix issues in matlab i/o on pypy
* `#8481 <https://github.com/scipy/scipy/pull/8481>`__: DOC: Example for signal.cmplx_sort
* `#8482 <https://github.com/scipy/scipy/pull/8482>`__: TST: integrate: use integers instead of PyCapsules to store pointers
* `#8483 <https://github.com/scipy/scipy/pull/8483>`__: ENH: io/netcdf: make mmap=False the default on PyPy
* `#8484 <https://github.com/scipy/scipy/pull/8484>`__: BUG: io/matlab: work around issue in to_writeable on PyPy
* `#8488 <https://github.com/scipy/scipy/pull/8488>`__: MAINT: special: add const/static specifiers where possible
* `#8489 <https://github.com/scipy/scipy/pull/8489>`__: BUG: ENH: use common halley's method instead of parabolic variant
* `#8491 <https://github.com/scipy/scipy/pull/8491>`__: DOC: fix typos
* `#8496 <https://github.com/scipy/scipy/pull/8496>`__: ENH: special: make Chebyshev nodes symmetric
* `#8501 <https://github.com/scipy/scipy/pull/8501>`__: BUG: stats: Split the integral used to compute skewnorm.cdf.
* `#8502 <https://github.com/scipy/scipy/pull/8502>`__: WIP: Port CircleCI to v2
* `#8507 <https://github.com/scipy/scipy/pull/8507>`__: DOC: Add missing description to `brute_force` parameter.
* `#8509 <https://github.com/scipy/scipy/pull/8509>`__: BENCH: forgot to add nelder-mead to list of methods
* `#8512 <https://github.com/scipy/scipy/pull/8512>`__: MAINT: Move spline interpolation code to spline.c
* `#8513 <https://github.com/scipy/scipy/pull/8513>`__: TST: special: mark a slow test as xslow
* `#8514 <https://github.com/scipy/scipy/pull/8514>`__: CircleCI: Share data between jobs
* `#8515 <https://github.com/scipy/scipy/pull/8515>`__: ENH: special: improve accuracy of `zetac` for negative arguments
* `#8520 <https://github.com/scipy/scipy/pull/8520>`__: TST: Decrease the array sizes for two linalg tests
* `#8522 <https://github.com/scipy/scipy/pull/8522>`__: TST: special: restrict range of `test_besselk`/`test_besselk_int`
* `#8527 <https://github.com/scipy/scipy/pull/8527>`__: Documentation - example added for voronoi_plot_2d
* `#8528 <https://github.com/scipy/scipy/pull/8528>`__: DOC: Better, shared docstrings in ndimage
* `#8533 <https://github.com/scipy/scipy/pull/8533>`__: BUG: Fix PEP8 errors introduced in #8528.
* `#8534 <https://github.com/scipy/scipy/pull/8534>`__: ENH: Expose additional window functions
* `#8538 <https://github.com/scipy/scipy/pull/8538>`__: MAINT: Fix a couple mistakes in .pyf files.
* `#8540 <https://github.com/scipy/scipy/pull/8540>`__: ENH: interpolate: allow string aliases in make_interp_spline...
* `#8541 <https://github.com/scipy/scipy/pull/8541>`__: ENH: Cythonize peak_prominences
* `#8542 <https://github.com/scipy/scipy/pull/8542>`__: Remove numerical arguments from convolve2d / correlate2d
* `#8546 <https://github.com/scipy/scipy/pull/8546>`__: ENH: New arguments, documentation, and tests for ndimage.binary_opening
* `#8547 <https://github.com/scipy/scipy/pull/8547>`__: Giving both size and input now raises UserWarning (#7334)
* `#8549 <https://github.com/scipy/scipy/pull/8549>`__: DOC: stats: invweibull is also known as Frechet or type II extreme...
* `#8550 <https://github.com/scipy/scipy/pull/8550>`__: add cdf2rdf function
* `#8551 <https://github.com/scipy/scipy/pull/8551>`__: ENH: Port of most of the dd_real part of the qd high-precision...
* `#8553 <https://github.com/scipy/scipy/pull/8553>`__: Note in docs to address issue #3164.
* `#8554 <https://github.com/scipy/scipy/pull/8554>`__: ENH: stats: Use explicit MLE formulas in uniform.fit()
* `#8555 <https://github.com/scipy/scipy/pull/8555>`__: MAINT: adjust benchmark config
* `#8557 <https://github.com/scipy/scipy/pull/8557>`__: [DOC]: fix Nakagami density docstring
* `#8559 <https://github.com/scipy/scipy/pull/8559>`__: DOC: Fix docstring of diric(x, n)
* `#8563 <https://github.com/scipy/scipy/pull/8563>`__: [DOC]: fix gamma density docstring
* `#8564 <https://github.com/scipy/scipy/pull/8564>`__: BLD: change default Python version for doc build from 2.7 to...
* `#8568 <https://github.com/scipy/scipy/pull/8568>`__: BUG: Fixes Bland's Rule for pivot row/leaving variable, closes...
* `#8572 <https://github.com/scipy/scipy/pull/8572>`__: ENH: Add previous/next to interp1d
* `#8578 <https://github.com/scipy/scipy/pull/8578>`__: Example for linalg.eig()
* `#8580 <https://github.com/scipy/scipy/pull/8580>`__: DOC: update link to asv docs
* `#8584 <https://github.com/scipy/scipy/pull/8584>`__: filter_design: switch to explicit arguments, keeping None as...
* `#8586 <https://github.com/scipy/scipy/pull/8586>`__: DOC: stats: Add parentheses that were missing in the exponnorm...
* `#8587 <https://github.com/scipy/scipy/pull/8587>`__: TST: add benchmark for newton, secant, halley
* `#8588 <https://github.com/scipy/scipy/pull/8588>`__: DOC: special: Remove heaviside from "functions not in special"...
* `#8591 <https://github.com/scipy/scipy/pull/8591>`__: DOC: cdf2rdf Added version info and "See also"
* `#8594 <https://github.com/scipy/scipy/pull/8594>`__: ENH: Cythonize peak_widths
* `#8595 <https://github.com/scipy/scipy/pull/8595>`__: MAINT/ENH/BUG/TST: cdf2rdf: Address review comments made after...
* `#8597 <https://github.com/scipy/scipy/pull/8597>`__: DOC: add versionadded 1.1.0 for new keywords in ndimage.morphology
* `#8605 <https://github.com/scipy/scipy/pull/8605>`__: MAINT: special: improve implementations of `sinpi` and `cospi`
* `#8607 <https://github.com/scipy/scipy/pull/8607>`__: MAINT: add 2D benchmarks for convolve
* `#8608 <https://github.com/scipy/scipy/pull/8608>`__: FIX: Fix int check
* `#8613 <https://github.com/scipy/scipy/pull/8613>`__: fix typo in doc of signal.peak_widths
* `#8615 <https://github.com/scipy/scipy/pull/8615>`__: TST: fix failing linalg.qz float32 test by decreasing precision.
* `#8617 <https://github.com/scipy/scipy/pull/8617>`__: MAINT: clean up code in ellpj.c
* `#8618 <https://github.com/scipy/scipy/pull/8618>`__: add fsolve docs it doesn't handle over- or under-determined problems
* `#8620 <https://github.com/scipy/scipy/pull/8620>`__: DOC: add note on dtype attribute of aslinearoperator() argument
* `#8627 <https://github.com/scipy/scipy/pull/8627>`__: ENH: Add example 1D signal (ECG) to scipy.misc
* `#8630 <https://github.com/scipy/scipy/pull/8630>`__: ENH: Remove unnecessary copying in stats.percentileofscore
* `#8631 <https://github.com/scipy/scipy/pull/8631>`__: BLD: fix pdf doc build. closes gh-8076
* `#8633 <https://github.com/scipy/scipy/pull/8633>`__: BUG: fix regression in `io.netcdf_file` with append mode.
* `#8635 <https://github.com/scipy/scipy/pull/8635>`__: MAINT: remove spurious warning from (z)vode and lsoda. Closes...
* `#8636 <https://github.com/scipy/scipy/pull/8636>`__: BUG: sparse.linalg/gcrotmk: avoid rounding error in termination...
* `#8637 <https://github.com/scipy/scipy/pull/8637>`__: For pdf build
* `#8639 <https://github.com/scipy/scipy/pull/8639>`__: CI: build pdf documentation on circleci
* `#8640 <https://github.com/scipy/scipy/pull/8640>`__: TST: fix special test that was importing `np.testing.utils` (deprecated)
* `#8641 <https://github.com/scipy/scipy/pull/8641>`__: BUG: optimize: fixed sparse redundancy removal bug
* `#8645 <https://github.com/scipy/scipy/pull/8645>`__: BUG: modified sigmaclip to avoid clipping of constant input in...
* `#8647 <https://github.com/scipy/scipy/pull/8647>`__: TST: sparse: skip test_inplace_dense for numpy<1.13
* `#8657 <https://github.com/scipy/scipy/pull/8657>`__: Latex reduce left margins
* `#8659 <https://github.com/scipy/scipy/pull/8659>`__: TST: special: skip sign-of-zero test on 32-bit win32 with old...
* `#8661 <https://github.com/scipy/scipy/pull/8661>`__: Fix dblquad and tplquad not accepting float boundaries
* `#8666 <https://github.com/scipy/scipy/pull/8666>`__: DOC: fixes #8532
* `#8667 <https://github.com/scipy/scipy/pull/8667>`__: BUG: optimize: fixed issue #8663
* `#8668 <https://github.com/scipy/scipy/pull/8668>`__: Fix example in docstring of netcdf_file
* `#8671 <https://github.com/scipy/scipy/pull/8671>`__: DOC: Replace deprecated matplotlib kwarg
* `#8673 <https://github.com/scipy/scipy/pull/8673>`__: BUG: special: Use a stricter tolerance for the chndtr calculation.
* `#8674 <https://github.com/scipy/scipy/pull/8674>`__: ENH: In the Dirichlet distribution allow x_i to be 0 if alpha_i...
* `#8676 <https://github.com/scipy/scipy/pull/8676>`__: BUG: optimize: partial fix to linprog fails to detect infeasibility...
* `#8685 <https://github.com/scipy/scipy/pull/8685>`__: DOC: Add interp1d-next/previous example to tutorial
* `#8687 <https://github.com/scipy/scipy/pull/8687>`__: TST: netcdf: explicit mmap=True in test
* `#8688 <https://github.com/scipy/scipy/pull/8688>`__: BUG: signal, stats: use Python sum() instead of np.sum for summing...
* `#8689 <https://github.com/scipy/scipy/pull/8689>`__: TST: bump tolerances in tests
* `#8690 <https://github.com/scipy/scipy/pull/8690>`__: DEP: deprecate stats.itemfreq
* `#8691 <https://github.com/scipy/scipy/pull/8691>`__: BLD: special: fix build vs. dd_real.h package
* `#8695 <https://github.com/scipy/scipy/pull/8695>`__: DOC: Improve examples in signal.find_peaks with ECG signal
* `#8697 <https://github.com/scipy/scipy/pull/8697>`__: BUG: Fix `setup.py build install egg_info`, which did not previously...
* `#8704 <https://github.com/scipy/scipy/pull/8704>`__: TST: linalg: drop large size from solve() test
* `#8705 <https://github.com/scipy/scipy/pull/8705>`__: DOC: Describe signal.find_peaks and related functions behavior...
* `#8706 <https://github.com/scipy/scipy/pull/8706>`__: DOC: Specify encoding of rst file, remove an ambiguity in an...
* `#8710 <https://github.com/scipy/scipy/pull/8710>`__: MAINT: fix an import cycle sparse -> special -> integrate ->...
* `#8711 <https://github.com/scipy/scipy/pull/8711>`__: ENH: remove an avoidable overflow in scipy.stats.norminvgauss.pdf()
* `#8716 <https://github.com/scipy/scipy/pull/8716>`__: BUG: interpolate: allow list inputs for make_interp_spline(...,...
* `#8720 <https://github.com/scipy/scipy/pull/8720>`__: np.testing import that is compatible with numpy 1.15
* `#8724 <https://github.com/scipy/scipy/pull/8724>`__: CI: don't use pyproject.toml in the CI builds

Checksums
=========

MD5
~~~

5f5dac4aeb117e977eba6b57231f467a  scipy-1.1.0-cp27-cp27m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
8f47f7779047f19ab0b54821bfbf699e  scipy-1.1.0-cp27-cp27m-manylinux1_i686.whl
4cd3a7840cccb7bd8001cca94cd5264d  scipy-1.1.0-cp27-cp27m-manylinux1_x86_64.whl
5a6981b403117237066a289df8a3e41e  scipy-1.1.0-cp27-cp27mu-manylinux1_i686.whl
1370771ae0d6032c415cd1ff74be0308  scipy-1.1.0-cp27-cp27mu-manylinux1_x86_64.whl
6fd9d352028851983efadcd7cc93486a  scipy-1.1.0-cp27-none-win32.whl
af1a53b10b754bb73afbce2d4333e25a  scipy-1.1.0-cp27-none-win_amd64.whl
28a40c0cc6516faa85c2d6a4b759d49b  scipy-1.1.0-cp34-cp34m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
fe52c136fd85780e1b8eae61f547573f  scipy-1.1.0-cp34-cp34m-manylinux1_i686.whl
0beed5f35d90e47ca0a19df1b4d6705b  scipy-1.1.0-cp34-cp34m-manylinux1_x86_64.whl
149d429369a8d4c65340da5f4d7f3c5c  scipy-1.1.0-cp34-none-win32.whl
f53881e219fe7b1e7baafc16076b8037  scipy-1.1.0-cp34-none-win_amd64.whl
02c5f91e021aff8e0616ddb3e13b2939  scipy-1.1.0-cp35-cp35m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
85abc7a569fb1a0eb83e889c2dbf9415  scipy-1.1.0-cp35-cp35m-manylinux1_i686.whl
959d873bda4753d33b4f2f4e882027d7  scipy-1.1.0-cp35-cp35m-manylinux1_x86_64.whl
53aa31c367ae288d9268ab80fcabae98  scipy-1.1.0-cp35-none-win32.whl
5231103cf8f60d377395992c64dca3e8  scipy-1.1.0-cp35-none-win_amd64.whl
911883861aaa4030f49290134057cd14  scipy-1.1.0-cp36-cp36m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
c20dd7bd0ee52dda5d9f364ed30868e0  scipy-1.1.0-cp36-cp36m-manylinux1_i686.whl
6ceb8c9e15464bc097d6fb033df36436  scipy-1.1.0-cp36-cp36m-manylinux1_x86_64.whl
a47007af1f8fa31abffddca45aa8dba6  scipy-1.1.0-cp36-none-win32.whl
748e458b4a488894007afdc5740dca12  scipy-1.1.0-cp36-none-win_amd64.whl
aa6bcc85276b6f25e17bcfc4dede8718  scipy-1.1.0.tar.gz
7ff4ecfd9f0e953c2ec36c934ee65a97  scipy-1.1.0.tar.xz
6b56add6c5994ebf6d0c2861c538a86c  scipy-1.1.0.zip

SHA256
~~~~~~

340ef70f5b0f4e2b4b43c8c8061165911bc6b2ad16f8de85d9774545e2c47463  scipy-1.1.0-cp27-cp27m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
c22b27371b3866c92796e5d7907e914f0e58a36d3222c5d436ddd3f0e354227a  scipy-1.1.0-cp27-cp27m-manylinux1_i686.whl
d8491d4784aceb1f100ddb8e31239c54e4afab8d607928a9f7ef2469ec35ae01  scipy-1.1.0-cp27-cp27m-manylinux1_x86_64.whl
8190770146a4c8ed5d330d5b5ad1c76251c63349d25c96b3094875b930c44692  scipy-1.1.0-cp27-cp27mu-manylinux1_i686.whl
08237eda23fd8e4e54838258b124f1cd141379a5f281b0a234ca99b38918c07a  scipy-1.1.0-cp27-cp27mu-manylinux1_x86_64.whl
dfc5080c38dde3f43d8fbb9c0539a7839683475226cf83e4b24363b227dfe552  scipy-1.1.0-cp27-none-win32.whl
e7a01e53163818d56eabddcafdc2090e9daba178aad05516b20c6591c4811020  scipy-1.1.0-cp27-none-win_amd64.whl
0e645dbfc03f279e1946cf07c9c754c2a1859cb4a41c5f70b25f6b3a586b6dbd  scipy-1.1.0-cp34-cp34m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
f0521af1b722265d824d6ad055acfe9bd3341765735c44b5a4d0069e189a0f40  scipy-1.1.0-cp34-cp34m-manylinux1_i686.whl
3b243c77a822cd034dad53058d7c2abf80062aa6f4a32e9799c95d6391558631  scipy-1.1.0-cp34-cp34m-manylinux1_x86_64.whl
8f841bbc21d3dad2111a94c490fb0a591b8612ffea86b8e5571746ae76a3deac  scipy-1.1.0-cp34-none-win32.whl
ee677635393414930541a096fc8e61634304bb0153e4e02b75685b11eba14cae  scipy-1.1.0-cp34-none-win_amd64.whl
423b3ff76957d29d1cce1bc0d62ebaf9a3fdfaf62344e3fdec14619bb7b5ad3a  scipy-1.1.0-cp35-cp35m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
0611ee97296265af4a21164a5323f8c1b4e8e15c582d3dfa7610825900136bb7  scipy-1.1.0-cp35-cp35m-manylinux1_i686.whl
108c16640849e5827e7d51023efb3bd79244098c3f21e4897a1007720cb7ce37  scipy-1.1.0-cp35-cp35m-manylinux1_x86_64.whl
3ad73dfc6f82e494195144bd3a129c7241e761179b7cb5c07b9a0ede99c686f3  scipy-1.1.0-cp35-none-win32.whl
d0cdd5658b49a722783b8b4f61a6f1f9c75042d0e29a30ccb6cacc9b25f6d9e2  scipy-1.1.0-cp35-none-win_amd64.whl
e24e22c8d98d3c704bb3410bce9b69e122a8de487ad3dbfe9985d154e5c03a40  scipy-1.1.0-cp36-cp36m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
404a00314e85eca9d46b80929571b938e97a143b4f2ddc2b2b3c91a4c4ead9c5  scipy-1.1.0-cp36-cp36m-manylinux1_i686.whl
729f8f8363d32cebcb946de278324ab43d28096f36593be6281ca1ee86ce6559  scipy-1.1.0-cp36-cp36m-manylinux1_x86_64.whl
0e9bb7efe5f051ea7212555b290e784b82f21ffd0f655405ac4f87e288b730b3  scipy-1.1.0-cp36-none-win32.whl
698c6409da58686f2df3d6f815491fd5b4c2de6817a45379517c92366eea208f  scipy-1.1.0-cp36-none-win_amd64.whl
878352408424dffaa695ffedf2f9f92844e116686923ed9aa8626fc30d32cfd1  scipy-1.1.0.tar.gz
a18cc84d1c784c78b06f0f2adc400b29647728712f3843fc890c02aad1ac5424  scipy-1.1.0.tar.xz
391af739bf65c3915f229647d858c15fca0b96dac0497901a4fe2bd3fa69f40b  scipy-1.1.0.zip
-----BEGIN PGP SIGNATURE-----
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=OnQY
-----END PGP SIGNATURE-----