old_contents: #!/usr/bin/env python
  
  from distutils.core import setup
  
  setup(name='kmapper',
        version='1.0.1',
        description='Python implementation of mapper algorithm for Topological Data Analysis.',
        long_description='Python implementation of mapper algorithm. This implementation is intended to integrate into scikit-learn and be easily extendible.',
        author='HJ van Veen, Nathaniel Saul',
        author_email='info@mlwave.com, nat@saulgill.com',
        url='https://github.com/MLWAve/kepler-mapper',
        license='MIT',
        packages=['kmapper'],
        install_requires=[
          'scikit-learn',
          'numpy',
          'scipy'
        ],
        test_requires=[
          'pytest'
        ],
        python_requires='>=2.7,!=3.1,!=3.2,!=3.3',
        classifiers=[
          # How mature is this project? Common values are
          #   3 - Alpha
          #   4 - Beta
          #   5 - Production/Stable
          'Development Status :: 3 - Alpha',
  
          # Indicate who your project is intended for
          'Intended Audience :: Science/Research',
          'Intended Audience :: Education',
          'Intended Audience :: Financial and Insurance Industry',
          'Intended Audience :: Healthcare Industry',
          'Topic :: Scientific/Engineering :: Information Analysis',
          'Topic :: Scientific/Engineering :: Mathematics',
          'Topic :: Scientific/Engineering :: Medical Science Apps',
  
          # Pick your license as you wish (should match "license" above)
           'License :: OSI Approved :: MIT License',
  
          # Specify the Python versions you support here. In particular, ensure
          # that you indicate whether you support Python 2, Python 3 or both.
          # 'Programming Language :: Python :: 2',
          # 'Programming Language :: Python :: 2.6',
          # 'Programming Language :: Python :: 2.7',
          'Programming Language :: Python :: 3',
          'Programming Language :: Python :: 3.2',
          'Programming Language :: Python :: 3.3',
          'Programming Language :: Python :: 3.4',
          'Programming Language :: Python :: 3.5',
          'Programming Language :: Python :: 3.6',
        ],
        keywords='mapper, topology data analysis, algebraic topology, unsupervised learning'
  
  
       )
  
new_contents: #!/usr/bin/env python
  
  from distutils.core import setup
  
  setup(name='kmapper',
        version='1.0.1',
        description='Python implementation of mapper algorithm for Topological Data Analysis.',
        long_description='Python implementation of mapper algorithm. This implementation is intended to integrate into scikit-learn and be easily extendible.',
        author='HJ van Veen, Nathaniel Saul',
        author_email='info@mlwave.com, nat@saulgill.com',
        url='https://github.com/MLWAve/kepler-mapper',
        license='MIT',
        packages=['kmapper'],
        install_requires=[
          'scikit-learn',
          'numpy',
          'scipy'
        ],
        test_requires=[
          'pytest'
        ],
        python_requires='>=2.7,!=3.1,!=3.2,!=3.3',
        classifiers=[
          # How mature is this project? Common values are
          #   3 - Alpha
          #   4 - Beta
          #   5 - Production/Stable
          'Development Status :: 3 - Alpha',
  
          # Indicate who your project is intended for
          'Intended Audience :: Science/Research',
          'Intended Audience :: Education',
          'Intended Audience :: Financial and Insurance Industry',
          'Intended Audience :: Healthcare Industry',
          'Topic :: Scientific/Engineering :: Information Analysis',
          'Topic :: Scientific/Engineering :: Mathematics',
  
          # Pick your license as you wish (should match "license" above)
           'License :: OSI Approved :: MIT License',
  
          # Specify the Python versions you support here. In particular, ensure
          # that you indicate whether you support Python 2, Python 3 or both.
          # 'Programming Language :: Python :: 2',
          # 'Programming Language :: Python :: 2.6',
          'Programming Language :: Python :: 2.7',
          'Programming Language :: Python :: 3',
          'Programming Language :: Python :: 3.4',
          'Programming Language :: Python :: 3.5',
          'Programming Language :: Python :: 3.6',
        ],
        keywords='mapper, topology data analysis, algebraic topology, unsupervised learning'
  
  
       )
  
subject: modify setup topics and languages for pypi