diff --git a/.jupyter/jupyter_notebook_config.py b/.jupyter/jupyter_notebook_config.py
new file mode 100644
index 0000000000000000000000000000000000000000..426e7df6ab453d56de5804e4bcea6fe067387a55
--- /dev/null
+++ b/.jupyter/jupyter_notebook_config.py
@@ -0,0 +1,581 @@
+# Configuration file for jupyter-notebook.
+
+#------------------------------------------------------------------------------
+# Application(SingletonConfigurable) configuration
+#------------------------------------------------------------------------------
+
+## This is an application.
+
+## The date format used by logging formatters for %(asctime)s
+#c.Application.log_datefmt = '%Y-%m-%d %H:%M:%S'
+
+## The Logging format template
+#c.Application.log_format = '[%(name)s]%(highlevel)s %(message)s'
+
+## Set the log level by value or name.
+#c.Application.log_level = 30
+
+#------------------------------------------------------------------------------
+# JupyterApp(Application) configuration
+#------------------------------------------------------------------------------
+
+## Base class for Jupyter applications
+
+## Answer yes to any prompts.
+#c.JupyterApp.answer_yes = False
+
+## Full path of a config file.
+#c.JupyterApp.config_file = u''
+
+## Specify a config file to load.
+#c.JupyterApp.config_file_name = u''
+
+## Generate default config file.
+#c.JupyterApp.generate_config = False
+
+#------------------------------------------------------------------------------
+# NotebookApp(JupyterApp) configuration
+#------------------------------------------------------------------------------
+
+## Set the Access-Control-Allow-Credentials: true header
+#c.NotebookApp.allow_credentials = False
+
+## Set the Access-Control-Allow-Origin header
+#  
+#  Use '*' to allow any origin to access your server.
+#  
+#  Takes precedence over allow_origin_pat.
+#c.NotebookApp.allow_origin = ''
+
+## Use a regular expression for the Access-Control-Allow-Origin header
+#  
+#  Requests from an origin matching the expression will get replies with:
+#  
+#      Access-Control-Allow-Origin: origin
+#  
+#  where `origin` is the origin of the request.
+#  
+#  Ignored if allow_origin is set.
+#c.NotebookApp.allow_origin_pat = ''
+
+## DEPRECATED use base_url
+#c.NotebookApp.base_project_url = '/'
+
+## The base URL for the notebook server.
+#  
+#  Leading and trailing slashes can be omitted, and will automatically be added.
+#c.NotebookApp.base_url = '/'
+
+## Specify what command to use to invoke a web browser when opening the notebook.
+#  If not specified, the default browser will be determined by the `webbrowser`
+#  standard library module, which allows setting of the BROWSER environment
+#  variable to override it.
+#c.NotebookApp.browser = u''
+
+## The full path to an SSL/TLS certificate file.
+#c.NotebookApp.certfile = u''
+
+## The full path to a certificate authority certificate for SSL/TLS client
+#  authentication.
+#c.NotebookApp.client_ca = u''
+
+## The config manager class to use
+#c.NotebookApp.config_manager_class = 'notebook.services.config.manager.ConfigManager'
+
+## The notebook manager class to use.
+#c.NotebookApp.contents_manager_class = 'notebook.services.contents.filemanager.FileContentsManager'
+
+## Extra keyword arguments to pass to `set_secure_cookie`. See tornado's
+#  set_secure_cookie docs for details.
+#c.NotebookApp.cookie_options = {}
+
+## The random bytes used to secure cookies. By default this is a new random
+#  number every time you start the Notebook. Set it to a value in a config file
+#  to enable logins to persist across server sessions.
+#  
+#  Note: Cookie secrets should be kept private, do not share config files with
+#  cookie_secret stored in plaintext (you can read the value from a file).
+#c.NotebookApp.cookie_secret = ''
+
+## The file where the cookie secret is stored.
+#c.NotebookApp.cookie_secret_file = u''
+
+## The default URL to redirect to from `/`
+#c.NotebookApp.default_url = '/tree'
+
+## Disable cross-site-request-forgery protection
+#  
+#  Jupyter notebook 4.3.1 introduces protection from cross-site request
+#  forgeries, requiring API requests to either:
+#  
+#  - originate from pages served by this server (validated with XSRF cookie and
+#  token), or - authenticate with a token
+#  
+#  Some anonymous compute resources still desire the ability to run code,
+#  completely without authentication. These services can disable all
+#  authentication and security checks, with the full knowledge of what that
+#  implies.
+#c.NotebookApp.disable_check_xsrf = False
+
+## Whether to enable MathJax for typesetting math/TeX
+#  
+#  MathJax is the javascript library Jupyter uses to render math/LaTeX. It is
+#  very large, so you may want to disable it if you have a slow internet
+#  connection, or for offline use of the notebook.
+#  
+#  When disabled, equations etc. will appear as their untransformed TeX source.
+#c.NotebookApp.enable_mathjax = True
+
+## extra paths to look for Javascript notebook extensions
+#c.NotebookApp.extra_nbextensions_path = []
+
+## Extra paths to search for serving static files.
+#  
+#  This allows adding javascript/css to be available from the notebook server
+#  machine, or overriding individual files in the IPython
+#c.NotebookApp.extra_static_paths = []
+
+## Extra paths to search for serving jinja templates.
+#  
+#  Can be used to override templates from notebook.templates.
+#c.NotebookApp.extra_template_paths = []
+
+## 
+#c.NotebookApp.file_to_run = ''
+
+## Use minified JS file or not, mainly use during dev to avoid JS recompilation
+#c.NotebookApp.ignore_minified_js = False
+
+## (bytes/sec) Maximum rate at which messages can be sent on iopub before they
+#  are limited.
+#c.NotebookApp.iopub_data_rate_limit = 0
+
+## (msg/sec) Maximum rate at which messages can be sent on iopub before they are
+#  limited.
+#c.NotebookApp.iopub_msg_rate_limit = 0
+
+## The IP address the notebook server will listen on.
+#c.NotebookApp.ip = 'localhost'
+
+## Supply extra arguments that will be passed to Jinja environment.
+#c.NotebookApp.jinja_environment_options = {}
+
+## Extra variables to supply to jinja templates when rendering.
+#c.NotebookApp.jinja_template_vars = {}
+
+## The kernel manager class to use.
+#c.NotebookApp.kernel_manager_class = 'notebook.services.kernels.kernelmanager.MappingKernelManager'
+
+## The kernel spec manager class to use. Should be a subclass of
+#  `jupyter_client.kernelspec.KernelSpecManager`.
+#  
+#  The Api of KernelSpecManager is provisional and might change without warning
+#  between this version of Jupyter and the next stable one.
+#c.NotebookApp.kernel_spec_manager_class = 'jupyter_client.kernelspec.KernelSpecManager'
+
+## The full path to a private key file for usage with SSL/TLS.
+#c.NotebookApp.keyfile = u''
+
+## The login handler class to use.
+#c.NotebookApp.login_handler_class = 'notebook.auth.login.LoginHandler'
+
+## The logout handler class to use.
+#c.NotebookApp.logout_handler_class = 'notebook.auth.logout.LogoutHandler'
+
+## A custom url for MathJax.js. Should be in the form of a case-sensitive url to
+#  MathJax, for example:  /static/components/MathJax/MathJax.js
+#c.NotebookApp.mathjax_url = ''
+
+## Dict of Python modules to load as notebook server extensions.Entry values can
+#  be used to enable and disable the loading ofthe extensions. The extensions
+#  will be loaded in alphabetical order.
+#c.NotebookApp.nbserver_extensions = {}
+
+## The directory to use for notebooks and kernels.
+#c.NotebookApp.notebook_dir = u''
+
+## Whether to open in a browser after starting. The specific browser used is
+#  platform dependent and determined by the python standard library `webbrowser`
+#  module, unless it is overridden using the --browser (NotebookApp.browser)
+#  configuration option.
+#c.NotebookApp.open_browser = True
+
+## Hashed password to use for web authentication.
+#  
+#  To generate, type in a python/IPython shell:
+#  
+#    from notebook.auth import passwd; passwd()
+#  
+#  The string should be of the form type:salt:hashed-password.
+c.NotebookApp.password = u''
+
+## The port the notebook server will listen on.
+#c.NotebookApp.port = 8888
+
+## The number of additional ports to try if the specified port is not available.
+#c.NotebookApp.port_retries = 50
+
+## DISABLED: use %pylab or %matplotlib in the notebook to enable matplotlib.
+#c.NotebookApp.pylab = 'disabled'
+
+## (sec) Time window used to  check the message and data rate limits.
+#c.NotebookApp.rate_limit_window = 1.0
+
+## Reraise exceptions encountered loading server extensions?
+#c.NotebookApp.reraise_server_extension_failures = False
+
+## DEPRECATED use the nbserver_extensions dict instead
+#c.NotebookApp.server_extensions = []
+
+## The session manager class to use.
+#c.NotebookApp.session_manager_class = 'notebook.services.sessions.sessionmanager.SessionManager'
+
+## Supply SSL options for the tornado HTTPServer. See the tornado docs for
+#  details.
+#c.NotebookApp.ssl_options = {}
+
+## Token used for authenticating first-time connections to the server.
+#  
+#  When no password is enabled, the default is to generate a new, random token.
+#  
+#  Setting to an empty string disables authentication altogether, which is NOT
+#  RECOMMENDED.
+c.NotebookApp.token = ''
+
+## Supply overrides for the tornado.web.Application that the Jupyter notebook
+#  uses.
+#c.NotebookApp.tornado_settings = {}
+
+## Whether to trust or not X-Scheme/X-Forwarded-Proto and X-Real-Ip/X-Forwarded-
+#  For headerssent by the upstream reverse proxy. Necessary if the proxy handles
+#  SSL
+#c.NotebookApp.trust_xheaders = False
+
+## DEPRECATED, use tornado_settings
+#c.NotebookApp.webapp_settings = {}
+
+## The base URL for websockets, if it differs from the HTTP server (hint: it
+#  almost certainly doesn't).
+#  
+#  Should be in the form of an HTTP origin: ws[s]://hostname[:port]
+#c.NotebookApp.websocket_url = ''
+
+#------------------------------------------------------------------------------
+# ConnectionFileMixin(LoggingConfigurable) configuration
+#------------------------------------------------------------------------------
+
+## Mixin for configurable classes that work with connection files
+
+## JSON file in which to store connection info [default: kernel-<pid>.json]
+#  
+#  This file will contain the IP, ports, and authentication key needed to connect
+#  clients to this kernel. By default, this file will be created in the security
+#  dir of the current profile, but can be specified by absolute path.
+#c.ConnectionFileMixin.connection_file = ''
+
+## set the control (ROUTER) port [default: random]
+#c.ConnectionFileMixin.control_port = 0
+
+## set the heartbeat port [default: random]
+#c.ConnectionFileMixin.hb_port = 0
+
+## set the iopub (PUB) port [default: random]
+#c.ConnectionFileMixin.iopub_port = 0
+
+## Set the kernel's IP address [default localhost]. If the IP address is
+#  something other than localhost, then Consoles on other machines will be able
+#  to connect to the Kernel, so be careful!
+#c.ConnectionFileMixin.ip = u''
+
+## set the shell (ROUTER) port [default: random]
+#c.ConnectionFileMixin.shell_port = 0
+
+## set the stdin (ROUTER) port [default: random]
+#c.ConnectionFileMixin.stdin_port = 0
+
+## 
+#c.ConnectionFileMixin.transport = 'tcp'
+
+#------------------------------------------------------------------------------
+# KernelManager(ConnectionFileMixin) configuration
+#------------------------------------------------------------------------------
+
+## Manages a single kernel in a subprocess on this host.
+#  
+#  This version starts kernels with Popen.
+
+## Should we autorestart the kernel if it dies.
+#c.KernelManager.autorestart = True
+
+## DEPRECATED: Use kernel_name instead.
+#  
+#  The Popen Command to launch the kernel. Override this if you have a custom
+#  kernel. If kernel_cmd is specified in a configuration file, Jupyter does not
+#  pass any arguments to the kernel, because it cannot make any assumptions about
+#  the arguments that the kernel understands. In particular, this means that the
+#  kernel does not receive the option --debug if it given on the Jupyter command
+#  line.
+#c.KernelManager.kernel_cmd = []
+
+#------------------------------------------------------------------------------
+# Session(Configurable) configuration
+#------------------------------------------------------------------------------
+
+## Object for handling serialization and sending of messages.
+#  
+#  The Session object handles building messages and sending them with ZMQ sockets
+#  or ZMQStream objects.  Objects can communicate with each other over the
+#  network via Session objects, and only need to work with the dict-based IPython
+#  message spec. The Session will handle serialization/deserialization, security,
+#  and metadata.
+#  
+#  Sessions support configurable serialization via packer/unpacker traits, and
+#  signing with HMAC digests via the key/keyfile traits.
+#  
+#  Parameters ----------
+#  
+#  debug : bool
+#      whether to trigger extra debugging statements
+#  packer/unpacker : str : 'json', 'pickle' or import_string
+#      importstrings for methods to serialize message parts.  If just
+#      'json' or 'pickle', predefined JSON and pickle packers will be used.
+#      Otherwise, the entire importstring must be used.
+#  
+#      The functions must accept at least valid JSON input, and output *bytes*.
+#  
+#      For example, to use msgpack:
+#      packer = 'msgpack.packb', unpacker='msgpack.unpackb'
+#  pack/unpack : callables
+#      You can also set the pack/unpack callables for serialization directly.
+#  session : bytes
+#      the ID of this Session object.  The default is to generate a new UUID.
+#  username : unicode
+#      username added to message headers.  The default is to ask the OS.
+#  key : bytes
+#      The key used to initialize an HMAC signature.  If unset, messages
+#      will not be signed or checked.
+#  keyfile : filepath
+#      The file containing a key.  If this is set, `key` will be initialized
+#      to the contents of the file.
+
+## Threshold (in bytes) beyond which an object's buffer should be extracted to
+#  avoid pickling.
+#c.Session.buffer_threshold = 1024
+
+## Whether to check PID to protect against calls after fork.
+#  
+#  This check can be disabled if fork-safety is handled elsewhere.
+#c.Session.check_pid = True
+
+## Threshold (in bytes) beyond which a buffer should be sent without copying.
+#c.Session.copy_threshold = 65536
+
+## Debug output in the Session
+#c.Session.debug = False
+
+## The maximum number of digests to remember.
+#  
+#  The digest history will be culled when it exceeds this value.
+#c.Session.digest_history_size = 65536
+
+## The maximum number of items for a container to be introspected for custom
+#  serialization. Containers larger than this are pickled outright.
+#c.Session.item_threshold = 64
+
+## execution key, for signing messages.
+#c.Session.key = ''
+
+## path to file containing execution key.
+#c.Session.keyfile = ''
+
+## Metadata dictionary, which serves as the default top-level metadata dict for
+#  each message.
+#c.Session.metadata = {}
+
+## The name of the packer for serializing messages. Should be one of 'json',
+#  'pickle', or an import name for a custom callable serializer.
+#c.Session.packer = 'json'
+
+## The UUID identifying this session.
+#c.Session.session = u''
+
+## The digest scheme used to construct the message signatures. Must have the form
+#  'hmac-HASH'.
+#c.Session.signature_scheme = 'hmac-sha256'
+
+## The name of the unpacker for unserializing messages. Only used with custom
+#  functions for `packer`.
+#c.Session.unpacker = 'json'
+
+## Username for the Session. Default is your system username.
+#c.Session.username = u'ubuntu'
+
+#------------------------------------------------------------------------------
+# MultiKernelManager(LoggingConfigurable) configuration
+#------------------------------------------------------------------------------
+
+## A class for managing multiple kernels.
+
+## The name of the default kernel to start
+#c.MultiKernelManager.default_kernel_name = 'python2'
+
+## The kernel manager class.  This is configurable to allow subclassing of the
+#  KernelManager for customized behavior.
+#c.MultiKernelManager.kernel_manager_class = 'jupyter_client.ioloop.IOLoopKernelManager'
+
+#------------------------------------------------------------------------------
+# MappingKernelManager(MultiKernelManager) configuration
+#------------------------------------------------------------------------------
+
+## A KernelManager that handles notebook mapping and HTTP error handling
+
+## 
+#c.MappingKernelManager.root_dir = u''
+
+#------------------------------------------------------------------------------
+# ContentsManager(LoggingConfigurable) configuration
+#------------------------------------------------------------------------------
+
+## Base class for serving files and directories.
+#  
+#  This serves any text or binary file, as well as directories, with special
+#  handling for JSON notebook documents.
+#  
+#  Most APIs take a path argument, which is always an API-style unicode path, and
+#  always refers to a directory.
+#  
+#  - unicode, not url-escaped
+#  - '/'-separated
+#  - leading and trailing '/' will be stripped
+#  - if unspecified, path defaults to '',
+#    indicating the root path.
+
+## 
+#c.ContentsManager.checkpoints = None
+
+## 
+#c.ContentsManager.checkpoints_class = 'notebook.services.contents.checkpoints.Checkpoints'
+
+## 
+#c.ContentsManager.checkpoints_kwargs = {}
+
+## Glob patterns to hide in file and directory listings.
+#c.ContentsManager.hide_globs = [u'__pycache__', '*.pyc', '*.pyo', '.DS_Store', '*.so', '*.dylib', '*~']
+
+## Python callable or importstring thereof
+#  
+#  To be called on a contents model prior to save.
+#  
+#  This can be used to process the structure, such as removing notebook outputs
+#  or other side effects that should not be saved.
+#  
+#  It will be called as (all arguments passed by keyword)::
+#  
+#      hook(path=path, model=model, contents_manager=self)
+#  
+#  - model: the model to be saved. Includes file contents.
+#    Modifying this dict will affect the file that is stored.
+#  - path: the API path of the save destination
+#  - contents_manager: this ContentsManager instance
+#c.ContentsManager.pre_save_hook = None
+
+## The base name used when creating untitled directories.
+#c.ContentsManager.untitled_directory = 'Untitled Folder'
+
+## The base name used when creating untitled files.
+#c.ContentsManager.untitled_file = 'untitled'
+
+## The base name used when creating untitled notebooks.
+#c.ContentsManager.untitled_notebook = 'Untitled'
+
+#------------------------------------------------------------------------------
+# FileManagerMixin(Configurable) configuration
+#------------------------------------------------------------------------------
+
+## Mixin for ContentsAPI classes that interact with the filesystem.
+#  
+#  Provides facilities for reading, writing, and copying both notebooks and
+#  generic files.
+#  
+#  Shared by FileContentsManager and FileCheckpoints.
+#  
+#  Note ---- Classes using this mixin must provide the following attributes:
+#  
+#  root_dir : unicode
+#      A directory against against which API-style paths are to be resolved.
+#  
+#  log : logging.Logger
+
+## By default notebooks are saved on disk on a temporary file and then if
+#  succefully written, it replaces the old ones. This procedure, namely
+#  'atomic_writing', causes some bugs on file system whitout operation order
+#  enforcement (like some networked fs). If set to False, the new notebook is
+#  written directly on the old one which could fail (eg: full filesystem or quota
+#  )
+#c.FileManagerMixin.use_atomic_writing = True
+
+#------------------------------------------------------------------------------
+# FileContentsManager(FileManagerMixin,ContentsManager) configuration
+#------------------------------------------------------------------------------
+
+## Python callable or importstring thereof
+#  
+#  to be called on the path of a file just saved.
+#  
+#  This can be used to process the file on disk, such as converting the notebook
+#  to a script or HTML via nbconvert.
+#  
+#  It will be called as (all arguments passed by keyword)::
+#  
+#      hook(os_path=os_path, model=model, contents_manager=instance)
+#  
+#  - path: the filesystem path to the file just written - model: the model
+#  representing the file - contents_manager: this ContentsManager instance
+#c.FileContentsManager.post_save_hook = None
+
+## 
+#c.FileContentsManager.root_dir = u''
+
+## DEPRECATED, use post_save_hook. Will be removed in Notebook 5.0
+#c.FileContentsManager.save_script = False
+
+#------------------------------------------------------------------------------
+# NotebookNotary(LoggingConfigurable) configuration
+#------------------------------------------------------------------------------
+
+## A class for computing and verifying notebook signatures.
+
+## The hashing algorithm used to sign notebooks.
+#c.NotebookNotary.algorithm = 'sha256'
+
+## The number of notebook signatures to cache. When the number of signatures
+#  exceeds this value, the oldest 25% of signatures will be culled.
+#c.NotebookNotary.cache_size = 65535
+
+## The sqlite file in which to store notebook signatures. By default, this will
+#  be in your Jupyter data directory. You can set it to ':memory:' to disable
+#  sqlite writing to the filesystem.
+#c.NotebookNotary.db_file = u''
+
+## The secret key with which notebooks are signed.
+#c.NotebookNotary.secret = ''
+
+## The file where the secret key is stored.
+#c.NotebookNotary.secret_file = u''
+
+#------------------------------------------------------------------------------
+# KernelSpecManager(LoggingConfigurable) configuration
+#------------------------------------------------------------------------------
+
+## If there is no Python kernelspec registered and the IPython kernel is
+#  available, ensure it is added to the spec list.
+#c.KernelSpecManager.ensure_native_kernel = True
+
+## The kernel spec class.  This is configurable to allow subclassing of the
+#  KernelSpecManager for customized behavior.
+#c.KernelSpecManager.kernel_spec_class = 'jupyter_client.kernelspec.KernelSpec'
+
+## Whitelist of allowed kernel names.
+#  
+#  By default, all installed kernels are allowed.
+#c.KernelSpecManager.whitelist = set([])