Re: ANN: SciPy 1.13.0

Evgeni Burovski <[email protected]> Thu, 4 Apr 2024 12:29:15 +0300
Newsgroups gmane.comp.python.scientific.devel
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Huge thank you Tyler for pushing this release trough.

On Wed, Apr 3, 2024 at 7:47=E2=80=AFPM Tyler Reddy <[email protected]=
m> wrote:

> Hi all,
>
> On behalf of the SciPy development team, I'm pleased to announce the
> release of SciPy 1.13.0.
>
> Sources and binary wheels can be found at:
> https://pypi.org/project/scipy/
> and at: https://github.com/scipy/scipy/releases/tag/v1.13.0
>
> One of a few ways to install this release with pip:
>
> pip install scipy=3D=3D1.13.0
>
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D
> SciPy 1.13.0 Release Notes
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D
>
> SciPy 1.13.0 is the culmination of 3 months of hard work. This
> out-of-band release aims to support NumPy ``2.0.0``, and is backwards
> compatible to NumPy ``1.22.4``. The version of OpenBLAS used to build
> the PyPI wheels has been increased to ``0.3.26.dev``.
>
> This release requires Python 3.9+ and NumPy 1.22.4 or greater.
>
> For running on PyPy, PyPy3 6.0+ is required.
>
>
> **************************
> Highlights of this release
> **************************
> - Support for NumPy ``2.0.0``.
> - Interactive examples have been added to the documentation, allowing use=
rs
>   to run the examples locally on embedded Jupyterlite notebooks in their
>   browser.
> - Preliminary 1D array support for the COO and DOK sparse formats.
> - Several `scipy.stats` functions have gained support for additional
>   ``axis``, ``nan_policy``, and ``keepdims`` arguments. `scipy.stats` als=
o
>   has several performance and accuracy improvements.
>
> ************
> New features
> ************
>
> `scipy.integrate` improvements
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D
> - The ``terminal`` attribute of `scipy.integrate.solve_ivp` ``events``
>   callables now additionally accepts integer values to specify a number
>   of occurrences required for termination, rather than the previous
> restriction
>   of only accepting a ``bool`` value to terminate on the first registered
>   event.
>
>
> `scipy.io` improvements
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D
> - `scipy.io.wavfile.write` has improved ``dtype`` input validation.
>
>
> `scipy.interpolate` improvements
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D
> - The Modified Akima Interpolation has been added to
>   ``interpolate.Akima1DInterpolator``, available via the new ``method``
>   argument.
> - New method ``BSpline.insert_knot`` inserts a knot into a ``BSpline``
> instance.
>   This routine is similar to the module-level `scipy.interpolate.insert`
>   function, and works with the BSpline objects instead of ``tck`` tuples.
> - ``RegularGridInterpolator`` gained the functionality to compute
> derivatives
>   in place. For instance, ``RegularGridInterolator((x, y), values,
>   method=3D"cubic")(xi, nu=3D(1, 1))`` evaluates the mixed second derivat=
ive,
>   :math:`\partial^2 / \partial x \partial y` at ``xi``.
> - Performance characteristics of tensor-product spline methods of
>   ``RegularGridInterpolator`` have been changed: evaluations should be
>   significantly faster, while construction might be slower. If you
> experience
>   issues with construction times, you may need to experiment with optiona=
l
>   keyword arguments ``solver`` and ``solver_args``. Previous behavior (fa=
st
>   construction, slow evaluations) can be obtained via `"*_legacy"` method=
s:
>   ``method=3D"cubic_legacy"`` is exactly equivalent to ``method=3D"cubic"=
`` in
>   previous releases. See ``gh-19633`` for details.
>
>
> `scipy.signal` improvements
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D
> - Many filter design functions now have improved input validation for the
>   sampling frequency (``fs``).
>
>
> `scipy.sparse` improvements
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D
> - ``coo_array`` now supports 1D shapes, and has additional 1D support for
>   ``min``, ``max``, ``argmin``, and ``argmax``. The DOK format now has
>   preliminary 1D support as well, though only supports simple integer
> indices
>   at the time of writing.
> - Experimental support has been added for ``pydata/sparse`` array inputs =
to
>   `scipy.sparse.csgraph`.
> - ``dok_array`` and ``dok_matrix`` now have proper implementations of
>   ``fromkeys``.
> - ``csr`` and ``csc`` formats now have improved ``setdiag`` performance.
>
>
> `scipy.spatial` improvements
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D
> - ``voronoi_plot_2d`` now draws Voronoi edges to infinity more clearly
>   when the aspect ratio is skewed.
>
>
> `scipy.special` improvements
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D
> - All Fortran code, namely, ``AMOS``, ``specfun``, and ``cdflib`` librari=
es
>   that the majority of special functions depend on, is ported to Cython/C=
.
> - The function ``factorialk`` now also supports faster, approximate
>   calculation using ``exact=3DFalse``.
>
>
> `scipy.stats` improvements
> =3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D
> - `scipy.stats.rankdata` and `scipy.stats.wilcoxon` have been vectorized,
>   improving their performance and the performance of hypothesis tests tha=
t
>   depend on them.
> - ``stats.mannwhitneyu`` should now be faster due to a vectorized statist=
ic
>   calculation, improved caching, improved exploitation of symmetry, and a
>   memory reduction. ``PermutationMethod`` support was also added.
> - `scipy.stats.mood` now has ``nan_policy`` and ``keepdims`` support.
> - `scipy.stats.brunnermunzel` now has ``axis`` and ``keepdims`` support.
> - `scipy.stats.friedmanchisquare`, `scipy.stats.shapiro`,
>   `scipy.stats.normaltest`, `scipy.stats.skewtest`,
>   `scipy.stats.kurtosistest`, `scipy.stats.f_oneway`,
>   `scipy.stats.alexandergovern`, `scipy.stats.combine_pvalues`, and
>   `scipy.stats.kstest` have gained ``axis``, ``nan_policy`` and
>   ``keepdims`` support.
> - `scipy.stats.boxcox_normmax` has gained a ``ymax`` parameter to allow
> user
>   specification of the maximum value of the transformed data.
> - `scipy.stats.vonmises` ``pdf`` method has been extended to support
>   ``kappa=3D0``. The ``fit`` method is also more performant due to the us=
e of
>   non-trivial bounds to solve for ``kappa``.
> - High order ``moment`` calculations for `scipy.stats.powerlaw` are now
> more
>   accurate.
> - The ``fit`` methods of  `scipy.stats.gamma` (with ``method=3D'mm'``) an=
d
>   `scipy.stats.loglaplace` are faster and more reliable.
> - `scipy.stats.goodness_of_fit` now supports the use of a custom
> ``statistic``
>   provided by the user.
> - `scipy.stats.wilcoxon` now supports ``PermutationMethod``, enabling
>   calculation of accurate p-values in the presence of ties and zeros.
> - `scipy.stats.monte_carlo_test` now has improved robustness in the face =
of
>   numerical noise.
> - `scipy.stats.wasserstein_distance_nd` was introduced to compute the
>   Wasserstein-1 distance between two N-D discrete distributions.
>
>
> *******************
> Deprecated features
> *******************
> - Complex dtypes in ``PchipInterpolator`` and ``Akima1DInterpolator`` hav=
e
>   been deprecated and will raise an error in SciPy 1.15.0. If you are
> trying
>   to use the real components of the passed array, use ``np.real`` on ``y`=
`.
>
>
>
> ******************************
> Backwards incompatible changes
> ******************************
>
> *************
> Other changes
> *************
> - The second argument of `scipy.stats.moment` has been renamed to ``order=
``
>   while maintaining backward compatibility.
>
>
>
> *******
> Authors
> *******
>
> * Name (commits)
> * h-vetinari (50)
> * acceptacross (1) +
> * Petteri Aimonen (1) +
> * Francis Allanah (2) +
> * Jonas Kock am Brink (1) +
> * anupriyakkumari (12) +
> * Aman Atman (2) +
> * Aaditya Bansal (1) +
> * Christoph Baumgarten (2)
> * Sebastian Berg (4)
> * Nicolas Bloyet (2) +
> * Matt Borland (1)
> * Jonas Bosse (1) +
> * Jake Bowhay (25)
> * Matthew Brett (1)
> * Dietrich Brunn (7)
> * Evgeni Burovski (65)
> * Matthias Bussonnier (4)
> * Tim Butters (1) +
> * Cale (1) +
> * CJ Carey (5)
> * Thomas A Caswell (1)
> * Sean Cheah (44) +
> * Lucas Colley (97)
> * com3dian (1)
> * Gianluca Detommaso (1) +
> * Thomas Duvernay (1)
> * DWesl (2)
> * f380cedric (1) +
> * fancidev (13) +
> * Daniel Garcia (1) +
> * Lukas Geiger (3)
> * Ralf Gommers (147)
> * Matt Haberland (81)
> * Tessa van der Heiden (2) +
> * Shawn Hsu (1) +
> * inky (3) +
> * Jannes M=C3=BCnchmeyer (2) +
> * Aditya Vidyadhar Kamath (2) +
> * Agriya Khetarpal (1) +
> * Andrew Landau (1) +
> * Eric Larson (7)
> * Zhen-Qi Liu (1) +
> * Christian Lorentzen (2)
> * Adam Lugowski (4)
> * m-maggi (6) +
> * Chethin Manage (1) +
> * Ben Mares (1)
> * Chris Markiewicz (1) +
> * Mateusz Sok=C3=B3=C5=82 (3)
> * Daniel McCloy (1) +
> * Melissa Weber Mendon=C3=A7a (6)
> * Josue Melka (1)
> * Micha=C5=82 G=C3=B3rny (4)
> * Juan Montesinos (1) +
> * Juan F. Montesinos (1) +
> * Takumasa Nakamura (1)
> * Andrew Nelson (27)
> * Praveer Nidamaluri (1)
> * Yagiz Olmez (5) +
> * Dimitri Papadopoulos Orfanos (1)
> * Drew Parsons (1) +
> * Tirth Patel (7)
> * Pearu Peterson (1)
> * Matti Picus (3)
> * Rambaud Pierrick (1) +
> * Ilhan Polat (30)
> * Quentin Barth=C3=A9lemy (1)
> * Tyler Reddy (117)
> * Pamphile Roy (10)
> * Atsushi Sakai (8)
> * Daniel Schmitz (10)
> * Dan Schult (17)
> * Eli Schwartz (4)
> * Stefanie Senger (1) +
> * Scott Shambaugh (2)
> * Kevin Sheppard (2)
> * sidsrinivasan (4) +
> * Samuel St-Jean (1)
> * Albert Steppi (31)
> * Adam J. Stewart (4)
> * Kai Striega (3)
> * Ruikang Sun (1) +
> * Mike Taves (1)
> * Nicolas Tessore (3)
> * Benedict T Thekkel (1) +
> * Will Tirone (4)
> * Jacob Vanderplas (2)
> * Christian Veenhuis (1)
> * Isaac Virshup (2)
> * Ben Wallace (1) +
> * Xuefeng Xu (3)
> * Xiao Yuan (5)
> * Irwin Zaid (8)
> * Elmar Zander (1) +
> * Mathias Zechmeister (1) +
>
> A total of 96 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 1.13.0
> ************************
>
> * `#1603 <https://github.com/scipy/scipy/issues/1603>`__: binomial ppf
> gives bogus results for small binomial probability...
> * `#2254 <https://github.com/scipy/scipy/issues/2254>`__: linalg.eig test
> failure (test_singular) (Trac #1735)
> * `#8398 <https://github.com/scipy/scipy/issues/8398>`__: Precision of
> CDFLIB too low
> * `#9950 <https://github.com/scipy/scipy/issues/9950>`__: "++"
> initialization in kmeans2 fails for univariate data
> * `#10317 <https://github.com/scipy/scipy/issues/10317>`__:
> scipy.stats.nbinom.interval returns wrong result for p=3D1
> * `#10569 <https://github.com/scipy/scipy/issues/10569>`__: API: \`s\`
> argument different in scipy.fft and numpy.fft
> * `#11359 <https://github.com/scipy/scipy/issues/11359>`__: lfilter error
> when input b is 0-dim
> * `#11577 <https://github.com/scipy/scipy/issues/11577>`__: generalized
> eigenvalues are sometimes wrong (on some hardware)
> * `#14001 <https://github.com/scipy/scipy/issues/14001>`__: Pycharm scipy
> SVD returning error code without message
> * `#14176 <https://github.com/scipy/scipy/issues/14176>`__: Add option
> for terminating solver after n events
> * `#14220 <https://github.com/scipy/scipy/issues/14220>`__: Documentation
> for dctn/idctn s-parameter is confusing
> * `#14450 <https://github.com/scipy/scipy/issues/14450>`__: Passing a
> numpy array as sampling frequency to signal.iirfilter...
> * `#14586 <https://github.com/scipy/scipy/issues/14586>`__: Problem with
> freeing-up memory of matrix
> * `#15039 <https://github.com/scipy/scipy/issues/15039>`__: BUG:
> sparse.dok_matrix.fromkeys method totally nonfunctional
> * `#15108 <https://github.com/scipy/scipy/issues/15108>`__: BUG: Seg.
> fault in scipy.sparse.linalg tests in PROPACK
> * `#16098 <https://github.com/scipy/scipy/issues/16098>`__: BLD:1.8.0:
> SciPy is not LTO ready
> * `#16792 <https://github.com/scipy/scipy/issues/16792>`__: BUG: Manually
> vectorizing scipy.linalg.expm fails in version...
> * `#16930 <https://github.com/scipy/scipy/issues/16930>`__: BUG:
> scipy.linalg.blas.dnrm2 may return error result when incx...
> * `#17004 <https://github.com/scipy/scipy/issues/17004>`__: Test failures
> for \`Test_SVDS_PROPACK.test_small_sigma2\` test...
> * `#17125 <https://github.com/scipy/scipy/issues/17125>`__: BUG: osx-64
> scipy 1.9.1 test_bad_geneig numerical error
> * `#17172 <https://github.com/scipy/scipy/issues/17172>`__: BUG:
> scipy.linalg.expm, coshm, sinhm and tanhm fail for read-only...
> * `#17362 <https://github.com/scipy/scipy/issues/17362>`__: Add support
> for Flexiblas
> * `#17436 <https://github.com/scipy/scipy/issues/17436>`__: BUG:
> linalg.cholesky: segmentation fault with large matrix
> * `#17530 <https://github.com/scipy/scipy/issues/17530>`__: Unnecessary
> approximation in \`scipy.stats.wilcoxon(x, y)\`
> * `#17681 <https://github.com/scipy/scipy/issues/17681>`__: BUG: special:
> \`pbvv_seq\` is broken.
> * `#18086 <https://github.com/scipy/scipy/issues/18086>`__: BUG:
> \`scipy.linalg.expm\` generates inconsistent results between...
> * `#18089 <https://github.com/scipy/scipy/issues/18089>`__: DOC: <Scaling
> due to window not clear for spectrum and density>
> * `#18166 <https://github.com/scipy/scipy/issues/18166>`__: ENH:
> stats.vonmises.pdf: return 1/(2pi) when kappa=3D0
> * `#18408 <https://github.com/scipy/scipy/issues/18408>`__: MAINT: status
> of C++17 in the interregnum of meson without native...
> * `#18423 <https://github.com/scipy/scipy/issues/18423>`__: ENH: Adding
> the SDMN Fortran routine to the python Wrapped functions.
> * `#18678 <https://github.com/scipy/scipy/issues/18678>`__: BUG:
> scipy.special.stdtrit is not thread-safe for df.size > 500
> * `#18722 <https://github.com/scipy/scipy/issues/18722>`__: DOC: in
> optimize.quadratic_assignment 2opt method, partial_match...
> * `#18767 <https://github.com/scipy/scipy/issues/18767>`__: Too-strict
> version restrictions on NumPy break distribution builds
> * `#18773 <https://github.com/scipy/scipy/issues/18773>`__: BUG: Update
> oldest-supported-numpy metadata
> * `#18902 <https://github.com/scipy/scipy/issues/18902>`__: DOC: make
> default bounds in scipy.optimize.linprog more obvious
> * `#19088 <https://github.com/scipy/scipy/issues/19088>`__:
> \`pull-request-labeler\` misbehaving and therefore disabled again
> * `#19181 <https://github.com/scipy/scipy/issues/19181>`__: TST: improve
> array API test skip decorators
> * `#19225 <https://github.com/scipy/scipy/issues/19225>`__: stats.t.fit()
> with own optimizer (e.g. to use Nelder-Mead) fails...
> * `#19486 <https://github.com/scipy/scipy/issues/19486>`__: Query: Where
> is cdflib used in SciPy code?
> * `#19573 <https://github.com/scipy/scipy/issues/19573>`__: scipy.fft.fht
> - documentation issue
> * `#19584 <https://github.com/scipy/scipy/issues/19584>`__: BUG: MATLAB
> expm vs scipy.linalg.expm: overflow/invalid value...
> * `#19596 <https://github.com/scipy/scipy/issues/19596>`__: BENCH:
> spatial.distance.\* "non-xdist" benchmarks
> * `#19605 <https://github.com/scipy/scipy/issues/19605>`__: BUG: wheel
> runs have a \*lot\* of test fails at the moment.
> * `#19642 <https://github.com/scipy/scipy/issues/19642>`__: Speeding up
> Mann-Whitney U-Test
> * `#19653 <https://github.com/scipy/scipy/issues/19653>`__: ENH: Voronoi
> diagram gives unexpected results from scipy.spatial
> * `#19659 <https://github.com/scipy/scipy/issues/19659>`__: BUG:
> savemat(..., format=3D"4") throws ValueError errorneously...
> * `#19678 <https://github.com/scipy/scipy/issues/19678>`__: BUG:
> scipy.stats.theilslopes returns invalid data when input...
> * `#19683 <https://github.com/scipy/scipy/issues/19683>`__: BUG/TST:
> cluster: incorrect test for \`seed\` param of {\`kmeans\`,...
> * `#19729 <https://github.com/scipy/scipy/issues/19729>`__: DOC: Add
> interactive examples with jupyterlite-sphinx
> * `#19732 <https://github.com/scipy/scipy/issues/19732>`__: DOC:
> Likelihood function depending on censoring type
> * `#19733 <https://github.com/scipy/scipy/issues/19733>`__: BUG:
> \`pythran\` min version not enforced
> * `#19737 <https://github.com/scipy/scipy/issues/19737>`__: TST: io:
> \`test_fortranfiles_mixed_record\` fails with numpy...
> * `#19739 <https://github.com/scipy/scipy/issues/19739>`__: BUG: pchip
> interpolation of complex values is buggy due to sign...
> * `#19740 <https://github.com/scipy/scipy/issues/19740>`__: CI, MAINT:
> some easy cleanups for Python version
> * `#19754 <https://github.com/scipy/scipy/issues/19754>`__: MAINT, TST:
> test_public_api.py can fail with NumPy main, via...
> * `#19767 <https://github.com/scipy/scipy/issues/19767>`__: Build
> warnings from SuperLU fixed upstream
> * `#19772 <https://github.com/scipy/scipy/issues/19772>`__: DOC: stats:
> The docstring for \`scipy.stats.crystalball\` needs...
> * `#19774 <https://github.com/scipy/scipy/issues/19774>`__: DOC: Detail
> what "concatenate" means in the context of
> \`spatial.transform.Rotation.concatenate\`
> * `#19799 <https://github.com/scipy/scipy/issues/19799>`__: DOC: array
> types: update array validation guidance
> * `#19813 <https://github.com/scipy/scipy/issues/19813>`__: BUG: typo in
> specfun.f?
> * `#19819 <https://github.com/scipy/scipy/issues/19819>`__: BUG: In
> RBFInterpolator, wrong warning message if degree=3D-1
> * `#19831 <https://github.com/scipy/scipy/issues/19831>`__: Test failures
> with OpenBLAS 0.3.26
> * `#19835 <https://github.com/scipy/scipy/issues/19835>`__: DOC: \`fft\`
> missing from list of subpackages
> * `#19836 <https://github.com/scipy/scipy/issues/19836>`__: DOC: remove
> incorrect sentence about subpackage imports
> * `#19846 <https://github.com/scipy/scipy/issues/19846>`__: CI:
> pre-release Linux job isn't using NumPy pre-release anymore
> * `#19848 <https://github.com/scipy/scipy/issues/19848>`__:
> \`_lib._util.MapWrapper\` uses multiprocessing with \`fork\`,...
> * `#19854 <https://github.com/scipy/scipy/issues/19854>`__:
> scipy.special.logsumexp for complex input with return_sign=3DTrue...
> * `#19862 <https://github.com/scipy/scipy/issues/19862>`__: DOC:
> documentation for transpose operator for sparse matrices...
> * `#19867 <https://github.com/scipy/scipy/issues/19867>`__: New ndimage
> and RBFInterpolator test failures in pre-release...
> * `#19896 <https://github.com/scipy/scipy/issues/19896>`__: BUG:
> \`special.nctdtr\` broken in main
> * `#19897 <https://github.com/scipy/scipy/issues/19897>`__: DOC:
> scipy.stats.unitary_group does not specify dim>1
> * `#19928 <https://github.com/scipy/scipy/issues/19928>`__: TST: special:
> array types: test tol failure with \`torch\` backend
> * `#19943 <https://github.com/scipy/scipy/issues/19943>`__: BUG: sparse:
> CSC.setdiag is slower than converting to LIL and...
> * `#19948 <https://github.com/scipy/scipy/issues/19948>`__: BUG:
> scipy.sparse.linalg.gmres fails when provided x0 solves...
> * `#19951 <https://github.com/scipy/scipy/issues/19951>`__: BUG: boolean
> masking broken for sparse array classes
> * `#19963 <https://github.com/scipy/scipy/issues/19963>`__: DOC:
> scipy.optimize with large differences in parameter scales
> * `#19974 <https://github.com/scipy/scipy/issues/19974>`__: DOC/REL:
> retroactively add missing expired deprecations to 1.12.0...
> * `#19991 <https://github.com/scipy/scipy/issues/19991>`__: BUG: Scipy
> Optimize with Nelder-Mead method has issues when specifying...
> * `#19993 <https://github.com/scipy/scipy/issues/19993>`__: BUG: F_INT
> type conflict with f2py translation of INTEGER type...
> * `#19998 <https://github.com/scipy/scipy/issues/19998>`__: DOC: Boundary
> conditions in splrep
> * `#20001 <https://github.com/scipy/scipy/issues/20001>`__: BUG:
> scipy.stats.loglaplace may return negative moments
> * `#20009 <https://github.com/scipy/scipy/issues/20009>`__: BUG:
> ShortTimeFFT fails with complex input
> * `#20012 <https://github.com/scipy/scipy/issues/20012>`__: MAINT: Use
> NumPy sliding_window_view instead of as_strided in...
> * `#20014 <https://github.com/scipy/scipy/issues/20014>`__: TST: signal:
> TestCorrelateReal failing on Meson 3.12 job
> * `#20027 <https://github.com/scipy/scipy/issues/20027>`__: BUG:
> \`sparse.random\` returns transposed array in 1.12
> * `#20031 <https://github.com/scipy/scipy/issues/20031>`__: TST: prefer
> \`pytest.warns\` over \`np.testing.assert_warns\`
> * `#20034 <https://github.com/scipy/scipy/issues/20034>`__: TST: linalg:
> test_decomp_cossin.py::test_cossin_separate[float64]...
> * `#20036 <https://github.com/scipy/scipy/issues/20036>`__: MAINT:
> implement scipy.stats.powerlaw._munp
> * `#20041 <https://github.com/scipy/scipy/issues/20041>`__: BUG: Using
> LinearConstraint with optimize.differential_evolution
> * `#20042 <https://github.com/scipy/scipy/issues/20042>`__: BUG:
> scipy.stats.percentileofscore has a mistake
> * `#20043 <https://github.com/scipy/scipy/issues/20043>`__: equality used
> to compare floating point numbers (test_bootstrap_alternative)
> * `#20060 <https://github.com/scipy/scipy/issues/20060>`__: BUG: stacking
> two dok_array produces a NotImplementedError about...
> * `#20062 <https://github.com/scipy/scipy/issues/20062>`__: MAINT, TST:
> test failures against NumPy main
> * `#20071 <https://github.com/scipy/scipy/issues/20071>`__: MAINT: doc
> build warnings
> * `#20075 <https://github.com/scipy/scipy/issues/20075>`__: BUG:
> \`eigh_tridiagonal\` with \`select=3D"i"\` fails for 1x1 matrices
> * `#20084 <https://github.com/scipy/scipy/issues/20084>`__: BUG: \`import
> scipy._lib._testutils\` raises exception in some...
> * `#20100 <https://github.com/scipy/scipy/issues/20100>`__: ENH: Expose
> NoConvergence error class in the scipy.optimize namespace
> * `#20107 <https://github.com/scipy/scipy/issues/20107>`__: MAINT: builds
> broken against NumPy main
> * `#20129 <https://github.com/scipy/scipy/issues/20129>`__: BUG:
> regression: eval_chebyt gives wrong results for complex...
> * `#20131 <https://github.com/scipy/scipy/issues/20131>`__: DOC: linalg:
> Unclear description for the output \`P\` of \`qr\`.
> * `#20142 <https://github.com/scipy/scipy/issues/20142>`__: Typo in the
> doc of the Kstwobign distribution
> * `#20156 <https://github.com/scipy/scipy/issues/20156>`__: BUG:
> sparse.dok_matrix throws KeyError for valid pop(key) since...
> * `#20157 <https://github.com/scipy/scipy/issues/20157>`__: MAINT, TST:
> test_svds_parameter_tol failures
> * `#20161 <https://github.com/scipy/scipy/issues/20161>`__: \`dev.py
> test\` fails to accept both \`--argument\` and \`--...
> * `#20170 <https://github.com/scipy/scipy/issues/20170>`__: Test failures
> due to \`asarray(..., copy=3DFalse)\` semantics change...
> * `#20180 <https://github.com/scipy/scipy/issues/20180>`__: deprecation
> warnings for Node.js 16 on GHA wheel build jobs
> * `#20182 <https://github.com/scipy/scipy/issues/20182>`__: BUG:
> \`csr_row_index\` and \`csr_column_index\` error for mixed...
> * `#20188 <https://github.com/scipy/scipy/issues/20188>`__: BUG: Raising
> scipy.spatial.transform.Rotation to power of 0 adds...
> * `#20214 <https://github.com/scipy/scipy/issues/20214>`__: BUG:
> minimize(method=3D"newton-cg") crashes with UnboundLocalError...
> * `#20220 <https://github.com/scipy/scipy/issues/20220>`__: new problem
> on Cirrus with Homebrew Python in macOS arm64 jobs
> * `#20225 <https://github.com/scipy/scipy/issues/20225>`__: CI/MAINT:
> \`choco\` error for invalid credentials
> * `#20230 <https://github.com/scipy/scipy/issues/20230>`__: CI, DOC, TST:
> failure related to scipy/stats/_distn_infrastructure.py...
> * `#20268 <https://github.com/scipy/scipy/issues/20268>`__: MAINT:
> failing prerelease deps job - "numpy.broadcast size changed"
> * `#20291 <https://github.com/scipy/scipy/issues/20291>`__: BUG: Macro
> collision (\`complex\`) with Windows SDK in amos code
> * `#20294 <https://github.com/scipy/scipy/issues/20294>`__: BUG: Hang on
> Windows in scikit-learn with 1.13rc1 and 1.14.dev...
> * `#20300 <https://github.com/scipy/scipy/issues/20300>`__: BUG: SciPy
> 1.13.0rc1 not buildable on old macOS due to pocketfft...
> * `#20302 <https://github.com/scipy/scipy/issues/20302>`__: BUG:
> scipy.optimize.nnls fails with exception
> * `#20340 <https://github.com/scipy/scipy/issues/20340>`__: BUG:
> line_search_wolfe2 fails to converge due to a wrong condition
> * `#20344 <https://github.com/scipy/scipy/issues/20344>`__: MAINT/DOC:
> remove outdated note about NumPy imports
>
> ************************
> Pull requests for 1.13.0
> ************************
>
> * `#8404 <https://github.com/scipy/scipy/pull/8404>`__:
> ENH:special:Tighten cdflib precision to 1e-15
> * `#14771 <https://github.com/scipy/scipy/pull/14771>`__: ENH:
> integrate.solve_ivp: allow event \`terminal\` attribute...
> * `#16660 <https://github.com/scipy/scipy/pull/16660>`__: DOC: update
> pydata-sphinx theme
> * `#17265 <https://github.com/scipy/scipy/pull/17265>`__: Doc: fix
> linalg.lstsq documentation on residues
> * `#17525 <https://github.com/scipy/scipy/pull/17525>`__: TST: linalg:
> temporarily silence failure in test_solve_generalized_discrete_are
> * `#18530 <https://github.com/scipy/scipy/pull/18530>`__: ENH: sparse:
> Generalize coo_array to support 1d shapes
> * `#18541 <https://github.com/scipy/scipy/pull/18541>`__: MAINT: sparse:
> Stop supporting multi-Ellipsis indexing
> * `#18828 <https://github.com/scipy/scipy/pull/18828>`__: ENH: improve
> dtype check in wavfile.write
> * `#19444 <https://github.com/scipy/scipy/pull/19444>`__: ENH: Add faster
> inverse-Wishart rvs and logpdf
> * `#19488 <https://github.com/scipy/scipy/pull/19488>`__: DOC: Improving
> "Spectral Analysis" section in User Guide
> * `#19541 <https://github.com/scipy/scipy/pull/19541>`__: BUG: fix cosine
> distance result type
> * `#19545 <https://github.com/scipy/scipy/pull/19545>`__: ENH:
> integrate._tanhsinh: support vector-valued functions
> * `#19555 <https://github.com/scipy/scipy/pull/19555>`__: DOC: Small
> documentation and docstring corrections for \`ShortTimeFFT\`
> * `#19560 <https://github.com/scipy/scipy/pull/19560>`__:
> ENH:MAINT:special:Cythonize cdflib
> * `#19587 <https://github.com/scipy/scipy/pull/19587>`__:
> ENH:MAINT:special:Rewrite amos F77 code
> * `#19631 <https://github.com/scipy/scipy/pull/19631>`__: ENH: add
> parameter ymax in stats.boxcox_normmax
> * `#19633 <https://github.com/scipy/scipy/pull/19633>`__: ENH: use
> NdBSpline in RegularGridInterpolator to speed up evaluations
> * `#19650 <https://github.com/scipy/scipy/pull/19650>`__: ENH:
> stats.kstests: add axis / nan_policy / keepdims support
> * `#19662 <https://github.com/scipy/scipy/pull/19662>`__: ENH:
> stats.normaltest/skewtest/kurtosistest: add axis / nan_policy...
> * `#19663 <https://github.com/scipy/scipy/pull/19663>`__: DOC: Add
> example to rv_continuous.fit
> * `#19664 <https://github.com/scipy/scipy/pull/19664>`__: DOC: Add
> example for mstats.brunnermunzel
> * `#19666 <https://github.com/scipy/scipy/pull/19666>`__: DOC: Add
> Example to lbfgsb docstring
> * `#19667 <https://github.com/scipy/scipy/pull/19667>`__: ENH:
> integrate._nsum: function for finite and infinite summation
> * `#19669 <https://github.com/scipy/scipy/pull/19669>`__: REL: set
> version to 1.13.0.dev0
> * `#19672 <https://github.com/scipy/scipy/pull/19672>`__: DEP: signal:
> remove scipy.signal.{bspline,quadratic,cubic}
> * `#19674 <https://github.com/scipy/scipy/pull/19674>`__: DEP: linalg:
> remove tri{,u,l}
> * `#19675 <https://github.com/scipy/scipy/pull/19675>`__: DEP: signal:
> remove scipy.signal.{lsim2,impulse2,step2}
> * `#19676 <https://github.com/scipy/scipy/pull/19676>`__: DEP: signal:
> remove ability to import window functions from signal...
> * `#19679 <https://github.com/scipy/scipy/pull/19679>`__: MAINT:
> stats.theilslopes: consistent promotion of \`x\` and \`y\`
> * `#19680 <https://github.com/scipy/scipy/pull/19680>`__: ENH:
> stats.shapiro: add axis / nan_policy / keepdims support
> * `#19681 <https://github.com/scipy/scipy/pull/19681>`__: MAINT: Add
> binom to new C++ special lib along with its cephes...
> * `#19682 <https://github.com/scipy/scipy/pull/19682>`__: TST:
> consolidate array API test skip decorators
> * `#19687 <https://github.com/scipy/scipy/pull/19687>`__: MAINT:linalg:
> Remove redundant det and lu Fortran files
> * `#19689 <https://github.com/scipy/scipy/pull/19689>`__: MAINT:
> stats.moment: rename parameter \`moment\` to \`order\`
> * `#19694 <https://github.com/scipy/scipy/pull/19694>`__: MAINT: Remove
> \`PDistWeightedMetricWrapper\` and \`CDistWeightedMetricWrapper\`
> * `#19695 <https://github.com/scipy/scipy/pull/19695>`__: MAINT: Prefer
> \`np.fill_diagonal\` over \`diag_indices\`
> * `#19696 <https://github.com/scipy/scipy/pull/19696>`__: ENH: add
> \`method\` arg to \`interpolate.Akima1DInterpolator\`
> * `#19698 <https://github.com/scipy/scipy/pull/19698>`__: MAINT: bump
> project version
> * `#19701 <https://github.com/scipy/scipy/pull/19701>`__: MAINT: make
> import of \`array_api_compat\` nicer
> * `#19703 <https://github.com/scipy/scipy/pull/19703>`__: DEP:
> non-integers in \`factorial(..., exact=3DTrue)\`: deprecate...
> * `#19708 <https://github.com/scipy/scipy/pull/19708>`__: DOC:
> spatial.distance: add missing optional param markers
> * `#19710 <https://github.com/scipy/scipy/pull/19710>`__: TST: fix pytest
> discovery errors with editable installs
> * `#19711 <https://github.com/scipy/scipy/pull/19711>`__: DOC: clarify
> ttest_1samp argument
> * `#19714 <https://github.com/scipy/scipy/pull/19714>`__: BLD: require
> Cython >=3D3.0.4, drop 0.29.X support
> * `#19715 <https://github.com/scipy/scipy/pull/19715>`__: ENH: sparse:
> Add DOK support for 1d (without indexing)
> * `#19716 <https://github.com/scipy/scipy/pull/19716>`__: ENH: enable
> approximation for factorialk
> * `#19721 <https://github.com/scipy/scipy/pull/19721>`__: DOC: add
> rationale for 88 char line length
> * `#19722 <https://github.com/scipy/scipy/pull/19722>`__: DOC: update
> release version procedure
> * `#19723 <https://github.com/scipy/scipy/pull/19723>`__: ENH, MAINT:
> voronoi_plot_2d nicer inf lines
> * `#19724 <https://github.com/scipy/scipy/pull/19724>`__: MAINT: Windows
> NumPy 2.x int shims
> * `#19725 <https://github.com/scipy/scipy/pull/19725>`__: MNT: use int
> instead of long in cython code
> * `#19728 <https://github.com/scipy/scipy/pull/19728>`__: MAINT: enhance
> the configuration for the \`pull-request-labeler\`...
> * `#19730 <https://github.com/scipy/scipy/pull/19730>`__: MAINT: bs4
> deprecation shim
> * `#19731 <https://github.com/scipy/scipy/pull/19731>`__: ENH:
> stats.mood: add nan_policy / keepdims support
> * `#19738 <https://github.com/scipy/scipy/pull/19738>`__: BLD: require
> \`pythran>=3D0.14.0\`
> * `#19741 <https://github.com/scipy/scipy/pull/19741>`__: ENH:
> stats.friedmanchisquare/brunnermunzel: add axis / nan_policy...
> * `#19742 <https://github.com/scipy/scipy/pull/19742>`__: CI: fix PR
> labeler config file
> * `#19743 <https://github.com/scipy/scipy/pull/19743>`__: ENH: sparse:
> Add min-max 1d support and tests
> * `#19744 <https://github.com/scipy/scipy/pull/19744>`__: ENH:
> stats.mannwhitneyu: speed improvement, memory reduction,...
> * `#19745 <https://github.com/scipy/scipy/pull/19745>`__: TST:
> fortranfiles fix
> * `#19746 <https://github.com/scipy/scipy/pull/19746>`__: CI: add labeler
> based on issue/PR titles
> * `#19749 <https://github.com/scipy/scipy/pull/19749>`__: ENH:
> stats.mannwhitneyu: vectorize statistic calculation
> * `#19750 <https://github.com/scipy/scipy/pull/19750>`__: DEV/BLD:
> generate \`requirements/\*\` files to simplify build
> * `#19752 <https://github.com/scipy/scipy/pull/19752>`__: DEP: deprecate
> complex dtypes in \`PchipInterpolator\` and \`Akima1DInterpolator\`
> * `#19755 <https://github.com/scipy/scipy/pull/19755>`__: MAINT/TST:
> ignore backend import errors when not in array API...
> * `#19757 <https://github.com/scipy/scipy/pull/19757>`__: ENH: Add
> vectorized scalar minimization bracket finder
> * `#19758 <https://github.com/scipy/scipy/pull/19758>`__: MAINT: correct
> inaccurate comment
> * `#19760 <https://github.com/scipy/scipy/pull/19760>`__: MAINT:
> interpolate: remove dead code
> * `#19762 <https://github.com/scipy/scipy/pull/19762>`__: ENH:
> stats.monte_carlo_test: account for inexact calculation...
> * `#19763 <https://github.com/scipy/scipy/pull/19763>`__: MAINT:
> integrate._nsum: adjust algorithm for determining number...
> * `#19768 <https://github.com/scipy/scipy/pull/19768>`__: MAINT: SuperLU
> upstream fix for compile warnings
> * `#19770 <https://github.com/scipy/scipy/pull/19770>`__: ENH:
> stats.wilcoxon: rewrite for speed and clarity; add PermutationMethod...
> * `#19773 <https://github.com/scipy/scipy/pull/19773>`__: DOC: stats: The
> docstring for scipy.stats.crystalball needs an...
> * `#19775 <https://github.com/scipy/scipy/pull/19775>`__: DOC: Docstring
> and examples for Rotation.concatenate
> * `#19776 <https://github.com/scipy/scipy/pull/19776>`__: ENH:
> stats.rankdata: vectorize calculation
> * `#19777 <https://github.com/scipy/scipy/pull/19777>`__: ENH: add
> \`BSpline.insert_knot\` method
> * `#19778 <https://github.com/scipy/scipy/pull/19778>`__: DOC, MAINT: fix
> make dist in rel process
> * `#19780 <https://github.com/scipy/scipy/pull/19780>`__: MAINT:
> scipy.stats: replace \`_normtest_finish\`/\`_ttest_finish\`/etc......
> * `#19781 <https://github.com/scipy/scipy/pull/19781>`__: CI, MAINT:
> switch to stable python release
> * `#19786 <https://github.com/scipy/scipy/pull/19786>`__: BLD: fix
> "Failed to guess install tag" in meson-log.txt, add...
> * `#19787 <https://github.com/scipy/scipy/pull/19787>`__: DOC/BLD: macOS
> Homebrew OpenBlas detection advice
> * `#19788 <https://github.com/scipy/scipy/pull/19788>`__: DOC:
> stats.trim_mean: correct documentation
> * `#19790 <https://github.com/scipy/scipy/pull/19790>`__: BENCH: Added
> benchmarks for individual distance metrics
> * `#19792 <https://github.com/scipy/scipy/pull/19792>`__: MAINT: simplify
> \`t.logpdf\`
> * `#19796 <https://github.com/scipy/scipy/pull/19796>`__: API: Enable
> \`pydata/sparse\` input for csgraph module
> * `#19803 <https://github.com/scipy/scipy/pull/19803>`__: TST: stats:
> compare geometric zscore to naive version instead...
> * `#19807 <https://github.com/scipy/scipy/pull/19807>`__: DOC: fft: add
> note about FHT formulas
> * `#19808 <https://github.com/scipy/scipy/pull/19808>`__: MAINT: move
> elementwise algorithms and framework
> * `#19810 <https://github.com/scipy/scipy/pull/19810>`__: MAINT: set
> \`NPY_NO_DEPRECATED_API\` also for Cython code
> * `#19811 <https://github.com/scipy/scipy/pull/19811>`__: BLD: set
> default \`cpp_std\` to \`c++17\`
> * `#19818 <https://github.com/scipy/scipy/pull/19818>`__: MAINT: uarray
> CXX version hex cleanup
> * `#19820 <https://github.com/scipy/scipy/pull/19820>`__: TST: linalg:
> Test Cython LAPACK complex ladiv
> * `#19821 <https://github.com/scipy/scipy/pull/19821>`__: BLD: resolve
> missing prototype warnings in lsoda/vode
> * `#19822 <https://github.com/scipy/scipy/pull/19822>`__: BLD: propack:
> resolve missing return value warnings
> * `#19823 <https://github.com/scipy/scipy/pull/19823>`__: CI/DEV: add
> some new auto-labels
> * `#19824 <https://github.com/scipy/scipy/pull/19824>`__: ENH:Rewrite
> specfun F77 code in C
> * `#19825 <https://github.com/scipy/scipy/pull/19825>`__: MAINT:
> \`CODEOWNERS\` syntax fix and changes
> * `#19827 <https://github.com/scipy/scipy/pull/19827>`__: MAINT: spatial:
> fix build warnings in \`ckdtree\` code
> * `#19828 <https://github.com/scipy/scipy/pull/19828>`__: CI/DEV: fix and
> simplify \`label-globs\` syntax
> * `#19829 <https://github.com/scipy/scipy/pull/19829>`__: MAINT:
> interpolate: fix build warning from \`_ppoly.pyx\`
> * `#19837 <https://github.com/scipy/scipy/pull/19837>`__: MAINT: special:
> fix meson deprecation warning
> * `#19838 <https://github.com/scipy/scipy/pull/19838>`__: DOC: fft:
> improve \`s\` description for real transforms
> * `#19843 <https://github.com/scipy/scipy/pull/19843>`__: DOC: Add
> \`fft\` to list of submodules in tutorial
> * `#19844 <https://github.com/scipy/scipy/pull/19844>`__: TST: fix more
> cases of fd leaks from np.load()
> * `#19849 <https://github.com/scipy/scipy/pull/19849>`__: CI: fix
> prerelease job to use numpy 2.0, and add a second job...
> * `#19853 <https://github.com/scipy/scipy/pull/19853>`__: ENH: sparse:
> foundation for 1D arrays (add test suite, round...
> * `#19855 <https://github.com/scipy/scipy/pull/19855>`__: BLD: Revamp
> BLAS/LAPACK G77 ABI wrappers and fix PROPACK segfaults
> * `#19856 <https://github.com/scipy/scipy/pull/19856>`__: BLD: simplify
> pythran version requirement in meson
> * `#19857 <https://github.com/scipy/scipy/pull/19857>`__: BLD: make scipy
> build warning-free with LTO enabled
> * `#19860 <https://github.com/scipy/scipy/pull/19860>`__: MAINT: fix BLD
> label typo
> * `#19861 <https://github.com/scipy/scipy/pull/19861>`__: BUG:io:Skip
> arr_to_chars call for single code points
> * `#19864 <https://github.com/scipy/scipy/pull/19864>`__: Add
> documentation to explain behavior for transposing csr or...
> * `#19866 <https://github.com/scipy/scipy/pull/19866>`__: DOC: Change
> default for bounds in scipy.optimize.linprog
> * `#19868 <https://github.com/scipy/scipy/pull/19868>`__: MAINT: fix use
> of \`unique(..., return_inverse=3DTrue)\`
> * `#19869 <https://github.com/scipy/scipy/pull/19869>`__: MAINT: array
> types: rename \`as_xparray\` to \`_asarray\`
> * `#19870 <https://github.com/scipy/scipy/pull/19870>`__: MAINT:
> logsumexp: properly handle complex sign
> * `#19871 <https://github.com/scipy/scipy/pull/19871>`__: MAINT: make
> isinstance check in \`stats._distn_infrastructure\`...
> * `#19874 <https://github.com/scipy/scipy/pull/19874>`__: rankdata:
> ensure correct shape for empty inputs
> * `#19876 <https://github.com/scipy/scipy/pull/19876>`__: MAINT: stats:
> Add tests to ensure consistency between \`wasserstein_distance\` and
> different backends of \`wasserstein_distance_nd\`
> * `#19880 <https://github.com/scipy/scipy/pull/19880>`__: DOC: prepare
> 1.13.0 release notes
> * `#19882 <https://github.com/scipy/scipy/pull/19882>`__: MAINT: vendor
> \`pocketfft\` as git submodule
> * `#19885 <https://github.com/scipy/scipy/pull/19885>`__: MAINT: fix some
> small array API support issues
> * `#19886 <https://github.com/scipy/scipy/pull/19886>`__: TST: stats: fix
> a few issues with non-reproducible seeding
> * `#19891 <https://github.com/scipy/scipy/pull/19891>`__: MAINT: stats:
> fix editable install issue in \`qmc\` and MPL-related...
> * `#19893 <https://github.com/scipy/scipy/pull/19893>`__: MAINT: remove
> unused itertools-import in scipy.interpolate._interpolate
> * `#19901 <https://github.com/scipy/scipy/pull/19901>`__: MAINT: special:
> remove use of \`numpy.math\` from \`_cdflib.pyx\`
> * `#19902 <https://github.com/scipy/scipy/pull/19902>`__:
> BUG:special:cdflib: Correct cdftnc Cython bugs
> * `#19908 <https://github.com/scipy/scipy/pull/19908>`__: Fix AIX build
> break.
> * `#19909 <https://github.com/scipy/scipy/pull/19909>`__:
> MAINT:linalg:Adjust lwork/liwork changes OpenBLAS 0.3.26
> * `#19916 <https://github.com/scipy/scipy/pull/19916>`__: MAINT: update
> pocketfft git submodule location
> * `#19917 <https://github.com/scipy/scipy/pull/19917>`__: MAINT:
> replicate FITPACK's \`fpchec\` routine in python
> * `#19924 <https://github.com/scipy/scipy/pull/19924>`__: TST: cluster:
> fix test_kmeans_and_kmeans2_random_seed
> * `#19925 <https://github.com/scipy/scipy/pull/19925>`__: MAINT: forward
> port 1.12.0 relnotes
> * `#19927 <https://github.com/scipy/scipy/pull/19927>`__: BUG:
> cluster.kmeans\*: array types: accept \`int\`s for k
> * `#19929 <https://github.com/scipy/scipy/pull/19929>`__: DOC: updated
> incorrect sentence about subpackage imports. See...
> * `#19931 <https://github.com/scipy/scipy/pull/19931>`__:
> MAINT:special:cdflib:Refine the tolerances further
> * `#19932 <https://github.com/scipy/scipy/pull/19932>`__: ENH:stats:Use
> explicit formula for gamma.fit('mm')
> * `#19933 <https://github.com/scipy/scipy/pull/19933>`__: BUG: Correct
> handling of -inf in special stdr funcs
> * `#19934 <https://github.com/scipy/scipy/pull/19934>`__:
> BUG:special:amos: Fix some mistakes in the AMOS C translation
> * `#19937 <https://github.com/scipy/scipy/pull/19937>`__: TST: Add RNG
> seeds for TestInvgauss and TestLaplace
> * `#19938 <https://github.com/scipy/scipy/pull/19938>`__: MAINT: special:
> array types: fix warning when not in array API...
> * `#19939 <https://github.com/scipy/scipy/pull/19939>`__:
> BUG:special:amos: Fix exit path in \`amos_asyi\`
> * `#19942 <https://github.com/scipy/scipy/pull/19942>`__: MAINT:
> hypothesis: document minimum required version
> * `#19944 <https://github.com/scipy/scipy/pull/19944>`__: BUG: Correct
> handling of inf support in binomial
> * `#19945 <https://github.com/scipy/scipy/pull/19945>`__: BLD: fix issue
> with escape sequences in \`__config__.py\`
> * `#19947 <https://github.com/scipy/scipy/pull/19947>`__:
> BUG:special:amos: Fix typo in \`amos_mlri\`
> * `#19950 <https://github.com/scipy/scipy/pull/19950>`__: DOC:
> stats.logrank: fix typo that affect survival curves in manual
> * `#19952 <https://github.com/scipy/scipy/pull/19952>`__: BUG:sparse:Add
> early exit to gmres when x0 already solves problem
> * `#19957 <https://github.com/scipy/scipy/pull/19957>`__: defect: sparse:
> 1d bool mask with wrong shape should raise IndexError
> * `#19961 <https://github.com/scipy/scipy/pull/19961>`__: DOC: Add
> version warning banner to documentation
> * `#19962 <https://github.com/scipy/scipy/pull/19962>`__: ENH: sparse:
> speedup csr/csc setdiag by converting to coo
> * `#19965 <https://github.com/scipy/scipy/pull/19965>`__: DOC: scale of
> parameters in optimize.curve_fit
> * `#19969 <https://github.com/scipy/scipy/pull/19969>`__: DOC: Fix
> landing page images for dark theme
> * `#19971 <https://github.com/scipy/scipy/pull/19971>`__: ENH: Input
> validation for sampling frequency in signal.filter...
> * `#19975 <https://github.com/scipy/scipy/pull/19975>`__: ENH: support
> custom statistic in goodness_of_fit function (gh-19894)
> * `#19977 <https://github.com/scipy/scipy/pull/19977>`__: DOC: document a
> common alternative parameterization of invgauss.
> * `#19978 <https://github.com/scipy/scipy/pull/19978>`__: DOC: fix
> autosummary for scipy.signal.ShortTimeFFT.t/T under...
> * `#19980 <https://github.com/scipy/scipy/pull/19980>`__: ENH: stats: add
> axis/nan_policy support to \`f_oneway\` and \`alexandergovern\`
> * `#19981 <https://github.com/scipy/scipy/pull/19981>`__: TST: correct
> typo in TestGamma.test_fit_mm function.
> * `#19995 <https://github.com/scipy/scipy/pull/19995>`__: TST, MAINT:
> test_immediate_updating fix
> * `#19997 <https://github.com/scipy/scipy/pull/19997>`__: MAINT: Adjust
> the codebase to the new \`np.array\`'s \`copy\`...
> * `#20000 <https://github.com/scipy/scipy/pull/20000>`__: MAINT:
> interpolate: address review comments on NdBSpline/RGI
> * `#20003 <https://github.com/scipy/scipy/pull/20003>`__: MAINT: sparse:
> change coo_matrix.indices to coo_matrix.coords
> * `#20004 <https://github.com/scipy/scipy/pull/20004>`__: MAINT: sparse:
> change method names _mul_\* to _matmul_\* all...
> * `#20005 <https://github.com/scipy/scipy/pull/20005>`__: MAINT: Remove
> partial from \`__all__\` (removed from submodule)
> * `#20006 <https://github.com/scipy/scipy/pull/20006>`__: BENCH:
> optimize: add timings to global optimizers benchmarks
> * `#20010 <https://github.com/scipy/scipy/pull/20010>`__: BUG: Add proper
> error message for \`ShortTimeFFT\` for onesided...
> * `#20013 <https://github.com/scipy/scipy/pull/20013>`__: MAINT: signal:
> use \`sliding_window_view\` instead of \`as_strided\`
> * `#20016 <https://github.com/scipy/scipy/pull/20016>`__: DOC: update
> release docs to reflect new version banner
> * `#20017 <https://github.com/scipy/scipy/pull/20017>`__: BUG: loglaplace
> moment should be non-negative.
> * `#20018 <https://github.com/scipy/scipy/pull/20018>`__: ENH: refer to
> the Laplace distribution in log-Laplace documentation.
> * `#20019 <https://github.com/scipy/scipy/pull/20019>`__: DOC: Add
> support for interactive examples with jupyterlite-sphinx
> * `#20020 <https://github.com/scipy/scipy/pull/20020>`__: TST:
> TestCorrelateReal overflow shim
> * `#20021 <https://github.com/scipy/scipy/pull/20021>`__: ENH: fix
> numerical instability around zero in boxcox_llf
> * `#20023 <https://github.com/scipy/scipy/pull/20023>`__: ENH: use
> analytic formula for log-laplace MLE when loc is known.
> * `#20024 <https://github.com/scipy/scipy/pull/20024>`__: ENH:stats: Add
> multivariate Wasserstein distance as a separate...
> * `#20032 <https://github.com/scipy/scipy/pull/20032>`__: MAINT: Adjust
> some comments in special C++ library
> * `#20033 <https://github.com/scipy/scipy/pull/20033>`__: MAINT: sparse:
> Un-deprecate getnnz()
> * `#20037 <https://github.com/scipy/scipy/pull/20037>`__: MAINT: Add
> special handling for complex infinite input in digamma
> * `#20039 <https://github.com/scipy/scipy/pull/20039>`__: ENH: use
> analytical formula in scipy.stats.powerlaw._munp().
> * `#20044 <https://github.com/scipy/scipy/pull/20044>`__: TST:
> _ConstraintWrapper returns a violation of the correct shape
> * `#20045 <https://github.com/scipy/scipy/pull/20045>`__: DOC: add
> missing np. in tutorial
> * `#20047 <https://github.com/scipy/scipy/pull/20047>`__: TST: use
> assert_allclose in test_bootstrap_alternative
> * `#20052 <https://github.com/scipy/scipy/pull/20052>`__: FIX: Allow any
> dtype-specifier for ndimage output
> * `#20053 <https://github.com/scipy/scipy/pull/20053>`__: Add sorting
> requirement for partial_match and partial_guess
> * `#20054 <https://github.com/scipy/scipy/pull/20054>`__: BUG:
> SciPy.interpolate.CubicSpline with periodic data
> * `#20063 <https://github.com/scipy/scipy/pull/20063>`__: ENH:
> optimize._differentiate: add option preserve_shape
> * `#20065 <https://github.com/scipy/scipy/pull/20065>`__: MAINT Fix
> broken link in \`scipy.stats._multivariate.py\`
> * `#20067 <https://github.com/scipy/scipy/pull/20067>`__: TST: shims for
> NumPy fft changes
> * `#20068 <https://github.com/scipy/scipy/pull/20068>`__: Changed
> assert_warns in stats testing to pytest.warns.
> * `#20069 <https://github.com/scipy/scipy/pull/20069>`__: MAINT/DOC:
> \`special.nrdtrimn/nrdtrisd\` docstring fixes
> * `#20070 <https://github.com/scipy/scipy/pull/20070>`__: MAINT: silence
> ruff deprecation warning
> * `#20076 <https://github.com/scipy/scipy/pull/20076>`__: BUG:linalg:Add
> early exit to eigh_tridiagonal for 1x1 input
> * `#20078 <https://github.com/scipy/scipy/pull/20078>`__: CI: update
> github actions and cibuildwheel
> * `#20080 <https://github.com/scipy/scipy/pull/20080>`__: BUG: sparse:
> Fix hstack, etc for dok_array
> * `#20086 <https://github.com/scipy/scipy/pull/20086>`__: MAINT: detect
> musl differently.
> * `#20087 <https://github.com/scipy/scipy/pull/20087>`__: MAINT: switch
> from \`numpy.array_api\` to \`array-api-strict\`
> * `#20092 <https://github.com/scipy/scipy/pull/20092>`__: DOC: Fix a
> could of places that are parsed as substitution references...
> * `#20093 <https://github.com/scipy/scipy/pull/20093>`__: DOC: Fix small
> typos in \`signal.rst\` and \`_short_time_fft.py\`
> * `#20095 <https://github.com/scipy/scipy/pull/20095>`__: DOC: tick
> tensor product splines off the roadmap
> * `#20096 <https://github.com/scipy/scipy/pull/20096>`__:
> TST:linalg:Reduce the size of the cossin test
> * `#20098 <https://github.com/scipy/scipy/pull/20098>`__: MAINT: minor
> array API skip improvements
> * `#20101 <https://github.com/scipy/scipy/pull/20101>`__: MAINT:
> editorial changes in the doc string of scipy.stats.vonmises.
> * `#20102 <https://github.com/scipy/scipy/pull/20102>`__: ENH: use
> non-trivial bounds to solve for kappa of vonmises MLE.
> * `#20103 <https://github.com/scipy/scipy/pull/20103>`__: MAINT:
> optimize: expose \`NoConvergence\`
> * `#20104 <https://github.com/scipy/scipy/pull/20104>`__: ENH: allow
> shape parameter kappa to be zero in vonmises distribution.
> * `#20106 <https://github.com/scipy/scipy/pull/20106>`__: DOC: update
> docstring of stats.percentileofscore
> * `#20108 <https://github.com/scipy/scipy/pull/20108>`__: MAINT: shim for
> descr->f access
> * `#20111 <https://github.com/scipy/scipy/pull/20111>`__: DOC: clarify
> accepted values for \`dim\` in \`unitary_group\`.
> * `#20112 <https://github.com/scipy/scipy/pull/20112>`__: BLD: signal: do
> not install Pythran source alongside the Cython...
> * `#20119 <https://github.com/scipy/scipy/pull/20119>`__: Fix small
> issues in docstrings
> * `#20121 <https://github.com/scipy/scipy/pull/20121>`__: BLD:
> simplifications in meson.build files
> * `#20122 <https://github.com/scipy/scipy/pull/20122>`__: MAINT: update
> Boost.Math to 1.83.0
> * `#20123 <https://github.com/scipy/scipy/pull/20123>`__: MAINT: stats:
> fix test failure in \`kendalltau_seasonal\`
> * `#20130 <https://github.com/scipy/scipy/pull/20130>`__: BUG: Use Cython
> implementation of complex hyp2f1 in orthogonal_eval.pxd
> * `#20135 <https://github.com/scipy/scipy/pull/20135>`__: MAINT:
> interpolate: define \`F_INT\` as \`int\` rather than \`npy_int32\`
> * `#20138 <https://github.com/scipy/scipy/pull/20138>`__: TST: optimize:
> silence the output from calling cobyla with disp=3DTrue
> * `#20141 <https://github.com/scipy/scipy/pull/20141>`__: MAINT/CI:
> special/array types: test alternative backends in CI
> * `#20143 <https://github.com/scipy/scipy/pull/20143>`__: DOC: stats: Fix
> typo in the doc of the Kstwobign distribution
> * `#20144 <https://github.com/scipy/scipy/pull/20144>`__: MAINT, ENH:
> Hausdorff simplification
> * `#20145 <https://github.com/scipy/scipy/pull/20145>`__: TST: special:
> bump tolerances for new \`cdftnc\` regression tests
> * `#20146 <https://github.com/scipy/scipy/pull/20146>`__: MAINT: fix
> incorrect \`noexcept\` usage in Cython functions
> * `#20149 <https://github.com/scipy/scipy/pull/20149>`__: BLD: Ensure
> Python.h is included before system headers.
> * `#20153 <https://github.com/scipy/scipy/pull/20153>`__: BLD:
> interpolate: _interpnd_info does not need installing
> * `#20154 <https://github.com/scipy/scipy/pull/20154>`__: ENH: sparse:
> implement fromkeys for _dok_base
> * `#20163 <https://github.com/scipy/scipy/pull/20163>`__: MAINT: dev.py:
> allow --args after --
> * `#20168 <https://github.com/scipy/scipy/pull/20168>`__: BUG: optimize:
> Fix constraint condition in inner loop of nnls
> * `#20172 <https://github.com/scipy/scipy/pull/20172>`__: MAINT:
> (additional) array copy semantics shims
> * `#20173 <https://github.com/scipy/scipy/pull/20173>`__: TST:special:Add
> partial tests for nrdtrimn and nrdtrisd
> * `#20174 <https://github.com/scipy/scipy/pull/20174>`__: DOC:
> interpolate: \`splrep\` default boundary condition
> * `#20175 <https://github.com/scipy/scipy/pull/20175>`__: MAINT: sparse:
> add missing dict methods to DOK and tests
> * `#20176 <https://github.com/scipy/scipy/pull/20176>`__: MAINT:
> vulture/ruff fixups
> * `#20181 <https://github.com/scipy/scipy/pull/20181>`__: MAINT: Avoid
> \`descr->elsize\` and use intp for it.
> * `#20183 <https://github.com/scipy/scipy/pull/20183>`__: BUG: Fix fancy
> indexing on compressed sparse arrays with mixed...
> * `#20184 <https://github.com/scipy/scipy/pull/20184>`__: DOC, DX: Remove
> version warning banner in latest version
> * `#20186 <https://github.com/scipy/scipy/pull/20186>`__: MAINT: update
> action. Closes #20180
> * `#20191 <https://github.com/scipy/scipy/pull/20191>`__: BUG: Fix shape
> of single Rotation raised to the 0 or 1 power
> * `#20193 <https://github.com/scipy/scipy/pull/20193>`__: MAINT: Bump
> \`npy2_compat.h\` and add temporary pybind11 workaround
> * `#20195 <https://github.com/scipy/scipy/pull/20195>`__: ENH: linalg:
> allow readonly arrays in expm et al
> * `#20197 <https://github.com/scipy/scipy/pull/20197>`__: TST: linalg:
> fix complex sort in test_bad_geneig
> * `#20198 <https://github.com/scipy/scipy/pull/20198>`__: BLD: update
> minimum Cython version to 3.0.8
> * `#20203 <https://github.com/scipy/scipy/pull/20203>`__: TST: linalg:
> undo xfail TestEig::test_singular
> * `#20204 <https://github.com/scipy/scipy/pull/20204>`__: TST: linalg:
> add a regression test for a gen eig problem
> * `#20205 <https://github.com/scipy/scipy/pull/20205>`__: BUG: Fixed
> \`fftshift()\` in \`ShortTimeFFT\`.
> * `#20206 <https://github.com/scipy/scipy/pull/20206>`__: DOC: clarify
> role of p in linalg.qr.
> * `#20209 <https://github.com/scipy/scipy/pull/20209>`__: CI: move
> regular macosx_arm64 from cirrus to GHA
> * `#20210 <https://github.com/scipy/scipy/pull/20210>`__: BLD:
> macosx_arm64 wheel build on GHA instead of cirrus
> * `#20212 <https://github.com/scipy/scipy/pull/20212>`__: BUG:
> linalg/sqrtm: more robust check for real->complex Schur...
> * `#20215 <https://github.com/scipy/scipy/pull/20215>`__: MAINT: bump
> OpenBLAS "the old way"
> * `#20217 <https://github.com/scipy/scipy/pull/20217>`__: DOC/MAINT: add
> examples for nctdtridf, nctdtrinc, nctdtrit
> * `#20218 <https://github.com/scipy/scipy/pull/20218>`__: TST: mark
> linalg.sqrtm test as xfail
> * `#20221 <https://github.com/scipy/scipy/pull/20221>`__: TST: Tweak tols
> and ignore warnings for more reliable SVD tests
> * `#20222 <https://github.com/scipy/scipy/pull/20222>`__: DOC add
> likelihood formula to stats.CensoredData
> * `#20224 <https://github.com/scipy/scipy/pull/20224>`__: BUG: fix
> \`cluster.vq.kmeans2\` with minit=3D'++' for 1D data
> * `#20227 <https://github.com/scipy/scipy/pull/20227>`__: MAINT: remove
> repeated "the" typos
> * `#20229 <https://github.com/scipy/scipy/pull/20229>`__: BUG: linalg:
> fix int overflow in Cholesky (potrf)
> * `#20231 <https://github.com/scipy/scipy/pull/20231>`__: DOC/DX: array
> types: update \`_asarray\` description
> * `#20232 <https://github.com/scipy/scipy/pull/20232>`__: BLD: Refactor
> BLAS/LAPACK wrapper infrastructure
> * `#20233 <https://github.com/scipy/scipy/pull/20233>`__: DOC:
> stats.rv_continuous.fit: fix backslashes
> * `#20235 <https://github.com/scipy/scipy/pull/20235>`__: DOC: add
> reference for ARGUS distribution in scipy.stats
> * `#20236 <https://github.com/scipy/scipy/pull/20236>`__: DOC: fix small
> typo in array API docs
> * `#20237 <https://github.com/scipy/scipy/pull/20237>`__: MAINT:
> optimize: update \`_direct\` for typos
> * `#20238 <https://github.com/scipy/scipy/pull/20238>`__: MAINT: revert
> ARPACK changes from #20227
> * `#20241 <https://github.com/scipy/scipy/pull/20241>`__: BLD: remove use
> of \`NPY_VISIBILITY_HIDDEN\`
> * `#20243 <https://github.com/scipy/scipy/pull/20243>`__: MAINT: Specfun
> translation into C++
> * `#20245 <https://github.com/scipy/scipy/pull/20245>`__: MAINT: Updated
> _specfun.pyx
> * `#20248 <https://github.com/scipy/scipy/pull/20248>`__: MAINT: Removed
> specfun_lib and updated specfun_wrappers
> * `#20250 <https://github.com/scipy/scipy/pull/20250>`__: MAINT:
> interpolate: const qualify cython arrays
> * `#20251 <https://github.com/scipy/scipy/pull/20251>`__:
> MAINT:special:Adjust inf values for cdflib
> * `#20254 <https://github.com/scipy/scipy/pull/20254>`__: MAINT: linalg:
> readability refactor Riccati equation solver tests
> * `#20259 <https://github.com/scipy/scipy/pull/20259>`__: BUG: linalg:
> fix \`expm\` for large arrays
> * `#20261 <https://github.com/scipy/scipy/pull/20261>`__:
> BUG:linalg:Remove the 2x2 branch in expm
> * `#20263 <https://github.com/scipy/scipy/pull/20263>`__: DOC/REL: add
> missing expired deprecations to 1.12.0 notes
> * `#20266 <https://github.com/scipy/scipy/pull/20266>`__: MAINT:
> stats.wilcoxon: pass \`PermutationMethod\` options to...
> * `#20270 <https://github.com/scipy/scipy/pull/20270>`__: BLD: update
> dependencies for 1.13.0 release and numpy 2.0
> * `#20279 <https://github.com/scipy/scipy/pull/20279>`__: MAINT:
> 1.13.0rc1 prep [wheel build]
> * `#20290 <https://github.com/scipy/scipy/pull/20290>`__: REL: set
> 1.13.0rc2 unreleased
> * `#20299 <https://github.com/scipy/scipy/pull/20299>`__: BUG: Optimize:
> NewtonCG min crashes with xtol=3D0
> * `#20313 <https://github.com/scipy/scipy/pull/20313>`__: MAINT: bump
> pocketfft, MacOS patch
> * `#20314 <https://github.com/scipy/scipy/pull/20314>`__: BUG: sparse:
> Restore random coordinate ordering to pre-1.12 results
> * `#20318 <https://github.com/scipy/scipy/pull/20318>`__: BUG: signal:
> Fix scalar input issue of signal.lfilter
> * `#20327 <https://github.com/scipy/scipy/pull/20327>`__: DOC: mention
> BSpline.insert_knot in the 1.13.0 release notes
> * `#20333 <https://github.com/scipy/scipy/pull/20333>`__: BUG: sync
> pocketfft again
> * `#20337 <https://github.com/scipy/scipy/pull/20337>`__: MAINT: spatial:
> use cython_lapack in spatial/_qhull.pyx
> * `#20341 <https://github.com/scipy/scipy/pull/20341>`__: BUG: linalg:
> raise an error in dnrm2(..., incx<0)
> * `#20345 <https://github.com/scipy/scipy/pull/20345>`__: BUG:
> nelder-mead fix degenerate simplex
> * `#20347 <https://github.com/scipy/scipy/pull/20347>`__: BLD: require
> pybind11 >=3D2.12.0 for numpy 2.0 compatibility
> * `#20349 <https://github.com/scipy/scipy/pull/20349>`__: Do not segfault
> in svd(a) with VT.size > INT_MAX
> * `#20350 <https://github.com/scipy/scipy/pull/20350>`__: BUG: optimize:
> Fix wrong condition to check invalid optimization...
> * `#20353 <https://github.com/scipy/scipy/pull/20353>`__: DOC: remove
> outdated NumPy imports note
> * `#20359 <https://github.com/scipy/scipy/pull/20359>`__: ENH: Converting
> amos to std::complex
> * `#20361 <https://github.com/scipy/scipy/pull/20361>`__: ENH: Rest of
> amos translation
> * `#20362 <https://github.com/scipy/scipy/pull/20362>`__: MAINT, BUG:
> bump OpenBLAS
> * `#20364 <https://github.com/scipy/scipy/pull/20364>`__: BUG:
> interpolate: Fix wrong warning message if degree=3D-1 in
> \`interpolate.RBFInterpolator\`
> * `#20374 <https://github.com/scipy/scipy/pull/20374>`__: MAINT: update
> pybind11 and numpy build-time requirements for...
>
> Checksums
> =3D=3D=3D=3D=3D=3D=3D=3D=3D
>
> MD5
> ~~~
>
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> _______________________________________________
> SciPy-Dev mailing list -- [email protected]
> To unsubscribe send an email to [email protected]
> https://mail.python.org/mailman3/lists/scipy-dev.python.org/
> Member address: [email protected]
>

--000000000000bfd2b0061541f970
Content-Type: text/html; charset="UTF-8"
Content-Transfer-Encoding: quoted-printable

<div dir=3D"ltr">Huge thank you Tyler for pushing this release trough.<br><=
/div><br><div class=3D"gmail_quote"><div dir=3D"ltr" class=3D"gmail_attr">O=
n Wed, Apr 3, 2024 at 7:47=E2=80=AFPM Tyler Reddy &lt;<a href=3D"mailto:tyl=
[email protected]">[email protected]</a>&gt; wrote:<br></div><bl=
ockquote class=3D"gmail_quote" style=3D"margin:0px 0px 0px 0.8ex;border-lef=
t:1px solid rgb(204,204,204);padding-left:1ex"><div dir=3D"ltr">Hi all,<div=
><br></div><div>On behalf of the SciPy development team, I&#39;m pleased to=
 announce the release of SciPy 1.13.0.</div><div><br></div><div>Sources and=
 binary wheels can be found at:</div><div><a href=3D"https://pypi.org/proje=
ct/scipy/" target=3D"_blank">https://pypi.org/project/scipy/</a>=C2=A0<br><=
/div><div>and at:=C2=A0<a href=3D"https://github.com/scipy/scipy/releases/t=
ag/v1.13.0" target=3D"_blank">https://github.com/scipy/scipy/releases/tag/v=
1.13.0</a></div><div><br></div><div>One of a few ways to install this relea=
se with pip:</div><div><br></div><div>pip install scipy=3D=3D1.13.0</div><d=
iv><br></div><div>=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D<br>SciPy 1.13.0 Release Notes<br>=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D<br><br>SciPy 1=
.13.0 is the culmination of 3 months of hard work. This<br>out-of-band rele=
ase aims to support NumPy ``2.0.0``, and is backwards<br>compatible to NumP=
y ``1.22.4``. The version of OpenBLAS used to build<br>the PyPI wheels has =
been increased to ``<a href=3D"http://0.3.26.dev" target=3D"_blank">0.3.26.=
dev</a>``.<br><br>This release requires Python 3.9+ and NumPy 1.22.4 or gre=
ater.<br><br>For running on PyPy, PyPy3 6.0+ is required.<br><br><br>******=
********************<br>Highlights of this release<br>*********************=
*****<br>- Support for NumPy ``2.0.0``.<br>- Interactive examples have been=
 added to the documentation, allowing users<br>=C2=A0 to run the examples l=
ocally on embedded Jupyterlite notebooks in their<br>=C2=A0 browser.<br>- P=
reliminary 1D array support for the COO and DOK sparse formats.<br>- Severa=
l `scipy.stats` functions have gained support for additional<br>=C2=A0 ``ax=
is``, ``nan_policy``, and ``keepdims`` arguments. `scipy.stats` also<br>=C2=
=A0 has several performance and accuracy improvements.<br><br>************<=
br>New features<br>************<br><br>`scipy.integrate` improvements<br>=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D<br>- The ``terminal`` attribute of `scipy.integrate.solve_i=
vp` ``events``<br>=C2=A0 callables now additionally accepts integer values =
to specify a number<br>=C2=A0 of occurrences required for termination, rath=
er than the previous restriction<br>=C2=A0 of only accepting a ``bool`` val=
ue to terminate on the first registered<br>=C2=A0 event.<br><br><br>`<a hre=
f=3D"http://scipy.io" target=3D"_blank">scipy.io</a>` improvements<br>=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D<br>- `sc=
ipy.io.wavfile.write` has improved ``dtype`` input validation.<br><br><br>`=
scipy.interpolate` improvements<br>=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D<br>- The Modified=
 Akima Interpolation has been added to<br>=C2=A0 ``interpolate.Akima1DInter=
polator``, available via the new ``method``<br>=C2=A0 argument.<br>- New me=
thod ``BSpline.insert_knot`` inserts a knot into a ``BSpline`` instance.<br=
>=C2=A0 This routine is similar to the module-level `scipy.interpolate.inse=
rt`<br>=C2=A0 function, and works with the BSpline objects instead of ``tck=
`` tuples.<br>- ``RegularGridInterpolator`` gained the functionality to com=
pute derivatives<br>=C2=A0 in place. For instance, ``RegularGridInterolator=
((x, y), values,<br>=C2=A0 method=3D&quot;cubic&quot;)(xi, nu=3D(1, 1))`` e=
valuates the mixed second derivative,<br>=C2=A0 :math:`\partial^2 / \partia=
l x \partial y` at ``xi``.<br>- Performance characteristics of tensor-produ=
ct spline methods of<br>=C2=A0 ``RegularGridInterpolator`` have been change=
d: evaluations should be<br>=C2=A0 significantly faster, while construction=
 might be slower. If you experience<br>=C2=A0 issues with construction time=
s, you may need to experiment with optional<br>=C2=A0 keyword arguments ``s=
olver`` and ``solver_args``. Previous behavior (fast<br>=C2=A0 construction=
, slow evaluations) can be obtained via `&quot;*_legacy&quot;` methods:<br>=
=C2=A0 ``method=3D&quot;cubic_legacy&quot;`` is exactly equivalent to ``met=
hod=3D&quot;cubic&quot;`` in<br>=C2=A0 previous releases. See ``gh-19633`` =
for details.<br><br><br>`scipy.signal` improvements<br>=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D<br>- Many f=
ilter design functions now have improved input validation for the<br>=C2=A0=
 sampling frequency (``fs``).<br><br><br>`scipy.sparse` improvements<br>=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D<br>- ``coo_array`` now supports 1D shapes, and has additional 1D suppor=
t for<br>=C2=A0 ``min``, ``max``, ``argmin``, and ``argmax``. The DOK forma=
t now has<br>=C2=A0 preliminary 1D support as well, though only supports si=
mple integer indices<br>=C2=A0 at the time of writing.<br>- Experimental su=
pport has been added for ``pydata/sparse`` array inputs to<br>=C2=A0 `scipy=
.sparse.csgraph`.<br>- ``dok_array`` and ``dok_matrix`` now have proper imp=
lementations of<br>=C2=A0 ``fromkeys``.<br>- ``csr`` and ``csc`` formats no=
w have improved ``setdiag`` performance.<br><br><br>`scipy.spatial` improve=
ments<br>=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D<br>- ``voronoi_plot_2d`` now draws Voronoi edges to infi=
nity more clearly<br>=C2=A0 when the aspect ratio is skewed.<br><br><br>`sc=
ipy.special` improvements<br>=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D<br>- All Fortran code, namely, ``AM=
OS``, ``specfun``, and ``cdflib`` libraries<br>=C2=A0 that the majority of =
special functions depend on, is ported to Cython/C.<br>- The function ``fac=
torialk`` now also supports faster, approximate<br>=C2=A0 calculation using=
 ``exact=3DFalse``.<br><br><br>`scipy.stats` improvements<br>=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D<br>- `sc=
ipy.stats.rankdata` and `scipy.stats.wilcoxon` have been vectorized,<br>=C2=
=A0 improving their performance and the performance of hypothesis tests tha=
t<br>=C2=A0 depend on them.<br>- ``stats.mannwhitneyu`` should now be faste=
r due to a vectorized statistic<br>=C2=A0 calculation, improved caching, im=
proved exploitation of symmetry, and a<br>=C2=A0 memory reduction. ``Permut=
ationMethod`` support was also added.<br>- `scipy.stats.mood` now has ``nan=
_policy`` and ``keepdims`` support.<br>- `scipy.stats.brunnermunzel` now ha=
s ``axis`` and ``keepdims`` support.<br>- `scipy.stats.friedmanchisquare`, =
`scipy.stats.shapiro`,<br>=C2=A0 `scipy.stats.normaltest`, `scipy.stats.ske=
wtest`,<br>=C2=A0 `scipy.stats.kurtosistest`, `scipy.stats.f_oneway`,<br>=
=C2=A0 `scipy.stats.alexandergovern`, `scipy.stats.combine_pvalues`, and<br=
>=C2=A0 `scipy.stats.kstest` have gained ``axis``, ``nan_policy`` and<br>=
=C2=A0 ``keepdims`` support.<br>- `scipy.stats.boxcox_normmax` has gained a=
 ``ymax`` parameter to allow user<br>=C2=A0 specification of the maximum va=
lue of the transformed data.<br>- `scipy.stats.vonmises` ``pdf`` method has=
 been extended to support<br>=C2=A0 ``kappa=3D0``. The ``fit`` method is al=
so more performant due to the use of<br>=C2=A0 non-trivial bounds to solve =
for ``kappa``.<br>- High order ``moment`` calculations for `scipy.stats.pow=
erlaw` are now more<br>=C2=A0 accurate.<br>- The ``fit`` methods of =C2=A0`=
scipy.stats.gamma` (with ``method=3D&#39;mm&#39;``) and<br>=C2=A0 `scipy.st=
ats.loglaplace` are faster and more reliable.<br>- `scipy.stats.goodness_of=
_fit` now supports the use of a custom ``statistic``<br>=C2=A0 provided by =
the user.<br>- `scipy.stats.wilcoxon` now supports ``PermutationMethod``, e=
nabling<br>=C2=A0 calculation of accurate p-values in the presence of ties =
and zeros.<br>- `scipy.stats.monte_carlo_test` now has improved robustness =
in the face of<br>=C2=A0 numerical noise.<br>- `scipy.stats.wasserstein_dis=
tance_nd` was introduced to compute the<br>=C2=A0 Wasserstein-1 distance be=
tween two N-D discrete distributions.<br><br><br>*******************<br>Dep=
recated features<br>*******************<br>- Complex dtypes in ``PchipInter=
polator`` and ``Akima1DInterpolator`` have<br>=C2=A0 been deprecated and wi=
ll raise an error in SciPy 1.15.0. If you are trying<br>=C2=A0 to use the r=
eal components of the passed array, use ``np.real`` on ``y``.<br><br><br><b=
r>******************************<br>Backwards incompatible changes<br>*****=
*************************<br><br>*************<br>Other changes<br>********=
*****<br>- The second argument of `scipy.stats.moment` has been renamed to =
``order``<br>=C2=A0 while maintaining backward compatibility.<br><br><br><b=
r>*******<br>Authors<br>*******<br><br>* Name (commits)<br>* h-vetinari (50=
)<br>* acceptacross (1) +<br>* Petteri Aimonen (1) +<br>* Francis Allanah (=
2) +<br>* Jonas Kock am Brink (1) +<br>* anupriyakkumari (12) +<br>* Aman A=
tman (2) +<br>* Aaditya Bansal (1) +<br>* Christoph Baumgarten (2)<br>* Seb=
astian Berg (4)<br>* Nicolas Bloyet (2) +<br>* Matt Borland (1)<br>* Jonas =
Bosse (1) +<br>* Jake Bowhay (25)<br>* Matthew Brett (1)<br>* Dietrich Brun=
n (7)<br>* Evgeni Burovski (65)<br>* Matthias Bussonnier (4)<br>* Tim Butte=
rs (1) +<br>* Cale (1) +<br>* CJ Carey (5)<br>* Thomas A Caswell (1)<br>* S=
ean Cheah (44) +<br>* Lucas Colley (97)<br>* com3dian (1)<br>* Gianluca Det=
ommaso (1) +<br>* Thomas Duvernay (1)<br>* DWesl (2)<br>* f380cedric (1) +<=
br>* fancidev (13) +<br>* Daniel Garcia (1) +<br>* Lukas Geiger (3)<br>* Ra=
lf Gommers (147)<br>* Matt Haberland (81)<br>* Tessa van der Heiden (2) +<b=
r>* Shawn Hsu (1) +<br>* inky (3) +<br>* Jannes M=C3=BCnchmeyer (2) +<br>* =
Aditya Vidyadhar Kamath (2) +<br>* Agriya Khetarpal (1) +<br>* Andrew Landa=
u (1) +<br>* Eric Larson (7)<br>* Zhen-Qi Liu (1) +<br>* Christian Lorentze=
n (2)<br>* Adam Lugowski (4)<br>* m-maggi (6) +<br>* Chethin Manage (1) +<b=
r>* Ben Mares (1)<br>* Chris Markiewicz (1) +<br>* Mateusz Sok=C3=B3=C5=82 =
(3)<br>* Daniel McCloy (1) +<br>* Melissa Weber Mendon=C3=A7a (6)<br>* Josu=
e Melka (1)<br>* Micha=C5=82 G=C3=B3rny (4)<br>* Juan Montesinos (1) +<br>*=
 Juan F. Montesinos (1) +<br>* Takumasa Nakamura (1)<br>* Andrew Nelson (27=
)<br>* Praveer Nidamaluri (1)<br>* Yagiz Olmez (5) +<br>* Dimitri Papadopou=
los Orfanos (1)<br>* Drew Parsons (1) +<br>* Tirth Patel (7)<br>* Pearu Pet=
erson (1)<br>* Matti Picus (3)<br>* Rambaud Pierrick (1) +<br>* Ilhan Polat=
 (30)<br>* Quentin Barth=C3=A9lemy (1)<br>* Tyler Reddy (117)<br>* Pamphile=
 Roy (10)<br>* Atsushi Sakai (8)<br>* Daniel Schmitz (10)<br>* Dan Schult (=
17)<br>* Eli Schwartz (4)<br>* Stefanie Senger (1) +<br>* Scott Shambaugh (=
2)<br>* Kevin Sheppard (2)<br>* sidsrinivasan (4) +<br>* Samuel St-Jean (1)=
<br>* Albert Steppi (31)<br>* Adam J. Stewart (4)<br>* Kai Striega (3)<br>*=
 Ruikang Sun (1) +<br>* Mike Taves (1)<br>* Nicolas Tessore (3)<br>* Benedi=
ct T Thekkel (1) +<br>* Will Tirone (4)<br>* Jacob Vanderplas (2)<br>* Chri=
stian Veenhuis (1)<br>* Isaac Virshup (2)<br>* Ben Wallace (1) +<br>* Xuefe=
ng Xu (3)<br>* Xiao Yuan (5)<br>* Irwin Zaid (8)<br>* Elmar Zander (1) +<br=
>* Mathias Zechmeister (1) +<br><br>A total of 96 people contributed to thi=
s release.<br>People with a &quot;+&quot; by their names contributed a patc=
h for the first time.<br>This list of names is automatically generated, and=
 may not be fully complete.<br><br><br>************************<br>Issues c=
losed for 1.13.0<br>************************<br><br>* `#1603 &lt;<a href=3D=
"https://github.com/scipy/scipy/issues/1603" target=3D"_blank">https://gith=
ub.com/scipy/scipy/issues/1603</a>&gt;`__: binomial ppf gives bogus results=
 for small binomial probability...<br>* `#2254 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/issues/2254" target=3D"_blank">https://github.com/scipy/s=
cipy/issues/2254</a>&gt;`__: linalg.eig test failure (test_singular) (Trac =
#1735)<br>* `#8398 &lt;<a href=3D"https://github.com/scipy/scipy/issues/839=
8" target=3D"_blank">https://github.com/scipy/scipy/issues/8398</a>&gt;`__:=
 Precision of CDFLIB too low<br>* `#9950 &lt;<a href=3D"https://github.com/=
scipy/scipy/issues/9950" target=3D"_blank">https://github.com/scipy/scipy/i=
ssues/9950</a>&gt;`__: &quot;++&quot; initialization in kmeans2 fails for u=
nivariate data<br>* `#10317 &lt;<a href=3D"https://github.com/scipy/scipy/i=
ssues/10317" target=3D"_blank">https://github.com/scipy/scipy/issues/10317<=
/a>&gt;`__: scipy.stats.nbinom.interval returns wrong result for p=3D1<br>*=
 `#10569 &lt;<a href=3D"https://github.com/scipy/scipy/issues/10569" target=
=3D"_blank">https://github.com/scipy/scipy/issues/10569</a>&gt;`__: API: \`=
s\` argument different in scipy.fft and numpy.fft<br>* `#11359 &lt;<a href=
=3D"https://github.com/scipy/scipy/issues/11359" target=3D"_blank">https://=
github.com/scipy/scipy/issues/11359</a>&gt;`__: lfilter error when input b =
is 0-dim<br>* `#11577 &lt;<a href=3D"https://github.com/scipy/scipy/issues/=
11577" target=3D"_blank">https://github.com/scipy/scipy/issues/11577</a>&gt=
;`__: generalized eigenvalues are sometimes wrong (on some hardware)<br>* `=
#14001 &lt;<a href=3D"https://github.com/scipy/scipy/issues/14001" target=
=3D"_blank">https://github.com/scipy/scipy/issues/14001</a>&gt;`__: Pycharm=
 scipy SVD returning error code without message<br>* `#14176 &lt;<a href=3D=
"https://github.com/scipy/scipy/issues/14176" target=3D"_blank">https://git=
hub.com/scipy/scipy/issues/14176</a>&gt;`__: Add option for terminating sol=
ver after n events<br>* `#14220 &lt;<a href=3D"https://github.com/scipy/sci=
py/issues/14220" target=3D"_blank">https://github.com/scipy/scipy/issues/14=
220</a>&gt;`__: Documentation for dctn/idctn s-parameter is confusing<br>* =
`#14450 &lt;<a href=3D"https://github.com/scipy/scipy/issues/14450" target=
=3D"_blank">https://github.com/scipy/scipy/issues/14450</a>&gt;`__: Passing=
 a numpy array as sampling frequency to signal.iirfilter...<br>* `#14586 &l=
t;<a href=3D"https://github.com/scipy/scipy/issues/14586" target=3D"_blank"=
>https://github.com/scipy/scipy/issues/14586</a>&gt;`__: Problem with freei=
ng-up memory of matrix<br>* `#15039 &lt;<a href=3D"https://github.com/scipy=
/scipy/issues/15039" target=3D"_blank">https://github.com/scipy/scipy/issue=
s/15039</a>&gt;`__: BUG: sparse.dok_matrix.fromkeys method totally nonfunct=
ional<br>* `#15108 &lt;<a href=3D"https://github.com/scipy/scipy/issues/151=
08" target=3D"_blank">https://github.com/scipy/scipy/issues/15108</a>&gt;`_=
_: BUG: Seg. fault in scipy.sparse.linalg tests in PROPACK<br>* `#16098 &lt=
;<a href=3D"https://github.com/scipy/scipy/issues/16098" target=3D"_blank">=
https://github.com/scipy/scipy/issues/16098</a>&gt;`__: BLD:1.8.0: SciPy is=
 not LTO ready<br>* `#16792 &lt;<a href=3D"https://github.com/scipy/scipy/i=
ssues/16792" target=3D"_blank">https://github.com/scipy/scipy/issues/16792<=
/a>&gt;`__: BUG: Manually vectorizing scipy.linalg.expm fails in version...=
<br>* `#16930 &lt;<a href=3D"https://github.com/scipy/scipy/issues/16930" t=
arget=3D"_blank">https://github.com/scipy/scipy/issues/16930</a>&gt;`__: BU=
G: scipy.linalg.blas.dnrm2 may return error result when incx...<br>* `#1700=
4 &lt;<a href=3D"https://github.com/scipy/scipy/issues/17004" target=3D"_bl=
ank">https://github.com/scipy/scipy/issues/17004</a>&gt;`__: Test failures =
for \`Test_SVDS_PROPACK.test_small_sigma2\` test...<br>* `#17125 &lt;<a hre=
f=3D"https://github.com/scipy/scipy/issues/17125" target=3D"_blank">https:/=
/github.com/scipy/scipy/issues/17125</a>&gt;`__: BUG: osx-64 scipy 1.9.1 te=
st_bad_geneig numerical error<br>* `#17172 &lt;<a href=3D"https://github.co=
m/scipy/scipy/issues/17172" target=3D"_blank">https://github.com/scipy/scip=
y/issues/17172</a>&gt;`__: BUG: scipy.linalg.expm, coshm, sinhm and tanhm f=
ail for read-only...<br>* `#17362 &lt;<a href=3D"https://github.com/scipy/s=
cipy/issues/17362" target=3D"_blank">https://github.com/scipy/scipy/issues/=
17362</a>&gt;`__: Add support for Flexiblas<br>* `#17436 &lt;<a href=3D"htt=
ps://github.com/scipy/scipy/issues/17436" target=3D"_blank">https://github.=
com/scipy/scipy/issues/17436</a>&gt;`__: BUG: linalg.cholesky: segmentation=
 fault with large matrix<br>* `#17530 &lt;<a href=3D"https://github.com/sci=
py/scipy/issues/17530" target=3D"_blank">https://github.com/scipy/scipy/iss=
ues/17530</a>&gt;`__: Unnecessary approximation in \`scipy.stats.wilcoxon(x=
, y)\`<br>* `#17681 &lt;<a href=3D"https://github.com/scipy/scipy/issues/17=
681" target=3D"_blank">https://github.com/scipy/scipy/issues/17681</a>&gt;`=
__: BUG: special: \`pbvv_seq\` is broken.<br>* `#18086 &lt;<a href=3D"https=
://github.com/scipy/scipy/issues/18086" target=3D"_blank">https://github.co=
m/scipy/scipy/issues/18086</a>&gt;`__: BUG: \`scipy.linalg.expm\` generates=
 inconsistent results between...<br>* `#18089 &lt;<a href=3D"https://github=
.com/scipy/scipy/issues/18089" target=3D"_blank">https://github.com/scipy/s=
cipy/issues/18089</a>&gt;`__: DOC: &lt;Scaling due to window not clear for =
spectrum and density&gt;<br>* `#18166 &lt;<a href=3D"https://github.com/sci=
py/scipy/issues/18166" target=3D"_blank">https://github.com/scipy/scipy/iss=
ues/18166</a>&gt;`__: ENH: stats.vonmises.pdf: return 1/(2pi) when kappa=3D=
0<br>* `#18408 &lt;<a href=3D"https://github.com/scipy/scipy/issues/18408" =
target=3D"_blank">https://github.com/scipy/scipy/issues/18408</a>&gt;`__: M=
AINT: status of C++17 in the interregnum of meson without native...<br>* `#=
18423 &lt;<a href=3D"https://github.com/scipy/scipy/issues/18423" target=3D=
"_blank">https://github.com/scipy/scipy/issues/18423</a>&gt;`__: ENH: Addin=
g the SDMN Fortran routine to the python Wrapped functions.<br>* `#18678 &l=
t;<a href=3D"https://github.com/scipy/scipy/issues/18678" target=3D"_blank"=
>https://github.com/scipy/scipy/issues/18678</a>&gt;`__: BUG: scipy.special=
.stdtrit is not thread-safe for df.size &gt; 500<br>* `#18722 &lt;<a href=
=3D"https://github.com/scipy/scipy/issues/18722" target=3D"_blank">https://=
github.com/scipy/scipy/issues/18722</a>&gt;`__: DOC: in optimize.quadratic_=
assignment 2opt method, partial_match...<br>* `#18767 &lt;<a href=3D"https:=
//github.com/scipy/scipy/issues/18767" target=3D"_blank">https://github.com=
/scipy/scipy/issues/18767</a>&gt;`__: Too-strict version restrictions on Nu=
mPy break distribution builds<br>* `#18773 &lt;<a href=3D"https://github.co=
m/scipy/scipy/issues/18773" target=3D"_blank">https://github.com/scipy/scip=
y/issues/18773</a>&gt;`__: BUG: Update oldest-supported-numpy metadata<br>*=
 `#18902 &lt;<a href=3D"https://github.com/scipy/scipy/issues/18902" target=
=3D"_blank">https://github.com/scipy/scipy/issues/18902</a>&gt;`__: DOC: ma=
ke default bounds in scipy.optimize.linprog more obvious<br>* `#19088 &lt;<=
a href=3D"https://github.com/scipy/scipy/issues/19088" target=3D"_blank">ht=
tps://github.com/scipy/scipy/issues/19088</a>&gt;`__: \`pull-request-labele=
r\` misbehaving and therefore disabled again<br>* `#19181 &lt;<a href=3D"ht=
tps://github.com/scipy/scipy/issues/19181" target=3D"_blank">https://github=
.com/scipy/scipy/issues/19181</a>&gt;`__: TST: improve array API test skip =
decorators<br>* `#19225 &lt;<a href=3D"https://github.com/scipy/scipy/issue=
s/19225" target=3D"_blank">https://github.com/scipy/scipy/issues/19225</a>&=
gt;`__: stats.t.fit() with own optimizer (e.g. to use Nelder-Mead) fails...=
<br>* `#19486 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19486" t=
arget=3D"_blank">https://github.com/scipy/scipy/issues/19486</a>&gt;`__: Qu=
ery: Where is cdflib used in SciPy code?<br>* `#19573 &lt;<a href=3D"https:=
//github.com/scipy/scipy/issues/19573" target=3D"_blank">https://github.com=
/scipy/scipy/issues/19573</a>&gt;`__: scipy.fft.fht - documentation issue<b=
r>* `#19584 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19584" tar=
get=3D"_blank">https://github.com/scipy/scipy/issues/19584</a>&gt;`__: BUG:=
 MATLAB expm vs scipy.linalg.expm: overflow/invalid value...<br>* `#19596 &=
lt;<a href=3D"https://github.com/scipy/scipy/issues/19596" target=3D"_blank=
">https://github.com/scipy/scipy/issues/19596</a>&gt;`__: BENCH: spatial.di=
stance.\* &quot;non-xdist&quot; benchmarks<br>* `#19605 &lt;<a href=3D"http=
s://github.com/scipy/scipy/issues/19605" target=3D"_blank">https://github.c=
om/scipy/scipy/issues/19605</a>&gt;`__: BUG: wheel runs have a \*lot\* of t=
est fails at the moment.<br>* `#19642 &lt;<a href=3D"https://github.com/sci=
py/scipy/issues/19642" target=3D"_blank">https://github.com/scipy/scipy/iss=
ues/19642</a>&gt;`__: Speeding up Mann-Whitney U-Test<br>* `#19653 &lt;<a h=
ref=3D"https://github.com/scipy/scipy/issues/19653" target=3D"_blank">https=
://github.com/scipy/scipy/issues/19653</a>&gt;`__: ENH: Voronoi diagram giv=
es unexpected results from scipy.spatial<br>* `#19659 &lt;<a href=3D"https:=
//github.com/scipy/scipy/issues/19659" target=3D"_blank">https://github.com=
/scipy/scipy/issues/19659</a>&gt;`__: BUG: savemat(..., format=3D&quot;4&qu=
ot;) throws ValueError errorneously...<br>* `#19678 &lt;<a href=3D"https://=
github.com/scipy/scipy/issues/19678" target=3D"_blank">https://github.com/s=
cipy/scipy/issues/19678</a>&gt;`__: BUG: scipy.stats.theilslopes returns in=
valid data when input...<br>* `#19683 &lt;<a href=3D"https://github.com/sci=
py/scipy/issues/19683" target=3D"_blank">https://github.com/scipy/scipy/iss=
ues/19683</a>&gt;`__: BUG/TST: cluster: incorrect test for \`seed\` param o=
f {\`kmeans\`,...<br>* `#19729 &lt;<a href=3D"https://github.com/scipy/scip=
y/issues/19729" target=3D"_blank">https://github.com/scipy/scipy/issues/197=
29</a>&gt;`__: DOC: Add interactive examples with jupyterlite-sphinx<br>* `=
#19732 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19732" target=
=3D"_blank">https://github.com/scipy/scipy/issues/19732</a>&gt;`__: DOC: Li=
kelihood function depending on censoring type<br>* `#19733 &lt;<a href=3D"h=
ttps://github.com/scipy/scipy/issues/19733" target=3D"_blank">https://githu=
b.com/scipy/scipy/issues/19733</a>&gt;`__: BUG: \`pythran\` min version not=
 enforced<br>* `#19737 &lt;<a href=3D"https://github.com/scipy/scipy/issues=
/19737" target=3D"_blank">https://github.com/scipy/scipy/issues/19737</a>&g=
t;`__: TST: io: \`test_fortranfiles_mixed_record\` fails with numpy...<br>*=
 `#19739 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19739" target=
=3D"_blank">https://github.com/scipy/scipy/issues/19739</a>&gt;`__: BUG: pc=
hip interpolation of complex values is buggy due to sign...<br>* `#19740 &l=
t;<a href=3D"https://github.com/scipy/scipy/issues/19740" target=3D"_blank"=
>https://github.com/scipy/scipy/issues/19740</a>&gt;`__: CI, MAINT: some ea=
sy cleanups for Python version<br>* `#19754 &lt;<a href=3D"https://github.c=
om/scipy/scipy/issues/19754" target=3D"_blank">https://github.com/scipy/sci=
py/issues/19754</a>&gt;`__: MAINT, TST: test_public_api.py can fail with Nu=
mPy main, via...<br>* `#19767 &lt;<a href=3D"https://github.com/scipy/scipy=
/issues/19767" target=3D"_blank">https://github.com/scipy/scipy/issues/1976=
7</a>&gt;`__: Build warnings from SuperLU fixed upstream<br>* `#19772 &lt;<=
a href=3D"https://github.com/scipy/scipy/issues/19772" target=3D"_blank">ht=
tps://github.com/scipy/scipy/issues/19772</a>&gt;`__: DOC: stats: The docst=
ring for \`scipy.stats.crystalball\` needs...<br>* `#19774 &lt;<a href=3D"h=
ttps://github.com/scipy/scipy/issues/19774" target=3D"_blank">https://githu=
b.com/scipy/scipy/issues/19774</a>&gt;`__: DOC: Detail what &quot;concatena=
te&quot; means in the context of \`spatial.transform.Rotation.concatenate\`=
<br>* `#19799 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19799" t=
arget=3D"_blank">https://github.com/scipy/scipy/issues/19799</a>&gt;`__: DO=
C: array types: update array validation guidance<br>* `#19813 &lt;<a href=
=3D"https://github.com/scipy/scipy/issues/19813" target=3D"_blank">https://=
github.com/scipy/scipy/issues/19813</a>&gt;`__: BUG: typo in specfun.f?<br>=
* `#19819 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19819" targe=
t=3D"_blank">https://github.com/scipy/scipy/issues/19819</a>&gt;`__: BUG: I=
n RBFInterpolator, wrong warning message if degree=3D-1<br>* `#19831 &lt;<a=
 href=3D"https://github.com/scipy/scipy/issues/19831" target=3D"_blank">htt=
ps://github.com/scipy/scipy/issues/19831</a>&gt;`__: Test failures with Ope=
nBLAS 0.3.26<br>* `#19835 &lt;<a href=3D"https://github.com/scipy/scipy/iss=
ues/19835" target=3D"_blank">https://github.com/scipy/scipy/issues/19835</a=
>&gt;`__: DOC: \`fft\` missing from list of subpackages<br>* `#19836 &lt;<a=
 href=3D"https://github.com/scipy/scipy/issues/19836" target=3D"_blank">htt=
ps://github.com/scipy/scipy/issues/19836</a>&gt;`__: DOC: remove incorrect =
sentence about subpackage imports<br>* `#19846 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/issues/19846" target=3D"_blank">https://github.com/scipy/=
scipy/issues/19846</a>&gt;`__: CI: pre-release Linux job isn&#39;t using Nu=
mPy pre-release anymore<br>* `#19848 &lt;<a href=3D"https://github.com/scip=
y/scipy/issues/19848" target=3D"_blank">https://github.com/scipy/scipy/issu=
es/19848</a>&gt;`__: \`_lib._util.MapWrapper\` uses multiprocessing with \`=
fork\`,...<br>* `#19854 &lt;<a href=3D"https://github.com/scipy/scipy/issue=
s/19854" target=3D"_blank">https://github.com/scipy/scipy/issues/19854</a>&=
gt;`__: scipy.special.logsumexp for complex input with return_sign=3DTrue..=
.<br>* `#19862 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19862" =
target=3D"_blank">https://github.com/scipy/scipy/issues/19862</a>&gt;`__: D=
OC: documentation for transpose operator for sparse matrices...<br>* `#1986=
7 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19867" target=3D"_bl=
ank">https://github.com/scipy/scipy/issues/19867</a>&gt;`__: New ndimage an=
d RBFInterpolator test failures in pre-release...<br>* `#19896 &lt;<a href=
=3D"https://github.com/scipy/scipy/issues/19896" target=3D"_blank">https://=
github.com/scipy/scipy/issues/19896</a>&gt;`__: BUG: \`special.nctdtr\` bro=
ken in main<br>* `#19897 &lt;<a href=3D"https://github.com/scipy/scipy/issu=
es/19897" target=3D"_blank">https://github.com/scipy/scipy/issues/19897</a>=
&gt;`__: DOC: scipy.stats.unitary_group does not specify dim&gt;1<br>* `#19=
928 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19928" target=3D"_=
blank">https://github.com/scipy/scipy/issues/19928</a>&gt;`__: TST: special=
: array types: test tol failure with \`torch\` backend<br>* `#19943 &lt;<a =
href=3D"https://github.com/scipy/scipy/issues/19943" target=3D"_blank">http=
s://github.com/scipy/scipy/issues/19943</a>&gt;`__: BUG: sparse: CSC.setdia=
g is slower than converting to LIL and...<br>* `#19948 &lt;<a href=3D"https=
://github.com/scipy/scipy/issues/19948" target=3D"_blank">https://github.co=
m/scipy/scipy/issues/19948</a>&gt;`__: BUG: scipy.sparse.linalg.gmres fails=
 when provided x0 solves...<br>* `#19951 &lt;<a href=3D"https://github.com/=
scipy/scipy/issues/19951" target=3D"_blank">https://github.com/scipy/scipy/=
issues/19951</a>&gt;`__: BUG: boolean masking broken for sparse array class=
es<br>* `#19963 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19963"=
 target=3D"_blank">https://github.com/scipy/scipy/issues/19963</a>&gt;`__: =
DOC: scipy.optimize with large differences in parameter scales<br>* `#19974=
 &lt;<a href=3D"https://github.com/scipy/scipy/issues/19974" target=3D"_bla=
nk">https://github.com/scipy/scipy/issues/19974</a>&gt;`__: DOC/REL: retroa=
ctively add missing expired deprecations to 1.12.0...<br>* `#19991 &lt;<a h=
ref=3D"https://github.com/scipy/scipy/issues/19991" target=3D"_blank">https=
://github.com/scipy/scipy/issues/19991</a>&gt;`__: BUG: Scipy Optimize with=
 Nelder-Mead method has issues when specifying...<br>* `#19993 &lt;<a href=
=3D"https://github.com/scipy/scipy/issues/19993" target=3D"_blank">https://=
github.com/scipy/scipy/issues/19993</a>&gt;`__: BUG: F_INT type conflict wi=
th f2py translation of INTEGER type...<br>* `#19998 &lt;<a href=3D"https://=
github.com/scipy/scipy/issues/19998" target=3D"_blank">https://github.com/s=
cipy/scipy/issues/19998</a>&gt;`__: DOC: Boundary conditions in splrep<br>*=
 `#20001 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20001" target=
=3D"_blank">https://github.com/scipy/scipy/issues/20001</a>&gt;`__: BUG: sc=
ipy.stats.loglaplace may return negative moments<br>* `#20009 &lt;<a href=
=3D"https://github.com/scipy/scipy/issues/20009" target=3D"_blank">https://=
github.com/scipy/scipy/issues/20009</a>&gt;`__: BUG: ShortTimeFFT fails wit=
h complex input<br>* `#20012 &lt;<a href=3D"https://github.com/scipy/scipy/=
issues/20012" target=3D"_blank">https://github.com/scipy/scipy/issues/20012=
</a>&gt;`__: MAINT: Use NumPy sliding_window_view instead of as_strided in.=
..<br>* `#20014 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20014"=
 target=3D"_blank">https://github.com/scipy/scipy/issues/20014</a>&gt;`__: =
TST: signal: TestCorrelateReal failing on Meson 3.12 job<br>* `#20027 &lt;<=
a href=3D"https://github.com/scipy/scipy/issues/20027" target=3D"_blank">ht=
tps://github.com/scipy/scipy/issues/20027</a>&gt;`__: BUG: \`sparse.random\=
` returns transposed array in 1.12<br>* `#20031 &lt;<a href=3D"https://gith=
ub.com/scipy/scipy/issues/20031" target=3D"_blank">https://github.com/scipy=
/scipy/issues/20031</a>&gt;`__: TST: prefer \`pytest.warns\` over \`np.test=
ing.assert_warns\`<br>* `#20034 &lt;<a href=3D"https://github.com/scipy/sci=
py/issues/20034" target=3D"_blank">https://github.com/scipy/scipy/issues/20=
034</a>&gt;`__: TST: linalg: test_decomp_cossin.py::test_cossin_separate[fl=
oat64]...<br>* `#20036 &lt;<a href=3D"https://github.com/scipy/scipy/issues=
/20036" target=3D"_blank">https://github.com/scipy/scipy/issues/20036</a>&g=
t;`__: MAINT: implement scipy.stats.powerlaw._munp<br>* `#20041 &lt;<a href=
=3D"https://github.com/scipy/scipy/issues/20041" target=3D"_blank">https://=
github.com/scipy/scipy/issues/20041</a>&gt;`__: BUG: Using LinearConstraint=
 with optimize.differential_evolution<br>* `#20042 &lt;<a href=3D"https://g=
ithub.com/scipy/scipy/issues/20042" target=3D"_blank">https://github.com/sc=
ipy/scipy/issues/20042</a>&gt;`__: BUG: scipy.stats.percentileofscore has a=
 mistake<br>* `#20043 &lt;<a href=3D"https://github.com/scipy/scipy/issues/=
20043" target=3D"_blank">https://github.com/scipy/scipy/issues/20043</a>&gt=
;`__: equality used to compare floating point numbers (test_bootstrap_alter=
native)<br>* `#20060 &lt;<a href=3D"https://github.com/scipy/scipy/issues/2=
0060" target=3D"_blank">https://github.com/scipy/scipy/issues/20060</a>&gt;=
`__: BUG: stacking two dok_array produces a NotImplementedError about...<br=
>* `#20062 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20062" targ=
et=3D"_blank">https://github.com/scipy/scipy/issues/20062</a>&gt;`__: MAINT=
, TST: test failures against NumPy main<br>* `#20071 &lt;<a href=3D"https:/=
/github.com/scipy/scipy/issues/20071" target=3D"_blank">https://github.com/=
scipy/scipy/issues/20071</a>&gt;`__: MAINT: doc build warnings<br>* `#20075=
 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20075" target=3D"_bla=
nk">https://github.com/scipy/scipy/issues/20075</a>&gt;`__: BUG: \`eigh_tri=
diagonal\` with \`select=3D&quot;i&quot;\` fails for 1x1 matrices<br>* `#20=
084 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20084" target=3D"_=
blank">https://github.com/scipy/scipy/issues/20084</a>&gt;`__: BUG: \`impor=
t scipy._lib._testutils\` raises exception in some...<br>* `#20100 &lt;<a h=
ref=3D"https://github.com/scipy/scipy/issues/20100" target=3D"_blank">https=
://github.com/scipy/scipy/issues/20100</a>&gt;`__: ENH: Expose NoConvergenc=
e error class in the scipy.optimize namespace<br>* `#20107 &lt;<a href=3D"h=
ttps://github.com/scipy/scipy/issues/20107" target=3D"_blank">https://githu=
b.com/scipy/scipy/issues/20107</a>&gt;`__: MAINT: builds broken against Num=
Py main<br>* `#20129 &lt;<a href=3D"https://github.com/scipy/scipy/issues/2=
0129" target=3D"_blank">https://github.com/scipy/scipy/issues/20129</a>&gt;=
`__: BUG: regression: eval_chebyt gives wrong results for complex...<br>* `=
#20131 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20131" target=
=3D"_blank">https://github.com/scipy/scipy/issues/20131</a>&gt;`__: DOC: li=
nalg: Unclear description for the output \`P\` of \`qr\`.<br>* `#20142 &lt;=
<a href=3D"https://github.com/scipy/scipy/issues/20142" target=3D"_blank">h=
ttps://github.com/scipy/scipy/issues/20142</a>&gt;`__: Typo in the doc of t=
he Kstwobign distribution<br>* `#20156 &lt;<a href=3D"https://github.com/sc=
ipy/scipy/issues/20156" target=3D"_blank">https://github.com/scipy/scipy/is=
sues/20156</a>&gt;`__: BUG: sparse.dok_matrix throws KeyError for valid pop=
(key) since...<br>* `#20157 &lt;<a href=3D"https://github.com/scipy/scipy/i=
ssues/20157" target=3D"_blank">https://github.com/scipy/scipy/issues/20157<=
/a>&gt;`__: MAINT, TST: test_svds_parameter_tol failures<br>* `#20161 &lt;<=
a href=3D"https://github.com/scipy/scipy/issues/20161" target=3D"_blank">ht=
tps://github.com/scipy/scipy/issues/20161</a>&gt;`__: \`dev.py test\` fails=
 to accept both \`--argument\` and \`--...<br>* `#20170 &lt;<a href=3D"http=
s://github.com/scipy/scipy/issues/20170" target=3D"_blank">https://github.c=
om/scipy/scipy/issues/20170</a>&gt;`__: Test failures due to \`asarray(...,=
 copy=3DFalse)\` semantics change...<br>* `#20180 &lt;<a href=3D"https://gi=
thub.com/scipy/scipy/issues/20180" target=3D"_blank">https://github.com/sci=
py/scipy/issues/20180</a>&gt;`__: deprecation warnings for Node.js 16 on GH=
A wheel build jobs<br>* `#20182 &lt;<a href=3D"https://github.com/scipy/sci=
py/issues/20182" target=3D"_blank">https://github.com/scipy/scipy/issues/20=
182</a>&gt;`__: BUG: \`csr_row_index\` and \`csr_column_index\` error for m=
ixed...<br>* `#20188 &lt;<a href=3D"https://github.com/scipy/scipy/issues/2=
0188" target=3D"_blank">https://github.com/scipy/scipy/issues/20188</a>&gt;=
`__: BUG: Raising scipy.spatial.transform.Rotation to power of 0 adds...<br=
>* `#20214 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20214" targ=
et=3D"_blank">https://github.com/scipy/scipy/issues/20214</a>&gt;`__: BUG: =
minimize(method=3D&quot;newton-cg&quot;) crashes with UnboundLocalError...<=
br>* `#20220 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20220" ta=
rget=3D"_blank">https://github.com/scipy/scipy/issues/20220</a>&gt;`__: new=
 problem on Cirrus with Homebrew Python in macOS arm64 jobs<br>* `#20225 &l=
t;<a href=3D"https://github.com/scipy/scipy/issues/20225" target=3D"_blank"=
>https://github.com/scipy/scipy/issues/20225</a>&gt;`__: CI/MAINT: \`choco\=
` error for invalid credentials<br>* `#20230 &lt;<a href=3D"https://github.=
com/scipy/scipy/issues/20230" target=3D"_blank">https://github.com/scipy/sc=
ipy/issues/20230</a>&gt;`__: CI, DOC, TST: failure related to scipy/stats/_=
distn_infrastructure.py...<br>* `#20268 &lt;<a href=3D"https://github.com/s=
cipy/scipy/issues/20268" target=3D"_blank">https://github.com/scipy/scipy/i=
ssues/20268</a>&gt;`__: MAINT: failing prerelease deps job - &quot;numpy.br=
oadcast size changed&quot;<br>* `#20291 &lt;<a href=3D"https://github.com/s=
cipy/scipy/issues/20291" target=3D"_blank">https://github.com/scipy/scipy/i=
ssues/20291</a>&gt;`__: BUG: Macro collision (\`complex\`) with Windows SDK=
 in amos code<br>* `#20294 &lt;<a href=3D"https://github.com/scipy/scipy/is=
sues/20294" target=3D"_blank">https://github.com/scipy/scipy/issues/20294</=
a>&gt;`__: BUG: Hang on Windows in scikit-learn with 1.13rc1 and 1.14.dev..=
.<br>* `#20300 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20300" =
target=3D"_blank">https://github.com/scipy/scipy/issues/20300</a>&gt;`__: B=
UG: SciPy 1.13.0rc1 not buildable on old macOS due to pocketfft...<br>* `#2=
0302 &lt;<a href=3D"https://github.com/scipy/scipy/issues/20302" target=3D"=
_blank">https://github.com/scipy/scipy/issues/20302</a>&gt;`__: BUG: scipy.=
optimize.nnls fails with exception<br>* `#20340 &lt;<a href=3D"https://gith=
ub.com/scipy/scipy/issues/20340" target=3D"_blank">https://github.com/scipy=
/scipy/issues/20340</a>&gt;`__: BUG: line_search_wolfe2 fails to converge d=
ue to a wrong condition<br>* `#20344 &lt;<a href=3D"https://github.com/scip=
y/scipy/issues/20344" target=3D"_blank">https://github.com/scipy/scipy/issu=
es/20344</a>&gt;`__: MAINT/DOC: remove outdated note about NumPy imports<br=
><br>************************<br>Pull requests for 1.13.0<br>**************=
**********<br><br>* `#8404 &lt;<a href=3D"https://github.com/scipy/scipy/pu=
ll/8404" target=3D"_blank">https://github.com/scipy/scipy/pull/8404</a>&gt;=
`__: ENH:special:Tighten cdflib precision to 1e-15<br>* `#14771 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/14771" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/14771</a>&gt;`__: ENH: integrate.solve_ivp: allow=
 event \`terminal\` attribute...<br>* `#16660 &lt;<a href=3D"https://github=
.com/scipy/scipy/pull/16660" target=3D"_blank">https://github.com/scipy/sci=
py/pull/16660</a>&gt;`__: DOC: update pydata-sphinx theme<br>* `#17265 &lt;=
<a href=3D"https://github.com/scipy/scipy/pull/17265" target=3D"_blank">htt=
ps://github.com/scipy/scipy/pull/17265</a>&gt;`__: Doc: fix linalg.lstsq do=
cumentation on residues<br>* `#17525 &lt;<a href=3D"https://github.com/scip=
y/scipy/pull/17525" target=3D"_blank">https://github.com/scipy/scipy/pull/1=
7525</a>&gt;`__: TST: linalg: temporarily silence failure in test_solve_gen=
eralized_discrete_are<br>* `#18530 &lt;<a href=3D"https://github.com/scipy/=
scipy/pull/18530" target=3D"_blank">https://github.com/scipy/scipy/pull/185=
30</a>&gt;`__: ENH: sparse: Generalize coo_array to support 1d shapes<br>* =
`#18541 &lt;<a href=3D"https://github.com/scipy/scipy/pull/18541" target=3D=
"_blank">https://github.com/scipy/scipy/pull/18541</a>&gt;`__: MAINT: spars=
e: Stop supporting multi-Ellipsis indexing<br>* `#18828 &lt;<a href=3D"http=
s://github.com/scipy/scipy/pull/18828" target=3D"_blank">https://github.com=
/scipy/scipy/pull/18828</a>&gt;`__: ENH: improve dtype check in wavfile.wri=
te<br>* `#19444 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19444" t=
arget=3D"_blank">https://github.com/scipy/scipy/pull/19444</a>&gt;`__: ENH:=
 Add faster inverse-Wishart rvs and logpdf<br>* `#19488 &lt;<a href=3D"http=
s://github.com/scipy/scipy/pull/19488" target=3D"_blank">https://github.com=
/scipy/scipy/pull/19488</a>&gt;`__: DOC: Improving &quot;Spectral Analysis&=
quot; section in User Guide<br>* `#19541 &lt;<a href=3D"https://github.com/=
scipy/scipy/pull/19541" target=3D"_blank">https://github.com/scipy/scipy/pu=
ll/19541</a>&gt;`__: BUG: fix cosine distance result type<br>* `#19545 &lt;=
<a href=3D"https://github.com/scipy/scipy/pull/19545" target=3D"_blank">htt=
ps://github.com/scipy/scipy/pull/19545</a>&gt;`__: ENH: integrate._tanhsinh=
: support vector-valued functions<br>* `#19555 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/19555" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/19555</a>&gt;`__: DOC: Small documentation and docstring correctio=
ns for \`ShortTimeFFT\`<br>* `#19560 &lt;<a href=3D"https://github.com/scip=
y/scipy/pull/19560" target=3D"_blank">https://github.com/scipy/scipy/pull/1=
9560</a>&gt;`__: ENH:MAINT:special:Cythonize cdflib<br>* `#19587 &lt;<a hre=
f=3D"https://github.com/scipy/scipy/pull/19587" target=3D"_blank">https://g=
ithub.com/scipy/scipy/pull/19587</a>&gt;`__: ENH:MAINT:special:Rewrite amos=
 F77 code<br>* `#19631 &lt;<a href=3D"https://github.com/scipy/scipy/pull/1=
9631" target=3D"_blank">https://github.com/scipy/scipy/pull/19631</a>&gt;`_=
_: ENH: add parameter ymax in stats.boxcox_normmax<br>* `#19633 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/19633" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/19633</a>&gt;`__: ENH: use NdBSpline in RegularGr=
idInterpolator to speed up evaluations<br>* `#19650 &lt;<a href=3D"https://=
github.com/scipy/scipy/pull/19650" target=3D"_blank">https://github.com/sci=
py/scipy/pull/19650</a>&gt;`__: ENH: stats.kstests: add axis / nan_policy /=
 keepdims support<br>* `#19662 &lt;<a href=3D"https://github.com/scipy/scip=
y/pull/19662" target=3D"_blank">https://github.com/scipy/scipy/pull/19662</=
a>&gt;`__: ENH: stats.normaltest/skewtest/kurtosistest: add axis / nan_poli=
cy...<br>* `#19663 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19663=
" target=3D"_blank">https://github.com/scipy/scipy/pull/19663</a>&gt;`__: D=
OC: Add example to rv_continuous.fit<br>* `#19664 &lt;<a href=3D"https://gi=
thub.com/scipy/scipy/pull/19664" target=3D"_blank">https://github.com/scipy=
/scipy/pull/19664</a>&gt;`__: DOC: Add example for mstats.brunnermunzel<br>=
* `#19666 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19666" target=
=3D"_blank">https://github.com/scipy/scipy/pull/19666</a>&gt;`__: DOC: Add =
Example to lbfgsb docstring<br>* `#19667 &lt;<a href=3D"https://github.com/=
scipy/scipy/pull/19667" target=3D"_blank">https://github.com/scipy/scipy/pu=
ll/19667</a>&gt;`__: ENH: integrate._nsum: function for finite and infinite=
 summation<br>* `#19669 &lt;<a href=3D"https://github.com/scipy/scipy/pull/=
19669" target=3D"_blank">https://github.com/scipy/scipy/pull/19669</a>&gt;`=
__: REL: set version to 1.13.0.dev0<br>* `#19672 &lt;<a href=3D"https://git=
hub.com/scipy/scipy/pull/19672" target=3D"_blank">https://github.com/scipy/=
scipy/pull/19672</a>&gt;`__: DEP: signal: remove scipy.signal.{bspline,quad=
ratic,cubic}<br>* `#19674 &lt;<a href=3D"https://github.com/scipy/scipy/pul=
l/19674" target=3D"_blank">https://github.com/scipy/scipy/pull/19674</a>&gt=
;`__: DEP: linalg: remove tri{,u,l}<br>* `#19675 &lt;<a href=3D"https://git=
hub.com/scipy/scipy/pull/19675" target=3D"_blank">https://github.com/scipy/=
scipy/pull/19675</a>&gt;`__: DEP: signal: remove scipy.signal.{lsim2,impuls=
e2,step2}<br>* `#19676 &lt;<a href=3D"https://github.com/scipy/scipy/pull/1=
9676" target=3D"_blank">https://github.com/scipy/scipy/pull/19676</a>&gt;`_=
_: DEP: signal: remove ability to import window functions from signal...<br=
>* `#19679 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19679" target=
=3D"_blank">https://github.com/scipy/scipy/pull/19679</a>&gt;`__: MAINT: st=
ats.theilslopes: consistent promotion of \`x\` and \`y\`<br>* `#19680 &lt;<=
a href=3D"https://github.com/scipy/scipy/pull/19680" target=3D"_blank">http=
s://github.com/scipy/scipy/pull/19680</a>&gt;`__: ENH: stats.shapiro: add a=
xis / nan_policy / keepdims support<br>* `#19681 &lt;<a href=3D"https://git=
hub.com/scipy/scipy/pull/19681" target=3D"_blank">https://github.com/scipy/=
scipy/pull/19681</a>&gt;`__: MAINT: Add binom to new C++ special lib along =
with its cephes...<br>* `#19682 &lt;<a href=3D"https://github.com/scipy/sci=
py/pull/19682" target=3D"_blank">https://github.com/scipy/scipy/pull/19682<=
/a>&gt;`__: TST: consolidate array API test skip decorators<br>* `#19687 &l=
t;<a href=3D"https://github.com/scipy/scipy/pull/19687" target=3D"_blank">h=
ttps://github.com/scipy/scipy/pull/19687</a>&gt;`__: MAINT:linalg: Remove r=
edundant det and lu Fortran files<br>* `#19689 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/19689" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/19689</a>&gt;`__: MAINT: stats.moment: rename parameter \`moment\`=
 to \`order\`<br>* `#19694 &lt;<a href=3D"https://github.com/scipy/scipy/pu=
ll/19694" target=3D"_blank">https://github.com/scipy/scipy/pull/19694</a>&g=
t;`__: MAINT: Remove \`PDistWeightedMetricWrapper\` and \`CDistWeightedMetr=
icWrapper\`<br>* `#19695 &lt;<a href=3D"https://github.com/scipy/scipy/pull=
/19695" target=3D"_blank">https://github.com/scipy/scipy/pull/19695</a>&gt;=
`__: MAINT: Prefer \`np.fill_diagonal\` over \`diag_indices\`<br>* `#19696 =
&lt;<a href=3D"https://github.com/scipy/scipy/pull/19696" target=3D"_blank"=
>https://github.com/scipy/scipy/pull/19696</a>&gt;`__: ENH: add \`method\` =
arg to \`interpolate.Akima1DInterpolator\`<br>* `#19698 &lt;<a href=3D"http=
s://github.com/scipy/scipy/pull/19698" target=3D"_blank">https://github.com=
/scipy/scipy/pull/19698</a>&gt;`__: MAINT: bump project version<br>* `#1970=
1 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19701" target=3D"_blan=
k">https://github.com/scipy/scipy/pull/19701</a>&gt;`__: MAINT: make import=
 of \`array_api_compat\` nicer<br>* `#19703 &lt;<a href=3D"https://github.c=
om/scipy/scipy/pull/19703" target=3D"_blank">https://github.com/scipy/scipy=
/pull/19703</a>&gt;`__: DEP: non-integers in \`factorial(..., exact=3DTrue)=
\`: deprecate...<br>* `#19708 &lt;<a href=3D"https://github.com/scipy/scipy=
/pull/19708" target=3D"_blank">https://github.com/scipy/scipy/pull/19708</a=
>&gt;`__: DOC: spatial.distance: add missing optional param markers<br>* `#=
19710 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19710" target=3D"_=
blank">https://github.com/scipy/scipy/pull/19710</a>&gt;`__: TST: fix pytes=
t discovery errors with editable installs<br>* `#19711 &lt;<a href=3D"https=
://github.com/scipy/scipy/pull/19711" target=3D"_blank">https://github.com/=
scipy/scipy/pull/19711</a>&gt;`__: DOC: clarify ttest_1samp argument<br>* `=
#19714 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19714" target=3D"=
_blank">https://github.com/scipy/scipy/pull/19714</a>&gt;`__: BLD: require =
Cython &gt;=3D3.0.4, drop 0.29.X support<br>* `#19715 &lt;<a href=3D"https:=
//github.com/scipy/scipy/pull/19715" target=3D"_blank">https://github.com/s=
cipy/scipy/pull/19715</a>&gt;`__: ENH: sparse: Add DOK support for 1d (with=
out indexing)<br>* `#19716 &lt;<a href=3D"https://github.com/scipy/scipy/pu=
ll/19716" target=3D"_blank">https://github.com/scipy/scipy/pull/19716</a>&g=
t;`__: ENH: enable approximation for factorialk<br>* `#19721 &lt;<a href=3D=
"https://github.com/scipy/scipy/pull/19721" target=3D"_blank">https://githu=
b.com/scipy/scipy/pull/19721</a>&gt;`__: DOC: add rationale for 88 char lin=
e length<br>* `#19722 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19=
722" target=3D"_blank">https://github.com/scipy/scipy/pull/19722</a>&gt;`__=
: DOC: update release version procedure<br>* `#19723 &lt;<a href=3D"https:/=
/github.com/scipy/scipy/pull/19723" target=3D"_blank">https://github.com/sc=
ipy/scipy/pull/19723</a>&gt;`__: ENH, MAINT: voronoi_plot_2d nicer inf line=
s<br>* `#19724 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19724" ta=
rget=3D"_blank">https://github.com/scipy/scipy/pull/19724</a>&gt;`__: MAINT=
: Windows NumPy 2.x int shims<br>* `#19725 &lt;<a href=3D"https://github.co=
m/scipy/scipy/pull/19725" target=3D"_blank">https://github.com/scipy/scipy/=
pull/19725</a>&gt;`__: MNT: use int instead of long in cython code<br>* `#1=
9728 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19728" target=3D"_b=
lank">https://github.com/scipy/scipy/pull/19728</a>&gt;`__: MAINT: enhance =
the configuration for the \`pull-request-labeler\`...<br>* `#19730 &lt;<a h=
ref=3D"https://github.com/scipy/scipy/pull/19730" target=3D"_blank">https:/=
/github.com/scipy/scipy/pull/19730</a>&gt;`__: MAINT: bs4 deprecation shim<=
br>* `#19731 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19731" targ=
et=3D"_blank">https://github.com/scipy/scipy/pull/19731</a>&gt;`__: ENH: st=
ats.mood: add nan_policy / keepdims support<br>* `#19738 &lt;<a href=3D"htt=
ps://github.com/scipy/scipy/pull/19738" target=3D"_blank">https://github.co=
m/scipy/scipy/pull/19738</a>&gt;`__: BLD: require \`pythran&gt;=3D0.14.0\`<=
br>* `#19741 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19741" targ=
et=3D"_blank">https://github.com/scipy/scipy/pull/19741</a>&gt;`__: ENH: st=
ats.friedmanchisquare/brunnermunzel: add axis / nan_policy...<br>* `#19742 =
&lt;<a href=3D"https://github.com/scipy/scipy/pull/19742" target=3D"_blank"=
>https://github.com/scipy/scipy/pull/19742</a>&gt;`__: CI: fix PR labeler c=
onfig file<br>* `#19743 &lt;<a href=3D"https://github.com/scipy/scipy/pull/=
19743" target=3D"_blank">https://github.com/scipy/scipy/pull/19743</a>&gt;`=
__: ENH: sparse: Add min-max 1d support and tests<br>* `#19744 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/19744" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/19744</a>&gt;`__: ENH: stats.mannwhitneyu: speed =
improvement, memory reduction,...<br>* `#19745 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/19745" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/19745</a>&gt;`__: TST: fortranfiles fix<br>* `#19746 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/19746" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/19746</a>&gt;`__: CI: add labeler based on issue/=
PR titles<br>* `#19749 &lt;<a href=3D"https://github.com/scipy/scipy/pull/1=
9749" target=3D"_blank">https://github.com/scipy/scipy/pull/19749</a>&gt;`_=
_: ENH: stats.mannwhitneyu: vectorize statistic calculation<br>* `#19750 &l=
t;<a href=3D"https://github.com/scipy/scipy/pull/19750" target=3D"_blank">h=
ttps://github.com/scipy/scipy/pull/19750</a>&gt;`__: DEV/BLD: generate \`re=
quirements/\*\` files to simplify build<br>* `#19752 &lt;<a href=3D"https:/=
/github.com/scipy/scipy/pull/19752" target=3D"_blank">https://github.com/sc=
ipy/scipy/pull/19752</a>&gt;`__: DEP: deprecate complex dtypes in \`PchipIn=
terpolator\` and \`Akima1DInterpolator\`<br>* `#19755 &lt;<a href=3D"https:=
//github.com/scipy/scipy/pull/19755" target=3D"_blank">https://github.com/s=
cipy/scipy/pull/19755</a>&gt;`__: MAINT/TST: ignore backend import errors w=
hen not in array API...<br>* `#19757 &lt;<a href=3D"https://github.com/scip=
y/scipy/pull/19757" target=3D"_blank">https://github.com/scipy/scipy/pull/1=
9757</a>&gt;`__: ENH: Add vectorized scalar minimization bracket finder<br>=
* `#19758 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19758" target=
=3D"_blank">https://github.com/scipy/scipy/pull/19758</a>&gt;`__: MAINT: co=
rrect inaccurate comment<br>* `#19760 &lt;<a href=3D"https://github.com/sci=
py/scipy/pull/19760" target=3D"_blank">https://github.com/scipy/scipy/pull/=
19760</a>&gt;`__: MAINT: interpolate: remove dead code<br>* `#19762 &lt;<a =
href=3D"https://github.com/scipy/scipy/pull/19762" target=3D"_blank">https:=
//github.com/scipy/scipy/pull/19762</a>&gt;`__: ENH: stats.monte_carlo_test=
: account for inexact calculation...<br>* `#19763 &lt;<a href=3D"https://gi=
thub.com/scipy/scipy/pull/19763" target=3D"_blank">https://github.com/scipy=
/scipy/pull/19763</a>&gt;`__: MAINT: integrate._nsum: adjust algorithm for =
determining number...<br>* `#19768 &lt;<a href=3D"https://github.com/scipy/=
scipy/pull/19768" target=3D"_blank">https://github.com/scipy/scipy/pull/197=
68</a>&gt;`__: MAINT: SuperLU upstream fix for compile warnings<br>* `#1977=
0 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19770" target=3D"_blan=
k">https://github.com/scipy/scipy/pull/19770</a>&gt;`__: ENH: stats.wilcoxo=
n: rewrite for speed and clarity; add PermutationMethod...<br>* `#19773 &lt=
;<a href=3D"https://github.com/scipy/scipy/pull/19773" target=3D"_blank">ht=
tps://github.com/scipy/scipy/pull/19773</a>&gt;`__: DOC: stats: The docstri=
ng for scipy.stats.crystalball needs an...<br>* `#19775 &lt;<a href=3D"http=
s://github.com/scipy/scipy/pull/19775" target=3D"_blank">https://github.com=
/scipy/scipy/pull/19775</a>&gt;`__: DOC: Docstring and examples for Rotatio=
n.concatenate<br>* `#19776 &lt;<a href=3D"https://github.com/scipy/scipy/pu=
ll/19776" target=3D"_blank">https://github.com/scipy/scipy/pull/19776</a>&g=
t;`__: ENH: stats.rankdata: vectorize calculation<br>* `#19777 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/19777" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/19777</a>&gt;`__: ENH: add \`BSpline.insert_knot\=
` method<br>* `#19778 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19=
778" target=3D"_blank">https://github.com/scipy/scipy/pull/19778</a>&gt;`__=
: DOC, MAINT: fix make dist in rel process<br>* `#19780 &lt;<a href=3D"http=
s://github.com/scipy/scipy/pull/19780" target=3D"_blank">https://github.com=
/scipy/scipy/pull/19780</a>&gt;`__: MAINT: scipy.stats: replace \`_normtest=
_finish\`/\`_ttest_finish\`/etc......<br>* `#19781 &lt;<a href=3D"https://g=
ithub.com/scipy/scipy/pull/19781" target=3D"_blank">https://github.com/scip=
y/scipy/pull/19781</a>&gt;`__: CI, MAINT: switch to stable python release<b=
r>* `#19786 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19786" targe=
t=3D"_blank">https://github.com/scipy/scipy/pull/19786</a>&gt;`__: BLD: fix=
 &quot;Failed to guess install tag&quot; in meson-log.txt, add...<br>* `#19=
787 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19787" target=3D"_bl=
ank">https://github.com/scipy/scipy/pull/19787</a>&gt;`__: DOC/BLD: macOS H=
omebrew OpenBlas detection advice<br>* `#19788 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/19788" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/19788</a>&gt;`__: DOC: stats.trim_mean: correct documentation<br>*=
 `#19790 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19790" target=
=3D"_blank">https://github.com/scipy/scipy/pull/19790</a>&gt;`__: BENCH: Ad=
ded benchmarks for individual distance metrics<br>* `#19792 &lt;<a href=3D"=
https://github.com/scipy/scipy/pull/19792" target=3D"_blank">https://github=
.com/scipy/scipy/pull/19792</a>&gt;`__: MAINT: simplify \`t.logpdf\`<br>* `=
#19796 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19796" target=3D"=
_blank">https://github.com/scipy/scipy/pull/19796</a>&gt;`__: API: Enable \=
`pydata/sparse\` input for csgraph module<br>* `#19803 &lt;<a href=3D"https=
://github.com/scipy/scipy/pull/19803" target=3D"_blank">https://github.com/=
scipy/scipy/pull/19803</a>&gt;`__: TST: stats: compare geometric zscore to =
naive version instead...<br>* `#19807 &lt;<a href=3D"https://github.com/sci=
py/scipy/pull/19807" target=3D"_blank">https://github.com/scipy/scipy/pull/=
19807</a>&gt;`__: DOC: fft: add note about FHT formulas<br>* `#19808 &lt;<a=
 href=3D"https://github.com/scipy/scipy/pull/19808" target=3D"_blank">https=
://github.com/scipy/scipy/pull/19808</a>&gt;`__: MAINT: move elementwise al=
gorithms and framework<br>* `#19810 &lt;<a href=3D"https://github.com/scipy=
/scipy/pull/19810" target=3D"_blank">https://github.com/scipy/scipy/pull/19=
810</a>&gt;`__: MAINT: set \`NPY_NO_DEPRECATED_API\` also for Cython code<b=
r>* `#19811 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19811" targe=
t=3D"_blank">https://github.com/scipy/scipy/pull/19811</a>&gt;`__: BLD: set=
 default \`cpp_std\` to \`c++17\`<br>* `#19818 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/19818" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/19818</a>&gt;`__: MAINT: uarray CXX version hex cleanup<br>* `#198=
20 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19820" target=3D"_bla=
nk">https://github.com/scipy/scipy/pull/19820</a>&gt;`__: TST: linalg: Test=
 Cython LAPACK complex ladiv<br>* `#19821 &lt;<a href=3D"https://github.com=
/scipy/scipy/pull/19821" target=3D"_blank">https://github.com/scipy/scipy/p=
ull/19821</a>&gt;`__: BLD: resolve missing prototype warnings in lsoda/vode=
<br>* `#19822 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19822" tar=
get=3D"_blank">https://github.com/scipy/scipy/pull/19822</a>&gt;`__: BLD: p=
ropack: resolve missing return value warnings<br>* `#19823 &lt;<a href=3D"h=
ttps://github.com/scipy/scipy/pull/19823" target=3D"_blank">https://github.=
com/scipy/scipy/pull/19823</a>&gt;`__: CI/DEV: add some new auto-labels<br>=
* `#19824 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19824" target=
=3D"_blank">https://github.com/scipy/scipy/pull/19824</a>&gt;`__: ENH:Rewri=
te specfun F77 code in C<br>* `#19825 &lt;<a href=3D"https://github.com/sci=
py/scipy/pull/19825" target=3D"_blank">https://github.com/scipy/scipy/pull/=
19825</a>&gt;`__: MAINT: \`CODEOWNERS\` syntax fix and changes<br>* `#19827=
 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19827" target=3D"_blank=
">https://github.com/scipy/scipy/pull/19827</a>&gt;`__: MAINT: spatial: fix=
 build warnings in \`ckdtree\` code<br>* `#19828 &lt;<a href=3D"https://git=
hub.com/scipy/scipy/pull/19828" target=3D"_blank">https://github.com/scipy/=
scipy/pull/19828</a>&gt;`__: CI/DEV: fix and simplify \`label-globs\` synta=
x<br>* `#19829 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19829" ta=
rget=3D"_blank">https://github.com/scipy/scipy/pull/19829</a>&gt;`__: MAINT=
: interpolate: fix build warning from \`_ppoly.pyx\`<br>* `#19837 &lt;<a hr=
ef=3D"https://github.com/scipy/scipy/pull/19837" target=3D"_blank">https://=
github.com/scipy/scipy/pull/19837</a>&gt;`__: MAINT: special: fix meson dep=
recation warning<br>* `#19838 &lt;<a href=3D"https://github.com/scipy/scipy=
/pull/19838" target=3D"_blank">https://github.com/scipy/scipy/pull/19838</a=
>&gt;`__: DOC: fft: improve \`s\` description for real transforms<br>* `#19=
843 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19843" target=3D"_bl=
ank">https://github.com/scipy/scipy/pull/19843</a>&gt;`__: DOC: Add \`fft\`=
 to list of submodules in tutorial<br>* `#19844 &lt;<a href=3D"https://gith=
ub.com/scipy/scipy/pull/19844" target=3D"_blank">https://github.com/scipy/s=
cipy/pull/19844</a>&gt;`__: TST: fix more cases of fd leaks from np.load()<=
br>* `#19849 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19849" targ=
et=3D"_blank">https://github.com/scipy/scipy/pull/19849</a>&gt;`__: CI: fix=
 prerelease job to use numpy 2.0, and add a second job...<br>* `#19853 &lt;=
<a href=3D"https://github.com/scipy/scipy/pull/19853" target=3D"_blank">htt=
ps://github.com/scipy/scipy/pull/19853</a>&gt;`__: ENH: sparse: foundation =
for 1D arrays (add test suite, round...<br>* `#19855 &lt;<a href=3D"https:/=
/github.com/scipy/scipy/pull/19855" target=3D"_blank">https://github.com/sc=
ipy/scipy/pull/19855</a>&gt;`__: BLD: Revamp BLAS/LAPACK G77 ABI wrappers a=
nd fix PROPACK segfaults<br>* `#19856 &lt;<a href=3D"https://github.com/sci=
py/scipy/pull/19856" target=3D"_blank">https://github.com/scipy/scipy/pull/=
19856</a>&gt;`__: BLD: simplify pythran version requirement in meson<br>* `=
#19857 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19857" target=3D"=
_blank">https://github.com/scipy/scipy/pull/19857</a>&gt;`__: BLD: make sci=
py build warning-free with LTO enabled<br>* `#19860 &lt;<a href=3D"https://=
github.com/scipy/scipy/pull/19860" target=3D"_blank">https://github.com/sci=
py/scipy/pull/19860</a>&gt;`__: MAINT: fix BLD label typo<br>* `#19861 &lt;=
<a href=3D"https://github.com/scipy/scipy/pull/19861" target=3D"_blank">htt=
ps://github.com/scipy/scipy/pull/19861</a>&gt;`__: BUG:io:Skip arr_to_chars=
 call for single code points<br>* `#19864 &lt;<a href=3D"https://github.com=
/scipy/scipy/pull/19864" target=3D"_blank">https://github.com/scipy/scipy/p=
ull/19864</a>&gt;`__: Add documentation to explain behavior for transposing=
 csr or...<br>* `#19866 &lt;<a href=3D"https://github.com/scipy/scipy/pull/=
19866" target=3D"_blank">https://github.com/scipy/scipy/pull/19866</a>&gt;`=
__: DOC: Change default for bounds in scipy.optimize.linprog<br>* `#19868 &=
lt;<a href=3D"https://github.com/scipy/scipy/pull/19868" target=3D"_blank">=
https://github.com/scipy/scipy/pull/19868</a>&gt;`__: MAINT: fix use of \`u=
nique(..., return_inverse=3DTrue)\`<br>* `#19869 &lt;<a href=3D"https://git=
hub.com/scipy/scipy/pull/19869" target=3D"_blank">https://github.com/scipy/=
scipy/pull/19869</a>&gt;`__: MAINT: array types: rename \`as_xparray\` to \=
`_asarray\`<br>* `#19870 &lt;<a href=3D"https://github.com/scipy/scipy/pull=
/19870" target=3D"_blank">https://github.com/scipy/scipy/pull/19870</a>&gt;=
`__: MAINT: logsumexp: properly handle complex sign<br>* `#19871 &lt;<a hre=
f=3D"https://github.com/scipy/scipy/pull/19871" target=3D"_blank">https://g=
ithub.com/scipy/scipy/pull/19871</a>&gt;`__: MAINT: make isinstance check i=
n \`stats._distn_infrastructure\`...<br>* `#19874 &lt;<a href=3D"https://gi=
thub.com/scipy/scipy/pull/19874" target=3D"_blank">https://github.com/scipy=
/scipy/pull/19874</a>&gt;`__: rankdata: ensure correct shape for empty inpu=
ts<br>* `#19876 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19876" t=
arget=3D"_blank">https://github.com/scipy/scipy/pull/19876</a>&gt;`__: MAIN=
T: stats: Add tests to ensure consistency between \`wasserstein_distance\` =
and different backends of \`wasserstein_distance_nd\`<br>* `#19880 &lt;<a h=
ref=3D"https://github.com/scipy/scipy/pull/19880" target=3D"_blank">https:/=
/github.com/scipy/scipy/pull/19880</a>&gt;`__: DOC: prepare 1.13.0 release =
notes<br>* `#19882 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19882=
" target=3D"_blank">https://github.com/scipy/scipy/pull/19882</a>&gt;`__: M=
AINT: vendor \`pocketfft\` as git submodule<br>* `#19885 &lt;<a href=3D"htt=
ps://github.com/scipy/scipy/pull/19885" target=3D"_blank">https://github.co=
m/scipy/scipy/pull/19885</a>&gt;`__: MAINT: fix some small array API suppor=
t issues<br>* `#19886 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19=
886" target=3D"_blank">https://github.com/scipy/scipy/pull/19886</a>&gt;`__=
: TST: stats: fix a few issues with non-reproducible seeding<br>* `#19891 &=
lt;<a href=3D"https://github.com/scipy/scipy/pull/19891" target=3D"_blank">=
https://github.com/scipy/scipy/pull/19891</a>&gt;`__: MAINT: stats: fix edi=
table install issue in \`qmc\` and MPL-related...<br>* `#19893 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/19893" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/19893</a>&gt;`__: MAINT: remove unused itertools-=
import in scipy.interpolate._interpolate<br>* `#19901 &lt;<a href=3D"https:=
//github.com/scipy/scipy/pull/19901" target=3D"_blank">https://github.com/s=
cipy/scipy/pull/19901</a>&gt;`__: MAINT: special: remove use of \`numpy.mat=
h\` from \`_cdflib.pyx\`<br>* `#19902 &lt;<a href=3D"https://github.com/sci=
py/scipy/pull/19902" target=3D"_blank">https://github.com/scipy/scipy/pull/=
19902</a>&gt;`__: BUG:special:cdflib: Correct cdftnc Cython bugs<br>* `#199=
08 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19908" target=3D"_bla=
nk">https://github.com/scipy/scipy/pull/19908</a>&gt;`__: Fix AIX build bre=
ak.<br>* `#19909 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19909" =
target=3D"_blank">https://github.com/scipy/scipy/pull/19909</a>&gt;`__: MAI=
NT:linalg:Adjust lwork/liwork changes OpenBLAS 0.3.26<br>* `#19916 &lt;<a h=
ref=3D"https://github.com/scipy/scipy/pull/19916" target=3D"_blank">https:/=
/github.com/scipy/scipy/pull/19916</a>&gt;`__: MAINT: update pocketfft git =
submodule location<br>* `#19917 &lt;<a href=3D"https://github.com/scipy/sci=
py/pull/19917" target=3D"_blank">https://github.com/scipy/scipy/pull/19917<=
/a>&gt;`__: MAINT: replicate FITPACK&#39;s \`fpchec\` routine in python<br>=
* `#19924 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19924" target=
=3D"_blank">https://github.com/scipy/scipy/pull/19924</a>&gt;`__: TST: clus=
ter: fix test_kmeans_and_kmeans2_random_seed<br>* `#19925 &lt;<a href=3D"ht=
tps://github.com/scipy/scipy/pull/19925" target=3D"_blank">https://github.c=
om/scipy/scipy/pull/19925</a>&gt;`__: MAINT: forward port 1.12.0 relnotes<b=
r>* `#19927 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19927" targe=
t=3D"_blank">https://github.com/scipy/scipy/pull/19927</a>&gt;`__: BUG: clu=
ster.kmeans\*: array types: accept \`int\`s for k<br>* `#19929 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/19929" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/19929</a>&gt;`__: DOC: updated incorrect sentence=
 about subpackage imports. See...<br>* `#19931 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/19931" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/19931</a>&gt;`__: MAINT:special:cdflib:Refine the tolerances furth=
er<br>* `#19932 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19932" t=
arget=3D"_blank">https://github.com/scipy/scipy/pull/19932</a>&gt;`__: ENH:=
stats:Use explicit formula for gamma.fit(&#39;mm&#39;)<br>* `#19933 &lt;<a =
href=3D"https://github.com/scipy/scipy/pull/19933" target=3D"_blank">https:=
//github.com/scipy/scipy/pull/19933</a>&gt;`__: BUG: Correct handling of -i=
nf in special stdr funcs<br>* `#19934 &lt;<a href=3D"https://github.com/sci=
py/scipy/pull/19934" target=3D"_blank">https://github.com/scipy/scipy/pull/=
19934</a>&gt;`__: BUG:special:amos: Fix some mistakes in the AMOS C transla=
tion<br>* `#19937 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19937"=
 target=3D"_blank">https://github.com/scipy/scipy/pull/19937</a>&gt;`__: TS=
T: Add RNG seeds for TestInvgauss and TestLaplace<br>* `#19938 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/19938" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/19938</a>&gt;`__: MAINT: special: array types: fi=
x warning when not in array API...<br>* `#19939 &lt;<a href=3D"https://gith=
ub.com/scipy/scipy/pull/19939" target=3D"_blank">https://github.com/scipy/s=
cipy/pull/19939</a>&gt;`__: BUG:special:amos: Fix exit path in \`amos_asyi\=
`<br>* `#19942 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19942" ta=
rget=3D"_blank">https://github.com/scipy/scipy/pull/19942</a>&gt;`__: MAINT=
: hypothesis: document minimum required version<br>* `#19944 &lt;<a href=3D=
"https://github.com/scipy/scipy/pull/19944" target=3D"_blank">https://githu=
b.com/scipy/scipy/pull/19944</a>&gt;`__: BUG: Correct handling of inf suppo=
rt in binomial<br>* `#19945 &lt;<a href=3D"https://github.com/scipy/scipy/p=
ull/19945" target=3D"_blank">https://github.com/scipy/scipy/pull/19945</a>&=
gt;`__: BLD: fix issue with escape sequences in \`__config__.py\`<br>* `#19=
947 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19947" target=3D"_bl=
ank">https://github.com/scipy/scipy/pull/19947</a>&gt;`__: BUG:special:amos=
: Fix typo in \`amos_mlri\`<br>* `#19950 &lt;<a href=3D"https://github.com/=
scipy/scipy/pull/19950" target=3D"_blank">https://github.com/scipy/scipy/pu=
ll/19950</a>&gt;`__: DOC: stats.logrank: fix typo that affect survival curv=
es in manual<br>* `#19952 &lt;<a href=3D"https://github.com/scipy/scipy/pul=
l/19952" target=3D"_blank">https://github.com/scipy/scipy/pull/19952</a>&gt=
;`__: BUG:sparse:Add early exit to gmres when x0 already solves problem<br>=
* `#19957 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19957" target=
=3D"_blank">https://github.com/scipy/scipy/pull/19957</a>&gt;`__: defect: s=
parse: 1d bool mask with wrong shape should raise IndexError<br>* `#19961 &=
lt;<a href=3D"https://github.com/scipy/scipy/pull/19961" target=3D"_blank">=
https://github.com/scipy/scipy/pull/19961</a>&gt;`__: DOC: Add version warn=
ing banner to documentation<br>* `#19962 &lt;<a href=3D"https://github.com/=
scipy/scipy/pull/19962" target=3D"_blank">https://github.com/scipy/scipy/pu=
ll/19962</a>&gt;`__: ENH: sparse: speedup csr/csc setdiag by converting to =
coo<br>* `#19965 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19965" =
target=3D"_blank">https://github.com/scipy/scipy/pull/19965</a>&gt;`__: DOC=
: scale of parameters in optimize.curve_fit<br>* `#19969 &lt;<a href=3D"htt=
ps://github.com/scipy/scipy/pull/19969" target=3D"_blank">https://github.co=
m/scipy/scipy/pull/19969</a>&gt;`__: DOC: Fix landing page images for dark =
theme<br>* `#19971 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19971=
" target=3D"_blank">https://github.com/scipy/scipy/pull/19971</a>&gt;`__: E=
NH: Input validation for sampling frequency in signal.filter...<br>* `#1997=
5 &lt;<a href=3D"https://github.com/scipy/scipy/pull/19975" target=3D"_blan=
k">https://github.com/scipy/scipy/pull/19975</a>&gt;`__: ENH: support custo=
m statistic in goodness_of_fit function (gh-19894)<br>* `#19977 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/19977" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/19977</a>&gt;`__: DOC: document a common alternat=
ive parameterization of invgauss.<br>* `#19978 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/19978" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/19978</a>&gt;`__: DOC: fix autosummary for scipy.signal.ShortTimeF=
FT.t/T under...<br>* `#19980 &lt;<a href=3D"https://github.com/scipy/scipy/=
pull/19980" target=3D"_blank">https://github.com/scipy/scipy/pull/19980</a>=
&gt;`__: ENH: stats: add axis/nan_policy support to \`f_oneway\` and \`alex=
andergovern\`<br>* `#19981 &lt;<a href=3D"https://github.com/scipy/scipy/pu=
ll/19981" target=3D"_blank">https://github.com/scipy/scipy/pull/19981</a>&g=
t;`__: TST: correct typo in TestGamma.test_fit_mm function.<br>* `#19995 &l=
t;<a href=3D"https://github.com/scipy/scipy/pull/19995" target=3D"_blank">h=
ttps://github.com/scipy/scipy/pull/19995</a>&gt;`__: TST, MAINT: test_immed=
iate_updating fix<br>* `#19997 &lt;<a href=3D"https://github.com/scipy/scip=
y/pull/19997" target=3D"_blank">https://github.com/scipy/scipy/pull/19997</=
a>&gt;`__: MAINT: Adjust the codebase to the new \`np.array\`&#39;s \`copy\=
`...<br>* `#20000 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20000"=
 target=3D"_blank">https://github.com/scipy/scipy/pull/20000</a>&gt;`__: MA=
INT: interpolate: address review comments on NdBSpline/RGI<br>* `#20003 &lt=
;<a href=3D"https://github.com/scipy/scipy/pull/20003" target=3D"_blank">ht=
tps://github.com/scipy/scipy/pull/20003</a>&gt;`__: MAINT: sparse: change c=
oo_matrix.indices to coo_matrix.coords<br>* `#20004 &lt;<a href=3D"https://=
github.com/scipy/scipy/pull/20004" target=3D"_blank">https://github.com/sci=
py/scipy/pull/20004</a>&gt;`__: MAINT: sparse: change method names _mul_\* =
to _matmul_\* all...<br>* `#20005 &lt;<a href=3D"https://github.com/scipy/s=
cipy/pull/20005" target=3D"_blank">https://github.com/scipy/scipy/pull/2000=
5</a>&gt;`__: MAINT: Remove partial from \`__all__\` (removed from submodul=
e)<br>* `#20006 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20006" t=
arget=3D"_blank">https://github.com/scipy/scipy/pull/20006</a>&gt;`__: BENC=
H: optimize: add timings to global optimizers benchmarks<br>* `#20010 &lt;<=
a href=3D"https://github.com/scipy/scipy/pull/20010" target=3D"_blank">http=
s://github.com/scipy/scipy/pull/20010</a>&gt;`__: BUG: Add proper error mes=
sage for \`ShortTimeFFT\` for onesided...<br>* `#20013 &lt;<a href=3D"https=
://github.com/scipy/scipy/pull/20013" target=3D"_blank">https://github.com/=
scipy/scipy/pull/20013</a>&gt;`__: MAINT: signal: use \`sliding_window_view=
\` instead of \`as_strided\`<br>* `#20016 &lt;<a href=3D"https://github.com=
/scipy/scipy/pull/20016" target=3D"_blank">https://github.com/scipy/scipy/p=
ull/20016</a>&gt;`__: DOC: update release docs to reflect new version banne=
r<br>* `#20017 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20017" ta=
rget=3D"_blank">https://github.com/scipy/scipy/pull/20017</a>&gt;`__: BUG: =
loglaplace moment should be non-negative.<br>* `#20018 &lt;<a href=3D"https=
://github.com/scipy/scipy/pull/20018" target=3D"_blank">https://github.com/=
scipy/scipy/pull/20018</a>&gt;`__: ENH: refer to the Laplace distribution i=
n log-Laplace documentation.<br>* `#20019 &lt;<a href=3D"https://github.com=
/scipy/scipy/pull/20019" target=3D"_blank">https://github.com/scipy/scipy/p=
ull/20019</a>&gt;`__: DOC: Add support for interactive examples with jupyte=
rlite-sphinx<br>* `#20020 &lt;<a href=3D"https://github.com/scipy/scipy/pul=
l/20020" target=3D"_blank">https://github.com/scipy/scipy/pull/20020</a>&gt=
;`__: TST: TestCorrelateReal overflow shim<br>* `#20021 &lt;<a href=3D"http=
s://github.com/scipy/scipy/pull/20021" target=3D"_blank">https://github.com=
/scipy/scipy/pull/20021</a>&gt;`__: ENH: fix numerical instability around z=
ero in boxcox_llf<br>* `#20023 &lt;<a href=3D"https://github.com/scipy/scip=
y/pull/20023" target=3D"_blank">https://github.com/scipy/scipy/pull/20023</=
a>&gt;`__: ENH: use analytic formula for log-laplace MLE when loc is known.=
<br>* `#20024 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20024" tar=
get=3D"_blank">https://github.com/scipy/scipy/pull/20024</a>&gt;`__: ENH:st=
ats: Add multivariate Wasserstein distance as a separate...<br>* `#20032 &l=
t;<a href=3D"https://github.com/scipy/scipy/pull/20032" target=3D"_blank">h=
ttps://github.com/scipy/scipy/pull/20032</a>&gt;`__: MAINT: Adjust some com=
ments in special C++ library<br>* `#20033 &lt;<a href=3D"https://github.com=
/scipy/scipy/pull/20033" target=3D"_blank">https://github.com/scipy/scipy/p=
ull/20033</a>&gt;`__: MAINT: sparse: Un-deprecate getnnz()<br>* `#20037 &lt=
;<a href=3D"https://github.com/scipy/scipy/pull/20037" target=3D"_blank">ht=
tps://github.com/scipy/scipy/pull/20037</a>&gt;`__: MAINT: Add special hand=
ling for complex infinite input in digamma<br>* `#20039 &lt;<a href=3D"http=
s://github.com/scipy/scipy/pull/20039" target=3D"_blank">https://github.com=
/scipy/scipy/pull/20039</a>&gt;`__: ENH: use analytical formula in scipy.st=
ats.powerlaw._munp().<br>* `#20044 &lt;<a href=3D"https://github.com/scipy/=
scipy/pull/20044" target=3D"_blank">https://github.com/scipy/scipy/pull/200=
44</a>&gt;`__: TST: _ConstraintWrapper returns a violation of the correct s=
hape<br>* `#20045 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20045"=
 target=3D"_blank">https://github.com/scipy/scipy/pull/20045</a>&gt;`__: DO=
C: add missing np. in tutorial<br>* `#20047 &lt;<a href=3D"https://github.c=
om/scipy/scipy/pull/20047" target=3D"_blank">https://github.com/scipy/scipy=
/pull/20047</a>&gt;`__: TST: use assert_allclose in test_bootstrap_alternat=
ive<br>* `#20052 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20052" =
target=3D"_blank">https://github.com/scipy/scipy/pull/20052</a>&gt;`__: FIX=
: Allow any dtype-specifier for ndimage output<br>* `#20053 &lt;<a href=3D"=
https://github.com/scipy/scipy/pull/20053" target=3D"_blank">https://github=
.com/scipy/scipy/pull/20053</a>&gt;`__: Add sorting requirement for partial=
_match and partial_guess<br>* `#20054 &lt;<a href=3D"https://github.com/sci=
py/scipy/pull/20054" target=3D"_blank">https://github.com/scipy/scipy/pull/=
20054</a>&gt;`__: BUG: SciPy.interpolate.CubicSpline with periodic data<br>=
* `#20063 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20063" target=
=3D"_blank">https://github.com/scipy/scipy/pull/20063</a>&gt;`__: ENH: opti=
mize._differentiate: add option preserve_shape<br>* `#20065 &lt;<a href=3D"=
https://github.com/scipy/scipy/pull/20065" target=3D"_blank">https://github=
.com/scipy/scipy/pull/20065</a>&gt;`__: MAINT Fix broken link in \`scipy.st=
ats._multivariate.py\`<br>* `#20067 &lt;<a href=3D"https://github.com/scipy=
/scipy/pull/20067" target=3D"_blank">https://github.com/scipy/scipy/pull/20=
067</a>&gt;`__: TST: shims for NumPy fft changes<br>* `#20068 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/20068" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/20068</a>&gt;`__: Changed assert_warns in stats t=
esting to pytest.warns.<br>* `#20069 &lt;<a href=3D"https://github.com/scip=
y/scipy/pull/20069" target=3D"_blank">https://github.com/scipy/scipy/pull/2=
0069</a>&gt;`__: MAINT/DOC: \`special.nrdtrimn/nrdtrisd\` docstring fixes<b=
r>* `#20070 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20070" targe=
t=3D"_blank">https://github.com/scipy/scipy/pull/20070</a>&gt;`__: MAINT: s=
ilence ruff deprecation warning<br>* `#20076 &lt;<a href=3D"https://github.=
com/scipy/scipy/pull/20076" target=3D"_blank">https://github.com/scipy/scip=
y/pull/20076</a>&gt;`__: BUG:linalg:Add early exit to eigh_tridiagonal for =
1x1 input<br>* `#20078 &lt;<a href=3D"https://github.com/scipy/scipy/pull/2=
0078" target=3D"_blank">https://github.com/scipy/scipy/pull/20078</a>&gt;`_=
_: CI: update github actions and cibuildwheel<br>* `#20080 &lt;<a href=3D"h=
ttps://github.com/scipy/scipy/pull/20080" target=3D"_blank">https://github.=
com/scipy/scipy/pull/20080</a>&gt;`__: BUG: sparse: Fix hstack, etc for dok=
_array<br>* `#20086 &lt;<a href=3D"https://github.com/scipy/scipy/pull/2008=
6" target=3D"_blank">https://github.com/scipy/scipy/pull/20086</a>&gt;`__: =
MAINT: detect musl differently.<br>* `#20087 &lt;<a href=3D"https://github.=
com/scipy/scipy/pull/20087" target=3D"_blank">https://github.com/scipy/scip=
y/pull/20087</a>&gt;`__: MAINT: switch from \`numpy.array_api\` to \`array-=
api-strict\`<br>* `#20092 &lt;<a href=3D"https://github.com/scipy/scipy/pul=
l/20092" target=3D"_blank">https://github.com/scipy/scipy/pull/20092</a>&gt=
;`__: DOC: Fix a could of places that are parsed as substitution references=
...<br>* `#20093 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20093" =
target=3D"_blank">https://github.com/scipy/scipy/pull/20093</a>&gt;`__: DOC=
: Fix small typos in \`signal.rst\` and \`_short_time_fft.py\`<br>* `#20095=
 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20095" target=3D"_blank=
">https://github.com/scipy/scipy/pull/20095</a>&gt;`__: DOC: tick tensor pr=
oduct splines off the roadmap<br>* `#20096 &lt;<a href=3D"https://github.co=
m/scipy/scipy/pull/20096" target=3D"_blank">https://github.com/scipy/scipy/=
pull/20096</a>&gt;`__: TST:linalg:Reduce the size of the cossin test<br>* `=
#20098 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20098" target=3D"=
_blank">https://github.com/scipy/scipy/pull/20098</a>&gt;`__: MAINT: minor =
array API skip improvements<br>* `#20101 &lt;<a href=3D"https://github.com/=
scipy/scipy/pull/20101" target=3D"_blank">https://github.com/scipy/scipy/pu=
ll/20101</a>&gt;`__: MAINT: editorial changes in the doc string of scipy.st=
ats.vonmises.<br>* `#20102 &lt;<a href=3D"https://github.com/scipy/scipy/pu=
ll/20102" target=3D"_blank">https://github.com/scipy/scipy/pull/20102</a>&g=
t;`__: ENH: use non-trivial bounds to solve for kappa of vonmises MLE.<br>*=
 `#20103 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20103" target=
=3D"_blank">https://github.com/scipy/scipy/pull/20103</a>&gt;`__: MAINT: op=
timize: expose \`NoConvergence\`<br>* `#20104 &lt;<a href=3D"https://github=
.com/scipy/scipy/pull/20104" target=3D"_blank">https://github.com/scipy/sci=
py/pull/20104</a>&gt;`__: ENH: allow shape parameter kappa to be zero in vo=
nmises distribution.<br>* `#20106 &lt;<a href=3D"https://github.com/scipy/s=
cipy/pull/20106" target=3D"_blank">https://github.com/scipy/scipy/pull/2010=
6</a>&gt;`__: DOC: update docstring of stats.percentileofscore<br>* `#20108=
 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20108" target=3D"_blank=
">https://github.com/scipy/scipy/pull/20108</a>&gt;`__: MAINT: shim for des=
cr-&gt;f access<br>* `#20111 &lt;<a href=3D"https://github.com/scipy/scipy/=
pull/20111" target=3D"_blank">https://github.com/scipy/scipy/pull/20111</a>=
&gt;`__: DOC: clarify accepted values for \`dim\` in \`unitary_group\`.<br>=
* `#20112 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20112" target=
=3D"_blank">https://github.com/scipy/scipy/pull/20112</a>&gt;`__: BLD: sign=
al: do not install Pythran source alongside the Cython...<br>* `#20119 &lt;=
<a href=3D"https://github.com/scipy/scipy/pull/20119" target=3D"_blank">htt=
ps://github.com/scipy/scipy/pull/20119</a>&gt;`__: Fix small issues in docs=
trings<br>* `#20121 &lt;<a href=3D"https://github.com/scipy/scipy/pull/2012=
1" target=3D"_blank">https://github.com/scipy/scipy/pull/20121</a>&gt;`__: =
BLD: simplifications in meson.build files<br>* `#20122 &lt;<a href=3D"https=
://github.com/scipy/scipy/pull/20122" target=3D"_blank">https://github.com/=
scipy/scipy/pull/20122</a>&gt;`__: MAINT: update Boost.Math to 1.83.0<br>* =
`#20123 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20123" target=3D=
"_blank">https://github.com/scipy/scipy/pull/20123</a>&gt;`__: MAINT: stats=
: fix test failure in \`kendalltau_seasonal\`<br>* `#20130 &lt;<a href=3D"h=
ttps://github.com/scipy/scipy/pull/20130" target=3D"_blank">https://github.=
com/scipy/scipy/pull/20130</a>&gt;`__: BUG: Use Cython implementation of co=
mplex hyp2f1 in orthogonal_eval.pxd<br>* `#20135 &lt;<a href=3D"https://git=
hub.com/scipy/scipy/pull/20135" target=3D"_blank">https://github.com/scipy/=
scipy/pull/20135</a>&gt;`__: MAINT: interpolate: define \`F_INT\` as \`int\=
` rather than \`npy_int32\`<br>* `#20138 &lt;<a href=3D"https://github.com/=
scipy/scipy/pull/20138" target=3D"_blank">https://github.com/scipy/scipy/pu=
ll/20138</a>&gt;`__: TST: optimize: silence the output from calling cobyla =
with disp=3DTrue<br>* `#20141 &lt;<a href=3D"https://github.com/scipy/scipy=
/pull/20141" target=3D"_blank">https://github.com/scipy/scipy/pull/20141</a=
>&gt;`__: MAINT/CI: special/array types: test alternative backends in CI<br=
>* `#20143 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20143" target=
=3D"_blank">https://github.com/scipy/scipy/pull/20143</a>&gt;`__: DOC: stat=
s: Fix typo in the doc of the Kstwobign distribution<br>* `#20144 &lt;<a hr=
ef=3D"https://github.com/scipy/scipy/pull/20144" target=3D"_blank">https://=
github.com/scipy/scipy/pull/20144</a>&gt;`__: MAINT, ENH: Hausdorff simplif=
ication<br>* `#20145 &lt;<a href=3D"https://github.com/scipy/scipy/pull/201=
45" target=3D"_blank">https://github.com/scipy/scipy/pull/20145</a>&gt;`__:=
 TST: special: bump tolerances for new \`cdftnc\` regression tests<br>* `#2=
0146 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20146" target=3D"_b=
lank">https://github.com/scipy/scipy/pull/20146</a>&gt;`__: MAINT: fix inco=
rrect \`noexcept\` usage in Cython functions<br>* `#20149 &lt;<a href=3D"ht=
tps://github.com/scipy/scipy/pull/20149" target=3D"_blank">https://github.c=
om/scipy/scipy/pull/20149</a>&gt;`__: BLD: Ensure Python.h is included befo=
re system headers.<br>* `#20153 &lt;<a href=3D"https://github.com/scipy/sci=
py/pull/20153" target=3D"_blank">https://github.com/scipy/scipy/pull/20153<=
/a>&gt;`__: BLD: interpolate: _interpnd_info does not need installing<br>* =
`#20154 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20154" target=3D=
"_blank">https://github.com/scipy/scipy/pull/20154</a>&gt;`__: ENH: sparse:=
 implement fromkeys for _dok_base<br>* `#20163 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/20163" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/20163</a>&gt;`__: MAINT: dev.py: allow --args after --<br>* `#2016=
8 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20168" target=3D"_blan=
k">https://github.com/scipy/scipy/pull/20168</a>&gt;`__: BUG: optimize: Fix=
 constraint condition in inner loop of nnls<br>* `#20172 &lt;<a href=3D"htt=
ps://github.com/scipy/scipy/pull/20172" target=3D"_blank">https://github.co=
m/scipy/scipy/pull/20172</a>&gt;`__: MAINT: (additional) array copy semanti=
cs shims<br>* `#20173 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20=
173" target=3D"_blank">https://github.com/scipy/scipy/pull/20173</a>&gt;`__=
: TST:special:Add partial tests for nrdtrimn and nrdtrisd<br>* `#20174 &lt;=
<a href=3D"https://github.com/scipy/scipy/pull/20174" target=3D"_blank">htt=
ps://github.com/scipy/scipy/pull/20174</a>&gt;`__: DOC: interpolate: \`splr=
ep\` default boundary condition<br>* `#20175 &lt;<a href=3D"https://github.=
com/scipy/scipy/pull/20175" target=3D"_blank">https://github.com/scipy/scip=
y/pull/20175</a>&gt;`__: MAINT: sparse: add missing dict methods to DOK and=
 tests<br>* `#20176 &lt;<a href=3D"https://github.com/scipy/scipy/pull/2017=
6" target=3D"_blank">https://github.com/scipy/scipy/pull/20176</a>&gt;`__: =
MAINT: vulture/ruff fixups<br>* `#20181 &lt;<a href=3D"https://github.com/s=
cipy/scipy/pull/20181" target=3D"_blank">https://github.com/scipy/scipy/pul=
l/20181</a>&gt;`__: MAINT: Avoid \`descr-&gt;elsize\` and use intp for it.<=
br>* `#20183 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20183" targ=
et=3D"_blank">https://github.com/scipy/scipy/pull/20183</a>&gt;`__: BUG: Fi=
x fancy indexing on compressed sparse arrays with mixed...<br>* `#20184 &lt=
;<a href=3D"https://github.com/scipy/scipy/pull/20184" target=3D"_blank">ht=
tps://github.com/scipy/scipy/pull/20184</a>&gt;`__: DOC, DX: Remove version=
 warning banner in latest version<br>* `#20186 &lt;<a href=3D"https://githu=
b.com/scipy/scipy/pull/20186" target=3D"_blank">https://github.com/scipy/sc=
ipy/pull/20186</a>&gt;`__: MAINT: update action. Closes #20180<br>* `#20191=
 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20191" target=3D"_blank=
">https://github.com/scipy/scipy/pull/20191</a>&gt;`__: BUG: Fix shape of s=
ingle Rotation raised to the 0 or 1 power<br>* `#20193 &lt;<a href=3D"https=
://github.com/scipy/scipy/pull/20193" target=3D"_blank">https://github.com/=
scipy/scipy/pull/20193</a>&gt;`__: MAINT: Bump \`npy2_compat.h\` and add te=
mporary pybind11 workaround<br>* `#20195 &lt;<a href=3D"https://github.com/=
scipy/scipy/pull/20195" target=3D"_blank">https://github.com/scipy/scipy/pu=
ll/20195</a>&gt;`__: ENH: linalg: allow readonly arrays in expm et al<br>* =
`#20197 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20197" target=3D=
"_blank">https://github.com/scipy/scipy/pull/20197</a>&gt;`__: TST: linalg:=
 fix complex sort in test_bad_geneig<br>* `#20198 &lt;<a href=3D"https://gi=
thub.com/scipy/scipy/pull/20198" target=3D"_blank">https://github.com/scipy=
/scipy/pull/20198</a>&gt;`__: BLD: update minimum Cython version to 3.0.8<b=
r>* `#20203 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20203" targe=
t=3D"_blank">https://github.com/scipy/scipy/pull/20203</a>&gt;`__: TST: lin=
alg: undo xfail TestEig::test_singular<br>* `#20204 &lt;<a href=3D"https://=
github.com/scipy/scipy/pull/20204" target=3D"_blank">https://github.com/sci=
py/scipy/pull/20204</a>&gt;`__: TST: linalg: add a regression test for a ge=
n eig problem<br>* `#20205 &lt;<a href=3D"https://github.com/scipy/scipy/pu=
ll/20205" target=3D"_blank">https://github.com/scipy/scipy/pull/20205</a>&g=
t;`__: BUG: Fixed \`fftshift()\` in \`ShortTimeFFT\`.<br>* `#20206 &lt;<a h=
ref=3D"https://github.com/scipy/scipy/pull/20206" target=3D"_blank">https:/=
/github.com/scipy/scipy/pull/20206</a>&gt;`__: DOC: clarify role of p in li=
nalg.qr.<br>* `#20209 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20=
209" target=3D"_blank">https://github.com/scipy/scipy/pull/20209</a>&gt;`__=
: CI: move regular macosx_arm64 from cirrus to GHA<br>* `#20210 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/20210" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/20210</a>&gt;`__: BLD: macosx_arm64 wheel build o=
n GHA instead of cirrus<br>* `#20212 &lt;<a href=3D"https://github.com/scip=
y/scipy/pull/20212" target=3D"_blank">https://github.com/scipy/scipy/pull/2=
0212</a>&gt;`__: BUG: linalg/sqrtm: more robust check for real-&gt;complex =
Schur...<br>* `#20215 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20=
215" target=3D"_blank">https://github.com/scipy/scipy/pull/20215</a>&gt;`__=
: MAINT: bump OpenBLAS &quot;the old way&quot;<br>* `#20217 &lt;<a href=3D"=
https://github.com/scipy/scipy/pull/20217" target=3D"_blank">https://github=
.com/scipy/scipy/pull/20217</a>&gt;`__: DOC/MAINT: add examples for nctdtri=
df, nctdtrinc, nctdtrit<br>* `#20218 &lt;<a href=3D"https://github.com/scip=
y/scipy/pull/20218" target=3D"_blank">https://github.com/scipy/scipy/pull/2=
0218</a>&gt;`__: TST: mark linalg.sqrtm test as xfail<br>* `#20221 &lt;<a h=
ref=3D"https://github.com/scipy/scipy/pull/20221" target=3D"_blank">https:/=
/github.com/scipy/scipy/pull/20221</a>&gt;`__: TST: Tweak tols and ignore w=
arnings for more reliable SVD tests<br>* `#20222 &lt;<a href=3D"https://git=
hub.com/scipy/scipy/pull/20222" target=3D"_blank">https://github.com/scipy/=
scipy/pull/20222</a>&gt;`__: DOC add likelihood formula to stats.CensoredDa=
ta<br>* `#20224 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20224" t=
arget=3D"_blank">https://github.com/scipy/scipy/pull/20224</a>&gt;`__: BUG:=
 fix \`cluster.vq.kmeans2\` with minit=3D&#39;++&#39; for 1D data<br>* `#20=
227 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20227" target=3D"_bl=
ank">https://github.com/scipy/scipy/pull/20227</a>&gt;`__: MAINT: remove re=
peated &quot;the&quot; typos<br>* `#20229 &lt;<a href=3D"https://github.com=
/scipy/scipy/pull/20229" target=3D"_blank">https://github.com/scipy/scipy/p=
ull/20229</a>&gt;`__: BUG: linalg: fix int overflow in Cholesky (potrf)<br>=
* `#20231 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20231" target=
=3D"_blank">https://github.com/scipy/scipy/pull/20231</a>&gt;`__: DOC/DX: a=
rray types: update \`_asarray\` description<br>* `#20232 &lt;<a href=3D"htt=
ps://github.com/scipy/scipy/pull/20232" target=3D"_blank">https://github.co=
m/scipy/scipy/pull/20232</a>&gt;`__: BLD: Refactor BLAS/LAPACK wrapper infr=
astructure<br>* `#20233 &lt;<a href=3D"https://github.com/scipy/scipy/pull/=
20233" target=3D"_blank">https://github.com/scipy/scipy/pull/20233</a>&gt;`=
__: DOC: stats.rv_continuous.fit: fix backslashes<br>* `#20235 &lt;<a href=
=3D"https://github.com/scipy/scipy/pull/20235" target=3D"_blank">https://gi=
thub.com/scipy/scipy/pull/20235</a>&gt;`__: DOC: add reference for ARGUS di=
stribution in scipy.stats<br>* `#20236 &lt;<a href=3D"https://github.com/sc=
ipy/scipy/pull/20236" target=3D"_blank">https://github.com/scipy/scipy/pull=
/20236</a>&gt;`__: DOC: fix small typo in array API docs<br>* `#20237 &lt;<=
a href=3D"https://github.com/scipy/scipy/pull/20237" target=3D"_blank">http=
s://github.com/scipy/scipy/pull/20237</a>&gt;`__: MAINT: optimize: update \=
`_direct\` for typos<br>* `#20238 &lt;<a href=3D"https://github.com/scipy/s=
cipy/pull/20238" target=3D"_blank">https://github.com/scipy/scipy/pull/2023=
8</a>&gt;`__: MAINT: revert ARPACK changes from #20227<br>* `#20241 &lt;<a =
href=3D"https://github.com/scipy/scipy/pull/20241" target=3D"_blank">https:=
//github.com/scipy/scipy/pull/20241</a>&gt;`__: BLD: remove use of \`NPY_VI=
SIBILITY_HIDDEN\`<br>* `#20243 &lt;<a href=3D"https://github.com/scipy/scip=
y/pull/20243" target=3D"_blank">https://github.com/scipy/scipy/pull/20243</=
a>&gt;`__: MAINT: Specfun translation into C++<br>* `#20245 &lt;<a href=3D"=
https://github.com/scipy/scipy/pull/20245" target=3D"_blank">https://github=
.com/scipy/scipy/pull/20245</a>&gt;`__: MAINT: Updated _specfun.pyx<br>* `#=
20248 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20248" target=3D"_=
blank">https://github.com/scipy/scipy/pull/20248</a>&gt;`__: MAINT: Removed=
 specfun_lib and updated specfun_wrappers<br>* `#20250 &lt;<a href=3D"https=
://github.com/scipy/scipy/pull/20250" target=3D"_blank">https://github.com/=
scipy/scipy/pull/20250</a>&gt;`__: MAINT: interpolate: const qualify cython=
 arrays<br>* `#20251 &lt;<a href=3D"https://github.com/scipy/scipy/pull/202=
51" target=3D"_blank">https://github.com/scipy/scipy/pull/20251</a>&gt;`__:=
 MAINT:special:Adjust inf values for cdflib<br>* `#20254 &lt;<a href=3D"htt=
ps://github.com/scipy/scipy/pull/20254" target=3D"_blank">https://github.co=
m/scipy/scipy/pull/20254</a>&gt;`__: MAINT: linalg: readability refactor Ri=
ccati equation solver tests<br>* `#20259 &lt;<a href=3D"https://github.com/=
scipy/scipy/pull/20259" target=3D"_blank">https://github.com/scipy/scipy/pu=
ll/20259</a>&gt;`__: BUG: linalg: fix \`expm\` for large arrays<br>* `#2026=
1 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20261" target=3D"_blan=
k">https://github.com/scipy/scipy/pull/20261</a>&gt;`__: BUG:linalg:Remove =
the 2x2 branch in expm<br>* `#20263 &lt;<a href=3D"https://github.com/scipy=
/scipy/pull/20263" target=3D"_blank">https://github.com/scipy/scipy/pull/20=
263</a>&gt;`__: DOC/REL: add missing expired deprecations to 1.12.0 notes<b=
r>* `#20266 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20266" targe=
t=3D"_blank">https://github.com/scipy/scipy/pull/20266</a>&gt;`__: MAINT: s=
tats.wilcoxon: pass \`PermutationMethod\` options to...<br>* `#20270 &lt;<a=
 href=3D"https://github.com/scipy/scipy/pull/20270" target=3D"_blank">https=
://github.com/scipy/scipy/pull/20270</a>&gt;`__: BLD: update dependencies f=
or 1.13.0 release and numpy 2.0<br>* `#20279 &lt;<a href=3D"https://github.=
com/scipy/scipy/pull/20279" target=3D"_blank">https://github.com/scipy/scip=
y/pull/20279</a>&gt;`__: MAINT: 1.13.0rc1 prep [wheel build]<br>* `#20290 &=
lt;<a href=3D"https://github.com/scipy/scipy/pull/20290" target=3D"_blank">=
https://github.com/scipy/scipy/pull/20290</a>&gt;`__: REL: set 1.13.0rc2 un=
released<br>* `#20299 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20=
299" target=3D"_blank">https://github.com/scipy/scipy/pull/20299</a>&gt;`__=
: BUG: Optimize: NewtonCG min crashes with xtol=3D0<br>* `#20313 &lt;<a hre=
f=3D"https://github.com/scipy/scipy/pull/20313" target=3D"_blank">https://g=
ithub.com/scipy/scipy/pull/20313</a>&gt;`__: MAINT: bump pocketfft, MacOS p=
atch<br>* `#20314 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20314"=
 target=3D"_blank">https://github.com/scipy/scipy/pull/20314</a>&gt;`__: BU=
G: sparse: Restore random coordinate ordering to pre-1.12 results<br>* `#20=
318 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20318" target=3D"_bl=
ank">https://github.com/scipy/scipy/pull/20318</a>&gt;`__: BUG: signal: Fix=
 scalar input issue of signal.lfilter<br>* `#20327 &lt;<a href=3D"https://g=
ithub.com/scipy/scipy/pull/20327" target=3D"_blank">https://github.com/scip=
y/scipy/pull/20327</a>&gt;`__: DOC: mention BSpline.insert_knot in the 1.13=
.0 release notes<br>* `#20333 &lt;<a href=3D"https://github.com/scipy/scipy=
/pull/20333" target=3D"_blank">https://github.com/scipy/scipy/pull/20333</a=
>&gt;`__: BUG: sync pocketfft again<br>* `#20337 &lt;<a href=3D"https://git=
hub.com/scipy/scipy/pull/20337" target=3D"_blank">https://github.com/scipy/=
scipy/pull/20337</a>&gt;`__: MAINT: spatial: use cython_lapack in spatial/_=
qhull.pyx<br>* `#20341 &lt;<a href=3D"https://github.com/scipy/scipy/pull/2=
0341" target=3D"_blank">https://github.com/scipy/scipy/pull/20341</a>&gt;`_=
_: BUG: linalg: raise an error in dnrm2(..., incx&lt;0)<br>* `#20345 &lt;<a=
 href=3D"https://github.com/scipy/scipy/pull/20345" target=3D"_blank">https=
://github.com/scipy/scipy/pull/20345</a>&gt;`__: BUG: nelder-mead fix degen=
erate simplex<br>* `#20347 &lt;<a href=3D"https://github.com/scipy/scipy/pu=
ll/20347" target=3D"_blank">https://github.com/scipy/scipy/pull/20347</a>&g=
t;`__: BLD: require pybind11 &gt;=3D2.12.0 for numpy 2.0 compatibility<br>*=
 `#20349 &lt;<a href=3D"https://github.com/scipy/scipy/pull/20349" target=
=3D"_blank">https://github.com/scipy/scipy/pull/20349</a>&gt;`__: Do not se=
gfault in svd(a) with VT.size &gt; INT_MAX<br>* `#20350 &lt;<a href=3D"http=
s://github.com/scipy/scipy/pull/20350" target=3D"_blank">https://github.com=
/scipy/scipy/pull/20350</a>&gt;`__: BUG: optimize: Fix wrong condition to c=
heck invalid optimization...<br>* `#20353 &lt;<a href=3D"https://github.com=
/scipy/scipy/pull/20353" target=3D"_blank">https://github.com/scipy/scipy/p=
ull/20353</a>&gt;`__: DOC: remove outdated NumPy imports note<br>* `#20359 =
&lt;<a href=3D"https://github.com/scipy/scipy/pull/20359" target=3D"_blank"=
>https://github.com/scipy/scipy/pull/20359</a>&gt;`__: ENH: Converting amos=
 to std::complex<br>* `#20361 &lt;<a href=3D"https://github.com/scipy/scipy=
/pull/20361" target=3D"_blank">https://github.com/scipy/scipy/pull/20361</a=
>&gt;`__: ENH: Rest of amos translation<br>* `#20362 &lt;<a href=3D"https:/=
/github.com/scipy/scipy/pull/20362" target=3D"_blank">https://github.com/sc=
ipy/scipy/pull/20362</a>&gt;`__: MAINT, BUG: bump OpenBLAS<br>* `#20364 &lt=
;<a href=3D"https://github.com/scipy/scipy/pull/20364" target=3D"_blank">ht=
tps://github.com/scipy/scipy/pull/20364</a>&gt;`__: BUG: interpolate: Fix w=
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