混合地理加权回归python实现代码

通过python编码实现MGWR、MGWTR模型的求解。能够解决空间非平稳性问题。

from setuptools import setup find_packages
from distutils.command.build_py import build_py

# Get __version__ from PACKAGE_NAME/__init__.py without importing the package
# __version__ has to be defined in the first line
with open（‘mgwr/__init__.py‘ ‘r‘） as f:
    exec（f.readline（））

def _get_requirements_from_files（groups_files）:
    groups_reqlist = {}

    for kv in groups_files.items（）:
        with open（v ‘r‘） as f:
            pkg_list = f.read（）.splitlines（）
        groups_reqlist[k] = pkg_list

    return groups_reqlist

def setup_package（）:
    _groups_files = {
        ‘base‘: ‘requirements.txt‘
        ‘tests‘: ‘requirements_tests.txt‘
        ‘docs‘: ‘requirements_docs.txt‘
    }

    reqs = _get_requirements_from_files（_groups_files）
    install_reqs = reqs.pop（‘base‘）
    extras_reqs = reqs

    setup（name=‘mgwr‘ #name of package
          version=__version__
          description=‘multiscale geographically weighted regression‘ #short <80chr description
          url=‘https://github.com/pysal/mgwr‘ #github repo
          maintainer=‘Taylor M. Oshan‘
          maintainer_email=‘tayoshan@gmail.com‘
          python_requires=‘>3.4‘
          test_suite = ‘nose.collector‘
          tests_require=[‘nose‘]
          keywords=‘spatial statistics‘
          classifiers=[
            ‘Development Status :: 5 - Production/Stable‘
            ‘Intended Audience :: Science/Research‘
            ‘Intended Audience :: Developers‘
            ‘Intended Audience :: Education‘
            ‘Topic :: Scientific/Engineering‘
            ‘Topic :: Scientific/Engineering :: GIS‘
            ‘License :: OSI Approved :: BSD License‘
            ‘Programming Language :: Python‘
            ‘Programming Language :: Python :: 3.5‘
            ‘Programming Language :: Python :: 3.6‘
            ]
          license=‘3-Clause BSD‘
          packages=find_packages（）
          install_requires=install_reqs
          extras_require=extras_reqs
          zip_safe=False
          cmdclass = {‘build.py‘:build_py}）

if __name__ == ‘__main__‘:
    setup_package（）

 属性            大小     日期    时间   名称
----------- ---------  ---------- -----  ----
     目录           0  2018-11-20 00:06  mgwr-master\
     文件         232  2018-11-20 00:06  mgwr-master\.gitignore
     文件        1400  2018-11-20 00:06  mgwr-master\.travis.yml
     文件        2562  2018-11-20 00:06  mgwr-master\CHANGELOG.md
     文件        1523  2018-11-20 00:06  mgwr-master\LICENSE
     文件          93  2018-11-20 00:06  mgwr-master\MANIFEST.in
     文件        1223  2018-11-20 00:06  mgwr-master\README.md
     目录           0  2018-11-20 00:06  mgwr-master\doc\
     文件         655  2018-11-20 00:06  mgwr-master\doc\Makefile
     目录           0  2018-11-20 00:06  mgwr-master\doc\_static\
     目录           0  2018-11-20 00:06  mgwr-master\doc\_static\images\
     文件      711500  2018-11-20 00:06  mgwr-master\doc\_static\images\gwr-mgwr.png
     文件       15086  2018-11-20 00:06  mgwr-master\doc\_static\images\pysal_favicon.ico
     文件        1705  2018-11-20 00:06  mgwr-master\doc\_static\pysal-styles.css
     文件       21453  2018-11-20 00:06  mgwr-master\doc\_static\references.bib
     文件         962  2018-11-20 00:06  mgwr-master\doc\api.rst
     文件        8313  2018-11-20 00:06  mgwr-master\doc\conf.py
     目录           0  2018-11-20 00:06  mgwr-master\doc\generated\
     文件          85  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWR.fit.rst
     文件          89  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWR.predict.rst
     文件         113  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWR.rst
     文件         151  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWRResults.rst
     文件         158  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWRResultsLite.rst
     文件         106  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWResults.ENP.rst
     文件         106  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWResults.RSS.rst
     文件         106  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWResults.TSS.rst
     文件         112  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWResults.adj_alpha.rst
     文件         106  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWResults.bse.rst
     文件         111  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWResults.conf_int.rst
     文件         109  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWResults.cooksD.rst
     文件         113  2018-11-20 00:06  mgwr-master\doc\generated\mgwr.gwr.GWResults.cov_params.rst
............此处省略137个文件信息