diff --git a/poetry.lock b/poetry.lock
index 0a8ae2a..98cf0b6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,18 +1,18 @@
 [[package]]
-category = "main"
-description = "A configurable sidebar-enabled Sphinx theme"
 name = "alabaster"
+version = "0.7.12"
+description = "A configurable sidebar-enabled Sphinx theme"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.7.12"
 
 [[package]]
-category = "dev"
-description = "Altair: A declarative statistical visualization library for Python."
 name = "altair"
+version = "3.2.0"
+description = "Altair: A declarative statistical visualization library for Python."
+category = "dev"
 optional = false
 python-versions = "*"
-version = "3.2.0"
 
 [package.dependencies]
 entrypoints = "*"
@@ -23,71 +23,78 @@ pandas = "*"
 six = "*"
 toolz = "*"
 
+[package.extras]
+dev = ["docutils", "flake8", "pytest", "sphinx", "m2r", "vega-datasets", "recommonmark", "ipython (<6)", "ipython"]
+
 [[package]]
-category = "main"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 name = "appdirs"
+version = "1.4.3"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.4.3"
 
 [[package]]
-category = "main"
-description = "Disable App Nap on OS X 10.9"
-marker = "python_version >= \"3.3\" and sys_platform == \"darwin\" or sys_platform == \"darwin\""
 name = "appnope"
+version = "0.1.0"
+description = "Disable App Nap on OS X 10.9"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.1.0"
 
 [[package]]
-category = "dev"
-description = "An abstract syntax tree for Python with inference support."
 name = "astroid"
+version = "2.2.5"
+description = "An abstract syntax tree for Python with inference support."
+category = "dev"
 optional = false
 python-versions = ">=3.4.*"
-version = "2.2.5"
 
 [package.dependencies]
 lazy-object-proxy = "*"
 six = "*"
-typed-ast = ">=1.3.0"
+typed-ast = {version = ">=1.3.0", markers = "implementation_name == \"cpython\""}
 wrapt = "*"
 
 [[package]]
-category = "main"
-description = "Classes Without Boilerplate"
 name = "attrs"
+version = "19.1.0"
+description = "Classes Without Boilerplate"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "19.1.0"
+
+[package.extras]
+dev = ["coverage", "hypothesis", "pympler", "pytest", "six", "zope.interface", "sphinx", "pre-commit"]
+docs = ["sphinx", "zope.interface"]
+tests = ["coverage", "hypothesis", "pympler", "pytest", "six", "zope.interface"]
 
 [[package]]
-category = "main"
-description = "Internationalization utilities"
 name = "babel"
+version = "2.7.0"
+description = "Internationalization utilities"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "2.7.0"
 
 [package.dependencies]
 pytz = ">=2015.7"
 
 [[package]]
-category = "main"
-description = "Specifications for callback functions passed in to an API"
 name = "backcall"
+version = "0.1.0"
+description = "Specifications for callback functions passed in to an API"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.1.0"
 
 [[package]]
-category = "main"
-description = "The uncompromising code formatter."
 name = "black"
+version = "18.9b0"
+description = "The uncompromising code formatter."
+category = "main"
 optional = false
 python-versions = ">=3.6"
-version = "18.9b0"
 
 [package.dependencies]
 appdirs = "*"
@@ -95,140 +102,148 @@ attrs = ">=17.4.0"
 click = ">=6.5"
 toml = ">=0.9.4"
 
+[package.extras]
+d = ["aiohttp (>=3.3.2)"]
+
 [[package]]
-category = "main"
-description = "An easy safelist-based HTML-sanitizing tool."
 name = "bleach"
+version = "3.1.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "3.1.0"
 
 [package.dependencies]
 six = ">=1.9.0"
 webencodings = "*"
 
 [[package]]
-category = "main"
-description = "Python package for providing Mozilla's CA Bundle."
 name = "certifi"
+version = "2019.6.16"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
 optional = false
 python-versions = "*"
-version = "2019.6.16"
 
 [[package]]
-category = "main"
-description = "Universal encoding detector for Python 2 and 3"
 name = "chardet"
+version = "3.0.4"
+description = "Universal encoding detector for Python 2 and 3"
+category = "main"
 optional = false
 python-versions = "*"
-version = "3.0.4"
 
 [[package]]
-category = "main"
-description = "Composable command line interface toolkit"
 name = "click"
+version = "7.0"
+description = "Composable command line interface toolkit"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "7.0"
 
 [[package]]
-category = "main"
-description = "Extended pickling support for Python objects"
 name = "cloudpickle"
+version = "1.2.1"
+description = "Extended pickling support for Python objects"
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.2.1"
 
 [[package]]
-category = "main"
-description = "Cross-platform colored terminal text."
-marker = "python_version >= \"3.3\" and sys_platform == \"win32\" or sys_platform == \"win32\""
 name = "colorama"
+version = "0.4.1"
+description = "Cross-platform colored terminal text."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.4.1"
 
 [[package]]
-category = "dev"
-description = "Python parser for the CommonMark Markdown spec"
 name = "commonmark"
+version = "0.9.0"
+description = "Python parser for the CommonMark Markdown spec"
+category = "dev"
 optional = false
 python-versions = "*"
-version = "0.9.0"
 
 [package.dependencies]
 future = "*"
 
+[package.extras]
+test = ["flake8 (==3.5.0)", "hypothesis (==3.55.3)"]
+
 [[package]]
-category = "main"
-description = "Composable style cycles"
 name = "cycler"
+version = "0.10.0"
+description = "Composable style cycles"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.10.0"
 
 [package.dependencies]
 six = "*"
 
 [[package]]
-category = "main"
-description = "Distributed Evolutionary Algorithms in Python"
 name = "deap"
+version = "1.3.0"
+description = "Distributed Evolutionary Algorithms in Python"
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.3.0"
+
+[package.dependencies]
+numpy = "*"
 
 [[package]]
-category = "main"
-description = "Better living through Python with decorators"
 name = "decorator"
+version = "4.4.0"
+description = "Better living through Python with decorators"
+category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*"
-version = "4.4.0"
 
 [[package]]
-category = "main"
-description = "XML bomb protection for Python stdlib modules"
 name = "defusedxml"
+version = "0.6.0"
+description = "XML bomb protection for Python stdlib modules"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "0.6.0"
 
 [[package]]
-category = "main"
-description = "Sample in hypercubes, select diverse subsets, and measure diversity"
 name = "diversipy"
+version = "0.8"
+description = "Sample in hypercubes, select diverse subsets, and measure diversity"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.8"
 
 [package.dependencies]
 numpy = "*"
 scipy = "*"
 
 [[package]]
-category = "main"
-description = "Docutils -- Python Documentation Utilities"
 name = "docutils"
+version = "0.15.2"
+description = "Docutils -- Python Documentation Utilities"
+category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-version = "0.15.2"
 
 [[package]]
-category = "main"
-description = "Discover and load entry points from installed packages."
 name = "entrypoints"
+version = "0.3"
+description = "Discover and load entry points from installed packages."
+category = "main"
 optional = false
 python-versions = ">=2.7"
-version = "0.3"
 
 [[package]]
-category = "dev"
-description = "the modular source code checker: pep8, pyflakes and co"
 name = "flake8"
+version = "3.7.8"
+description = "the modular source code checker: pep8, pyflakes and co"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "3.7.8"
 
 [package.dependencies]
 entrypoints = ">=0.3.0,<0.4.0"
@@ -237,56 +252,61 @@ pycodestyle = ">=2.5.0,<2.6.0"
 pyflakes = ">=2.1.0,<2.2.0"
 
 [[package]]
-category = "dev"
-description = "Clean single-source support for Python 3 and 2"
 name = "future"
+version = "0.17.1"
+description = "Clean single-source support for Python 3 and 2"
+category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-version = "0.17.1"
 
 [[package]]
-category = "main"
-description = "Genetic Programming in Python, with a scikit-learn inspired API"
 name = "gplearn"
+version = "0.4.1"
+description = "Genetic Programming in Python, with a scikit-learn inspired API"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.4.1"
 
 [package.dependencies]
 joblib = ">=0.13.0"
 scikit-learn = ">=0.20.0"
 
 [[package]]
-category = "main"
-description = "Simple Python interface for Graphviz"
 name = "graphviz"
+version = "0.11.1"
+description = "Simple Python interface for Graphviz"
+category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
-version = "0.11.1"
+
+[package.extras]
+dev = ["tox (>=3.0)", "flake8", "pep8-naming", "wheel", "twine"]
+docs = ["sphinx (>=1.7)", "sphinx-rtd-theme"]
+test = ["mock (>=2)", "pytest (>=3.4,!=3.10.0)", "pytest-mock (>=1.8)", "pytest-cov"]
 
 [[package]]
-category = "main"
-description = "Internationalized Domain Names in Applications (IDNA)"
 name = "idna"
+version = "2.8"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "2.8"
 
 [[package]]
-category = "main"
-description = "Getting image size from png/jpeg/jpeg2000/gif file"
 name = "imagesize"
+version = "1.1.0"
+description = "Getting image size from png/jpeg/jpeg2000/gif file"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "1.1.0"
 
 [[package]]
-category = "main"
-description = "IPython Kernel for Jupyter"
 name = "ipykernel"
+version = "5.1.2"
+description = "IPython Kernel for Jupyter"
+category = "main"
 optional = false
 python-versions = ">=3.4"
-version = "5.1.2"
 
 [package.dependencies]
 ipython = ">=5.0.0"
@@ -294,112 +314,139 @@ jupyter-client = "*"
 tornado = ">=4.2"
 traitlets = ">=4.1.0"
 
+[package.extras]
+test = ["pytest", "pytest-cov", "nose"]
+
 [[package]]
-category = "main"
-description = "IPython: Productive Interactive Computing"
 name = "ipython"
+version = "7.8.0"
+description = "IPython: Productive Interactive Computing"
+category = "main"
 optional = false
 python-versions = ">=3.5"
-version = "7.8.0"
 
 [package.dependencies]
-appnope = "*"
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
 backcall = "*"
-colorama = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
 jedi = ">=0.10"
-pexpect = "*"
+pexpect = {version = "*", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
 prompt-toolkit = ">=2.0.0,<2.1.0"
 pygments = "*"
-setuptools = ">=18.5"
 traitlets = ">=4.2"
 
+[package.extras]
+all = ["nbconvert", "notebook", "ipywidgets", "testpath", "qtconsole", "ipyparallel", "nose (>=0.10.1)", "nbformat", "ipykernel", "pygments", "requests", "numpy", "Sphinx (>=1.3)"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["notebook", "ipywidgets"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy"]
+
 [[package]]
-category = "main"
-description = "Vestigial utilities from IPython"
 name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.2.0"
 
 [[package]]
-category = "main"
-description = "IPython HTML widgets for Jupyter"
 name = "ipywidgets"
+version = "7.5.1"
+description = "IPython HTML widgets for Jupyter"
+category = "main"
 optional = false
 python-versions = "*"
-version = "7.5.1"
 
 [package.dependencies]
 ipykernel = ">=4.5.1"
+ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
 nbformat = ">=4.2.0"
 traitlets = ">=4.3.1"
 widgetsnbextension = ">=3.5.0,<3.6.0"
 
-[package.dependencies.ipython]
-python = ">=3.3"
-version = ">=4.0.0"
+[package.extras]
+test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
 
 [[package]]
-category = "dev"
-description = "A Python utility / library to sort Python imports."
 name = "isort"
+version = "4.3.21"
+description = "A Python utility / library to sort Python imports."
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "4.3.21"
+
+[package.extras]
+pipfile = ["pipreqs", "requirementslib"]
+pyproject = ["toml"]
+requirements = ["pipreqs", "pip-api"]
+xdg_home = ["appdirs (>=1.4.0)"]
 
 [[package]]
-category = "main"
-description = "An autocompletion tool for Python that can be used for text editors."
 name = "jedi"
+version = "0.15.1"
+description = "An autocompletion tool for Python that can be used for text editors."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.15.1"
 
 [package.dependencies]
 parso = ">=0.5.0"
 
+[package.extras]
+testing = ["colorama", "docopt", "pytest (>=3.1.0,<5.0.0)"]
+
 [[package]]
-category = "main"
-description = "A small but fast and easy to use stand-alone template engine written in pure python."
 name = "jinja2"
+version = "2.10.1"
+description = "A small but fast and easy to use stand-alone template engine written in pure python."
+category = "main"
 optional = false
 python-versions = "*"
-version = "2.10.1"
 
 [package.dependencies]
 MarkupSafe = ">=0.23"
 
+[package.extras]
+i18n = ["Babel (>=0.8)"]
+
 [[package]]
-category = "main"
-description = "Lightweight pipelining: using Python functions as pipeline jobs."
 name = "joblib"
+version = "0.13.2"
+description = "Lightweight pipelining: using Python functions as pipeline jobs."
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.13.2"
 
 [[package]]
-category = "main"
-description = "An implementation of JSON Schema validation for Python"
 name = "jsonschema"
+version = "3.0.2"
+description = "An implementation of JSON Schema validation for Python"
+category = "main"
 optional = false
 python-versions = "*"
-version = "3.0.2"
 
 [package.dependencies]
 attrs = ">=17.4.0"
 pyrsistent = ">=0.14.0"
-setuptools = "*"
 six = ">=1.11.0"
 
+[package.extras]
+format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"]
+
 [[package]]
-category = "main"
-description = "Jupyter metapackage. Install all the Jupyter components in one go."
 name = "jupyter"
+version = "1.0.0"
+description = "Jupyter metapackage. Install all the Jupyter components in one go."
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.0.0"
 
 [package.dependencies]
 ipykernel = "*"
@@ -410,12 +457,12 @@ notebook = "*"
 qtconsole = "*"
 
 [[package]]
-category = "main"
-description = "Jupyter protocol implementation and client libraries"
 name = "jupyter-client"
+version = "5.3.1"
+description = "Jupyter protocol implementation and client libraries"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "5.3.1"
 
 [package.dependencies]
 jupyter-core = "*"
@@ -424,13 +471,16 @@ pyzmq = ">=13"
 tornado = ">=4.1"
 traitlets = "*"
 
+[package.extras]
+test = ["ipykernel", "ipython", "mock", "pytest"]
+
 [[package]]
-category = "main"
-description = "Jupyter terminal console"
 name = "jupyter-console"
+version = "6.0.0"
+description = "Jupyter terminal console"
+category = "main"
 optional = false
 python-versions = ">=3.5"
-version = "6.0.0"
 
 [package.dependencies]
 ipykernel = "*"
@@ -439,51 +489,51 @@ jupyter-client = "*"
 prompt-toolkit = ">=2.0.0,<2.1.0"
 pygments = "*"
 
+[package.extras]
+test = ["pexpect"]
+
 [[package]]
-category = "main"
-description = "Jupyter core package. A base package on which Jupyter projects rely."
 name = "jupyter-core"
+version = "4.5.0"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2"
-version = "4.5.0"
 
 [package.dependencies]
 traitlets = "*"
 
 [[package]]
-category = "main"
-description = "A fast implementation of the Cassowary constraint solver"
 name = "kiwisolver"
+version = "1.1.0"
+description = "A fast implementation of the Cassowary constraint solver"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "1.1.0"
-
-[package.dependencies]
-setuptools = "*"
 
 [[package]]
-category = "dev"
-description = "A fast and thorough lazy object proxy."
 name = "lazy-object-proxy"
+version = "1.4.2"
+description = "A fast and thorough lazy object proxy."
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "1.4.2"
 
 [[package]]
-category = "main"
-description = "Safely add untrusted strings to HTML/XML markup."
 name = "markupsafe"
+version = "1.1.1"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
-version = "1.1.1"
 
 [[package]]
-category = "main"
-description = "Python plotting package"
 name = "matplotlib"
+version = "3.1.1"
+description = "Python plotting package"
+category = "main"
 optional = false
 python-versions = ">=3.6"
-version = "3.1.1"
 
 [package.dependencies]
 cycler = ">=0.10"
@@ -493,48 +543,51 @@ pyparsing = ">=2.0.1,<2.0.4 || >2.0.4,<2.1.2 || >2.1.2,<2.1.6 || >2.1.6"
 python-dateutil = ">=2.1"
 
 [[package]]
-category = "dev"
-description = "McCabe checker, plugin for flake8"
 name = "mccabe"
+version = "0.6.1"
+description = "McCabe checker, plugin for flake8"
+category = "dev"
 optional = false
 python-versions = "*"
-version = "0.6.1"
 
 [[package]]
-category = "main"
-description = "The fastest markdown parser in pure Python"
 name = "mistune"
+version = "0.8.4"
+description = "The fastest markdown parser in pure Python"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.8.4"
 
 [[package]]
-category = "dev"
-description = "Optional static typing for Python (mypyc-compiled version)"
 name = "mypy"
+version = "0.701"
+description = "Optional static typing for Python (mypyc-compiled version)"
+category = "dev"
 optional = false
 python-versions = "*"
-version = "0.701"
 
 [package.dependencies]
 mypy-extensions = ">=0.4.0,<0.5.0"
 typed-ast = ">=1.3.1,<1.4.0"
 
+[package.extras]
+dmypy = ["psutil (>=5.4.0,<5.5.0)"]
+
 [[package]]
-category = "dev"
-description = "Experimental type system extensions for programs checked with the mypy typechecker."
 name = "mypy-extensions"
+version = "0.4.1"
+description = "Experimental type system extensions for programs checked with the mypy typechecker."
+category = "dev"
 optional = false
 python-versions = "*"
-version = "0.4.1"
 
 [[package]]
-category = "main"
-description = "Converting Jupyter Notebooks"
 name = "nbconvert"
+version = "5.6.0"
+description = "Converting Jupyter Notebooks"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "5.6.0"
 
 [package.dependencies]
 bleach = "*"
@@ -549,13 +602,20 @@ pygments = "*"
 testpath = "*"
 traitlets = ">=4.2"
 
+[package.extras]
+all = ["pytest", "pytest-cov", "ipykernel", "jupyter-client (>=5.3.1)", "ipywidgets (>=7)", "pebble", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "sphinxcontrib-github-alt", "ipython", "mock"]
+docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "sphinxcontrib-github-alt", "ipython", "jupyter-client (>=5.3.1)"]
+execute = ["jupyter-client (>=5.3.1)"]
+serve = ["tornado (>=4.0)"]
+test = ["pytest", "pytest-cov", "ipykernel", "jupyter-client (>=5.3.1)", "ipywidgets (>=7)", "pebble", "mock"]
+
 [[package]]
-category = "main"
-description = "The Jupyter Notebook format"
 name = "nbformat"
+version = "4.4.0"
+description = "The Jupyter Notebook format"
+category = "main"
 optional = false
 python-versions = "*"
-version = "4.4.0"
 
 [package.dependencies]
 ipython-genutils = "*"
@@ -563,16 +623,18 @@ jsonschema = ">=2.4,<2.5.0 || >2.5.0"
 jupyter-core = "*"
 traitlets = ">=4.1"
 
+[package.extras]
+test = ["pytest", "pytest-cov", "testpath"]
+
 [[package]]
-category = "main"
-description = "A web-based notebook environment for interactive computing"
 name = "notebook"
+version = "6.0.1"
+description = "A web-based notebook environment for interactive computing"
+category = "main"
 optional = false
 python-versions = ">=3.5"
-version = "6.0.1"
 
 [package.dependencies]
-Send2Trash = "*"
 ipykernel = "*"
 ipython-genutils = "*"
 jinja2 = "*"
@@ -582,45 +644,49 @@ nbconvert = "*"
 nbformat = "*"
 prometheus-client = "*"
 pyzmq = ">=17"
+Send2Trash = "*"
 terminado = ">=0.8.1"
 tornado = ">=5.0"
 traitlets = ">=4.2.1"
 
+[package.extras]
+test = ["nose", "coverage", "requests", "nose-warnings-filters", "nbval", "nose-exclude", "selenium", "pytest", "pytest-cov", "mock", "nose-exclude"]
+
 [[package]]
-category = "main"
-description = "NumPy is the fundamental package for array computing with Python."
 name = "numpy"
+version = "1.17.1"
+description = "NumPy is the fundamental package for array computing with Python."
+category = "main"
 optional = false
 python-versions = ">=3.5"
-version = "1.17.1"
 
 [[package]]
-category = "main"
-description = "Sphinx extension to support docstrings in Numpy format"
 name = "numpydoc"
+version = "0.9.1"
+description = "Sphinx extension to support docstrings in Numpy format"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.9.1"
 
 [package.dependencies]
 Jinja2 = ">=2.3"
 sphinx = ">=1.6.5"
 
 [[package]]
-category = "main"
-description = "Infrastructure to define optimization problems and some test problems for black-box optimization"
 name = "optproblems"
+version = "1.2"
+description = "Infrastructure to define optimization problems and some test problems for black-box optimization"
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.2"
 
 [[package]]
-category = "main"
-description = "Core utilities for Python packages"
 name = "packaging"
+version = "19.1"
+description = "Core utilities for Python packages"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "19.1"
 
 [package.dependencies]
 attrs = "*"
@@ -628,12 +694,12 @@ pyparsing = ">=2.0.2"
 six = "*"
 
 [[package]]
-category = "main"
-description = "Powerful data structures for data analysis, time series, and statistics"
 name = "pandas"
+version = "0.24.2"
+description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
-version = "0.24.2"
 
 [package.dependencies]
 numpy = ">=1.12.0"
@@ -641,48 +707,50 @@ python-dateutil = ">=2.5.0"
 pytz = ">=2011k"
 
 [[package]]
-category = "main"
-description = "Utilities for writing pandoc filters in python"
 name = "pandocfilters"
+version = "1.4.2"
+description = "Utilities for writing pandoc filters in python"
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.4.2"
 
 [[package]]
-category = "main"
-description = "A Python Parser"
 name = "parso"
+version = "0.5.1"
+description = "A Python Parser"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.5.1"
+
+[package.extras]
+testing = ["docopt", "pytest (>=3.0.7)"]
 
 [[package]]
-category = "main"
-description = "Pexpect allows easy control of interactive console applications."
-marker = "python_version >= \"3.3\" and sys_platform != \"win32\" or sys_platform != \"win32\""
 name = "pexpect"
+version = "4.7.0"
+description = "Pexpect allows easy control of interactive console applications."
+category = "main"
 optional = false
 python-versions = "*"
-version = "4.7.0"
 
 [package.dependencies]
 ptyprocess = ">=0.5"
 
 [[package]]
-category = "main"
-description = "Tiny 'shelve'-like database with concurrency support"
 name = "pickleshare"
+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.7.5"
 
 [[package]]
-category = "main"
-description = "An open-source, interactive graphing library for Python"
 name = "plotly"
+version = "3.10.0"
+description = "An open-source, interactive graphing library for Python"
+category = "main"
 optional = false
 python-versions = "*"
-version = "3.10.0"
 
 [package.dependencies]
 decorator = ">=4.0.6"
@@ -693,158 +761,159 @@ retrying = ">=1.3.3"
 six = "*"
 
 [[package]]
-category = "main"
-description = "Python client for the Prometheus monitoring system."
 name = "prometheus-client"
+version = "0.7.1"
+description = "Python client for the Prometheus monitoring system."
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.7.1"
+
+[package.extras]
+twisted = ["twisted"]
 
 [[package]]
-category = "main"
-description = "Library for building powerful interactive command lines in Python"
 name = "prompt-toolkit"
+version = "2.0.9"
+description = "Library for building powerful interactive command lines in Python"
+category = "main"
 optional = false
 python-versions = "*"
-version = "2.0.9"
 
 [package.dependencies]
 six = ">=1.9.0"
 wcwidth = "*"
 
 [[package]]
-category = "main"
-description = "Run a subprocess in a pseudo terminal"
-marker = "sys_platform != \"win32\" or os_name != \"nt\" or python_version >= \"3.3\" and sys_platform != \"win32\""
 name = "ptyprocess"
+version = "0.6.0"
+description = "Run a subprocess in a pseudo terminal"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.6.0"
 
 [[package]]
-category = "dev"
-description = "Python style guide checker"
 name = "pycodestyle"
+version = "2.5.0"
+description = "Python style guide checker"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "2.5.0"
 
 [[package]]
-category = "main"
-description = "Design of experiments for Python"
 name = "pydoe"
+version = "0.3.8"
+description = "Design of experiments for Python"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.3.8"
 
 [package.dependencies]
 numpy = "*"
 scipy = "*"
 
 [[package]]
-category = "dev"
-description = "passive checker of Python programs"
 name = "pyflakes"
+version = "2.1.1"
+description = "passive checker of Python programs"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "2.1.1"
 
 [[package]]
-category = "main"
-description = "Pygments is a syntax highlighting package written in Python."
 name = "pygments"
+version = "2.7.4"
+description = "Pygments is a syntax highlighting package written in Python."
+category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "2.4.2"
+python-versions = ">=3.5"
 
 [[package]]
-category = "main"
-description = "Parallel optimisation for C++ / Python"
 name = "pygmo"
+version = "2.11.2"
+description = "Parallel optimisation for C++ / Python"
+category = "main"
 optional = false
 python-versions = "*"
-version = "2.11.2"
 
 [package.dependencies]
 cloudpickle = "*"
 numpy = "*"
 
 [[package]]
-category = "dev"
-description = "python code static checker"
 name = "pylint"
+version = "2.3.1"
+description = "python code static checker"
+category = "dev"
 optional = false
 python-versions = ">=3.4.*"
-version = "2.3.1"
 
 [package.dependencies]
 astroid = ">=2.2.0,<3"
-colorama = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
 isort = ">=4.2.5,<5"
 mccabe = ">=0.6,<0.7"
 
 [[package]]
-category = "main"
-description = "Python parsing module"
 name = "pyparsing"
+version = "2.4.2"
+description = "Python parsing module"
+category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-version = "2.4.2"
 
 [[package]]
-category = "main"
-description = "Persistent/Functional/Immutable data structures"
 name = "pyrsistent"
+version = "0.15.4"
+description = "Persistent/Functional/Immutable data structures"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.15.4"
 
 [package.dependencies]
 six = "*"
 
 [[package]]
-category = "main"
-description = "Extensions to the standard Python datetime module"
 name = "python-dateutil"
+version = "2.8.0"
+description = "Extensions to the standard Python datetime module"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
-version = "2.8.0"
 
 [package.dependencies]
 six = ">=1.5"
 
 [[package]]
-category = "main"
-description = "World timezone definitions, modern and historical"
 name = "pytz"
+version = "2019.2"
+description = "World timezone definitions, modern and historical"
+category = "main"
 optional = false
 python-versions = "*"
-version = "2019.2"
 
 [[package]]
-category = "main"
-description = "Python bindings for the winpty library"
-marker = "os_name == \"nt\""
 name = "pywinpty"
+version = "0.5.5"
+description = "Python bindings for the winpty library"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.5.5"
 
 [[package]]
-category = "main"
-description = "Python bindings for 0MQ"
 name = "pyzmq"
+version = "18.1.0"
+description = "Python bindings for 0MQ"
+category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*"
-version = "18.1.0"
 
 [[package]]
-category = "main"
-description = "Jupyter Qt console"
 name = "qtconsole"
+version = "4.5.5"
+description = "Jupyter Qt console"
+category = "main"
 optional = false
 python-versions = "*"
-version = "4.5.5"
 
 [package.dependencies]
 ipykernel = ">=4.1"
@@ -854,13 +923,17 @@ jupyter-core = "*"
 pygments = "*"
 traitlets = "*"
 
+[package.extras]
+doc = ["Sphinx (>=1.3)"]
+test = ["pytest", "mock"]
+
 [[package]]
-category = "dev"
-description = "A docutils-compatibility bridge to CommonMark, enabling you to write CommonMark inside of Docutils & Sphinx projects."
 name = "recommonmark"
+version = "0.5.0"
+description = "A docutils-compatibility bridge to CommonMark, enabling you to write CommonMark inside of Docutils & Sphinx projects."
+category = "dev"
 optional = false
 python-versions = "*"
-version = "0.5.0"
 
 [package.dependencies]
 commonmark = ">=0.7.3"
@@ -868,12 +941,12 @@ docutils = ">=0.11"
 sphinx = ">=1.3.1"
 
 [[package]]
-category = "main"
-description = "Python HTTP for Humans."
 name = "requests"
+version = "2.22.0"
+description = "Python HTTP for Humans."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "2.22.0"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
@@ -881,84 +954,90 @@ chardet = ">=3.0.2,<3.1.0"
 idna = ">=2.5,<2.9"
 urllib3 = ">=1.21.1,<1.25.0 || >1.25.0,<1.25.1 || >1.25.1,<1.26"
 
+[package.extras]
+security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+
 [[package]]
-category = "main"
-description = "Retrying"
 name = "retrying"
+version = "1.3.3"
+description = "Retrying"
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.3.3"
 
 [package.dependencies]
 six = ">=1.7.0"
 
 [[package]]
-category = "main"
-description = "A set of python modules for machine learning and data mining"
 name = "scikit-learn"
+version = "0.21.3"
+description = "A set of python modules for machine learning and data mining"
+category = "main"
 optional = false
 python-versions = ">=3.5"
-version = "0.21.3"
 
 [package.dependencies]
 joblib = ">=0.11"
 numpy = ">=1.11.0"
 scipy = ">=0.17.0"
 
+[package.extras]
+alldeps = ["numpy (>=1.11.0)", "scipy (>=0.17.0)"]
+
 [[package]]
-category = "main"
-description = "SciPy: Scientific Library for Python"
 name = "scipy"
+version = "1.3.1"
+description = "SciPy: Scientific Library for Python"
+category = "main"
 optional = false
 python-versions = ">=3.5"
-version = "1.3.1"
 
 [package.dependencies]
 numpy = ">=1.13.3"
 
 [[package]]
-category = "main"
-description = "Send file to trash natively under Mac OS X, Windows and Linux."
 name = "send2trash"
+version = "1.5.0"
+description = "Send file to trash natively under Mac OS X, Windows and Linux."
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.5.0"
 
 [[package]]
-category = "main"
-description = "Python 2 and 3 compatibility utilities"
 name = "six"
+version = "1.12.0"
+description = "Python 2 and 3 compatibility utilities"
+category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*"
-version = "1.12.0"
 
 [[package]]
-category = "main"
-description = "This package provides 23 stemmers for 22 languages generated from Snowball algorithms."
 name = "snowballstemmer"
+version = "1.9.0"
+description = "This package provides 23 stemmers for 22 languages generated from Snowball algorithms."
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.9.0"
 
 [[package]]
-category = "main"
-description = "Python documentation generator"
 name = "sphinx"
+version = "2.2.0"
+description = "Python documentation generator"
+category = "main"
 optional = false
 python-versions = ">=3.5"
-version = "2.2.0"
 
 [package.dependencies]
-Jinja2 = ">=2.3"
-Pygments = ">=2.0"
 alabaster = ">=0.7,<0.8"
 babel = ">=1.3,<2.0 || >2.0"
-colorama = ">=0.3.5"
+colorama = {version = ">=0.3.5", markers = "sys_platform == \"win32\""}
 docutils = ">=0.12"
 imagesize = "*"
+Jinja2 = ">=2.3"
 packaging = "*"
+Pygments = ">=2.0"
 requests = ">=2.5.0"
-setuptools = "*"
 snowballstemmer = ">=1.1"
 sphinxcontrib-applehelp = "*"
 sphinxcontrib-devhelp = "*"
@@ -967,322 +1046,954 @@ sphinxcontrib-jsmath = "*"
 sphinxcontrib-qthelp = "*"
 sphinxcontrib-serializinghtml = "*"
 
+[package.extras]
+docs = ["sphinxcontrib-websupport"]
+test = ["pytest", "pytest-cov", "html5lib", "flake8 (>=3.5.0)", "flake8-import-order", "mypy (>=0.720)", "docutils-stubs"]
+
 [[package]]
-category = "dev"
-description = "Read the Docs theme for Sphinx"
 name = "sphinx-rtd-theme"
+version = "0.4.3"
+description = "Read the Docs theme for Sphinx"
+category = "dev"
 optional = false
 python-versions = "*"
-version = "0.4.3"
 
 [package.dependencies]
 sphinx = "*"
 
 [[package]]
-category = "main"
-description = ""
 name = "sphinxcontrib-applehelp"
+version = "1.0.1"
+description = ""
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.0.1"
+
+[package.extras]
+test = ["pytest", "flake8", "mypy"]
 
 [[package]]
-category = "main"
-description = ""
 name = "sphinxcontrib-devhelp"
+version = "1.0.1"
+description = ""
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.0.1"
+
+[package.extras]
+test = ["pytest", "flake8", "mypy"]
 
 [[package]]
-category = "main"
-description = ""
 name = "sphinxcontrib-htmlhelp"
+version = "1.0.2"
+description = ""
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.0.2"
+
+[package.extras]
+test = ["pytest", "flake8", "mypy", "html5lib"]
 
 [[package]]
-category = "main"
-description = "A sphinx extension which renders display math in HTML via JavaScript"
 name = "sphinxcontrib-jsmath"
+version = "1.0.1"
+description = "A sphinx extension which renders display math in HTML via JavaScript"
+category = "main"
 optional = false
 python-versions = ">=3.5"
-version = "1.0.1"
+
+[package.extras]
+test = ["pytest", "flake8", "mypy"]
 
 [[package]]
-category = "main"
-description = ""
 name = "sphinxcontrib-qthelp"
+version = "1.0.2"
+description = ""
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.0.2"
+
+[package.extras]
+test = ["pytest", "flake8", "mypy"]
 
 [[package]]
-category = "main"
-description = ""
 name = "sphinxcontrib-serializinghtml"
+version = "1.1.3"
+description = ""
+category = "main"
 optional = false
 python-versions = "*"
-version = "1.1.3"
+
+[package.extras]
+test = ["pytest", "flake8", "mypy"]
 
 [[package]]
-category = "main"
-description = "Terminals served to xterm.js using Tornado websockets"
 name = "terminado"
+version = "0.8.2"
+description = "Terminals served to xterm.js using Tornado websockets"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.8.2"
 
 [package.dependencies]
-ptyprocess = "*"
-pywinpty = ">=0.5"
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=0.5", markers = "os_name == \"nt\""}
 tornado = ">=4"
 
 [[package]]
-category = "main"
-description = "Test utilities for code working with files and commands"
 name = "testpath"
+version = "0.4.2"
+description = "Test utilities for code working with files and commands"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.4.2"
+
+[package.extras]
+test = ["pathlib2"]
 
 [[package]]
-category = "main"
-description = "Python Library for Tom's Obvious, Minimal Language"
 name = "toml"
+version = "0.10.0"
+description = "Python Library for Tom's Obvious, Minimal Language"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.10.0"
 
 [[package]]
-category = "dev"
-description = "List processing tools and functional utilities"
 name = "toolz"
+version = "0.10.0"
+description = "List processing tools and functional utilities"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.10.0"
 
 [[package]]
-category = "main"
-description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 name = "tornado"
+version = "6.0.3"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "main"
 optional = false
 python-versions = ">= 3.5"
-version = "6.0.3"
 
 [[package]]
-category = "main"
-description = "Fast, Extensible Progress Meter"
 name = "tqdm"
+version = "4.35.0"
+description = "Fast, Extensible Progress Meter"
+category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*"
-version = "4.35.0"
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "argopt", "pydoc-markdown"]
 
 [[package]]
-category = "main"
-description = "Traitlets Python config system"
 name = "traitlets"
+version = "4.3.2"
+description = "Traitlets Python config system"
+category = "main"
 optional = false
 python-versions = "*"
-version = "4.3.2"
 
 [package.dependencies]
 decorator = "*"
 ipython-genutils = "*"
 six = "*"
 
+[package.extras]
+test = ["pytest", "mock"]
+
 [[package]]
-category = "dev"
-description = "a fork of Python 2 and 3 ast modules with type comment support"
 name = "typed-ast"
+version = "1.3.5"
+description = "a fork of Python 2 and 3 ast modules with type comment support"
+category = "dev"
 optional = false
 python-versions = "*"
-version = "1.3.5"
 
 [[package]]
-category = "main"
-description = "HTTP library with thread-safe connection pooling, file post, and more."
 name = "urllib3"
+version = "1.25.3"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, <4"
-version = "1.25.3"
+
+[package.extras]
+brotli = ["brotlipy (>=0.6.0)"]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
-category = "dev"
-description = "IPyVega: An IPython/Jupyter widget for Vega 5 and Vega-Lite 3"
 name = "vega"
+version = "2.6.0"
+description = "IPyVega: An IPython/Jupyter widget for Vega 5 and Vega-Lite 3"
+category = "dev"
 optional = false
 python-versions = "*"
-version = "2.6.0"
+
+[package.extras]
+widget = ["ipywidgets"]
 
 [[package]]
-category = "dev"
-description = "A Python package for offline access to Vega datasets"
 name = "vega-datasets"
+version = "0.7.0"
+description = "A Python package for offline access to Vega datasets"
+category = "dev"
 optional = false
 python-versions = "*"
-version = "0.7.0"
 
 [package.dependencies]
 pandas = "*"
 
 [[package]]
-category = "main"
-description = "Measures number of Terminal column cells of wide-character codes"
 name = "wcwidth"
+version = "0.1.7"
+description = "Measures number of Terminal column cells of wide-character codes"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.1.7"
 
 [[package]]
-category = "main"
-description = "Character encoding aliases for legacy web content"
 name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+category = "main"
 optional = false
 python-versions = "*"
-version = "0.5.1"
 
 [[package]]
-category = "main"
-description = "IPython HTML widgets for Jupyter"
 name = "widgetsnbextension"
+version = "3.5.1"
+description = "IPython HTML widgets for Jupyter"
+category = "main"
 optional = false
 python-versions = "*"
-version = "3.5.1"
 
 [package.dependencies]
 notebook = ">=4.4.1"
 
 [[package]]
-category = "dev"
-description = "Module for decorators, wrappers and monkey patching."
 name = "wrapt"
+version = "1.11.2"
+description = "Module for decorators, wrappers and monkey patching."
+category = "dev"
 optional = false
 python-versions = "*"
-version = "1.11.2"
 
 [[package]]
-category = "main"
-description = "Library for developers to extract data from Microsoft Excel (tm) spreadsheet files"
 name = "xlrd"
+version = "1.2.0"
+description = "Library for developers to extract data from Microsoft Excel (tm) spreadsheet files"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "1.2.0"
 
 [metadata]
-content-hash = "6d16dc0b27c271b514bed8672a90447a266f44a0075c3aafb3391038dc35899d"
+lock-version = "1.1"
 python-versions = "^3.6"
+content-hash = "6d16dc0b27c271b514bed8672a90447a266f44a0075c3aafb3391038dc35899d"
 
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