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However, if you cease all violation of this License, then your        license from a particular copyright holder is reinstated (a)        provisionally, unless and until the copyright holder explicitly and        finally terminates your license, and (b) permanently, if the copyright        holder fails to notify you of the violation by some reasonable means        prior to 60 days after the cessation.                  Moreover, your license from a particular copyright holder is        reinstated permanently if the copyright holder notifies you of the        violation by some reasonable means, this is the first time you have        received notice of violation of this License (for any work) from that        copyright holder, and you cure the violation prior to 30 days after        your receipt of the notice.                  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Therefore, by modifying or propagating a        covered work, you indicate your acceptance of this License to do so.                  10. Automatic Licensing of Downstream Recipients.                  Each time you convey a covered work, the recipient automatically        receives a license from the original licensors, to run, modify and        propagate that work, subject to this License.  You are not responsible        for enforcing compliance by third parties with this License.                  An "entity transaction" is a transaction transferring control of an        organization, or substantially all assets of one, or subdividing an        organization, or merging organizations.  If propagation of a covered        work results from an entity transaction, each party to that        transaction who receives a copy of the work also receives whatever        licenses to the work the party's predecessor in interest had or could        give under the previous paragraph, plus a right to possession of the        Corresponding Source of the work from the predecessor in interest, if        the predecessor has it or can get it with reasonable efforts.                  You may not impose any further restrictions on the exercise of the        rights granted or affirmed under this License.  For example, you may        not impose a license fee, royalty, or other charge for exercise of        rights granted under this License, and you may not initiate litigation        (including a cross-claim or counterclaim in a lawsuit) alleging that        any patent claim is infringed by making, using, selling, offering for        sale, or importing the Program or any portion of it.                  11. Patents.                  A "contributor" is a copyright holder who authorizes use under this        License of the Program or a work on which the Program is based.  The        work thus licensed is called the contributor's "contributor version".                  A contributor's "essential patent claims" are all patent claims        owned or controlled by the contributor, whether already acquired or        hereafter acquired, that would be infringed by some manner, permitted        by this License, of making, using, or selling its contributor version,        but do not include claims that would be infringed only as a        consequence of further modification of the contributor version.  For        purposes of this definition, "control" includes the right to grant        patent sublicenses in a manner consistent with the requirements of        this License.                  Each contributor grants you a non-exclusive, worldwide, royalty-free        patent license under the contributor's essential patent claims, to        make, use, sell, offer for sale, import and otherwise run, modify and        propagate the contents of its contributor version.                  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If, pursuant to or in connection with a single transaction or        arrangement, you convey, or propagate by procuring conveyance of, a        covered work, and grant a patent license to some of the parties        receiving the covered work authorizing them to use, propagate, modify        or convey a specific copy of the covered work, then the patent license        you grant is automatically extended to all recipients of the covered        work and works based on it.                  A patent license is "discriminatory" if it does not include within        the scope of its coverage, prohibits the exercise of, or is        conditioned on the non-exercise of one or more of the rights that are        specifically granted under this License.  You may not convey a covered        work if you are a party to an arrangement with a third party that is        in the business of distributing software, under which you make payment        to the third party based on the extent of your activity of conveying        the work, and under which the third party grants, to any of the        parties who would receive the covered work from you, a discriminatory        patent license (a) in connection with copies of the covered work        conveyed by you (or copies made from those copies), or (b) primarily        for and in connection with specific products or compilations that        contain the covered work, unless you entered into that arrangement,        or that patent license was granted, prior to 28 March 2007.                  Nothing in this License shall be construed as excluding or limiting        any implied license or other defenses to infringement that may        otherwise be available to you under applicable patent law.                  12. No Surrender of Others' Freedom.                  If conditions are imposed on you (whether by court order, agreement or        otherwise) that contradict the conditions of this License, they do not        excuse you from the conditions of this License.  If you cannot convey a        covered work so as to satisfy simultaneously your obligations under this        License and any other pertinent obligations, then as a consequence you may        not convey it at all.  For example, if you agree to terms that obligate you        to collect a royalty for further conveying from those to whom you convey        the Program, the only way you could satisfy both those terms and this        License would be to refrain entirely from conveying the Program.                  13. Use with the GNU Affero General Public License.                  Notwithstanding any other provision of this License, you have        permission to link or combine any covered work with a work licensed        under version 3 of the GNU Affero General Public License into a single        combined work, and to convey the resulting work.  The terms of this        License will continue to apply to the part which is the covered work,        but the special requirements of the GNU Affero General Public License,        section 13, concerning interaction through a network will apply to the        combination as such.                  14. Revised Versions of this License.                  The Free Software Foundation may publish revised and/or new versions of        the GNU General Public License from time to time.  Such new versions will        be similar in spirit to the present version, but may differ in detail to        address new problems or concerns.                  Each version is given a distinguishing version number.  If the        Program specifies that a certain numbered version of the GNU General        Public License "or any later version" applies to it, you have the        option of following the terms and conditions either of that numbered        version or of any later version published by the Free Software        Foundation.  If the Program does not specify a version number of the        GNU General Public License, you may choose any version ever published        by the Free Software Foundation.                  If the Program specifies that a proxy can decide which future        versions of the GNU General Public License can be used, that proxy's        public statement of acceptance of a version permanently authorizes you        to choose that version for the Program.                  Later license versions may give you additional or different        permissions.  However, no additional obligations are imposed on any        author or copyright holder as a result of your choosing to follow a        later version.                  15. Disclaimer of Warranty.                  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY        APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT        HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY        OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,        THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR        PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM        IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF        ALL NECESSARY SERVICING, REPAIR OR CORRECTION.                  16. Limitation of Liability.                  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING        WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS        THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY        GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE        USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF        DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD        PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),        EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF        SUCH DAMAGES.                  17. Interpretation of Sections 15 and 16.                  If the disclaimer of warranty and limitation of liability provided        above cannot be given local legal effect according to their terms,        reviewing courts shall apply local law that most closely approximates        an absolute waiver of all civil liability in connection with the        Program, unless a warranty or assumption of liability accompanies a        copy of the Program in return for a fee.                                     END OF TERMS AND CONDITIONS                            How to Apply These Terms to Your New Programs                  If you develop a new program, and you want it to be of the greatest        possible use to the public, the best way to achieve this is to make it        free software which everyone can redistribute and change under these terms.                  To do so, attach the following notices to the program.  It is safest        to attach them to the start of each source file to most effectively        state the exclusion of warranty; and each file should have at least        the "copyright" line and a pointer to where the full notice is found.                    <one line to give the program's name and a brief idea of what it does.>            Copyright (C) <year>  <name of author>                    This program is free software: you can redistribute it and/or modify            it under the terms of the GNU General Public License as published by            the Free Software Foundation, either version 3 of the License, or            (at your option) any later version.                    This program is distributed in the hope that it will be useful,            but WITHOUT ANY WARRANTY; without even the implied warranty of            MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the            GNU General Public License for more details.                    You should have received a copy of the GNU General Public License            along with this program.  If not, see <http://www.gnu.org/licenses/>.                Also add information on how to contact you by electronic and paper mail.                  If the program does terminal interaction, make it output a short        notice like this when it starts in an interactive mode:                    <program>  Copyright (C) <year>  <name of author>            This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.            This is free software, and you are welcome to redistribute it            under certain conditions; type `show c' for details.                The hypothetical commands `show w' and `show c' should show the appropriate        parts of the General Public License.  Of course, your program's commands        might be different; for a GUI interface, you would use an "about box".                  You should also get your employer (if you work as a programmer) or school,        if any, to sign a "copyright disclaimer" for the program, if necessary.        For more information on this, and how to apply and follow the GNU GPL, see        <http://www.gnu.org/licenses/>.                  The GNU General Public License does not permit incorporating your program        into proprietary programs.  If your program is a subroutine library, you        may consider it more useful to permit linking proprietary applications with        the library.  If this is what you want to do, use the GNU Lesser General        Public License instead of this License.  But first, please read        <http://www.gnu.org/philosophy/why-not-lgpl.html>.Classifier: Development Status :: 5 - Production/StableClassifier: Intended Audience :: Science/ResearchClassifier: Intended Audience :: DevelopersClassifier: License :: OSI Approved :: BSD LicenseClassifier: Programming Language :: CClassifier: Programming Language :: PythonClassifier: Programming Language :: Python :: 3Classifier: Programming Language :: Python :: 3.8Classifier: Programming Language :: Python :: 3.9Classifier: Programming Language :: Python :: 3.10Classifier: Programming Language :: Python :: 3.11Classifier: Topic :: Software Development :: LibrariesClassifier: Topic :: Scientific/EngineeringClassifier: Operating System :: Microsoft :: WindowsClassifier: Operating System :: POSIX :: LinuxClassifier: Operating System :: POSIXClassifier: Operating System :: UnixClassifier: Operating System :: MacOSProject-URL: Homepage, https://scipy.org/Project-URL: Documentation, https://docs.scipy.org/doc/scipy/Project-URL: Source, https://github.com/scipy/scipyProject-URL: Download, https://github.com/scipy/scipy/releasesProject-URL: Tracker, https://github.com/scipy/scipy/issuesRequires-Python: <3.12,>=3.8Requires-Dist: numpy<1.27.0,>=1.19.5Requires-Dist: pytest; extra == "test"Requires-Dist: pytest-cov; extra == "test"Requires-Dist: pytest-timeout; extra == "test"Requires-Dist: pytest-xdist; extra == "test"Requires-Dist: asv; extra == "test"Requires-Dist: mpmath; extra == "test"Requires-Dist: gmpy2; extra == "test"Requires-Dist: threadpoolctl; extra == "test"Requires-Dist: scikit-umfpack; extra == "test"Requires-Dist: pooch; extra == "test"Requires-Dist: sphinx!=4.1.0; extra == "doc"Requires-Dist: pydata-sphinx-theme==0.9.0; extra == "doc"Requires-Dist: sphinx-design>=0.2.0; extra == "doc"Requires-Dist: matplotlib>2; extra == "doc"Requires-Dist: numpydoc; extra == "doc"Requires-Dist: mypy; extra == "dev"Requires-Dist: typing_extensions; extra == "dev"Requires-Dist: pycodestyle; extra == "dev"Requires-Dist: flake8; extra == "dev"Requires-Dist: rich-click; extra == "dev"Requires-Dist: click; extra == "dev"Requires-Dist: doit>=0.36.0; extra == "dev"Requires-Dist: pydevtool; extra == "dev"Provides-Extra: testProvides-Extra: docProvides-Extra: devDescription-Content-Type: text/x-rst.. image:: https://github.com/scipy/scipy/blob/main/doc/source/_static/logo.svg  :target: https://scipy.org  :width: 110  :height: 110  :align: left .. image:: https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A  :target: https://numfocus.org.. image:: https://img.shields.io/pypi/dm/scipy.svg?label=Pypi%20downloads  :target: https://pypi.org/project/scipy/.. image:: https://img.shields.io/conda/dn/conda-forge/scipy.svg?label=Conda%20downloads  :target: https://anaconda.org/conda-forge/scipy.. image:: https://img.shields.io/badge/stackoverflow-Ask%20questions-blue.svg  :target: https://stackoverflow.com/questions/tagged/scipy.. image:: https://img.shields.io/badge/DOI-10.1038%2Fs41592--019--0686--2-blue  :target: https://www.nature.com/articles/s41592-019-0686-2SciPy (pronounced "Sigh Pie") is an open-source software for mathematics,science, and engineering. It includes modules for statistics, optimization,integration, linear algebra, Fourier transforms, signal and image processing,ODE solvers, and more.- **Website:** https://scipy.org- **Documentation:** https://docs.scipy.org/doc/scipy/- **Development version of the documentation:** https://scipy.github.io/devdocs- **Mailing list:** https://mail.python.org/mailman3/lists/scipy-dev.python.org/- **Source code:** https://github.com/scipy/scipy- **Contributing:** https://scipy.github.io/devdocs/dev/index.html- **Bug reports:** https://github.com/scipy/scipy/issues- **Code of Conduct:** https://docs.scipy.org/doc/scipy/dev/conduct/code_of_conduct.html- **Report a security vulnerability:** https://tidelift.com/docs/security- **Citing in your work:** https://www.scipy.org/citing-scipy/SciPy is built to work withNumPy arrays, and provides many user-friendly and efficient numerical routines,such as routines for numerical integration and optimization. Together, theyrun on all popular operating systems, are quick to install, and are free ofcharge. NumPy and SciPy are easy to use, but powerful enough to be dependedupon by some of the world's leading scientists and engineers. If you need tomanipulate numbers on a computer and display or publish the results, giveSciPy a try!For the installation instructions, see `our installguide <https://docs.scipy.org/doc/scipy/getting_started.html#installation>`__.Call for Contributions----------------------We appreciate and welcome contributions. Small improvements or fixes are always appreciated; issues labeled as "goodfirst issue" may be a good starting point. Have a look at `our contributingguide <https://scipy.github.io/devdocs/dev/index.html>`__.Writing code isn’t the only way to contribute to SciPy. You can also:- review pull requests- triage issues- develop tutorials, presentations, and other educational materials- maintain and improve `our website <https://github.com/scipy/scipy.org>`__- develop graphic design for our brand assets and promotional materials- help with outreach and onboard new contributors- write grant proposals and help with other fundraising effortsIf you’re unsure where to start or how your skills fit in, reach out! You canask on the mailing list or here, on GitHub, by leaving acomment on a relevant issue that is already open.If you are new to contributing to open source, `thisguide <https://opensource.guide/how-to-contribute/>`__ helps explain why, what,and how to get involved.
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