old_contents: """Setup for Conversation AI Unintended Model Bias Analysis."""
  
  from setuptools import setup, find_packages
  from codecs import open
  from os import path
  
  here = path.abspath(path.dirname(__file__))
  
  # Arguments marked as "Required" below must be included for upload to PyPI.
  # Fields marked as "Optional" may be commented out.
  
  setup(
      # This is the name of your project. The first time you publish this
      # package, this name will be registered for you. It will determine how
      # users can install this project, e.g.:
      #
      # $ pip install sampleproject
      #
      # And where it will live on PyPI: https://pypi.org/project/sampleproject/
      #
      # There are some restrictions on what makes a valid project name
      # specification here:
      # https://packaging.python.org/specifications/core-metadata/#name
      name='convai_unintended_model_bias_analysis',  # Required
  
      # Versions should comply with PEP 440:
      # https://www.python.org/dev/peps/pep-0440/
      #
      # 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
      version='0.0.0',  # Required
  
      license='Apache 2.0',
  
      # This is a one-line description or tagline of what your project does. This
      # corresponds to the "Summary" metadata field:
      # https://packaging.python.org/specifications/core-metadata/#summary
      description='Conversation AI Unintended Model Bias Analysis',  # Required
  
      # This should be a valid link to your project's main homepage.
      #
      # This field corresponds to the "Home-Page" metadata field:
      # https://packaging.python.org/specifications/core-metadata/#home-page-optional
      url='https://github.com/conversationai/unintended-ml-bias-analysis',
  
      # You can just specify package directories manually here if your project is
      # simple. Or you can use find_packages().
      #
      # Alternatively, if you just want to distribute a single Python file, use
      # the `py_modules` argument instead as follows, which will expect a file
      # called `my_module.py` to exist:
      #
      py_modules=['model_bias_analysis'],
      #
      #packages=find_packages(),  # Required
  
      # This field lists other packages that your project depends on to run.
      # Any package you put here will be installed by pip when your project is
      # installed, so they must be valid existing projects.
      #
      # For an analysis of "install_requires" vs pip's requirements files see:
      # https://packaging.python.org/en/latest/requirements.html
      install_requires=[
          "numpy >= 1.13.1",
          "pandas >= 0.20.3",
          "matplotlib >= 2.0.2",
          "sklearn >= 0.0"
      ],  # Optional
  
      # If there are data files included in your packages that need to be
      # installed, specify them here.
      #
      # If using Python 2.6 or earlier, then these have to be included in
      # MANIFEST.in as well.
      #package_data={  # Optional
      #    'sample': ['package_data.dat'],
      #},
  )
  
new_contents: """Setup for Conversation AI Unintended Model Bias Analysis."""
  
  from setuptools import setup, find_packages
  from codecs import open
  from os import path
  
  here = path.abspath(path.dirname(__file__))
  
  # Arguments marked as "Required" below must be included for upload to PyPI.
  # Fields marked as "Optional" may be commented out.
  
  setup(
      # This is the name of your project. The first time you publish this
      # package, this name will be registered for you. It will determine how
      # users can install this project, e.g.:
      #
      # $ pip install sampleproject
      #
      # And where it will live on PyPI: https://pypi.org/project/sampleproject/
      #
      # There are some restrictions on what makes a valid project name
      # specification here:
      # https://packaging.python.org/specifications/core-metadata/#name
      name='convai_unintended_model_bias_analysis',  # Required
  
      # Versions should comply with PEP 440:
      # https://www.python.org/dev/peps/pep-0440/
      #
      # 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
      version='0.0.0',  # Required
  
      license='Apache 2.0',
  
      # This is a one-line description or tagline of what your project does. This
      # corresponds to the "Summary" metadata field:
      # https://packaging.python.org/specifications/core-metadata/#summary
      description='Conversation AI Unintended Model Bias Analysis',  # Required
  
      # This should be a valid link to your project's main homepage.
      #
      # This field corresponds to the "Home-Page" metadata field:
      # https://packaging.python.org/specifications/core-metadata/#home-page-optional
      url='https://github.com/conversationai/unintended-ml-bias-analysis',
  
      # You can just specify package directories manually here if your project is
      # simple. Or you can use find_packages().
      #
      # Alternatively, if you just want to distribute a single Python file, use
      # the `py_modules` argument instead as follows, which will expect a file
      # called `my_module.py` to exist:
      #
      py_modules=['model_bias_analysis'],
      #
      #packages=find_packages(),  # Required
  
      # This field lists other packages that your project depends on to run.
      # Any package you put here will be installed by pip when your project is
      # installed, so they must be valid existing projects.
      #
      # For an analysis of "install_requires" vs pip's requirements files see:
      # https://packaging.python.org/en/latest/requirements.html
      install_requires=[
          "numpy",
          "pandas",
          "sklearn"
      ],  # Optional
  
      # If there are data files included in your packages that need to be
      # installed, specify them here.
      #
      # If using Python 2.6 or earlier, then these have to be included in
      # MANIFEST.in as well.
      #package_data={  # Optional
      #    'sample': ['package_data.dat'],
      #},
  )
  
subject: Remove matplotlib