old_contents:  #!/usr/bin/env python
  from setuptools import find_packages
  from setuptools import setup
  
  DISTNAME = 'alphapy'
  DESCRIPTION = "AlphaPy: A Machine Learning Pipeline for Speculators"
  LONG_DESCRIPTION = "alphapy is a Python library for machine learning using scikit-learn. We have a stock market pipeline and a sports pipeline so that speculators can test predictive models, along with functions for trading systems and portfolio management."
  
  MAINTAINER = 'ScottFree LLC [Robert D. Scott II, Mark Conway]'
  MAINTAINER_EMAIL = 'scottfree.analytics@scottfreellc.com'
  URL = "https://github.com/ScottFreeLLC/AlphaPy"
  LICENSE = "Apache License, Version 2"
  VERSION = "2.2.2"
  
  classifiers = ['Development Status :: 4 - Beta',
                 'Programming Language :: Python',
                 'Programming Language :: Python :: 3',
                 'Programming Language :: Python :: 3.4',
                 'Programming Language :: Python :: 3.5',
                 'License :: OSI Approved :: Apache Software License',
                 'Intended Audience :: Science/Research',
                 'Topic :: Scientific/Engineering',
                 'Topic :: Scientific/Engineering :: Mathematics',
                 'Operating System :: OS Independent']
  
  install_reqs = [
      'bokeh>=0.12',
      'category_encoders>=1.2.0',
      'imbalanced-learn>=0.2.1',
      'ipython>=3.2.3',
      'matplotlib>=2.0.0',
      'numpy>=1.9.1',
      'pandas>=0.19.0',
      'pandas-datareader>=0.3',
      'pyfolio>=0.7',
      'pyyaml>=3.12',
      'scikit-learn>=0.17.1',
      'scipy>=0.18.1',
      'seaborn>=0.7.1',
      'xgboost>=0.6a2',
  ]
  
  if __name__ == "__main__":
      setup(
          name=DISTNAME,
          version=VERSION,
          maintainer=MAINTAINER,
          maintainer_email=MAINTAINER_EMAIL,
          description=DESCRIPTION,
          license=LICENSE,
          url=URL,
          long_description=LONG_DESCRIPTION,
          packages=find_packages(),
          classifiers=classifiers,
          install_requires=install_reqs,
          entry_points={
              'console_scripts': [
                  'alphapy = alphapy.__main__:main',
                  'mflow = alphapy.market_flow:main',
                  'sflow = alphapy.sport_flow:main',
              ],
          }
      )
  
new_contents:  #!/usr/bin/env python
  from setuptools import find_packages
  from setuptools import setup
  
  DISTNAME = 'alphapy'
  DESCRIPTION = "AlphaPy: A Machine Learning Pipeline for Speculators"
  LONG_DESCRIPTION = "alphapy is a Python library for machine learning using scikit-learn. We have a stock market pipeline and a sports pipeline so that speculators can test predictive models, along with functions for trading systems and portfolio management."
  
  MAINTAINER = 'ScottFree LLC [Robert D. Scott II, Mark Conway]'
  MAINTAINER_EMAIL = 'scottfree.analytics@scottfreellc.com'
  URL = "https://github.com/ScottFreeLLC/AlphaPy"
  LICENSE = "Apache License, Version 2"
  VERSION = "2.3"
  
  classifiers = ['Development Status :: 4 - Beta',
                 'Programming Language :: Python',
                 'Programming Language :: Python :: 3',
                 'Programming Language :: Python :: 3.4',
                 'Programming Language :: Python :: 3.5',
                 'License :: OSI Approved :: Apache Software License',
                 'Intended Audience :: Science/Research',
                 'Topic :: Scientific/Engineering',
                 'Topic :: Scientific/Engineering :: Mathematics',
                 'Operating System :: OS Independent']
  
  install_reqs = [
      'bokeh>=0.12',
      'category_encoders>=1.2.0',
      'imbalanced-learn>=0.2.1',
      'ipython>=3.2.3',
      'matplotlib>=2.0.0',
      'numpy>=1.12',
      'pandas>=0.21.0',
      'pandas-datareader>=0.3',
      'pyfolio>=0.8',
      'pyyaml>=3.12',
      'scikit-learn>=0.18',
      'scipy>=1.0',
      'seaborn>=0.7.1',
      'xgboost>=0.71',
  ]
  
  if __name__ == "__main__":
      setup(
          name=DISTNAME,
          version=VERSION,
          maintainer=MAINTAINER,
          maintainer_email=MAINTAINER_EMAIL,
          description=DESCRIPTION,
          license=LICENSE,
          url=URL,
          long_description=LONG_DESCRIPTION,
          packages=find_packages(),
          classifiers=classifiers,
          install_requires=install_reqs,
          entry_points={
              'console_scripts': [
                  'alphapy = alphapy.__main__:main',
                  'mflow = alphapy.market_flow:main',
                  'sflow = alphapy.sport_flow:main',
              ],
          }
      )
  
subject: update package requirements