From Newsgroup: comp.lang.python.announce

Hi all,

On behalf of the SciPy development team, I'm pleased to announce the
release of SciPy 1.12.0.

Sources and binary wheels can be found at:
https://pypi.org/project/scipy/
and at: https://github.com/scipy/scipy/releases/tag/v1.12.0

One of a few ways to install this release with pip:

pip install scipy==1.12.0

==========================
SciPy 1.12.0 Release Notes
==========================

SciPy 1.12.0 is the culmination of 6 months of hard work. It contains
many new features, numerous bug-fixes, improved test coverage and better documentation. There have been a number of deprecations and API changes
in this release, which are documented below. All users are encouraged to upgrade to this release, as there are a large number of bug-fixes and optimizations. Before upgrading, we recommend that users check that
their own code does not use deprecated SciPy functionality (to do so,
run your code with ``python -Wd`` and check for ``DeprecationWarning`` s).
Our development attention will now shift to bug-fix releases on the
1.12.x branch, and on adding new features on the main branch.

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
**************************
- Experimental support for the array API standard has been added to part of
`scipy.special`, and to all of `scipy.fft` and `scipy.cluster`. There are
likely to be bugs and early feedback for usage with CuPy arrays, PyTorch
tensors, and other array API compatible libraries is appreciated. Use the
``SCIPY_ARRAY_API`` environment variable for testing.
- A new class, ``ShortTimeFFT``, provides a more versatile implementation
of the
short-time Fourier transform (STFT), its inverse (ISTFT) as well as the (cross-)
spectrogram. It utilizes an improved algorithm for calculating the ISTFT.
- Several new constructors have been added for sparse arrays, and many operations
now additionally support sparse arrays, further facilitating the migration
from sparse matrices.
- A large portion of the `scipy.stats` API now has improved support for handling
``NaN`` values, masked arrays, and more fine-grained shape-handling. The
accuracy and performance of a number of ``stats`` methods have been
improved,
and a number of new statistical tests and distributions have been added.


************
New features
************

`scipy.cluster` improvements
============================
- Experimental support added for the array API standard; PyTorch tensors,
CuPy arrays and array API compatible array libraries are now accepted
(GPU support is limited to functions with pure Python implementations).
CPU arrays which can be converted to and from NumPy are supported
module-wide and returned arrays will match the input type.
This behaviour is enabled by setting the ``SCIPY_ARRAY_API`` environment
variable before importing ``scipy``. This experimental support is still
under development and likely to contain bugs - testing is very welcome.


`scipy.fft` improvements
========================
- Experimental support added for the array API standard; functions which are
part of the ``fft`` array API standard extension module, as well as the
Fast Hankel Transforms and the basic FFTs which are not in the extension
module, now accept PyTorch tensors, CuPy arrays and array API compatible
array libraries. CPU arrays which can be converted to and from NumPy
arrays
are supported module-wide and returned arrays will match the input type.
This behaviour is enabled by setting the ``SCIPY_ARRAY_API`` environment
variable before importing ``scipy``. This experimental support is still
under
development and likely to contain bugs - testing is very welcome.

`scipy.integrate` improvements
==============================
- Added `scipy.integrate.cumulative_simpson` for cumulative quadrature
from sampled data using Simpson's 1/3 rule.

`scipy.interpolate` improvements
================================
- New class ``NdBSpline`` represents tensor-product splines in N dimensions.
This class only knows how to evaluate a tensor product given coefficients
and knot vectors. This way it generalizes ``BSpline`` for 1D data to N-D,
and
parallels ``NdPPoly`` (which represents N-D tensor product polynomials).
Evaluations exploit the localized nature of b-splines.
- ``NearestNDInterpolator.__call__`` accepts ``**query_options``, which are
passed through to the ``KDTree.query`` call to find nearest neighbors.
This
allows, for instance, to limit the neighbor search distance and
parallelize
the query using the ``workers`` keyword.
- ``BarycentricInterpolator`` now allows computing the derivatives.
- It is now possible to change interpolation values in an existing
``CloughTocher2DInterpolator`` instance, while also saving the barycentric
coordinates of interpolation points.

`scipy.linalg` improvements
===========================
- Access to new low-level LAPACK functions is provided via ``dtgsyl`` and
``stgsyl``.

`scipy.ndimage` improvements
============================


`scipy.optimize` improvements
=============================
- `scipy.optimize.isotonic_regression` has been added to allow
nonparametric isotonic
regression.
- `scipy.optimize.nnls` is rewritten in Python and now implements the
so-called
fnnls or fast nnls, making it more efficient for high-dimensional
problems.
- The result object of `scipy.optimize.root` and
`scipy.optimize.root_scalar`
now reports the method used.
- The ``callback`` method of `scipy.optimize.differential_evolution` can
now be
passed more detailed information via the ``intermediate_results`` keyword
parameter. Also, the evolution ``strategy`` now accepts a callable for
additional customization. The performance of ``differential_evolution``
has
also been improved.
- `scipy.optimize.minimize` method ``Newton-CG`` now supports functions that
return sparse Hessian matrices/arrays for the ``hess`` parameter and is slightly
more efficient.
- `scipy.optimize.minimize` method ``BFGS`` now accepts an initial estimate
for the
inverse of the Hessian, which allows for more efficient workflows in some
circumstances. The new parameter is ``hess_inv0``.
- `scipy.optimize.minimize` methods ``CG``, ``Newton-CG``, and ``BFGS`` now accept
parameters ``c1`` and ``c2``, allowing specification of the Armijo and curvature rule
parameters, respectively.
- `scipy.optimize.curve_fit` performance has improved due to more efficient memoization
of the callable function.

`scipy.signal` improvements
===========================
- ``freqz``, ``freqz_zpk``, and ``group_delay`` are now more accurate
when ``fs`` has a default value.
- The new class ``ShortTimeFFT`` provides a more versatile implementation
of the
short-time Fourier transform (STFT), its inverse (ISTFT) as well as the (cross-)
spectrogram. It utilizes an improved algorithm for calculating the ISTFT based on
dual windows and provides more fine-grained control of the
parametrization especially
in regard to scaling and phase-shift. Functionality was implemented to
ease
working with signal and STFT chunks. A section has been added to the
"SciPy User Guide"
providing algorithmic details. The functions ``stft``, ``istft`` and ``spectrogram``
have been marked as legacy.

`scipy.sparse` improvements
===========================
- ``sparse.linalg`` iterative solvers ``sparse.linalg.cg``,
``sparse.linalg.cgs``, ``sparse.linalg.bicg``, ``sparse.linalg.bicgstab``,
``sparse.linalg.gmres``, and ``sparse.linalg.qmr`` are rewritten in
Python.
- Updated vendored SuperLU version to ``6.0.1``, along with a few additional
fixes.
- Sparse arrays have gained additional constructors: ``eye_array``,
``random_array``, ``block_array``, and ``identity``. ``kron`` and
``kronsum``
have been adjusted to additionally support operation on sparse arrays.
- Sparse matrices now support a transpose with ``axes=(1, 0)``, to mirror
the ``.T`` method.
- ``LaplacianNd`` now allows selection of the largest subset of eigenvalues,
and additionally now supports retrieval of the corresponding eigenvectors.
The performance of ``LaplacianNd`` has also been improved.
- The performance of ``dok_matrix`` and ``dok_array`` has been improved,
and their inheritance behavior should be more robust.
- ``hstack``, ``vstack``, and ``block_diag`` now work with sparse arrays,
and
preserve the input sparse type.
- A new function, `scipy.sparse.linalg.matrix_power`, has been added,
allowing
for exponentiation of sparse arrays.


`scipy.spatial` improvements
============================
- Two new methods were implemented for ``spatial.transform.Rotation``:
``__pow__`` to raise a rotation to integer or fractional power and
``approx_equal`` to check if two rotations are approximately equal.
- The method ``Rotation.align_vectors`` was extended to solve a constrained
alignment problem where two vectors are required to be aligned precisely.
Also when given a single pair of vectors, the algorithm now returns the
rotation with minimal magnitude, which can be considered as a minor
backward incompatible change.
- A new representation for ``spatial.transform.Rotation`` called Davenport
angles is available through ``from_davenport`` and ``as_davenport``
methods.
- Performance improvements have been added to ``distance.hamming`` and
``distance.correlation``.
- Improved performance of ``SphericalVoronoi`` ``sort_vertices_of_regions``
and two dimensional area calculations.

`scipy.special` improvements
============================
- Added `scipy.special.stirling2` for computation of Stirling numbers of the
second kind. Both exact calculation and an asymptotic approximation
(the default) are supported via ``exact=True`` and ``exact=False`` (the
default) respectively.
- Added `scipy.special.betaincc` for computation of the complementary
incomplete Beta function and `scipy.special.betainccinv` for computation
of
its inverse.
- Improved precision of `scipy.special.betainc` and
`scipy.special.betaincinv`.
- Experimental support added for alternative backends: functions
`scipy.special.log_ndtr`, `scipy.special.ndtr`, `scipy.special.ndtri`,
`scipy.special.erf`, `scipy.special.erfc`, `scipy.special.i0`,
`scipy.special.i0e`, `scipy.special.i1`, `scipy.special.i1e`,
`scipy.special.gammaln`, `scipy.special.gammainc`,
`scipy.special.gammaincc`,
`scipy.special.logit`, and `scipy.special.expit` now accept PyTorch
tensors
and CuPy arrays. These features are still under development and likely to
contain bugs, so they are disabled by default; enable them by setting a
``SCIPY_ARRAY_API`` environment variable to ``1`` before importing ``scipy``.
Testing is appreciated!


`scipy.stats` improvements
==========================
- Added `scipy.stats.quantile_test`, a nonparametric test of whether a
hypothesized value is the quantile associated with a specified
probability.
The ``confidence_interval`` method of the result object gives a confidence
interval of the quantile.
- `scipy.stats.sampling.FastGeneratorInversion` provides a convenient
interface to fast random sampling via numerical inversion of distribution
CDFs.
- `scipy.stats.geometric_discrepancy` adds geometric/topological discrepancy
metrics for random samples.
- `scipy.stats.multivariate_normal` now has a ``fit`` method for fitting
distribution parameters to data via maximum likelihood estimation.
- `scipy.stats.bws_test` performs the Baumgartner-Weiss-Schindler test of
whether two-samples were drawn from the same distribution.
- `scipy.stats.jf_skew_t` implements the Jones and Faddy skew-t
distribution.
- `scipy.stats.anderson_ksamp` now supports a permutation version of the
test
using the ``method`` parameter.
- The ``fit`` methods of `scipy.stats.halfcauchy`,
`scipy.stats.halflogistic`, and
`scipy.stats.halfnorm` are faster and more accurate.
- `scipy.stats.beta` ``entropy`` accuracy has been improved for extreme
values of
distribution parameters.
- The accuracy of ``sf`` and/or ``isf`` methods have been improved for
several distributions: `scipy.stats.burr`, `scipy.stats.hypsecant`,
`scipy.stats.kappa3`, `scipy.stats.loglaplace`, `scipy.stats.lognorm`,
`scipy.stats.lomax`, `scipy.stats.pearson3`, `scipy.stats.rdist`, and
`scipy.stats.pareto`.
- The following functions now support parameters ``axis``, ``nan_policy``,
and
``keep_dims``: `scipy.stats.entropy`, `scipy.stats.differential_entropy`,
`scipy.stats.variation`, `scipy.stats.ansari`, `scipy.stats.bartlett`,
`scipy.stats.levene`, `scipy.stats.fligner`, `scipy.stats.circmean`,
`scipy.stats.circvar`, `scipy.stats.circstd`, `scipy.stats.tmean`,
`scipy.stats.tvar`, `scipy.stats.tstd`, `scipy.stats.tmin`, `scipy.stats.tmax`,
and `scipy.stats.tsem`.
- The ``logpdf`` and ``fit`` methods of `scipy.stats.skewnorm` have been improved.
- The beta negative binomial distribution is implemented as `scipy.stats.betanbinom`.
- Improved performance of `scipy.stats.invwishart` ``rvs`` and ``logpdf``.
- A source of intermediate overflow in `scipy.stats.boxcox_normmax` with
``method='mle'`` has been eliminated, and the returned value of ``lmbda``
is
constrained such that the transformed data will not overflow.
- `scipy.stats.nakagami` ``stats`` is more accurate and reliable.
- A source of intermediate overflow in `scipy.norminvgauss.pdf` has been eliminated.
- Added support for masked arrays to `scipy.stats.circmean`, `scipy.stats.circvar`,
`scipy.stats.circstd`, and `scipy.stats.entropy`.
- `scipy.stats.dirichlet` has gained a new covariance (``cov``) method.
- Improved accuracy of ``entropy`` method of `scipy.stats.multivariate_t`
for large
degrees of freedom.
- `scipy.stats.loggamma` has an improved ``entropy`` method.



*******************
Deprecated features
*******************

- Error messages have been made clearer for objects that don't exist in the
public namespace and warnings sharpened for private attributes that are
not
supposed to be imported at all.
- `scipy.signal.cmplx_sort` has been deprecated and will be removed in
SciPy 1.15. A replacement you can use is provided in the deprecation
message.
- Values the the argument ``initial`` of
`scipy.integrate.cumulative_trapezoid`
other than ``0`` and ``None`` are now deprecated.
- `scipy.stats.rvs_ratio_uniforms` is deprecated in favour of
`scipy.stats.sampling.RatioUniforms`
- `scipy.integrate.quadrature` and `scipy.integrate.romberg` have been
deprecated due to accuracy issues and interface shortcomings. They will
be removed in SciPy 1.15. Please use `scipy.integrate.quad` instead.
- Coinciding with upcoming changes to function signatures (e.g. removal of a
deprecated keyword), we are deprecating positional use of keyword
arguments
for the affected functions, which will raise an error starting with
SciPy 1.14. In some cases, this has delayed the originally announced
removal date, to give time to respond to the second part of the
deprecation.
Affected functions are:

- ``linalg.{eigh, eigvalsh, pinv}``
- ``integrate.simpson``
- ``signal.{firls, firwin, firwin2, remez}``
- ``sparse.linalg.{bicg, bicgstab, cg, cgs, gcrotmk, gmres, lgmres,
minres, qmr, tfqmr}``
- ``special.comb``
- ``stats.kendalltau``

- All wavelet functions have been deprecated, as PyWavelets provides
suitable
implementations; affected functions are: ``signal.{daub, qmf, cascade,
morlet, morlet2, ricker, cwt}``
- ``scipy.integrate.trapz``, ``scipy.integrate.cumtrapz``, and ``scipy.integrate.simps`` have
been deprecated in favour of `scipy.integrate.trapezoid`, `scipy.integrate.cumulative_trapezoid`,
and `scipy.integrate.simpson` respectively and will be removed in SciPy
1.14.
- The ``tol`` argument of ``scipy.sparse.linalg.{bcg,bicstab,cg,cgs,gcrotmk,gmres,lgmres,minres,qmr,tfqmr}``
is now deprecated in favour of ``rtol`` and will be removed in SciPy 1.14.
Furthermore, the default value of ``atol`` for these functions is due
to change to ``0.0`` in SciPy 1.14.



*********************
Expired Deprecations
*********************
There is an ongoing effort to follow through on long-standing deprecations.
The following previously deprecated features are affected:

- The ``centered`` keyword of `scipy.stats.qmc.LatinHypercube` has been removed.
Use ``scrambled=False`` instead of ``centered=True``.
- ``scipy.stats.binom_test`` has been removed in favour of `scipy.stats.binomtest`.
- In `scipy.stats.iqr`, the use of ``scale='raw'`` has been removed in
favour
of ``scale=1``.


******************************
Backwards incompatible changes
******************************

*************
Other changes
*************
- The arguments used to compile and link SciPy are now available via
``show_config``.



*******
Authors
*******

* Name (commits)
* endolith (1)
* h-vetinari (34)
* Tom Adamczewski (3) +
* Anudeep Adiraju (1) +
* akeemlh (1)
* Alex Amadori (2) +
* Raja Yashwanth Avantsa (2) +
* Seth Axen (1) +
* Ross Barnowski (1)
* Dan Barzilay (1) +
* Ashish Bastola (1) +
* Christoph Baumgarten (2)
* Ben Beasley (3) +
* Doron Behar (1)
* Peter Bell (1)
* Sebastian Berg (1)
* Ben Boeckel (1) +
* David Boetius (1) +
* Matt Borland (1)
* Jake Bowhay (103)
* Larry Bradley (1) +
* Dietrich Brunn (5)
* Evgeni Burovski (102)
* Matthias Bussonnier (18)
* CJ Carey (6)
* Colin Carroll (1) +
* Aadya Chinubhai (1) +
* Luca Citi (1)
* Lucas Colley (141) +
* com3dian (1) +
* Anirudh Dagar (4)
* Danni (1) +
* Dieter Werthmüller (1)
* John Doe (2) +
* Philippe DONNAT (2) +
* drestebon (1) +
* Thomas Duvernay (1)
* elbarso (1) +
* emilfrost (2) +
* Paul Estano (8) +
* Evandro (2)
* Franz Király (1) +
* Nikita Furin (1) +
* gabrielthomsen (1) +
* Lukas Geiger (9) +
* Artem Glebov (22) +
* Caden Gobat (1)
* Ralf Gommers (127)
* Alexander Goscinski (2) +
* Rohit Goswami (2) +
* Olivier Grisel (1)
* Matt Haberland (244)
* Charles Harris (1)
* harshilkamdar (1) +
* Alon Hovav (2) +
* Gert-Ludwig Ingold (1)
* Romain Jacob (1) +
* jcwhitehead (1) +
* Julien Jerphanion (13)
* He Jia (1)
* JohnWT (1) +
* jokasimr (1) +
* Evan W Jones (1)
* Karen Róbertsdóttir (1) +
* Ganesh Kathiresan (1)
* Robert Kern (11)
* Andrew Knyazev (4)
* Uwe L. Korn (1) +
* Rishi Kulkarni (1)
* Kale Kundert (3) +
* Jozsef Kutas (2)
* Kyle0 (2) +
* Robert Langefeld (1) +
* Jeffrey Larson (1) +
* Jessy Lauer (1) +
* lciti (1) +
* Hoang Le (1) +
* Antony Lee (5)
* Thilo Leitzbach (4) +
* LemonBoy (2) +
* Ellie Litwack (8) +
* Thomas Loke (4) +
* Malte Londschien (1) +
* Christian Lorentzen (6)
* Adam Lugowski (10) +
* lutefiskhotdish (1)
* mainak33 (1) +
* Ben Mares (11) +
* mart-mihkel (2) +
* Mateusz Sokół (24) +
* Nikolay Mayorov (4)
* Nicholas McKibben (1)
* Melissa Weber Mendonça (7)
* Michał Górny (1)
* Kat Mistberg (2) +
* mkiffer (1) +
* mocquin (1) +
* Nicolas Mokus (2) +
* Sturla Molden (1)
* Roberto Pastor Muela (3) +
* Bijay Nayak (1) +
* Andrew Nelson (105)
* Praveer Nidamaluri (3) +
* Lysandros Nikolaou (2)
* Dimitri Papadopoulos Orfanos (7)
* Pablo Rodríguez Pérez (1) +
* Dimitri Papadopoulos (2)
* Tirth Patel (14)
* Kyle Paterson (1) +
* Paul (4) +
* Yann Pellegrini (2) +
* Matti Picus (4)
* Ilhan Polat (36)
* Pranav (1) +
* Bharat Raghunathan (1)
* Chris Rapson (1) +
* Matteo Raso (4)
* Tyler Reddy (215)
* Martin Reinecke (1)
* Tilo Reneau-Cardoso (1) +
* resting-dove (2) +
* Simon Segerblom Rex (4)
* Lucas Roberts (2)
* Pamphile Roy (31)
* Feras Saad (3) +
* Atsushi Sakai (3)
* Masahiro Sakai (2) +
* Omar Salman (14)
* Andrej Savikin (1) +
* Daniel Schmitz (55)
* Dan Schult (19)
* Scott Shambaugh (9)
* Sheila-nk (2) +
* Mauro Silberberg (3) +
* Maciej Skorski (1) +
* Laurent Sorber (1) +
* Albert Steppi (28)
* Kai Striega (1)
* Saswat Susmoy (1) +
* Alex Szatmary (1) +
* Søren Fuglede Jørgensen (3)
* othmane tamri (3) +
* Ewout ter Hoeven (1)
* Will Tirone (1)
* TLeitzbach (1) +
* Kevin Topolski (1) +
* Edgar Andrés Margffoy Tuay (1)
* Dipansh Uikey (1) +
* Matus Valo (3)
* Christian Veenhuis (2)
* Nicolas Vetsch (1) +
* Isaac Virshup (7)
* Hielke Walinga (2) +
* Stefan van der Walt (2)
* Warren Weckesser (7)
* Bernhard M. Wiedemann (4)
* Levi John Wolf (1)
* Xuefeng Xu (4) +
* Rory Yorke (2)
* YoussefAli1 (1) +
* Irwin Zaid (4) +
* Jinzhe Zeng (1) +
* JIMMY ZHAO (1) +

A total of 163 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 1.12.0
************************

* `#2725 <https://github.com/scipy/scipy/issues/2725>`__: Barycentric interpolation should allow evaluation of derivatives
* `#4244 <https://github.com/scipy/scipy/issues/4244>`__: betaincinv
accuracy
* `#4677 <https://github.com/scipy/scipy/issues/4677>`__: Unexpected
behavior from scipy.special.btdtri
* `#4819 <https://github.com/scipy/scipy/issues/4819>`__: Comparison
operator overloading doesn't work with sparse matrices
* `#5022 <https://github.com/scipy/scipy/issues/5022>`__: bicg returns last iterate, not the smallest-residue vector
* `#6198 <https://github.com/scipy/scipy/issues/6198>`__: callback for
Krylov methods
* `#7241 <https://github.com/scipy/scipy/issues/7241>`__: ENH: Implement Chandrupatla's algorithm for root finding (simpler/faster...
* `#8792 <https://github.com/scipy/scipy/issues/8792>`__: Newton-CG throws error when Hessian is a \`scipy.sparse\` class
* `#9527 <https://github.com/scipy/scipy/issues/9527>`__: Anderson-Darling ksamples can not estimate p-values beyond given...
* `#11516 <https://github.com/scipy/scipy/issues/11516>`__: Recommend
ccache for benchmarks in contributor documentation
* `#12017 <https://github.com/scipy/scipy/issues/12017>`__: Expose FACTOR parameter instead of using magic number in scipy.optimize.nnls
* `#12748 <https://github.com/scipy/scipy/issues/12748>`__: Convergence
issue of GMRES
* `#12796 <https://github.com/scipy/scipy/issues/12796>`__: BUG: nonmonotonicity in betaincinv, btdtri, stats.beta.ppf
* `#13306 <https://github.com/scipy/scipy/issues/13306>`__: griddata with multiple data values
* `#13437 <https://github.com/scipy/scipy/issues/13437>`__: DOC: Add
example as to how to use solve_ivp to solve complex...
* `#14037 <https://github.com/scipy/scipy/issues/14037>`__: ENH: other
quality metrics for random sampling
* `#14480 <https://github.com/scipy/scipy/issues/14480>`__: LSODA implementation of dense output yields incorrect result
* `#15676 <https://github.com/scipy/scipy/issues/15676>`__: ENH: Implement \`multivariate_normal.fit\`
* `#15738 <https://github.com/scipy/scipy/issues/15738>`__: DEP: change
default of atol in \`scipy.sparse.linalg.\*\`
* `#16729 <https://github.com/scipy/scipy/issues/16729>`__: _fitpack /
dfitpack duplication
* `#16880 <https://github.com/scipy/scipy/issues/16880>`__: ENH: Add Rotation.align_vector
* `#17290 <https://github.com/scipy/scipy/issues/17290>`__: ENH: multi dimensional wasserstein/earth mover distance in Scipy
* `#17398 <https://github.com/scipy/scipy/issues/17398>`__: BUG:
Documentation for \`scipy.optimize.differential_evolution\`...
* `#17462 <https://github.com/scipy/scipy/issues/17462>`__: ENH: Create Rotations by aligning a primary axis and best-fitting...
* `#17493 <https://github.com/scipy/scipy/issues/17493>`__: BUG: stats: Occasional failures of some tests of \`levy_stable\`
* `#17572 <https://github.com/scipy/scipy/issues/17572>`__: BUG:
Deprecation warning says to use non-existent symbols
* `#17706 <https://github.com/scipy/scipy/issues/17706>`__: ENH: add
isotonic regression
* `#17734 <https://github.com/scipy/scipy/issues/17734>`__: BUG: dijkstra algorithm is returning different results in v1.10...
* `#17744 <https://github.com/scipy/scipy/issues/17744>`__: BUG: test_maxiter_worsening[lgmres] failed on riscv
* `#17756 <https://github.com/scipy/scipy/issues/17756>`__: DOC: dimension clarification in \`directed_hausdorff \`
* `#17771 <https://github.com/scipy/scipy/issues/17771>`__: BUG: cannot
import ODEintWarning from scipy.integrate
* `#17864 <https://github.com/scipy/scipy/issues/17864>`__: ENH: feature request for initial hessian estimate in scipy bfgs...
* `#17890 <https://github.com/scipy/scipy/issues/17890>`__: ENH: Stirling Numbers of the second Kind
* `#18093 <https://github.com/scipy/scipy/issues/18093>`__: BUG: entropy calculations failing for large values
* `#18279 <https://github.com/scipy/scipy/issues/18279>`__: BUG:
deprecation warnings for private API are misleading
* `#18316 <https://github.com/scipy/scipy/issues/18316>`__: DOC: update scipy.stats.truncnorm.rvs example
* `#18389 <https://github.com/scipy/scipy/issues/18389>`__: BUG:
Yeo-Johnson Power Transformer gives Numpy warning
* `#18404 <https://github.com/scipy/scipy/issues/18404>`__: ENH: Add
wrapper for LAPACK functions stgsyl and dtgsyl
* `#18432 <https://github.com/scipy/scipy/issues/18432>`__: BUG: levy_stable.pdf does not use pdf_default_method_name attribute
* `#18452 <https://github.com/scipy/scipy/issues/18452>`__: BUG: DST 2 and
3 with \`norm="ortho"\` are not orthogonal
* `#18457 <https://github.com/scipy/scipy/issues/18457>`__: DOC: clarify
that \`prewitt\` filter does not return the magnitude...
* `#18506 <https://github.com/scipy/scipy/issues/18506>`__: BUG: Strange behavior of scipy.stats.hypergeom.sf function with...
* `#18511 <https://github.com/scipy/scipy/issues/18511>`__: BUG: Incorrect hypergeometric mean calculation
* `#18564 <https://github.com/scipy/scipy/issues/18564>`__: BUG: \`rv_discrete\` fails when support is unbounded below
* `#18568 <https://github.com/scipy/scipy/issues/18568>`__: BUG: circe-ci eigenvalue-LOBPCG benchmarks do not check accuracy...
* `#18577 <https://github.com/scipy/scipy/issues/18577>`__: DEP: deprecate positional arguments in \`sparse.gmres\`
* `#18578 <https://github.com/scipy/scipy/issues/18578>`__: DEP: deprecate positional arguments in \`stats.kendalltau\`
* `#18579 <https://github.com/scipy/scipy/issues/18579>`__: DEP: deprecate positional arguments in \`firwin\*\`
* `#18580 <https://github.com/scipy/scipy/issues/18580>`__: DEP: removal of \`scale='raw'\` in \`iqr\`
* `#18581 <https://github.com/scipy/scipy/issues/18581>`__: DEP: removal of \`stats.binom_test\`
* `#18582 <https://github.com/scipy/scipy/issues/18582>`__: DEP: removal of parameter \`centered\` of \`stats.qmc.LatinHypercube\`
* `#18592 <https://github.com/scipy/scipy/issues/18592>`__: Semantics of
sparse array creation functions
* `#18637 <https://github.com/scipy/scipy/issues/18637>`__: BUG: Anaconda environment creation with python 3.11
* `#18639 <https://github.com/scipy/scipy/issues/18639>`__: ENH: \`multivariate_normal.rvs\` extremely slow
* `#18643 <https://github.com/scipy/scipy/issues/18643>`__: DOC: Problem
with the randint description
* `#18647 <https://github.com/scipy/scipy/issues/18647>`__: BUG: dgbmv
gives "(len(x)>offx+(trans==0?m-1:n-1)\*abs(incx))...
* `#18651 <https://github.com/scipy/scipy/issues/18651>`__: DOC: Missing
equal sign in equation of Lomb-Scargle periodogram
* `#18669 <https://github.com/scipy/scipy/issues/18669>`__: DOC: sparse
docs "matrix" and "array" mixup
* `#18680 <https://github.com/scipy/scipy/issues/18680>`__: stats: XSLOW
test failures in TestFit
* `#18702 <https://github.com/scipy/scipy/issues/18702>`__: DEP: deprecate aliased integration methods that are (close to)...
* `#18721 <https://github.com/scipy/scipy/issues/18721>`__: TST: Cause of \`test_linsolve.py\` test failure
* `#18748 <https://github.com/scipy/scipy/issues/18748>`__: [DOC] Incorrect docstring for \`boxcox_normmax\` argument \`method="mle"\`,...
* `#18836 <https://github.com/scipy/scipy/issues/18836>`__: DOC: API
reference doesn't point users to replacement for interp1d
* `#18838 <https://github.com/scipy/scipy/issues/18838>`__: BUG:
stats.burr12: distribution returns invalid moments
* `#18839 <https://github.com/scipy/scipy/issues/18839>`__: ENH:
concatenating sparse arrays should return sparse arrays
* `#18849 <https://github.com/scipy/scipy/issues/18849>`__: BUG: \`python dev.py bench\` fails
* `#18860 <https://github.com/scipy/scipy/issues/18860>`__: BUG/BENCH: clough_tocher benchmark fails
* `#18864 <https://github.com/scipy/scipy/issues/18864>`__: BUG: curve_fit memoization causes significant overhead in function...
* `#18868 <https://github.com/scipy/scipy/issues/18868>`__: CI/BENCH: Fail
on error
* `#18876 <https://github.com/scipy/scipy/issues/18876>`__: DOC: integrate: clarify that event and jac must have the same...
* `#18881 <https://github.com/scipy/scipy/issues/18881>`__: DOC: lobpcg examples improvement
* `#18903 <https://github.com/scipy/scipy/issues/18903>`__: DOC: links in hacking.rst go back to hacking.rst instead of their...
* `#18939 <https://github.com/scipy/scipy/issues/18939>`__: ENH: add new representations for Sakurai and Mikota matrices...
* `#18944 <https://github.com/scipy/scipy/issues/18944>`__: How to change
the default setup for using res.plot()
* `#18953 <https://github.com/scipy/scipy/issues/18953>`__: BUG: \`\`scipy.optimize._differentialevolution\`\` incorrectly...
* `#18966 <https://github.com/scipy/scipy/issues/18966>`__: BUG: \`PyArray_MAX\` no longer available in \`numpy/arrayobject.h\`
* `#18981 <https://github.com/scipy/scipy/issues/18981>`__: ENH: Publish musllinux wheels to PyPI
* `#18984 <https://github.com/scipy/scipy/issues/18984>`__: DOC: scipy.stats.lognorm — SciPy v1.12.0.dev Manual
* `#18987 <https://github.com/scipy/scipy/issues/18987>`__: BUG:
reproducible builds problem in _
stats_pythran.cpython-311-x86_64-linux-gnu.so
* `#19008 <https://github.com/scipy/scipy/issues/19008>`__: DOC: error in scipy.integrate.DOP853
* `#19009 <https://github.com/scipy/scipy/issues/19009>`__: DOC: Maybe a
typo on the parameter 'alternative' in the Mann-Whitney...
* `#19024 <https://github.com/scipy/scipy/issues/19024>`__: BUG: #18481
made BFGS minimization less accurate
* `#19039 <https://github.com/scipy/scipy/issues/19039>`__: BUG:
stats.zscore returns all NaN if given masked array with...
* `#19049 <https://github.com/scipy/scipy/issues/19049>`__: TST: add test
for gh-17918
* `#19056 <https://github.com/scipy/scipy/issues/19056>`__: ENH: add
computing a selected number \`m\` of extreme eigenpairs...
* `#19063 <https://github.com/scipy/scipy/issues/19063>`__: DOC: typo in scipy.linalg.pinv.html
* `#19075 <https://github.com/scipy/scipy/issues/19075>`__: ENH: Allow to choose line-search parameters in related optimization...
* `#19082 <https://github.com/scipy/scipy/issues/19082>`__: MAINT, REL: Programming Language directive
* `#19090 <https://github.com/scipy/scipy/issues/19090>`__: BUG:
root_scalar (newton method), inconsistent objective function...
* `#19092 <https://github.com/scipy/scipy/issues/19092>`__: ENH: update vendored SuperLU version
* `#19098 <https://github.com/scipy/scipy/issues/19098>`__: ENH: add method
in RootResults of root_scalar and root
* `#19102 <https://github.com/scipy/scipy/issues/19102>`__: BUG: \`least_squares\` with \`method='trf'\` with initial params...
* `#19117 <https://github.com/scipy/scipy/issues/19117>`__: TST/MAINT: \`AssertionError\`s with fresh build on M1 macOS
* `#19118 <https://github.com/scipy/scipy/issues/19118>`__: BUG: \`np\`-coercible array-likes are not accepted with array...
* `#19140 <https://github.com/scipy/scipy/issues/19140>`__: DOC: stats: alternative loc-scale handling in levy_stable
* `#19147 <https://github.com/scipy/scipy/issues/19147>`__: BUG: asfarray
is removed from numpy
* `#19150 <https://github.com/scipy/scipy/issues/19150>`__: build warnings
from pythran (?)
* `#19158 <https://github.com/scipy/scipy/issues/19158>`__: BUG: Source archives have bogus timestamps
* `#19161 <https://github.com/scipy/scipy/issues/19161>`__: ENH: allow \`sparse_matrix.transpose(axes=(1, 0))\`
* `#19167 <https://github.com/scipy/scipy/issues/19167>`__: BUG: build
graph non-determinism
* `#19177 <https://github.com/scipy/scipy/issues/19177>`__: TST: SphericalVoronoi tests not sensitive to regions internal...
* `#19185 <https://github.com/scipy/scipy/issues/19185>`__: BUG: minimize_scalar not checking entire area specified by bounds
* `#19188 <https://github.com/scipy/scipy/issues/19188>`__: DOC: 1D arrays
with KDTree
* `#19190 <https://github.com/scipy/scipy/issues/19190>`__: TST: skip
reason incorrect in some cases, related to array API...
* `#19193 <https://github.com/scipy/scipy/issues/19193>`__: DOC: typo in scipy.stats.Covariance
* `#19241 <https://github.com/scipy/scipy/issues/19241>`__: BUG: utils from scipy.sparse.sputils are not available from scipy.sparse...
* `#19273 <https://github.com/scipy/scipy/issues/19273>`__: Calculation of frequencies w is not accurate when fs is default...
* `#19276 <https://github.com/scipy/scipy/issues/19276>`__: MAINT: array
types: make \`compliance_scipy\` more strict
* `#19332 <https://github.com/scipy/scipy/issues/19332>`__: ENH: help \`skewnorm.fit\` find global minimum
* `#19352 <https://github.com/scipy/scipy/issues/19352>`__: CI, BUILD:
SciPy build failure with Cython 3.0.3 (bisected)
* `#19363 <https://github.com/scipy/scipy/issues/19363>`__: DOC:
inconsistent terminology at scipy.interpolate.griddata.html
* `#19373 <https://github.com/scipy/scipy/issues/19373>`__: DOC:
interpolate: add note to BarycentricInterpolator.add_xi...
* `#19396 <https://github.com/scipy/scipy/issues/19396>`__: BUG: L-BFGS-B
has surprisingly high memory consumption
* `#19398 <https://github.com/scipy/scipy/issues/19398>`__: BUG: Missing assertion in test_filter_design.py
* `#19406 <https://github.com/scipy/scipy/issues/19406>`__: CI, MAINT:
known CI issue with NumPy main/latest
* `#19442 <https://github.com/scipy/scipy/issues/19442>`__: BUG: Error collecting tests due to inconsistent parameterization...
* `#19448 <https://github.com/scipy/scipy/issues/19448>`__: DOC:fft: next_fast_len signature is empty in docs
* `#19490 <https://github.com/scipy/scipy/issues/19490>`__: MAINT: lint:
fail inventory
* `#19544 <https://github.com/scipy/scipy/issues/19544>`__: DOC/MAINT: refguide-check errors
* `#19553 <https://github.com/scipy/scipy/issues/19553>`__: BUG: Test suite leaks file descriptors (\`OSError: [Errno 24]...
* `#19565 <https://github.com/scipy/scipy/issues/19565>`__: DOC/DX: \`meson-python\` missing from 'required build dependencies'
* `#19568 <https://github.com/scipy/scipy/issues/19568>`__: DOC/DX: \`cd scipy\` missing from 'Building from source'
* `#19575 <https://github.com/scipy/scipy/issues/19575>`__: BUG: scipy.ndimage.watershed_ift cost data type is too small...
* `#19577 <https://github.com/scipy/scipy/issues/19577>`__: Windows build problems related to fast matrix market parts
* `#19599 <https://github.com/scipy/scipy/issues/19599>`__: ENH: Returning NotImplemented when multiplying sparse arrays...
* `#19612 <https://github.com/scipy/scipy/issues/19612>`__: ENH: add best
cost function evaluation to differential evolution...
* `#19616 <https://github.com/scipy/scipy/issues/19616>`__: BUG: Normal
Inverse Gaussian numerically unstable
* `#19620 <https://github.com/scipy/scipy/issues/19620>`__: _lib: Test
error in test_warning_calls_filters because of a Python...
* `#19636 <https://github.com/scipy/scipy/issues/19636>`__: DOC: issue in documentation for the callback argument in scipy.optimize.minimize
* `#19640 <https://github.com/scipy/scipy/issues/19640>`__: CI, MAINT: pre-release job failures with scipy-openblas32
* `#19726 <https://github.com/scipy/scipy/issues/19726>`__: BUG: 1.12.0rc1: build failure on windows due to macro collision...
* `#19747 <https://github.com/scipy/scipy/issues/19747>`__: BUG: Invalid \`IndexError\` from \`scipy.stats.nbinom.logcdf\`
* `#19795 <https://github.com/scipy/scipy/issues/19795>`__: MAINT: need
stable Pythran release for SciPy 1.12.0 RC2
* `#19804 <https://github.com/scipy/scipy/issues/19804>`__: MAINT/TST:
Warnings failing test suite with \`pytest 8\`
* `#19852 <https://github.com/scipy/scipy/issues/19852>`__: CI, MAINT:
Windows 3.11 CI failure with file access issue
* `#19906 <https://github.com/scipy/scipy/issues/19906>`__: BUG: 1.12.0rc2 SciPy rather than scipy in \`pip list\` output

************************
Pull requests for 1.12.0
************************

* `#12680 <https://github.com/scipy/scipy/pull/12680>`__: ENH: stats: add nonparametric one-sample quantile test and CI
* `#14103 <https://github.com/scipy/scipy/pull/14103>`__: DOC: integrate:
Add complex matrix DE solution to examples
* `#14552 <https://github.com/scipy/scipy/pull/14552>`__: BUG: Fix LSODA interpolation scheme
* `#17408 <https://github.com/scipy/scipy/pull/17408>`__: ENH: Short-Time Fourier Transform (STFT) Enhancements
* `#17452 <https://github.com/scipy/scipy/pull/17452>`__: ENH: Add the
__pow__ operator for Rotations
* `#17460 <https://github.com/scipy/scipy/pull/17460>`__: ENH: New Rotation method approx_equal()
* `#17473 <https://github.com/scipy/scipy/pull/17473>`__: ENH: stats: multivariate Wasserstein distance/EMD
* `#17495 <https://github.com/scipy/scipy/pull/17495>`__: DOC: Optimize:
update DE documentation
* `#17542 <https://github.com/scipy/scipy/pull/17542>`__: ENH: Extend Rotation.align_vectors() to allow an infinite weight,...
* `#17697 <https://github.com/scipy/scipy/pull/17697>`__: ENH: special: Improvements for the incomplete beta functions.
* `#17719 <https://github.com/scipy/scipy/pull/17719>`__: ENH: Add Chandrupatla's algorithm to optimize._zeros_py.py to...
* `#17722 <https://github.com/scipy/scipy/pull/17722>`__: ENH add pava and isotonic_regression
* `#17728 <https://github.com/scipy/scipy/pull/17728>`__: ENH: Implemented Rotation.from_davenport and Rotation.as_davenport
* `#17757 <https://github.com/scipy/scipy/pull/17757>`__: DOC: clarify
input dimensions for \`directed_hausdorff\` method
* `#17955 <https://github.com/scipy/scipy/pull/17955>`__: ENH: add
simplified fast numerical inversion to stats.sampling
* `#18103 <https://github.com/scipy/scipy/pull/18103>`__: ENH: add
stirling2 function to \`scipy.special\`
* `#18133 <https://github.com/scipy/scipy/pull/18133>`__: BUG: Fix fails of some tests and bad behaviour for x=zeta in...
* `#18151 <https://github.com/scipy/scipy/pull/18151>`__: ENH: add cumulative_simpson integration to scipy.integrate
* `#18156 <https://github.com/scipy/scipy/pull/18156>`__: ENH: Added
loggamma entropy method
* `#18197 <https://github.com/scipy/scipy/pull/18197>`__: ENH: Add
derivatives for BarycentricInterpolator
* `#18219 <https://github.com/scipy/scipy/pull/18219>`__: DEP: integrate: Deprecate \`initial\` values other than None...
* `#18348 <https://github.com/scipy/scipy/pull/18348>`__: ENH: add private function to bracket root of monotonic function
* `#18361 <https://github.com/scipy/scipy/pull/18361>`__: ENH: add \`fit\` method to \`multivariate_normal\`
* `#18363 <https://github.com/scipy/scipy/pull/18363>`__: ENH: stats: add Baumgartner-Weiss-Schindler test
* `#18376 <https://github.com/scipy/scipy/pull/18376>`__: ENH: CloughTocher2DInterpolator multiple times with different...
* `#18465 <https://github.com/scipy/scipy/pull/18465>`__: ENH: asymptotic expansion for multivariate t entropy
* `#18470 <https://github.com/scipy/scipy/pull/18470>`__: ENH: stats.anderson_ksamp: re-add permutation version of test
* `#18477 <https://github.com/scipy/scipy/pull/18477>`__: DOC:
stats.truncnorm: add example about truncation points
* `#18481 <https://github.com/scipy/scipy/pull/18481>`__: MAINT:
differentiable fns respect float width. Closes #15602
* `#18488 <https://github.com/scipy/scipy/pull/18488>`__: MAINT:ENH:sparse.linalg: Rewrite iterative solvers in Python,...
* `#18492 <https://github.com/scipy/scipy/pull/18492>`__: Add NdBSpline:
n-dim tensor product b-spline object
* `#18496 <https://github.com/scipy/scipy/pull/18496>`__: ENH: Faster _select_samples in _differential_evolution.py
* `#18499 <https://github.com/scipy/scipy/pull/18499>`__: ENH: asymptotic expansion for beta entropy for large a and b
* `#18544 <https://github.com/scipy/scipy/pull/18544>`__: ENH:
sparse.linalg: Implement matrix_power()
* `#18552 <https://github.com/scipy/scipy/pull/18552>`__: DOC: stats.laplace_asymmetric: note relationship between scale...
* `#18570 <https://github.com/scipy/scipy/pull/18570>`__: ENH:optimize:
Rewrite nnls in Python
* `#18571 <https://github.com/scipy/scipy/pull/18571>`__: ENH: linalg: Add wrapper for \`?tgsyl\`
* `#18575 <https://github.com/scipy/scipy/pull/18575>`__: REL: set version
to 1.12.0.dev0
* `#18585 <https://github.com/scipy/scipy/pull/18585>`__: DOC: stats.rv_discrete: note that default methods are not compatible...
* `#18586 <https://github.com/scipy/scipy/pull/18586>`__: ENH: override sf
for rdist distribution
* `#18587 <https://github.com/scipy/scipy/pull/18587>`__: DEP: signal: deprecate cmplx_sort
* `#18589 <https://github.com/scipy/scipy/pull/18589>`__: DEP: remove
parameter centered of stats.qmc.LatinHypercube
* `#18594 <https://github.com/scipy/scipy/pull/18594>`__: DOC: more
explicit example usage of scipy.linalg.lu_factor
* `#18602 <https://github.com/scipy/scipy/pull/18602>`__: MAINT: stats.hypergeom.mean: correct for large args
* `#18606 <https://github.com/scipy/scipy/pull/18606>`__: ENH: override sf
for Pearson3 distribution
* `#18609 <https://github.com/scipy/scipy/pull/18609>`__: TST: update
nonlin tests for sparse arrays
* `#18610 <https://github.com/scipy/scipy/pull/18610>`__: DEP: stats:
remove deprecated binom_test
* `#18612 <https://github.com/scipy/scipy/pull/18612>`__: DEP: stats.iqr: remove deprecated \`scale='raw'\`
* `#18613 <https://github.com/scipy/scipy/pull/18613>`__: BUG: fix ortho
mode in DST type 2/3
* `#18614 <https://github.com/scipy/scipy/pull/18614>`__: MAINT: don't
override sf for loguniform/reciprocal distribution
* `#18616 <https://github.com/scipy/scipy/pull/18616>`__: ENH: override sf
in loglaplace distribution
* `#18617 <https://github.com/scipy/scipy/pull/18617>`__: MAINT:
interpolate: delete duplicated FITPACK bisplev interface
* `#18620 <https://github.com/scipy/scipy/pull/18620>`__: MAINT: signal:
avoid eval/exec in hilbert2
* `#18622 <https://github.com/scipy/scipy/pull/18622>`__: MAINT: Move rvs_ratio_uniforms to sampling
* `#18624 <https://github.com/scipy/scipy/pull/18624>`__: DEP: adjust deprecation of positional arguments
* `#18631 <https://github.com/scipy/scipy/pull/18631>`__: ENH: Add \`fast_matrix_market\` to scipy.io
* `#18633 <https://github.com/scipy/scipy/pull/18633>`__: BUG: Fix issue levy_stable.pdf
* `#18640 <https://github.com/scipy/scipy/pull/18640>`__: MAINT: Fix lint warnings in \`_traversal.pyx\`
* `#18641 <https://github.com/scipy/scipy/pull/18641>`__: ENH: makes \`_covariance\` a cached property
* `#18649 <https://github.com/scipy/scipy/pull/18649>`__: DEP: scipy.stats.morestats: clarify deprecation warnings
* `#18652 <https://github.com/scipy/scipy/pull/18652>`__: BUG: Fixes how
the length of argument x of linalg.blas.?gbmv...
* `#18653 <https://github.com/scipy/scipy/pull/18653>`__: DOC: Add missing equal sign to Lomb-Scargle periodogram equation
* `#18661 <https://github.com/scipy/scipy/pull/18661>`__: CI: update \`SCIPY_NIGHTLY_UPLOAD_TOKEN\` on CirrusCI.
* `#18664 <https://github.com/scipy/scipy/pull/18664>`__: ENH:
stats.dirichlet: add covariance method
* `#18666 <https://github.com/scipy/scipy/pull/18666>`__: DEV: update environment.yml, removing setuptools
* `#18667 <https://github.com/scipy/scipy/pull/18667>`__: DEV: Add Windows specific instructions to environment.yml
* `#18668 <https://github.com/scipy/scipy/pull/18668>`__: ENH: add
machinery to support Array API
* `#18670 <https://github.com/scipy/scipy/pull/18670>`__: MAINT: signal: deduplicate \*ord functions
* `#18677 <https://github.com/scipy/scipy/pull/18677>`__: TST: linalg:
improve seeding of some tests that are a problem...
* `#18679 <https://github.com/scipy/scipy/pull/18679>`__:
MAINT:stats:Cythonize and remove Fortran statlib code
* `#18682 <https://github.com/scipy/scipy/pull/18682>`__: TST: stats: fix
xslow test failures
* `#18686 <https://github.com/scipy/scipy/pull/18686>`__: DEV: Add ability
to run memory benchmarks on macOS
* `#18689 <https://github.com/scipy/scipy/pull/18689>`__: CI: test with
Python 3.12-beta
* `#18690 <https://github.com/scipy/scipy/pull/18690>`__: DOC: mention that \`genlogistic\` is one of several types of...
* `#18692 <https://github.com/scipy/scipy/pull/18692>`__: MAINT: signal: replace \`np.r_["-1", arrays]\` by a more sane...
* `#18694 <https://github.com/scipy/scipy/pull/18694>`__: DOC: signal:
Updated Chebyshev 2 documentation
* `#18695 <https://github.com/scipy/scipy/pull/18695>`__: ENH: override halflogistic fit for free parameters
* `#18696 <https://github.com/scipy/scipy/pull/18696>`__: MAINT Fix broken
link in scipy.optimize._differentialevolution.py
* `#18699 <https://github.com/scipy/scipy/pull/18699>`__: DEP: integrate: deprecate old aliases
* `#18705 <https://github.com/scipy/scipy/pull/18705>`__: MAINT Optimize
link in scipy.optimize._differentialevolution.py
* `#18706 <https://github.com/scipy/scipy/pull/18706>`__: DOC: linalg:
various doc improvements
* `#18708 <https://github.com/scipy/scipy/pull/18708>`__: MAINT:
signal/dlsim: avoid using interp1d; use make_interp_spline...
* `#18710 <https://github.com/scipy/scipy/pull/18710>`__: MAINT: remove np.r_["-1", ...]
* `#18712 <https://github.com/scipy/scipy/pull/18712>`__: MAINT: bump
minimal supported NumPy version to 1.22.4
* `#18713 <https://github.com/scipy/scipy/pull/18713>`__: MAINT: fix linter error in \`_fitpack_impl.py\`
* `#18714 <https://github.com/scipy/scipy/pull/18714>`__: ENH: Improve beta entropy when one argument is large
* `#18715 <https://github.com/scipy/scipy/pull/18715>`__: MAINT: signal:
remove duplicated _atleast_2d_or_none
* `#18718 <https://github.com/scipy/scipy/pull/18718>`__: TST: mark two
tests of \`lsq_linear\` as xslow
* `#18719 <https://github.com/scipy/scipy/pull/18719>`__: MAINT: optimize._chandrupatla: result object fixup
* `#18720 <https://github.com/scipy/scipy/pull/18720>`__: DOC: Fix
notational variation in _lbfgsb_py.py: "pg_i" and "proj...
* `#18723 <https://github.com/scipy/scipy/pull/18723>`__:
MAINT:sparse.linalg: Use _NoValue for deprecated kwargs
* `#18726 <https://github.com/scipy/scipy/pull/18726>`__: ENH: improve halflogistic distribution fitting with fixed parameters
* `#18727 <https://github.com/scipy/scipy/pull/18727>`__: MAINT: Add skip
CI link to PR template
* `#18728 <https://github.com/scipy/scipy/pull/18728>`__: MAINT: optimize._chandrupatla: refactor for code reuse
* `#18729 <https://github.com/scipy/scipy/pull/18729>`__: DOC: Add note connecting weibull_min to standard exponential.
* `#18734 <https://github.com/scipy/scipy/pull/18734>`__: MAINT: Update codeowners
* `#18742 <https://github.com/scipy/scipy/pull/18742>`__: ENH: differential_evolution callback accepts intermediate_result
* `#18744 <https://github.com/scipy/scipy/pull/18744>`__: TST:sparse.linalg:Relax test_hermitian_modes tolerances
* `#18746 <https://github.com/scipy/scipy/pull/18746>`__: MAINT: forward
port 1.11.0 relnotes
* `#18755 <https://github.com/scipy/scipy/pull/18755>`__: ENH: override isf
for Burr distribution
* `#18756 <https://github.com/scipy/scipy/pull/18756>`__: DOC: stats.boxcox_normmax: correct minimize -> maximize
* `#18758 <https://github.com/scipy/scipy/pull/18758>`__: DOC: Document performance cliff for scipy.sparse.random
* `#18760 <https://github.com/scipy/scipy/pull/18760>`__: ENH: override halfnorm fit
* `#18764 <https://github.com/scipy/scipy/pull/18764>`__: ENH: stats: add informative error message to \`boxcox_normmax\`...
* `#18771 <https://github.com/scipy/scipy/pull/18771>`__: Fix typo from
#18758
* `#18777 <https://github.com/scipy/scipy/pull/18777>`__: DOC: Clarify
Prewitt filter
* `#18783 <https://github.com/scipy/scipy/pull/18783>`__: ENH: stats:
Implement _sf and _isf for hypsecant.
* `#18786 <https://github.com/scipy/scipy/pull/18786>`__: MAINT: forward
port 1.11.1 relnotes
* `#18794 <https://github.com/scipy/scipy/pull/18794>`__: MAINT: fix \`halflogistic.fit\` for bad location guess
* `#18795 <https://github.com/scipy/scipy/pull/18795>`__: BUG, DOC: Correct \`adsurl\` value and add a general \`url\`...
* `#18799 <https://github.com/scipy/scipy/pull/18799>`__: ENH: simplify \`gausshyper.pdf\`
* `#18802 <https://github.com/scipy/scipy/pull/18802>`__: MAINT: Use \`sparse.diags\` instead of \`spdiags\` internally.
* `#18803 <https://github.com/scipy/scipy/pull/18803>`__: MAINT: \`rv_discrete\` should raise with duplicate \`xk\` in...
* `#18807 <https://github.com/scipy/scipy/pull/18807>`__: ENH: remove unnecessary root-find from skewnorm
* `#18808 <https://github.com/scipy/scipy/pull/18808>`__: TST: test for gh-18800
* `#18812 <https://github.com/scipy/scipy/pull/18812>`__: DEP: linalg:
sharpen deprecation warning for pinv {,r}cond
* `#18814 <https://github.com/scipy/scipy/pull/18814>`__: DOC: update
windows instructions and move conda/mamba
* `#18815 <https://github.com/scipy/scipy/pull/18815>`__: ENH:stats: Add
_isf method to loglaplace
* `#18816 <https://github.com/scipy/scipy/pull/18816>`__: ENH:stats: Add
_isf method to lognorm
* `#18817 <https://github.com/scipy/scipy/pull/18817>`__: DOC: Fix examples
in randint description
* `#18818 <https://github.com/scipy/scipy/pull/18818>`__: MAINT: Simplify codespaces env activation
* `#18819 <https://github.com/scipy/scipy/pull/18819>`__: TST: stats.dgamma.pdf: adjust test that fails intermittently
* `#18820 <https://github.com/scipy/scipy/pull/18820>`__: ENH:stats: Add
_isf method to pareto
* `#18822 <https://github.com/scipy/scipy/pull/18822>`__: ENH:stats: Add
_sf and _isf methods to kappa3
* `#18823 <https://github.com/scipy/scipy/pull/18823>`__: ENH:stats: Add
_isf method to lomax
* `#18824 <https://github.com/scipy/scipy/pull/18824>`__: ENH: override halfcauchy distribution fit
* `#18826 <https://github.com/scipy/scipy/pull/18826>`__: DEP: linalg: use _NoValue for eigh/eigvalsh positional argument...
* `#18829 <https://github.com/scipy/scipy/pull/18829>`__: ENH: optimize: vectorized minimization of univariate functions
* `#18830 <https://github.com/scipy/scipy/pull/18830>`__: DOC: soften
wording on import guidelines, mention lazy loading
* `#18833 <https://github.com/scipy/scipy/pull/18833>`__: ENH: optimize: release the GIL while computing the LSAP solution
* `#18835 <https://github.com/scipy/scipy/pull/18835>`__: DEP: scipy.stats.stats: clarify deprecation warnings
* `#18840 <https://github.com/scipy/scipy/pull/18840>`__: MAINT:
stats.burr12: moments are undefined when c\*d <= order
* `#18841 <https://github.com/scipy/scipy/pull/18841>`__: MAINT: \*sctype\* replace NumPy 2.0
* `#18843 <https://github.com/scipy/scipy/pull/18843>`__: DEP: vendor
sklearn's mechanism to deprecate passing kwargs positionally
* `#18846 <https://github.com/scipy/scipy/pull/18846>`__: MAINT: Reduce
file size of the SVG files included in \`signal.rst\`
* `#18847 <https://github.com/scipy/scipy/pull/18847>`__: MAINT: ptp no
method for NumPy 2.0
* `#18848 <https://github.com/scipy/scipy/pull/18848>`__: ENH: add compile
and link args to \`show_config\` output
* `#18850 <https://github.com/scipy/scipy/pull/18850>`__: ENH: improve performance of \`SphericalVoronoi\` area calculation
* `#18852 <https://github.com/scipy/scipy/pull/18852>`__: BUG: fix overflow
in stats.yeojohnson
* `#18853 <https://github.com/scipy/scipy/pull/18853>`__: BENCH: Remove factorial benchmarks
* `#18854 <https://github.com/scipy/scipy/pull/18854>`__: MAINT: signal: lighten the notation in lsim
* `#18856 <https://github.com/scipy/scipy/pull/18856>`__: MAINT: Remove
more runtests.py stuff
* `#18858 <https://github.com/scipy/scipy/pull/18858>`__: MAINT: clean up views/strides/dtypes utilities in \`cluster.hierarcy\`
* `#18861 <https://github.com/scipy/scipy/pull/18861>`__: MAINT: avoid \`np.deprecate\` and \`np.core\`, add \`normalize_axis_index\`...
* `#18862 <https://github.com/scipy/scipy/pull/18862>`__: ENH: sparse
arrays for hstack, vstack, bmat, block_diag. New...
* `#18863 <https://github.com/scipy/scipy/pull/18863>`__: DEP: remove extra np.deprecate and add docs back
* `#18872 <https://github.com/scipy/scipy/pull/18872>`__: DOC: Add
relationship between Fisk (log-logistic) and logistic.
* `#18873 <https://github.com/scipy/scipy/pull/18873>`__: DOC: add more
cross compilation details
* `#18885 <https://github.com/scipy/scipy/pull/18885>`__: DOC: minor issues
in install commands
* `#18886 <https://github.com/scipy/scipy/pull/18886>`__: MAINT/DOC: remove docstring issues in ndimage
* `#18887 <https://github.com/scipy/scipy/pull/18887>`__: DOC: tab sync
based on same tab name using \`\`sync\`\` statement
* `#18888 <https://github.com/scipy/scipy/pull/18888>`__: MAINT: Set RAM requirement for Codespaces
* `#18889 <https://github.com/scipy/scipy/pull/18889>`__: CI: Add
prerelease build with 64bit OpenBLAS nightly
* `#18893 <https://github.com/scipy/scipy/pull/18893>`__: ENH: Geometric quality metrics for random sampling
* `#18898 <https://github.com/scipy/scipy/pull/18898>`__: DOC: fix sparse
docs "matrix" and "array" mixup
* `#18905 <https://github.com/scipy/scipy/pull/18905>`__: DOC: Clarify DOF
in f-distribution notes
* `#18910 <https://github.com/scipy/scipy/pull/18910>`__: DOC: from CONTRIBUTING.rst link to SciPy website
* `#18911 <https://github.com/scipy/scipy/pull/18911>`__: DOC/MAINT: \`special\` doc fixes
* `#18914 <https://github.com/scipy/scipy/pull/18914>`__: ENH: Enhance \`dev.py\` by adding command to query PYTHONPATH
* `#18916 <https://github.com/scipy/scipy/pull/18916>`__: DEP: stats:
improve deprecation of private but present modules
* `#18917 <https://github.com/scipy/scipy/pull/18917>`__: ENH: move {c, q}spline_1d to use sosfilt/lfilter
* `#18920 <https://github.com/scipy/scipy/pull/18920>`__: DOC: indicate functions with multiple valid solutions in csgraph
* `#18927 <https://github.com/scipy/scipy/pull/18927>`__: TST: use
Hypothesis for property-based tests
* `#18929 <https://github.com/scipy/scipy/pull/18929>`__: ENH: change
sparse dok from subclass of dict to have attribute...
* `#18930 <https://github.com/scipy/scipy/pull/18930>`__: ENH: _lib._util:
make _lazywhere compatible with Array API
* `#18931 <https://github.com/scipy/scipy/pull/18931>`__: MAINT: cleanup redundant tests for \`vonmises.fit\`
* `#18932 <https://github.com/scipy/scipy/pull/18932>`__: DEP: deprecate positional arguments for some methods in signal._fir_f…
* `#18933 <https://github.com/scipy/scipy/pull/18933>`__: DEP: deprecate positional arguments for special.comb
* `#18934 <https://github.com/scipy/scipy/pull/18934>`__: DEP: deprecate positional arguments for some methods in sparse.linalg…
* `#18935 <https://github.com/scipy/scipy/pull/18935>`__: DEP: deprecate positional arguments for linalg.pinv
* `#18936 <https://github.com/scipy/scipy/pull/18936>`__: DEP: deprecate positional arguments for stats.kendalltau
* `#18942 <https://github.com/scipy/scipy/pull/18942>`__: CI: Change
OpenBLAS nightly wheel location
* `#18943 <https://github.com/scipy/scipy/pull/18943>`__: DEP:
sparse.linalg: deprecate positional arguments for gcrotmk,...
* `#18946 <https://github.com/scipy/scipy/pull/18946>`__: DEP: linalg: deprecate positional args for eigh/eigvalsh
* `#18948 <https://github.com/scipy/scipy/pull/18948>`__: ENH: Jones and
Faddy Skew-T distribution
* `#18949 <https://github.com/scipy/scipy/pull/18949>`__: DOC: stats.FitResult.plot: add example
* `#18952 <https://github.com/scipy/scipy/pull/18952>`__: MAINT: Remove \`._is_array\` since there's now: \`isinstance(x,...
* `#18954 <https://github.com/scipy/scipy/pull/18954>`__: BENCH:
update/rewrite lobpcg benchmark sparse_linalg_lobpcg.py
* `#18955 <https://github.com/scipy/scipy/pull/18955>`__: MAINT/DOC:
spatial: Document and test the double cover property...
* `#18958 <https://github.com/scipy/scipy/pull/18958>`__: MAINT: optimize.differential_evolution: clarify that bounds must...
* `#18962 <https://github.com/scipy/scipy/pull/18962>`__: Update name of coverage action
* `#18963 <https://github.com/scipy/scipy/pull/18963>`__:
ENH:sparse.linalg: Add LaplacianNd class to special sparse arrays
* `#18967 <https://github.com/scipy/scipy/pull/18967>`__: MAINT: redefine \`PyArray_MAX\`/\`PyArray_MIN\` because they...
* `#18968 <https://github.com/scipy/scipy/pull/18968>`__: DEP: optimize: improve deprecation of private modules named without...
* `#18970 <https://github.com/scipy/scipy/pull/18970>`__: DEP: integrate: improve deprecation of private modules named...
* `#18973 <https://github.com/scipy/scipy/pull/18973>`__: MAINT: linalg:
remove a stray np.cast
* `#18975 <https://github.com/scipy/scipy/pull/18975>`__: ENH: Port scipy
to use new numpy complex types
* `#18977 <https://github.com/scipy/scipy/pull/18977>`__: ENH: Expose c1
and c2 of scalar_search_wolfe to fmin_bfgs
* `#18986 <https://github.com/scipy/scipy/pull/18986>`__: ENH: add
possibility to fix parameters in multivariate normal...
* `#18992 <https://github.com/scipy/scipy/pull/18992>`__: DEP: interpolate: improve deprecation of private modules named...
* `#18995 <https://github.com/scipy/scipy/pull/18995>`__: DOC:
stats.lognorm: add example of the relationship between norm...
* `#18996 <https://github.com/scipy/scipy/pull/18996>`__: ENH: optimize.curve_fit: reduce overhead of lightweight memoization
* `#18997 <https://github.com/scipy/scipy/pull/18997>`__: DOC: add
\`noexcept\` to \`cython_optimize\` docs
* `#19000 <https://github.com/scipy/scipy/pull/19000>`__: MAINT: fft:
rename \`test_numpy.py\` to \`test_basic.py\`
* `#19005 <https://github.com/scipy/scipy/pull/19005>`__: ENH: fft: support array API standard
* `#19007 <https://github.com/scipy/scipy/pull/19007>`__: BLD: Add venv to .gitignore
* `#19010 <https://github.com/scipy/scipy/pull/19010>`__: DOC/MAINT: typo: change Azure reference to Cirrus
* `#19012 <https://github.com/scipy/scipy/pull/19012>`__: DOC: stats.mannwhitneyu: address apparent sign inconsistency...
* `#19013 <https://github.com/scipy/scipy/pull/19013>`__: DOCS: Fixed typo
in _fitpack2.py
* `#19014 <https://github.com/scipy/scipy/pull/19014>`__: MAINT: copy, array-api compatible utility function
* `#19015 <https://github.com/scipy/scipy/pull/19015>`__: ENH: Update numpy exceptions imports
* `#19018 <https://github.com/scipy/scipy/pull/19018>`__: TST/BUG: fix
array API test skip decorators
* `#19023 <https://github.com/scipy/scipy/pull/19023>`__: ENH: special: dispatch to array library
* `#19030 <https://github.com/scipy/scipy/pull/19030>`__: MAINT: replace \`optparse\` usage with \`argparse\`
* `#19033 <https://github.com/scipy/scipy/pull/19033>`__: MAINT: Fix
codespaces setup.sh script
* `#19035 <https://github.com/scipy/scipy/pull/19035>`__: DEP: linalg:
improve deprecation of private modules named without...
* `#19045 <https://github.com/scipy/scipy/pull/19045>`__: MAINT: Change \`add_newdoc\` import and remove \`NINF\`
* `#19047 <https://github.com/scipy/scipy/pull/19047>`__: Corrected a grammatical error in the docstring of class DOP853
* `#19050 <https://github.com/scipy/scipy/pull/19050>`__: CI/BLD: make
nightly wheels daily closes #19048
* `#19051 <https://github.com/scipy/scipy/pull/19051>`__: ENH: array
agnostic \`cov\`, used in \`cluster\`
* `#19052 <https://github.com/scipy/scipy/pull/19052>`__: BENCH: update
asv, fail benchmark CI on errors, fix fallout
* `#19053 <https://github.com/scipy/scipy/pull/19053>`__: CI: cirrus mods
* `#19055 <https://github.com/scipy/scipy/pull/19055>`__: MAINT: use
\`copy\` utility from #19014 in \`cluster\`
* `#19057 <https://github.com/scipy/scipy/pull/19057>`__: ENH: add
computing a selected number m of extreme eigenpairs...
* `#19060 <https://github.com/scipy/scipy/pull/19060>`__: MAINT: port minpack2.dcsrch from Fortran to Python, remove Fortran...
* `#19061 <https://github.com/scipy/scipy/pull/19061>`__: DOC: spell NaN ->
nan
* `#19062 <https://github.com/scipy/scipy/pull/19062>`__: BLD: Replace
complex occurences with singlecomplex in SuperLU
* `#19064 <https://github.com/scipy/scipy/pull/19064>`__: TST: bump
tolerance of \`TestTruncexpon.test_is_isf\` a little
* `#19066 <https://github.com/scipy/scipy/pull/19066>`__: Update dfovec.py
case 20 for zero indexing
* `#19067 <https://github.com/scipy/scipy/pull/19067>`__: DEP: remove all deprecated \`scipy.<numpy-func>\` objects
* `#19070 <https://github.com/scipy/scipy/pull/19070>`__: DEP: odr:
improved deprecation of private modules
* `#19073 <https://github.com/scipy/scipy/pull/19073>`__: DOC: remove
reference to no longer imported numpy funcs
* `#19074 <https://github.com/scipy/scipy/pull/19074>`__: TST: add
regression test for sqrtm unexpectedly converting to...
* `#19078 <https://github.com/scipy/scipy/pull/19078>`__: ENH: Reflect
changes from numpy namespace refactor part 3
* `#19081 <https://github.com/scipy/scipy/pull/19081>`__: ENH: optimize: c1
and c2 of scalar_search_wolfe to cg and newton-cg
* `#19083 <https://github.com/scipy/scipy/pull/19083>`__: MAINT: forward
port 1.11.2 relnotes
* `#19086 <https://github.com/scipy/scipy/pull/19086>`__: BLD: tweaks to
build dependencies and 3.12 classifier in pyproject.toml
* `#19087 <https://github.com/scipy/scipy/pull/19087>`__: DOC: add info
about usage of ccache for benchmarks
* `#19089 <https://github.com/scipy/scipy/pull/19089>`__: DOC: add comment
on args in solve_ivp (#18876)
* `#19091 <https://github.com/scipy/scipy/pull/19091>`__: MAINT: optimize.root_scalar: handle args when method is newton...
* `#19093 <https://github.com/scipy/scipy/pull/19093>`__: MAINT:
stats.zscore: return correct result when 0th element is...
* `#19094 <https://github.com/scipy/scipy/pull/19094>`__: BUG: optimize:
update incorrect c1 value
* `#19095 <https://github.com/scipy/scipy/pull/19095>`__: ENH: optimize:
add inv Hess estimate in BFGS
* `#19100 <https://github.com/scipy/scipy/pull/19100>`__: MAINT: Move \`trapezoid\` implementation to SciPy
* `#19104 <https://github.com/scipy/scipy/pull/19104>`__: MAINT: fix the CT subclass benchmark
* `#19110 <https://github.com/scipy/scipy/pull/19110>`__: MAINT: Remove
usages of np.row_stack and np.in1d
* `#19113 <https://github.com/scipy/scipy/pull/19113>`__: MAINT, TST: default_rng few tests
* `#19115 <https://github.com/scipy/scipy/pull/19115>`__: ENH, TST: Use explicit imports in docstring examples
* `#19127 <https://github.com/scipy/scipy/pull/19127>`__: DOC: linalg: fix typos in pinv docs
* `#19128 <https://github.com/scipy/scipy/pull/19128>`__: ENH: optimize:
add method attribute to result object from root_scalar...
* `#19129 <https://github.com/scipy/scipy/pull/19129>`__: DOC:Added
Examples To \`combine_pvalues\` and \`fhtoffset\`
* `#19136 <https://github.com/scipy/scipy/pull/19136>`__: MAINT: remove
NumPy infty alias
* `#19141 <https://github.com/scipy/scipy/pull/19141>`__: MAINT: more NumPy
API shims
* `#19143 <https://github.com/scipy/scipy/pull/19143>`__: MAINT: remove asfarray usage
* `#19146 <https://github.com/scipy/scipy/pull/19146>`__: DOC:
sparse.linalg: Enhance lobpcg documentation with updated...
* `#19152 <https://github.com/scipy/scipy/pull/19152>`__: DOC: fix predeces(s)or typo.
* `#19157 <https://github.com/scipy/scipy/pull/19157>`__: TST: add array-agnostic assertions
* `#19162 <https://github.com/scipy/scipy/pull/19162>`__: ENH: Allow \`sparse_mtx.transpose(axes=(1, 0))\`
* `#19165 <https://github.com/scipy/scipy/pull/19165>`__: DEP: improve deprecation warnings for constants module
* `#19166 <https://github.com/scipy/scipy/pull/19166>`__: MAINT: Reflect changes from \`numpy\` namespace refactor Part...
* `#19168 <https://github.com/scipy/scipy/pull/19168>`__: BLD: special: fix dependencies for \`_ellip_harm_2\`
* `#19170 <https://github.com/scipy/scipy/pull/19170>`__: MAINT: fix a
number of issues in Cython code
* `#19171 <https://github.com/scipy/scipy/pull/19171>`__: ENH: constructors
for sparse arrays
* `#19172 <https://github.com/scipy/scipy/pull/19172>`__: MAINT: Spherical Voronoi sort simplify
* `#19173 <https://github.com/scipy/scipy/pull/19173>`__: MAINT: integrate._tanhsinh: improvements after further testing
* `#19175 <https://github.com/scipy/scipy/pull/19175>`__: DOC: stats:
Correct levy_stable loc-scale note
* `#19178 <https://github.com/scipy/scipy/pull/19178>`__: MAINT/DOC: add \`fit\` to multivariate normal methods in documentation
* `#19179 <https://github.com/scipy/scipy/pull/19179>`__: DOC: Added
example for tf2zpk function
* `#19183 <https://github.com/scipy/scipy/pull/19183>`__: MAINT: Import \`fromarrays\` from \`rec\`
* `#19184 <https://github.com/scipy/scipy/pull/19184>`__: TST: fix sparse constructor test with large memory footprint
* `#19186 <https://github.com/scipy/scipy/pull/19186>`__: TST: _lib:
improve array API assertions
* `#19187 <https://github.com/scipy/scipy/pull/19187>`__: BUG: accept \`np\`-coercible array-likes with array API flag...
* `#19191 <https://github.com/scipy/scipy/pull/19191>`__: BLD: update
minimum versions of meson-python and pythran
* `#19192 <https://github.com/scipy/scipy/pull/19192>`__: TST: test
tolerance bumps to fix reported failures
* `#19194 <https://github.com/scipy/scipy/pull/19194>`__: BUG/TST: fix \`test_array_api\` for \`cupy\`
* `#19195 <https://github.com/scipy/scipy/pull/19195>`__: DOC: Fixed typo
in scipy.stats.Covariance
* `#19198 <https://github.com/scipy/scipy/pull/19198>`__: DOC: optimize.minimize_scalar: note limitations and suggest alternatives
* `#19201 <https://github.com/scipy/scipy/pull/19201>`__: DOC: missing backticks
* `#19202 <https://github.com/scipy/scipy/pull/19202>`__: DOC: remove old mention to Python 2.
* `#19203 <https://github.com/scipy/scipy/pull/19203>`__: DOC: Fix
_nan_allsame example prompt.
* `#19204 <https://github.com/scipy/scipy/pull/19204>`__: DOC: missing (and stray) backtick in mannwhitneyu
* `#19206 <https://github.com/scipy/scipy/pull/19206>`__: TST, MAINT: skip
fix for array API tests
* `#19217 <https://github.com/scipy/scipy/pull/19217>`__: BLD: start
building wheels against numpy 2.0 [wheel build]
* `#19218 <https://github.com/scipy/scipy/pull/19218>`__: DOC: Added
examples for zpk2tf, tf2sos, sos2tf, lp2lp_zpk, lp2hp_zpk,...
* `#19219 <https://github.com/scipy/scipy/pull/19219>`__: ENH: Implemented custom mutation / crossover functions for DifferentialEvolution
* `#19222 <https://github.com/scipy/scipy/pull/19222>`__: DOC: clarify
guidance on style modifications
* `#19224 <https://github.com/scipy/scipy/pull/19224>`__: BUG: integrate: expose ODEintWarning
* `#19226 <https://github.com/scipy/scipy/pull/19226>`__: DEP: improve
message for deprecated private API for \`sparse\`
* `#19227 <https://github.com/scipy/scipy/pull/19227>`__: DOC: Trailing character after closing backquote.
* `#19229 <https://github.com/scipy/scipy/pull/19229>`__: DOC: Fix repeated typos in dev.py
* `#19233 <https://github.com/scipy/scipy/pull/19233>`__: DOC: Fix
character after trailing backticks
* `#19236 <https://github.com/scipy/scipy/pull/19236>`__: BUG: Remove
removed item from \`__all__\`
* `#19237 <https://github.com/scipy/scipy/pull/19237>`__: DOC: Missing
import in private _nan_allsame function docs.
* `#19240 <https://github.com/scipy/scipy/pull/19240>`__: DEP: spatial:
improve deprecation of private modules without...
* `#19243 <https://github.com/scipy/scipy/pull/19243>`__: DOC: stats: fix documentation of warnings raised by pearsonr
* `#19244 <https://github.com/scipy/scipy/pull/19244>`__: MAINT: scipy.io
NEP 50 shims
* `#19247 <https://github.com/scipy/scipy/pull/19247>`__: MAINT: NumPy
version check removals
* `#19251 <https://github.com/scipy/scipy/pull/19251>`__: TST/MAINT:
cluster: use new array API assertions
* `#19253 <https://github.com/scipy/scipy/pull/19253>`__: MAINT: Cleanup expired ndarray methods
* `#19256 <https://github.com/scipy/scipy/pull/19256>`__: DOC: Added
examples for correlation, num_obs_dm, num_obs_y functions.
* `#19259 <https://github.com/scipy/scipy/pull/19259>`__: DOC: outline workaround when precision losses occur in BFGS [skip...
* `#19261 <https://github.com/scipy/scipy/pull/19261>`__: MAINT: fft:
refactor basic backend with \`_execute_1D\`
* `#19262 <https://github.com/scipy/scipy/pull/19262>`__: MAINT: fft: clean
up test-skips
* `#19263 <https://github.com/scipy/scipy/pull/19263>`__: ENH: fft: GPU
support for non-standard basic transforms
* `#19264 <https://github.com/scipy/scipy/pull/19264>`__: MAINT/TST: fft: remove duplicate namespace and dtype checks
* `#19265 <https://github.com/scipy/scipy/pull/19265>`__: MAINT: array API: rename \`arg_err_msg\` and move to \`_lib\`
* `#19266 <https://github.com/scipy/scipy/pull/19266>`__: ENH: use inplace
add in _minimize_newtoncg
* `#19267 <https://github.com/scipy/scipy/pull/19267>`__: MAINT: use linalg.norm in \`_minimize_newtoncg\`
* `#19270 <https://github.com/scipy/scipy/pull/19270>`__: MAINT: fix -Wdeprecated-non-prototype warnings in Cephes code
* `#19271 <https://github.com/scipy/scipy/pull/19271>`__: DOC: add example
for \`ndimage.shift\`
* `#19275 <https://github.com/scipy/scipy/pull/19275>`__: MAINT: Add
warning filter for \`numpy.core\` rename
* `#19278 <https://github.com/scipy/scipy/pull/19278>`__: DOC: use \`np.copysign()\` instead of \`np.sign()\`
* `#19281 <https://github.com/scipy/scipy/pull/19281>`__: DOC: add \`fft\`
to list of array API supporting modules
* `#19282 <https://github.com/scipy/scipy/pull/19282>`__: MAINT: fft: clean
up assertions
* `#19284 <https://github.com/scipy/scipy/pull/19284>`__: ENH: update
SuperLU to version 6.0.1
* `#19285 <https://github.com/scipy/scipy/pull/19285>`__: MAINT fix more \`-Wdeprecate-non-prototype\` warnings
* `#19287 <https://github.com/scipy/scipy/pull/19287>`__: ENH: add
exact=False support for stirling2
* `#19289 <https://github.com/scipy/scipy/pull/19289>`__: BLD: stats:
improve build config for \`unuran_wrapper\`
* `#19293 <https://github.com/scipy/scipy/pull/19293>`__: MAINT: optimize._bracket_root: refactor and comment for clarity
* `#19294 <https://github.com/scipy/scipy/pull/19294>`__: MAINT: replace IOError alias with OSError
* `#19295 <https://github.com/scipy/scipy/pull/19295>`__: DOC: fix typos
found by codespell
* `#19296 <https://github.com/scipy/scipy/pull/19296>`__: MAINT: fix linter issues
* `#19298 <https://github.com/scipy/scipy/pull/19298>`__: MAINT: replace io.open alias with built-in open
* `#19302 <https://github.com/scipy/scipy/pull/19302>`__: MAINT: Fix/parametrize Rotation tests.
* `#19304 <https://github.com/scipy/scipy/pull/19304>`__: DOC: fix page
typo in ks_2samp reference
* `#19310 <https://github.com/scipy/scipy/pull/19310>`__: MAINT: Remove \`np.int_\` and \`np.uint\`
* `#19311 <https://github.com/scipy/scipy/pull/19311>`__: DOC: invalid interpreted-text (missing space after closing backtick).
* `#19312 <https://github.com/scipy/scipy/pull/19312>`__: DOC: Misc
formatting error.
* `#19313 <https://github.com/scipy/scipy/pull/19313>`__: DOC: And new line
at end of line in CPP code.
* `#19314 <https://github.com/scipy/scipy/pull/19314>`__: DOC: Rst don't
like list without blanklines.
* `#19315 <https://github.com/scipy/scipy/pull/19315>`__: MAINT: forward
port 1.11.3 relnotes
* `#19317 <https://github.com/scipy/scipy/pull/19317>`__: MAINT: remove
support for building with setup.py
* `#19327 <https://github.com/scipy/scipy/pull/19327>`__: ENH: Add a numerically stable logpdf function for the skewnorm...
* `#19331 <https://github.com/scipy/scipy/pull/19331>`__: MAINT, BLD: more setup.py cleanups
* `#19333 <https://github.com/scipy/scipy/pull/19333>`__: ENH: Fit
skewnorms with MLE more robustly
* `#19340 <https://github.com/scipy/scipy/pull/19340>`__: DEP: deprecate scipy.signal wavelets
* `#19341 <https://github.com/scipy/scipy/pull/19341>`__: MAINT: Remove remaining \`numpy.int_\` and filter \`np.long\`...
* `#19346 <https://github.com/scipy/scipy/pull/19346>`__: MAINT: stats: fix \`differential_entropy\` too small error behavior
* `#19347 <https://github.com/scipy/scipy/pull/19347>`__: BUG: fix
ValueError in stats.truncpareto
* `#19349 <https://github.com/scipy/scipy/pull/19349>`__: MAINT: Minor fix
to shim import of scipy.signal.
* `#19350 <https://github.com/scipy/scipy/pull/19350>`__: ENH: stats: add support for masked arrays, \`nan_policy\`, and...
* `#19358 <https://github.com/scipy/scipy/pull/19358>`__: TST:
SphericalVoronoi region type
* `#19360 <https://github.com/scipy/scipy/pull/19360>`__: BLD, MAINT: more build system cleanups
* `#19367 <https://github.com/scipy/scipy/pull/19367>`__: CI: avoid using Cython 3.0.3
* `#19371 <https://github.com/scipy/scipy/pull/19371>`__: ENH:
stats.ansari: add axis / nan_policy / keepdims support
* `#19376 <https://github.com/scipy/scipy/pull/19376>`__: TST: bump
tolerance of \`test_al_mohy_higham_2012_experiment_1\`
* `#19380 <https://github.com/scipy/scipy/pull/19380>`__: DEV/CI: use scipy-openblas32 wheels in dev.py and some CI jobs
* `#19385 <https://github.com/scipy/scipy/pull/19385>`__: ENH: beta
negative binomial distribution
* `#19390 <https://github.com/scipy/scipy/pull/19390>`__: DOC, MAINT: more distutils/build cleanups
* `#19391 <https://github.com/scipy/scipy/pull/19391>`__: MAINT: spatial: Change error message in KDTree to be more informative.
* `#19392 <https://github.com/scipy/scipy/pull/19392>`__: ENH:
stats.bartlett: add axis / nan_policy / keepdims support
* `#19394 <https://github.com/scipy/scipy/pull/19394>`__: MAINT: Partially revert \`np.int_\` changes
* `#19395 <https://github.com/scipy/scipy/pull/19395>`__: DEP: ndimage:
improve the deprecation of private modules named...
* `#19399 <https://github.com/scipy/scipy/pull/19399>`__: TST: signal: add missing assertion in test_filter_design.py
* `#19402 <https://github.com/scipy/scipy/pull/19402>`__: MAINT: l-bfgs-b remove intermediate bounds array
* `#19409 <https://github.com/scipy/scipy/pull/19409>`__: MAINT: fix a C++ build error with GCC 13
* `#19410 <https://github.com/scipy/scipy/pull/19410>`__: DOC: interpolate:
add note to BarycentricInterpolator.add_xi
* `#19412 <https://github.com/scipy/scipy/pull/19412>`__: ENH: stats: add support for masked arrays for circular statistics...
* `#19414 <https://github.com/scipy/scipy/pull/19414>`__: BLD: with-scipy-openblas instead of use-scipy-openblas
* `#19419 <https://github.com/scipy/scipy/pull/19419>`__: ENH:
SphericalVoronoi sort faster
* `#19422 <https://github.com/scipy/scipy/pull/19422>`__: DOC: Fix trivial typo.
* `#19425 <https://github.com/scipy/scipy/pull/19425>`__: ENH: stats: add masked array, axis tuple, and nan policy support...
* `#19426 <https://github.com/scipy/scipy/pull/19426>`__: MAINT: Update \`fft.helper\` import
* `#19428 <https://github.com/scipy/scipy/pull/19428>`__: ENH: stats.levene/fligner: add axis / nan_policy / keepdims support
* `#19429 <https://github.com/scipy/scipy/pull/19429>`__: DOC: Fix documentation of callback function signature of scipy.optimize.minimize
* `#19431 <https://github.com/scipy/scipy/pull/19431>`__: MAINT: more NEP
50 shims
* `#19433 <https://github.com/scipy/scipy/pull/19433>`__: DOC: Add example
for \`stats.hdquantiles\`
* `#19435 <https://github.com/scipy/scipy/pull/19435>`__: MAINT: Translate lambertw_scalar into C++
* `#19439 <https://github.com/scipy/scipy/pull/19439>`__: BLD: update build dependency versions in pyproject.toml
* `#19440 <https://github.com/scipy/scipy/pull/19440>`__: DOC: remove
unused parameter in spline_filter docstring
* `#19443 <https://github.com/scipy/scipy/pull/19443>`__: TST: Fix #19442 minimally
* `#19445 <https://github.com/scipy/scipy/pull/19445>`__: TST: Remove some unnecessary tuple conversions
* `#19449 <https://github.com/scipy/scipy/pull/19449>`__: DOC/MAINT: fft:
fix signature for next_fast_len
* `#19453 <https://github.com/scipy/scipy/pull/19453>`__: Added parenthesis
for accurate calculation of frequencies w when...
* `#19458 <https://github.com/scipy/scipy/pull/19458>`__: DOC: spatial: Rotation docs updates
* `#19461 <https://github.com/scipy/scipy/pull/19461>`__: DOC: dev: update
max line length to 88 characters
* `#19465 <https://github.com/scipy/scipy/pull/19465>`__: DOC: fix broken NetCDF URL
* `#19466 <https://github.com/scipy/scipy/pull/19466>`__: MAINT: NumPy int
type shims
* `#19469 <https://github.com/scipy/scipy/pull/19469>`__: DEP: special:
improve deprecation of private modules named without...
* `#19471 <https://github.com/scipy/scipy/pull/19471>`__: MAINT: Translate binom to C++
* `#19472 <https://github.com/scipy/scipy/pull/19472>`__: MAINT: Update fast_matrix_market to 1.7.4
* `#19482 <https://github.com/scipy/scipy/pull/19482>`__: MAINT: Make use
of sf_error conditional on flag in scipy::special...
* `#19483 <https://github.com/scipy/scipy/pull/19483>`__: ENH: add max dist
to NearestNDInterpolator
* `#19484 <https://github.com/scipy/scipy/pull/19484>`__: CI: limit scipy-openblas32 wheel to 0.3.23.293.2
* `#19487 <https://github.com/scipy/scipy/pull/19487>`__: ENH: stats.cramervonmises/epps_singleton: add axis / nan_policy...
* `#19489 <https://github.com/scipy/scipy/pull/19489>`__: MAINT: lint:
ignore E501 (line length) by subpackage
* `#19491 <https://github.com/scipy/scipy/pull/19491>`__: MAINT/STY: misc: remove E501 (line length) lint ignore
* `#19494 <https://github.com/scipy/scipy/pull/19494>`__: MAINT/STY: \`conftest.py\`: remove E501 (line length) lint ignore
* `#19495 <https://github.com/scipy/scipy/pull/19495>`__: MAINT: get rid of Python 2 left-overs
* `#19497 <https://github.com/scipy/scipy/pull/19497>`__: CI: add '[lint only]', '[docs only]' skip tags
* `#19501 <https://github.com/scipy/scipy/pull/19501>`__: TST: skip test_bootstrap_against_theory
* `#19503 <https://github.com/scipy/scipy/pull/19503>`__: MAINT/STY:
fftpack: remove E501 (line length) lint ignore
* `#19505 <https://github.com/scipy/scipy/pull/19505>`__: MAINT/STY: \`scipyoptdoc.py\`: remove E501 (line length) lint...
* `#19506 <https://github.com/scipy/scipy/pull/19506>`__: MAINT: sparse:
update tests to switch to format and toarray from...
* `#19507 <https://github.com/scipy/scipy/pull/19507>`__: MAINT/DOC: stats:
fix lint errors
* `#19508 <https://github.com/scipy/scipy/pull/19508>`__: MAINT/DOC/BENCH: optimize: fix linter errors
* `#19509 <https://github.com/scipy/scipy/pull/19509>`__: MAINT: fix
remaining lint errors
* `#19510 <https://github.com/scipy/scipy/pull/19510>`__: DEP: integrate: deprecate romberg and quadrature
* `#19514 <https://github.com/scipy/scipy/pull/19514>`__: MAINT/STY: odr: remove E501 (line length) lint ignore
* `#19515 <https://github.com/scipy/scipy/pull/19515>`__: MAINT:
Restructure extra_special (working name) as internal library
* `#19516 <https://github.com/scipy/scipy/pull/19516>`__: MAINT: lint:
enable UP rules
* `#19519 <https://github.com/scipy/scipy/pull/19519>`__: DOC: Fix example
used in stats tutorial
* `#19520 <https://github.com/scipy/scipy/pull/19520>`__: MAINT/STY: fft: remove E501 (line length) lint ignore, \`noqa\`...
* `#19523 <https://github.com/scipy/scipy/pull/19523>`__: MAINT/STY:
constants: remove E501 (line length) lint ignore
* `#19525 <https://github.com/scipy/scipy/pull/19525>`__: DOC, CI: refguide
may vary locs
* `#19527 <https://github.com/scipy/scipy/pull/19527>`__: DOC, MAINT: more refguide fixes
* `#19529 <https://github.com/scipy/scipy/pull/19529>`__: MAINT: blanket \`noqa\` vet
* `#19533 <https://github.com/scipy/scipy/pull/19533>`__: DOC: fix more
typos found by codespell
* `#19534 <https://github.com/scipy/scipy/pull/19534>`__: MAINT: get rid of more Python 2 left-overs
* `#19540 <https://github.com/scipy/scipy/pull/19540>`__: DOC:
_binomtest.py: Add clearer error messages
* `#19546 <https://github.com/scipy/scipy/pull/19546>`__: MAINT: Fix interpolate.make_smoothing_spline's size validation...
* `#19556 <https://github.com/scipy/scipy/pull/19556>`__: DOC: revert part
of bcbb18f / #19533
* `#19558 <https://github.com/scipy/scipy/pull/19558>`__: MAINT: forward
port 1.11.4 relnotes
* `#19562 <https://github.com/scipy/scipy/pull/19562>`__: MAINT: Fix typos
in Rotation.from_mrp referenced paper
* `#19564 <https://github.com/scipy/scipy/pull/19564>`__: MAINT: Mark in \`.gitignore\` the directories instead of their...
* `#19570 <https://github.com/scipy/scipy/pull/19570>`__: DOC: Fixed build instructions in index.rst (#19568)
* `#19574 <https://github.com/scipy/scipy/pull/19574>`__: DOC: update
Building from source docs for editable installs
* `#19576 <https://github.com/scipy/scipy/pull/19576>`__: BUG: Use uint32
for cost in NI_WatershedElement
* `#19578 <https://github.com/scipy/scipy/pull/19578>`__: BUG: stats._axis_nan_policy_factory: respect too_small when detecting...
* `#19579 <https://github.com/scipy/scipy/pull/19579>`__: BLD:MAINT:Update dev.py message
* `#19581 <https://github.com/scipy/scipy/pull/19581>`__: BUG: interpolate/ndbspline: fix OOB access for len(tx) != len(ty)...
* `#19583 <https://github.com/scipy/scipy/pull/19583>`__: ENH: Use
\`np.dot\` to speedup \`spatial.distance.correlation\`
* `#19585 <https://github.com/scipy/scipy/pull/19585>`__: DEP: improve deprecation of remaining private modules named without...
* `#19588 <https://github.com/scipy/scipy/pull/19588>`__: BLD:Add missing cstdin include in fast matrix market
* `#19589 <https://github.com/scipy/scipy/pull/19589>`__: ENH: Use
\`np.dot\` to speedup \`spatial.distance.hamming\`
* `#19590 <https://github.com/scipy/scipy/pull/19590>`__: MAINT:special:Add more noexcept to Cython signatures
* `#19591 <https://github.com/scipy/scipy/pull/19591>`__: MAINT: interpolate/RGI: avoid unnecessary validation of data...
* `#19593 <https://github.com/scipy/scipy/pull/19593>`__: Returning NotImplemented in comparisons with sparse arrays
* `#19597 <https://github.com/scipy/scipy/pull/19597>`__: TST: special._sinpi/_cospi: skip failing \`test_intermediate_overflow\`
* `#19600 <https://github.com/scipy/scipy/pull/19600>`__: Fix sparse
multiply
* `#19601 <https://github.com/scipy/scipy/pull/19601>`__: ENH: Make special
C++ implementations work on CUDA (and beyond!)
* `#19603 <https://github.com/scipy/scipy/pull/19603>`__: DOC: doc shim for
eig normalization
* `#19604 <https://github.com/scipy/scipy/pull/19604>`__: BUG: fix overflow
in stats.boxcox_normmax when method='mle'
* `#19606 <https://github.com/scipy/scipy/pull/19606>`__: MAINT: array
types: restrict to boolean & numerical dtypes
* `#19608 <https://github.com/scipy/scipy/pull/19608>`__: MAINT/DOC: refguide-check fixes
* `#19609 <https://github.com/scipy/scipy/pull/19609>`__: MAINT: lint:
enable line-length check (package-wide)
* `#19611 <https://github.com/scipy/scipy/pull/19611>`__: DOC: clarify interpolator termionolgy
* `#19613 <https://github.com/scipy/scipy/pull/19613>`__: MAINT: Added clang-format formatting for special C++ files
* `#19617 <https://github.com/scipy/scipy/pull/19617>`__: fix numerical stability
* `#19618 <https://github.com/scipy/scipy/pull/19618>`__: MAINT: qmc permutations win type
* `#19622 <https://github.com/scipy/scipy/pull/19622>`__: CI: undo cython==0.29.35 pin for the 32-bit Linux job, remove...
* `#19623 <https://github.com/scipy/scipy/pull/19623>`__: MAINT: lint:
enable \`stacklevel\` warnings check
* `#19624 <https://github.com/scipy/scipy/pull/19624>`__: MAINT/TST: _lib:
use value instead of deprecated s
* `#19626 <https://github.com/scipy/scipy/pull/19626>`__: MAINT: more SciPy windows int shims
* `#19628 <https://github.com/scipy/scipy/pull/19628>`__: DOC: 1.12.0
release notes
* `#19635 <https://github.com/scipy/scipy/pull/19635>`__: MAINT: simplify Nakagami mean calculation
* `#19637 <https://github.com/scipy/scipy/pull/19637>`__: DOC: Clarify integration error bound in \`integrate\` tutorial
* `#19648 <https://github.com/scipy/scipy/pull/19648>`__: MAINT: simplify
chi distribution mean calculation
* `#19651 <https://github.com/scipy/scipy/pull/19651>`__: MAINT:
stats.entropy: silence mypy
* `#19656 <https://github.com/scipy/scipy/pull/19656>`__: BUG: Remove unnecessary incref on unrelated type
* `#19658 <https://github.com/scipy/scipy/pull/19658>`__: MAINT: git blame ignores for lint clean-ups
* `#19660 <https://github.com/scipy/scipy/pull/19660>`__: STY: special: use indent width of 4 in clang-format
* `#19661 <https://github.com/scipy/scipy/pull/19661>`__: CI: fix
pre-release job by correct version pin for scipy-openblas32
* `#19670 <https://github.com/scipy/scipy/pull/19670>`__: MAINT: version
bounds for 1.12.0rc1
* `#19677 <https://github.com/scipy/scipy/pull/19677>`__: DOC: array types: mention partial support in \`special\`
* `#19686 <https://github.com/scipy/scipy/pull/19686>`__: TST: fix
incorrect signal.sosfilt tests
* `#19690 <https://github.com/scipy/scipy/pull/19690>`__: BLD: avoid
fast-math for oneAPI compilers, fix up handling of...
* `#19691 <https://github.com/scipy/scipy/pull/19691>`__: BUG: fix negative overflow in stats.boxcox_normmax
* `#19693 <https://github.com/scipy/scipy/pull/19693>`__: BUG: Prevent
mutation of \`w\` parameter in \`spatial.distance.\*\`
* `#19702 <https://github.com/scipy/scipy/pull/19702>`__: DEP: Adopt
\`\*tol\` deprecations also for \`gcrotmk/lgmres/minres/tfqmr\`
* `#19709 <https://github.com/scipy/scipy/pull/19709>`__: MAINT: Cumulative simpson follow-up comments
* `#19735 <https://github.com/scipy/scipy/pull/19735>`__: DOC: update
release notes with all deprecations for 1.12 release
* `#19748 <https://github.com/scipy/scipy/pull/19748>`__: TST: skip
RGI(..., method="pchip" for complex values)
* `#19751 <https://github.com/scipy/scipy/pull/19751>`__: BUG: Make FMM
classes \`py::module_local\` (fix for 1.12RC)
* `#19761 <https://github.com/scipy/scipy/pull/19761>`__: MAINT: Avoid use
of aligned_alloc in pocketfft on windows
* `#19779 <https://github.com/scipy/scipy/pull/19779>`__: BUG: Fix \`nbinom.logcdf\` for invalid input
* `#19785 <https://github.com/scipy/scipy/pull/19785>`__: BUG: support
sparse Hessian in \`Newton-CG\`
* `#19797 <https://github.com/scipy/scipy/pull/19797>`__: MAINT: 1.12.0rc2
prep
* `#19800 <https://github.com/scipy/scipy/pull/19800>`__: TST: loosen tolerances for tests that fail otherwise on windows+MKL
* `#19806 <https://github.com/scipy/scipy/pull/19806>`__: TST: fix compatibility with pytest 8
* `#19830 <https://github.com/scipy/scipy/pull/19830>`__: REL: bump
copyright to 2024
* `#19842 <https://github.com/scipy/scipy/pull/19842>`__: TST: move
reference data for test_real_transforms to a fixture
* `#19859 <https://github.com/scipy/scipy/pull/19859>`__: BLD: improve scipy-openblas dependency check
* `#19877 <https://github.com/scipy/scipy/pull/19877>`__: DOC: 1.12 release notes tweaks
* `#19881 <https://github.com/scipy/scipy/pull/19881>`__: Revert "ENH: stats.wasserstein_distance: multivariate Wasserstein...
* `#19892 <https://github.com/scipy/scipy/pull/19892>`__: DEP: extend some announced deprecations due to out-of-band 1.13...
* `#19903 <https://github.com/scipy/scipy/pull/19903>`__: DEP: reflect
extended deprecations also in release notes
* `#19910 <https://github.com/scipy/scipy/pull/19910>`__: BLD: ensure the
name of the installed \`scipy\` package is lower-case

Checksums
=========

MD5
~~~

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SHA256
~~~~~~

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--- Synchronet 3.20a-Linux NewsLink 1.114