old_contents: """setuptools based setup module for pymldb. 
  
  based on:
  https://github.com/pypa/sampleproject
  """
  
  # Always prefer setuptools over distutils
  from setuptools import setup, find_packages
  # To use a consistent encoding
  from codecs import open
  from os import path
  
  here = path.abspath(path.dirname(__file__))
  
  # Get the long description from the relevant file
  with open(path.join(here, 'README.md'), encoding='utf-8') as f:
      long_description = f.read()
  
  setup(
      name='pymldb',
  
      # Versions should comply with PEP440.  For a discussion on single-sourcing
      # the version across setup.py and the project code, see
      # https://packaging.python.org/en/latest/single_source_version.html
      # https://www.python.org/dev/peps/pep-0440/#public-version-identifiers
      version='0.3.2',
  
      description='Python interface to MLDB',
      long_description=long_description,
  
      url='https://github.com/mldbai/pymldb',
      author='Datacratic',
      author_email='mldbai@datacratic.com',
      license='BSD',
  
      # See https://pypi.python.org/pypi?%3Aaction=list_classifiers
      classifiers=[
          'Development Status :: 3 - Alpha',
  
          'License :: OSI Approved :: BSD License',
          'Programming Language :: Python :: 2',
  
          'Intended Audience :: Developers',
  	'Topic :: Database :: Database Engines/Servers',
          'Topic :: Scientific/Engineering :: Mathematics',
          'Topic :: Scientific/Engineering :: Artificial Intelligence',
      ],
  
      keywords='machine learning',
  
      packages=find_packages(exclude=['contrib', 'docs', 'tests*']),
  
      # List run-time dependencies here.  These will be installed by pip when
      # your project is installed. For an analysis of "install_requires" vs pip's
      # requirements files see:
      # https://packaging.python.org/en/latest/requirements.html
      install_requires=['numpy',
                        'pandas',
  		      'requests[security]>=2.6',
  		     ],
  )
  
new_contents: """setuptools based setup module for pymldb. 
  
  based on:
  https://github.com/pypa/sampleproject
  """
  
  # Always prefer setuptools over distutils
  from setuptools import setup, find_packages
  # To use a consistent encoding
  from codecs import open
  from os import path
  
  here = path.abspath(path.dirname(__file__))
  
  # Get the long description from the relevant file
  with open(path.join(here, 'README.md'), encoding='utf-8') as f:
      long_description = f.read()
  
  setup(
      name='pymldb',
  
      # Versions should comply with PEP440.  For a discussion on single-sourcing
      # the version across setup.py and the project code, see
      # https://packaging.python.org/en/latest/single_source_version.html
      # https://www.python.org/dev/peps/pep-0440/#public-version-identifiers
      version='0.3.2',
  
      description='Python interface to MLDB',
      long_description=long_description,
  
      url='https://github.com/datacratic/pymldb',
      author='Datacratic',
      author_email='mldbai@datacratic.com',
      license='BSD',
  
      # See https://pypi.python.org/pypi?%3Aaction=list_classifiers
      classifiers=[
          'Development Status :: 3 - Alpha',
  
          'License :: OSI Approved :: BSD License',
          'Programming Language :: Python :: 2',
  
          'Intended Audience :: Developers',
  	'Topic :: Database :: Database Engines/Servers',
          'Topic :: Scientific/Engineering :: Mathematics',
          'Topic :: Scientific/Engineering :: Artificial Intelligence',
      ],
  
      keywords='machine learning',
  
      packages=find_packages(exclude=['contrib', 'docs', 'tests*']),
  
      # List run-time dependencies here.  These will be installed by pip when
      # your project is installed. For an analysis of "install_requires" vs pip's
      # requirements files see:
      # https://packaging.python.org/en/latest/requirements.html
      install_requires=['numpy',
                        'pandas',
  		      'requests[security]>=2.6',
  		     ],
  )
  
subject: Fix url