diff --git a/poetry.lock b/poetry.lock
index de3c3e8..cc79be5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "anyio"
-version = "3.5.0"
+version = "3.6.2"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 category = "dev"
 optional = false
@@ -9,16 +9,15 @@ python-versions = ">=3.6.2"
 [package.dependencies]
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
 doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
-trio = ["trio (>=0.16)"]
+test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16,<0.22)"]
 
 [[package]]
 name = "appnope"
-version = "0.1.2"
+version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
 category = "dev"
 optional = false
@@ -34,7 +33,6 @@ python-versions = ">=3.6"
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
 dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
@@ -56,27 +54,41 @@ cffi = ">=1.0.1"
 dev = ["pytest", "cogapp", "pre-commit", "wheel"]
 tests = ["pytest"]
 
+[[package]]
+name = "arrow"
+version = "1.2.3"
+description = "Better dates & times for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+python-dateutil = ">=2.7.0"
+
 [[package]]
 name = "astropy"
-version = "4.3.1"
+version = "5.2"
 description = "Astronomy and astrophysics core library"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version == \"3.7\""}
-numpy = ">=1.17"
-pyerfa = ">=1.7.3"
+numpy = ">=1.20"
+packaging = ">=19.0"
+pyerfa = ">=2.0"
+PyYAML = ">=3.13"
 
 [package.extras]
-all = ["scipy (>=1.1)", "certifi", "dask", "h5py", "beautifulsoup4", "html5lib", "bleach", "PyYAML (>=3.13)", "pandas", "sortedcontainers", "pytz", "jplephem", "matplotlib (>=3.0,!=3.4.0)", "mpmath", "asdf (>=2.6)", "bottleneck", "ipython (>=4.2)", "pytest"]
-docs = ["sphinx (<4)", "sphinx-astropy (>=1.3)", "pytest", "PyYAML (>=3.13)", "scipy (>=1.1)", "matplotlib (>=3.1,!=3.4.0)", "sphinx-changelog (>=1.1.0)", "packaging"]
-test = ["pytest-astropy (>=0.8)", "pytest-xdist", "objgraph", "ipython (>=4.2)", "coverage", "skyfield (>=1.20)", "sgp4 (>=2.3)", "packaging"]
+all = ["scipy (>=1.5)", "matplotlib (>=3.1,!=3.4.0,!=3.5.2)", "certifi", "dask", "h5py", "pyarrow (>=5.0.0)", "beautifulsoup4", "html5lib", "bleach", "pandas", "sortedcontainers", "pytz", "jplephem", "mpmath", "asdf (>=2.10.0)", "bottleneck", "ipython (>=4.2)", "pytest (>=7.0)", "typing-extensions (>=3.10.0.1)", "fsspec[http] (>=2022.8.2)", "s3fs (>=2022.8.2)"]
+docs = ["sphinx (<4)", "sphinx-astropy (>=1.6)", "pytest (>=7.0)", "scipy (>=1.3)", "matplotlib (>=3.1,!=3.4.0,!=3.5.2)", "sphinx-changelog (>=1.2.0)", "Jinja2 (>=3.0,<3.1)"]
+recommended = ["scipy (>=1.5)", "matplotlib (>=3.1,!=3.4.0,!=3.5.2)"]
+test = ["pytest (>=7.0)", "pytest-doctestplus (>=0.12)", "pytest-astropy-header (>=0.2.1)", "pytest-astropy (>=0.10)", "pytest-xdist"]
+test_all = ["pytest (>=7.0)", "pytest-doctestplus (>=0.12)", "pytest-astropy-header (>=0.2.1)", "pytest-astropy (>=0.10)", "pytest-xdist", "objgraph", "ipython (>=4.2)", "coverage", "skyfield (>=1.20)", "sgp4 (>=2.3)", "pooch"]
 
 [[package]]
 name = "astroquery"
-version = "0.4.5"
+version = "0.4.6"
 description = "Functions and classes to access online astronomical data resources"
 category = "dev"
 optional = false
@@ -96,6 +108,20 @@ all = ["mocpy (>=0.5.2)", "astropy-healpix", "boto3", "regions", "pyregion", "ap
 docs = ["sphinx-astropy (>=1.5)", "scipy"]
 test = ["pytest-astropy", "matplotlib", "jinja2", "flask", "pytest-dependency"]
 
+[[package]]
+name = "asttokens"
+version = "2.2.1"
+description = "Annotate AST trees with source code positions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["astroid", "pytest"]
+
 [[package]]
 name = "astunparse"
 version = "1.6.3"
@@ -109,7 +135,7 @@ six = ">=1.6.1,<2.0"
 
 [[package]]
 name = "atomicwrites"
-version = "1.4.0"
+version = "1.4.1"
 description = "Atomic file writes."
 category = "dev"
 optional = false
@@ -117,21 +143,21 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "21.4.0"
+version = "22.1.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
 docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
 
 [[package]]
 name = "autograd"
-version = "1.3"
+version = "1.5"
 description = "Efficiently computes derivatives of numpy code."
 category = "dev"
 optional = false
@@ -143,11 +169,11 @@ numpy = ">=1.12"
 
 [[package]]
 name = "babel"
-version = "2.9.1"
+version = "2.11.0"
 description = "Internationalization utilities"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 pytz = ">=2015.7"
@@ -162,11 +188,11 @@ python-versions = "*"
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.10.0"
+version = "4.11.1"
 description = "Screen-scraping library"
 category = "dev"
 optional = false
-python-versions = ">3.0.0"
+python-versions = ">=3.6.0"
 
 [package.dependencies]
 soupsieve = ">1.2"
@@ -189,7 +215,6 @@ mypy-extensions = ">=0.4.3"
 pathspec = ">=0.9.0,<1"
 platformdirs = ">=2"
 tomli = ">=0.2.6,<2.0.0"
-typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""}
 typing-extensions = [
     {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
     {version = "!=3.10.0.1", markers = "python_version >= \"3.10\""},
@@ -204,53 +229,50 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "4.1.0"
+version = "5.0.1"
 description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-packaging = "*"
 six = ">=1.9.0"
 webencodings = "*"
 
+[package.extras]
+css = ["tinycss2 (>=1.1.0,<1.2)"]
+dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
+
 [[package]]
 name = "bokeh"
-version = "2.4.2"
+version = "3.0.3"
 description = "Interactive plots and applications in the browser from Python"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+contourpy = ">=1"
 Jinja2 = ">=2.9"
 numpy = ">=1.11.3"
 packaging = ">=16.8"
+pandas = ">=1.2"
 pillow = ">=7.1.0"
 PyYAML = ">=3.10"
 tornado = ">=5.1"
-typing-extensions = ">=3.10.0"
-
-[[package]]
-name = "cached-property"
-version = "1.5.2"
-description = "A decorator for caching properties in classes."
-category = "dev"
-optional = false
-python-versions = "*"
+xyzservices = ">=2021.09.1"
 
 [[package]]
 name = "certifi"
-version = "2021.10.8"
+version = "2022.12.7"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "cffi"
-version = "1.15.0"
+version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
 category = "dev"
 optional = false
@@ -261,38 +283,69 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.10"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "dev"
 optional = false
-python-versions = ">=3.5.0"
+python-versions = ">=3.6.0"
 
 [package.extras]
 unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
-version = "8.0.3"
+version = "8.1.3"
 description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "colorama"
-version = "0.4.4"
+version = "0.4.6"
 description = "Cross-platform colored terminal text."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+
+[[package]]
+name = "comm"
+version = "0.1.2"
+description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+traitlets = ">=5.3"
+
+[package.extras]
+test = ["pytest"]
+
+[[package]]
+name = "contourpy"
+version = "1.0.6"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["docutils (<0.18)", "sphinx (<=5.2.0)", "sphinx-rtd-theme"]
+test = ["pytest", "matplotlib", "pillow", "flake8", "isort"]
+test-minimal = ["pytest"]
+test-no-codebase = ["pytest", "matplotlib", "pillow"]
 
 [[package]]
 name = "cryptography"
-version = "36.0.1"
+version = "38.0.4"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 category = "dev"
 optional = false
@@ -305,9 +358,9 @@ cffi = ">=1.12"
 docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
 docstest = ["pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
 pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
-sdist = ["setuptools_rust (>=0.11.4)"]
+sdist = ["setuptools-rust (>=0.11.4)"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["pytest (>=6.2.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+test = ["pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
 
 [[package]]
 name = "cycler"
@@ -319,11 +372,11 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "debugpy"
-version = "1.5.1"
+version = "1.6.4"
 description = "An implementation of the Debug Adapter Protocol for Python"
 category = "dev"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+python-versions = ">=3.7"
 
 [[package]]
 name = "decorator"
@@ -343,22 +396,41 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "docstring-parser"
-version = "0.13"
-description = "\"Parse Python docstrings in reST, Google and Numpydoc format\""
+version = "0.15"
+description = "Parse Python docstrings in reST, Google and Numpydoc format"
+category = "dev"
+optional = false
+python-versions = ">=3.6,<4.0"
+
+[[package]]
+name = "entrypoints"
+version = "0.4"
+description = "Discover and load entry points from installed packages."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "executing"
+version = "1.2.0"
+description = "Get the currently executing AST node of a frame, and other information"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [package.extras]
-test = ["pytest", "black"]
+tests = ["asttokens", "pytest", "littleutils", "rich"]
 
 [[package]]
-name = "entrypoints"
-version = "0.3"
-description = "Discover and load entry points from installed packages."
+name = "fastjsonschema"
+version = "2.16.2"
+description = "Fastest Python implementation of JSON schema"
 category = "dev"
 optional = false
-python-versions = ">=2.7"
+python-versions = "*"
+
+[package.extras]
+devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
 name = "fbpca"
@@ -377,32 +449,40 @@ optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-importlib-metadata = {version = "<4.3", markers = "python_version < \"3.8\""}
 mccabe = ">=0.6.0,<0.7.0"
 pycodestyle = ">=2.8.0,<2.9.0"
 pyflakes = ">=2.4.0,<2.5.0"
 
 [[package]]
 name = "fonttools"
-version = "4.28.5"
+version = "4.38.0"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=13.0.0)", "xattr"]
+all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "uharfbuzz (>=0.23.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
 graphite = ["lz4 (>=1.7.4.2)"]
 interpolatable = ["scipy", "munkres"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
+repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=13.0.0)"]
+unicode = ["unicodedata2 (>=14.0.0)"]
 woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
 
+[[package]]
+name = "fqdn"
+version = "1.5.1"
+description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+
 [[package]]
 name = "future"
 version = "0.18.2"
@@ -413,7 +493,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "ghp-import"
-version = "2.0.2"
+version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
 category = "dev"
 optional = false
@@ -445,7 +525,7 @@ lxml = ["lxml"]
 
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "dev"
 optional = false
@@ -453,63 +533,71 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.2.0"
+version = "5.1.0"
 description = "Read metadata from Python packages"
-category = "main"
+category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "pytest-flake8", "importlib-resources (>=1.3)"]
 
 [[package]]
 name = "importlib-resources"
-version = "5.4.0"
+version = "5.10.1"
 description = "Read resources from Python packages"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy"]
+docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "pytest-flake8"]
 
 [[package]]
 name = "ipykernel"
-version = "6.7.0"
+version = "6.19.2"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-debugpy = ">=1.0.0,<2.0"
+comm = ">=0.1.1"
+debugpy = ">=1.0"
 ipython = ">=7.23.1"
-jupyter-client = "<8.0"
-matplotlib-inline = ">=0.1.0,<0.2.0"
+jupyter-client = ">=6.1.12"
+matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
-tornado = ">=4.2,<7.0"
-traitlets = ">=5.1.0,<6.0"
+packaging = "*"
+psutil = "*"
+pyzmq = ">=17"
+tornado = ">=6.1"
+traitlets = ">=5.4.0"
 
 [package.extras]
-test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"]
+cov = ["coverage", "curio", "matplotlib", "pytest-cov", "trio"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt"]
+lint = ["black (>=22.6.0)", "mdformat (>0.7)", "ruff (>=0.0.156)"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest-asyncio", "pytest-cov", "pytest-timeout", "pytest (>=7.0)"]
+typing = ["mypy (>=0.990)"]
 
 [[package]]
 name = "ipython"
-version = "7.31.0"
+version = "8.7.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -520,20 +608,23 @@ jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
-pygments = "*"
-traitlets = ">=4.2"
+prompt-toolkit = ">=3.0.11,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5"
 
 [package.extras]
-all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"]
-doc = ["Sphinx (>=1.3)"]
+all = ["black", "ipykernel", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "docrepr", "matplotlib", "stack-data", "pytest (<7)", "typing-extensions", "pytest (<7.1)", "pytest-asyncio", "testpath", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.20)", "pandas", "trio"]
+black = ["black"]
+doc = ["ipykernel", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "docrepr", "matplotlib", "stack-data", "pytest (<7)", "typing-extensions", "pytest (<7.1)", "pytest-asyncio", "testpath"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
-notebook = ["notebook", "ipywidgets"]
+notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.17)"]
+test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
+test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -543,23 +634,49 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "isoduration"
+version = "20.11.0"
+description = "Operations with ISO 8601 durations"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+arrow = ">=0.15.0"
+
 [[package]]
 name = "isort"
-version = "5.10.1"
+version = "5.11.1"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1,<4.0"
+python-versions = ">=3.7.0"
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
+pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
+requirements-deprecated-finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
 plugins = ["setuptools"]
 
+[[package]]
+name = "jaraco.classes"
+version = "3.2.3"
+description = "Utility functions for Python class constructs"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+more-itertools = "*"
+
+[package.extras]
+docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+
 [[package]]
 name = "jedi"
-version = "0.18.1"
+version = "0.18.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 category = "dev"
 optional = false
@@ -569,28 +686,29 @@ python-versions = ">=3.6"
 parso = ">=0.8.0,<0.9.0"
 
 [package.extras]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx-rtd-theme (==0.4.3)", "sphinx (==1.8.5)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jeepney"
-version = "0.7.1"
+version = "0.8.0"
 description = "Low-level, pure Python DBus protocol wrapper."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
-test = ["pytest", "pytest-trio", "pytest-asyncio", "testpath", "trio", "async-timeout"]
+test = ["pytest", "pytest-trio", "pytest-asyncio (>=0.17)", "testpath", "trio", "async-timeout"]
 trio = ["trio", "async-generator"]
 
 [[package]]
 name = "jinja2"
-version = "3.0.3"
+version = "3.1.2"
 description = "A very fast and expressive template engine."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -600,15 +718,15 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.1.0"
+version = "1.2.0"
 description = "Lightweight pipelining with Python functions"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "json5"
-version = "0.9.6"
+version = "0.9.10"
 description = "A Python implementation of the JSON5 data format."
 category = "dev"
 optional = false
@@ -617,9 +735,17 @@ python-versions = "*"
 [package.extras]
 dev = ["hypothesis"]
 
+[[package]]
+name = "jsonpointer"
+version = "2.3"
+description = "Identify specific nodes in a JSON document (RFC 6901)"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
 [[package]]
 name = "jsonschema"
-version = "4.4.0"
+version = "4.17.3"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
@@ -627,141 +753,195 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 attrs = ">=17.4.0"
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
+pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
 pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
 [[package]]
 name = "jupyter-client"
-version = "7.1.1"
+version = "7.4.8"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
 
 [package.dependencies]
 entrypoints = "*"
-jupyter-core = ">=4.6.0"
-nest-asyncio = ">=1.5"
-python-dateutil = ">=2.1"
-pyzmq = ">=13"
-tornado = ">=4.1"
+jupyter-core = ">=4.9.2"
+nest-asyncio = ">=1.5.4"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=23.0"
+tornado = ">=6.2"
 traitlets = "*"
 
 [package.extras]
-doc = ["myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov", "pytest-timeout", "jedi (<0.18)"]
+doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
+test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.9.1"
+version = "5.1.0"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 
 [package.dependencies]
+platformdirs = ">=2.5"
 pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["myst-parser", "sphinxcontrib-github-alt", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-events"
+version = "0.5.0"
+description = "Jupyter Event System library"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+jsonschema = {version = ">=4.3.0", extras = ["format-nongpl"]}
+python-json-logger = "*"
+pyyaml = "*"
 traitlets = "*"
 
+[package.extras]
+cli = ["click", "rich"]
+test = ["click", "coverage", "pre-commit", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "pytest (>=6.1.0)", "rich"]
+
 [[package]]
 name = "jupyter-server"
-version = "1.13.3"
+version = "2.0.1"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
 anyio = ">=3.1.0,<4"
 argon2-cffi = "*"
-ipython-genutils = "*"
 jinja2 = "*"
-jupyter-client = ">=6.1.1"
-jupyter-core = ">=4.6.0"
-nbconvert = "*"
-nbformat = "*"
+jupyter-client = ">=7.4.4"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-events = ">=0.4.0"
+jupyter-server-terminals = "*"
+nbconvert = ">=6.4.4"
+nbformat = ">=5.3.0"
 packaging = "*"
 prometheus-client = "*"
-pyzmq = ">=17"
-Send2Trash = "*"
+pywinpty = {version = "*", markers = "os_name == \"nt\""}
+pyzmq = ">=24"
+send2trash = "*"
 terminado = ">=0.8.3"
-tornado = ">=6.1.0"
-traitlets = ">=5"
+tornado = ">=6.2.0"
+traitlets = ">=5.6.0"
 websocket-client = "*"
 
 [package.extras]
-test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+docs = ["docutils (<0.20)", "ipykernel", "jinja2", "jupyter-client", "jupyter-server", "mistune (<1.0.0)", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxemoji", "tornado"]
+lint = ["black (>=22.6.0)", "mdformat (>0.7)", "ruff (>=0.0.156)"]
+test = ["ipykernel", "pre-commit", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "pytest (>=7.0)", "requests"]
+typing = ["mypy (>=0.990)"]
+
+[[package]]
+name = "jupyter-server-terminals"
+version = "0.4.2"
+description = "A Jupyter Server Extension Providing Terminals."
+category = "dev"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
+terminado = ">=0.8.3"
+
+[package.extras]
+docs = ["jinja2", "jupyter-server", "mistune (<2.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxemoji", "tornado"]
+test = ["coverage", "jupyter-server (>=2.0.0rc8)", "pytest-cov", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout", "pytest (>=7.0)"]
 
 [[package]]
 name = "jupyterlab"
-version = "3.2.8"
+version = "3.5.1"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 ipython = "*"
 jinja2 = ">=2.1"
 jupyter-core = "*"
-jupyter-server = ">=1.4,<2.0"
-jupyterlab-server = ">=2.3,<3.0"
-nbclassic = ">=0.2,<1.0"
+jupyter-server = ">=1.16.0,<3"
+jupyterlab-server = ">=2.10,<3.0"
+nbclassic = "*"
+notebook = "<7"
 packaging = "*"
+tomli = "*"
 tornado = ">=6.1.0"
 
 [package.extras]
-test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "jupyterlab-server[test] (>=2.2,<3.0)", "requests", "requests-cache", "virtualenv", "check-manifest"]
+test = ["check-manifest", "coverage", "jupyterlab-server", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "requests", "requests-cache", "virtualenv"]
 ui-tests = ["build"]
 
 [[package]]
 name = "jupyterlab-pygments"
-version = "0.1.2"
+version = "0.2.2"
 description = "Pygments theme using JupyterLab CSS variables"
 category = "dev"
 optional = false
-python-versions = "*"
-
-[package.dependencies]
-pygments = ">=2.4.1,<3"
+python-versions = ">=3.7"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.10.3"
-description = "A set of server components for JupyterLab and JupyterLab like applications ."
+version = "2.16.5"
+description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-babel = "*"
-entrypoints = ">=0.2.2"
-jinja2 = ">=2.10"
-json5 = "*"
+babel = ">=2.10"
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jinja2 = ">=3.0.3"
+json5 = ">=0.9.0"
 jsonschema = ">=3.0.1"
-jupyter-server = ">=1.4,<2.0"
-packaging = "*"
-requests = "*"
+jupyter-server = ">=1.21,<3"
+packaging = ">=21.3"
+requests = ">=2.28"
 
 [package.extras]
-test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-server", "openapi-core (>=0.14.0,<0.15.0)", "pytest-console-scripts", "strict-rfc3339", "ruamel.yaml", "wheel"]
+docs = ["autodoc-traits", "docutils (<0.20)", "jinja2 (<3.2.0)", "mistune (<3)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi"]
+lint = ["black[jupyter] (>=22.6.0)", "mdformat-gfm (>=0.3.5)", "mdformat (>0.7)", "ruff (>=0.0.156)"]
+openapi = ["openapi-core (>=0.14.2)", "ruamel-yaml"]
+test = ["codecov", "ipykernel", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.6)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6)", "pytest-timeout", "pytest (>=7.0)", "requests-mock", "ruamel-yaml", "strict-rfc3339"]
+typing = ["mypy (>=0.990)"]
 
 [[package]]
 name = "jupytext"
-version = "1.13.6"
+version = "1.14.4"
 description = "Jupyter notebooks as Markdown documents, Julia, Python or R scripts"
 category = "dev"
 optional = false
 python-versions = "~=3.6"
 
 [package.dependencies]
-markdown-it-py = ">=1.0,<2.0"
+markdown-it-py = ">=1.0.0,<3.0.0"
 mdit-py-plugins = "*"
 nbformat = "*"
 pyyaml = "*"
@@ -773,25 +953,26 @@ toml = ["toml"]
 
 [[package]]
 name = "keyring"
-version = "23.5.0"
+version = "23.11.0"
 description = "Store and access your passwords safely."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-importlib-metadata = ">=3.6"
+importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
+"jaraco.classes" = "*"
 jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""}
 pywin32-ctypes = {version = "<0.1.0 || >0.1.0,<0.1.1 || >0.1.1", markers = "sys_platform == \"win32\""}
 SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy"]
+docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "kiwisolver"
-version = "1.3.2"
+version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
@@ -799,91 +980,111 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "lightkurve"
-version = "2.0.11"
+version = "2.3.0"
 description = "A friendly package for Kepler & TESS time series analysis in Python."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.8"
 
 [package.dependencies]
-astropy = ">=4.1"
+astropy = ">=5.0"
 astroquery = ">=0.3.10"
 beautifulsoup4 = ">=4.6.0"
-bokeh = ">=1.0"
+bokeh = ">=1.1"
 fbpca = ">=1.0"
-matplotlib = ">=1.5.3"
-memoization = {version = ">=0.3.1", markers = "python_version >= \"3.6\" and python_version < \"4.0\""}
-numpy = ">=1.11"
+matplotlib = ">=3.1"
+memoization = {version = ">=0.3.1", markers = "python_version >= \"3.8\" and python_version < \"4.0\""}
+numpy = ">=1.18"
 oktopus = ">=0.1.2"
 pandas = ">=1.1.4"
 patsy = ">=0.5.0"
 requests = ">=2.22.0"
 scikit-learn = ">=0.24.0"
-scipy = ">=0.19.0"
+scipy = {version = ">=1.7", markers = "python_version >= \"3.8\" and python_version < \"3.11\""}
 tqdm = ">=4.25.0"
 uncertainties = ">=3.1.4"
+urllib3 = {version = ">=1.23", markers = "python_version >= \"3.8\" and python_version < \"4.0\""}
+
+[[package]]
+name = "lxml"
+version = "4.9.1"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
+
+[package.extras]
+cssselect = ["cssselect (>=0.7)"]
+html5 = ["html5lib"]
+htmlsoup = ["beautifulsoup4"]
+source = ["Cython (>=0.29.7)"]
 
 [[package]]
 name = "markdown"
-version = "3.3.5"
+version = "3.3.7"
 description = "Python implementation of Markdown."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[package.dependencies]
+importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
+
 [package.extras]
 testing = ["coverage", "pyyaml"]
 
 [[package]]
 name = "markdown-it-py"
-version = "1.1.0"
+version = "2.1.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 category = "dev"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-attrs = ">=19,<22"
-typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
+mdurl = ">=0.1,<1.0"
 
 [package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark (>=3.2,<4.0)"]
 code_style = ["pre-commit (==2.6)"]
-compare = ["commonmark (>=0.9.1,<0.10.0)", "markdown (>=3.2.2,<3.3.0)", "mistletoe-ebp (>=0.10.0,<0.11.0)", "mistune (>=0.8.4,<0.9.0)", "panflute (>=1.12,<2.0)"]
+compare = ["commonmark (>=0.9.1,<0.10.0)", "markdown (>=3.3.6,<3.4.0)", "mistletoe (>=0.8.1,<0.9.0)", "mistune (>=2.0.2,<2.1.0)", "panflute (>=2.1.3,<2.2.0)"]
 linkify = ["linkify-it-py (>=1.0,<2.0)"]
 plugins = ["mdit-py-plugins"]
-rtd = ["myst-nb (==0.13.0a1)", "pyyaml", "sphinx (>=2,<4)", "sphinx-copybutton", "sphinx-panels (>=0.4.0,<0.5.0)", "sphinx-book-theme"]
-testing = ["coverage", "psutil", "pytest (>=3.6,<4)", "pytest-benchmark (>=3.2,<4.0)", "pytest-cov", "pytest-regressions"]
+profiling = ["gprof2dot"]
+rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx-book-theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.0.1"
+version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.5.1"
+version = "3.6.2"
 description = "Python plotting package"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 kiwisolver = ">=1.0.1"
-numpy = ">=1.17"
+numpy = ">=1.19"
 packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4"
+setuptools_scm = ">=7"
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.3"
+version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
@@ -902,19 +1103,27 @@ python-versions = "*"
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.3.0"
+version = "0.3.3"
 description = "Collection of plugins for markdown-it-py"
 category = "dev"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 markdown-it-py = ">=1.0.0,<3.0.0"
 
 [package.extras]
-code_style = ["pre-commit (==2.6)"]
-rtd = ["myst-parser (>=0.14.0,<0.15.0)", "sphinx-book-theme (>=0.1.0,<0.2.0)"]
-testing = ["coverage", "pytest (>=3.6,<4)", "pytest-cov", "pytest-regressions"]
+code_style = ["pre-commit"]
+rtd = ["attrs", "myst-parser (>=0.16.1,<0.17.0)", "sphinx-book-theme (>=0.1.0,<0.2.0)"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+description = "Markdown URL utilities"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
 
 [[package]]
 name = "memoization"
@@ -942,26 +1151,28 @@ python-versions = "*"
 
 [[package]]
 name = "mkdocs"
-version = "1.2.3"
+version = "1.4.2"
 description = "Project documentation with Markdown."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-click = ">=3.3"
+click = ">=7.0"
+colorama = {version = ">=0.4", markers = "platform_system == \"Windows\""}
 ghp-import = ">=1.0"
-importlib-metadata = ">=3.10"
-Jinja2 = ">=2.10.1"
-Markdown = ">=3.2.1"
+importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+jinja2 = ">=2.11.1"
+markdown = ">=3.2.1,<3.4"
 mergedeep = ">=1.3.4"
 packaging = ">=20.5"
-PyYAML = ">=3.10"
+pyyaml = ">=5.1"
 pyyaml-env-tag = ">=0.1"
 watchdog = ">=2.0"
 
 [package.extras]
 i18n = ["babel (>=2.9.0)"]
+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.3)", "jinja2 (==2.11.1)", "markdown (==3.2.1)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "packaging (==20.5)", "pyyaml-env-tag (==0.1)", "pyyaml (==5.1)", "typing-extensions (==3.10)", "watchdog (==2.0)"]
 
 [[package]]
 name = "mkdocs-autorefs"
@@ -991,27 +1202,28 @@ nbconvert = ">=6.2.0,<7.0.0"
 
 [[package]]
 name = "mkdocs-material"
-version = "8.1.6"
-description = "A Material Design theme for MkDocs"
+version = "8.5.11"
+description = "Documentation that simply works"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-jinja2 = ">=2.11.1"
+jinja2 = ">=3.0.2"
 markdown = ">=3.2"
-mkdocs = ">=1.2.3"
-mkdocs-material-extensions = ">=1.0"
-pygments = ">=2.10"
-pymdown-extensions = ">=9.0"
+mkdocs = ">=1.4.0"
+mkdocs-material-extensions = ">=1.1"
+pygments = ">=2.12"
+pymdown-extensions = ">=9.4"
+requests = ">=2.26"
 
 [[package]]
 name = "mkdocs-material-extensions"
-version = "1.0.3"
-description = "Extension pack for Python Markdown."
+version = "1.1.1"
+description = "Extension pack for Python Markdown and MkDocs Material."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "mkdocstrings"
@@ -1032,11 +1244,11 @@ pytkdocs = ">=0.2.0,<0.13.0"
 
 [[package]]
 name = "more-itertools"
-version = "8.12.0"
+version = "9.0.0"
 description = "More routines for operating on iterables, beyond itertools"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [[package]]
 name = "mypy-extensions"
@@ -1048,88 +1260,109 @@ python-versions = "*"
 
 [[package]]
 name = "nbclassic"
-version = "0.3.5"
-description = "Jupyter Notebook as a Jupyter Server extension."
+version = "0.4.8"
+description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-jupyter-server = ">=1.8,<2.0"
-notebook = "<7"
+argon2-cffi = "*"
+ipykernel = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=6.1.1"
+jupyter-core = ">=4.6.1"
+jupyter-server = ">=1.8"
+nbconvert = ">=5"
+nbformat = "*"
+nest-asyncio = ">=1.5"
+notebook-shim = ">=0.1.0"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = ">=1.8.0"
+terminado = ">=0.8.3"
+tornado = ">=6.1"
+traitlets = ">=4.2.1"
 
 [package.extras]
-test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
+docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+json-logging = ["json-logging"]
+test = ["pytest", "coverage", "requests", "testpath", "nbval", "pytest-playwright", "pytest-cov", "pytest-tornasync", "requests-unixsocket"]
 
 [[package]]
 name = "nbclient"
-version = "0.5.10"
+version = "0.7.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 
 [package.dependencies]
-jupyter-client = ">=6.1.5"
-nbformat = ">=5.0"
-nest-asyncio = "*"
-traitlets = ">=4.2"
+jupyter-client = ">=6.1.12"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+nbformat = ">=5.1"
+traitlets = ">=5.3"
 
 [package.extras]
-sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
-test = ["ipython", "ipykernel", "ipywidgets (<8.0.0)", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "xmltodict", "black", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)"]
+dev = ["pre-commit"]
+docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient", "sphinx-book-theme", "sphinx (>=1.7)"]
+test = ["ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "pytest (>=7.0)", "testpath", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "6.4.0"
+version = "6.5.4"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
+beautifulsoup4 = "*"
 bleach = "*"
 defusedxml = "*"
 entrypoints = ">=0.2.2"
-jinja2 = ">=2.4"
-jupyter-core = "*"
+jinja2 = ">=3.0"
+jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
+lxml = "*"
+MarkupSafe = ">=2.0"
 mistune = ">=0.8.1,<2"
-nbclient = ">=0.5.0,<0.6.0"
-nbformat = ">=4.4"
+nbclient = ">=0.5.0"
+nbformat = ">=5.1"
+packaging = "*"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
-testpath = "*"
+tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.6)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
 docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
-serve = ["tornado (>=4.0)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.6)"]
-webpdf = ["pyppeteer (==0.2.6)"]
+serve = ["tornado (>=6.1)"]
+test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"]
+webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.1.3"
+version = "5.7.0"
 description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
-ipython-genutils = "*"
-jsonschema = ">=2.4,<2.5.0 || >2.5.0"
+fastjsonschema = "*"
+jsonschema = ">=2.6"
 jupyter-core = "*"
-traitlets = ">=4.1"
+traitlets = ">=5.1"
 
 [package.extras]
-fast = ["fastjsonschema"]
-test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"]
+test = ["check-manifest", "pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.4"
+version = "1.5.6"
 description = "Patch asyncio to allow nested event loops"
 category = "dev"
 optional = false
@@ -1137,11 +1370,11 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "notebook"
-version = "6.4.7"
+version = "6.5.2"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 argon2-cffi = "*"
@@ -1150,7 +1383,8 @@ ipython-genutils = "*"
 jinja2 = "*"
 jupyter-client = ">=5.3.4"
 jupyter-core = ">=4.6.1"
-nbconvert = "*"
+nbclassic = ">=0.4.7"
+nbconvert = ">=5"
 nbformat = "*"
 nest-asyncio = ">=1.5"
 prometheus-client = "*"
@@ -1163,15 +1397,29 @@ traitlets = ">=4.2.1"
 [package.extras]
 docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
+test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.5)", "pytest-cov", "requests-unixsocket"]
+
+[[package]]
+name = "notebook-shim"
+version = "0.2.2"
+description = "A shim layer for notebook traits and config"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+jupyter-server = ">=1.8,<3"
+
+[package.extras]
+test = ["pytest", "pytest-console-scripts", "pytest-tornasync"]
 
 [[package]]
 name = "numpy"
-version = "1.21.1"
+version = "1.23.5"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [[package]]
 name = "oktopus"
@@ -1188,30 +1436,31 @@ scipy = "*"
 
 [[package]]
 name = "packaging"
-version = "21.3"
+version = "22.0"
 description = "Core utilities for Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pandas"
-version = "1.1.5"
+version = "1.5.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.8"
 
 [package.dependencies]
-numpy = ">=1.15.4"
-python-dateutil = ">=2.7.3"
-pytz = ">=2017.2"
+numpy = [
+    {version = ">=1.20.3", markers = "python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
+]
+python-dateutil = ">=2.8.1"
+pytz = ">=2020.1"
 
 [package.extras]
-test = ["pytest (>=4.0.2)", "pytest-xdist", "hypothesis (>=3.58)"]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 
 [[package]]
 name = "pandocfilters"
@@ -1235,15 +1484,15 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.9.0"
+version = "0.10.3"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [[package]]
 name = "patsy"
-version = "0.5.2"
+version = "0.5.3"
 description = "A Python package for describing statistical models and for building design matrices."
 category = "main"
 optional = false
@@ -1277,23 +1526,35 @@ python-versions = "*"
 
 [[package]]
 name = "pillow"
-version = "9.0.0"
+version = "9.3.0"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "pkgutil-resolve-name"
+version = "1.3.10"
+description = "Resolve a name to an object."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "platformdirs"
-version = "2.4.1"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "2.6.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
-test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx-autodoc-typehints (>=1.19.4)", "sphinx (>=5.3)"]
+test = ["appdirs (==1.4.4)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest (>=7.2)"]
 
 [[package]]
 name = "pluggy"
@@ -1303,26 +1564,23 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
-[package.dependencies]
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
-
 [package.extras]
 dev = ["pre-commit", "tox"]
 
 [[package]]
 name = "prometheus-client"
-version = "0.12.0"
+version = "0.15.0"
 description = "Python client for the Prometheus monitoring system."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.extras]
 twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.24"
+version = "3.0.36"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1331,6 +1589,17 @@ python-versions = ">=3.6.2"
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "psutil"
+version = "5.9.4"
+description = "Cross-platform lib for process and system monitoring in Python."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"]
+
 [[package]]
 name = "ptyprocess"
 version = "0.7.0"
@@ -1339,6 +1608,17 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "pure-eval"
+version = "0.2.2"
+description = "Safely evaluate AST nodes without side effects"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "py"
 version = "1.11.0"
@@ -1388,37 +1668,40 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.11.2"
+version = "2.13.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
+
+[package.extras]
+plugins = ["importlib-metadata"]
 
 [[package]]
 name = "pymdown-extensions"
-version = "9.1"
+version = "9.9"
 description = "Extension pack for Python Markdown."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-Markdown = ">=3.2"
+markdown = ">=3.2"
 
 [[package]]
 name = "pyparsing"
-version = "3.0.6"
-description = "Python parsing module"
+version = "3.0.9"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["jinja2", "railroad-diagrams"]
+diagrams = ["railroad-diagrams", "jinja2"]
 
 [[package]]
 name = "pyrsistent"
-version = "0.18.1"
+version = "0.19.2"
 description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
@@ -1436,7 +1719,6 @@ python-versions = ">=3.5"
 atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
 attrs = ">=17.4.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 more-itertools = ">=4.0.0"
 packaging = "*"
 pluggy = ">=0.12,<1.0"
@@ -1458,6 +1740,14 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
+name = "python-json-logger"
+version = "2.0.4"
+description = "A python library adding a json log formatter"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "pytkdocs"
 version = "0.12.0"
@@ -1468,16 +1758,14 @@ python-versions = ">=3.6.1"
 
 [package.dependencies]
 astunparse = {version = ">=1.6,<2.0", markers = "python_version < \"3.9\""}
-cached-property = {version = ">=1.5,<2.0", markers = "python_version < \"3.8\""}
 docstring_parser = {version = ">=0.7,<1.0", optional = true, markers = "extra == \"numpy-style\""}
-typing-extensions = {version = ">=3.7,<4.0", markers = "python_version < \"3.8\""}
 
 [package.extras]
 numpy-style = ["docstring_parser (>=0.7,<1.0)"]
 
 [[package]]
 name = "pytz"
-version = "2021.3"
+version = "2022.6"
 description = "World timezone definitions, modern and historical"
 category = "dev"
 optional = false
@@ -1485,18 +1773,24 @@ python-versions = "*"
 
 [[package]]
 name = "pyvo"
-version = "1.2.1"
+version = "1.4"
 description = "Astropy affiliated package for accessing Virtual Observatory data and services"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+
+[package.dependencies]
+astropy = ">=4.1"
+requests = "*"
 
 [package.extras]
+all = ["pillow"]
 docs = ["sphinx-astropy"]
+test = ["pytest-astropy", "requests-mock"]
 
 [[package]]
 name = "pywin32"
-version = "303"
+version = "305"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -1512,17 +1806,17 @@ python-versions = "*"
 
 [[package]]
 name = "pywinpty"
-version = "1.1.6"
+version = "2.0.9"
 description = "Pseudo terminal support for Windows from Python."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pyyaml"
 version = "6.0"
 description = "YAML parser and emitter for Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -1539,7 +1833,7 @@ pyyaml = "*"
 
 [[package]]
 name = "pyzmq"
-version = "22.3.0"
+version = "24.0.1"
 description = "Python bindings for 0MQ"
 category = "dev"
 optional = false
@@ -1551,56 +1845,80 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "requests"
-version = "2.27.1"
+version = "2.28.1"
 description = "Python HTTP for Humans."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7, <4"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
-idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+charset-normalizer = ">=2,<3"
+idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "rfc3339-validator"
+version = "0.1.4"
+description = "A pure python RFC3339 validator"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "rfc3986-validator"
+version = "0.1.1"
+description = "Pure python rfc3986 validator"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "scikit-learn"
-version = "1.0.2"
+version = "1.2.0"
 description = "A set of python modules for machine learning and data mining"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
-joblib = ">=0.11"
-numpy = ">=1.14.6"
-scipy = ">=1.1.0"
+joblib = ">=1.1.1"
+numpy = ">=1.17.3"
+scipy = ">=1.3.2"
 threadpoolctl = ">=2.0.0"
 
 [package.extras]
-benchmark = ["matplotlib (>=2.2.3)", "pandas (>=0.25.0)", "memory-profiler (>=0.57.0)"]
-docs = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.0.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
-examples = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)"]
-tests = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=21.6b0)", "mypy (>=0.770)", "pyamg (>=4.0.0)"]
+benchmark = ["matplotlib (>=3.1.3)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"]
+docs = ["matplotlib (>=3.1.3)", "scikit-image (>=0.16.2)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "pooch (>=1.6.0)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)", "plotly (>=5.10.0)"]
+examples = ["matplotlib (>=3.1.3)", "scikit-image (>=0.16.2)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "pooch (>=1.6.0)", "plotly (>=5.10.0)"]
+tests = ["matplotlib (>=3.1.3)", "scikit-image (>=0.16.2)", "pandas (>=1.0.5)", "pytest (>=5.3.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.961)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)", "pooch (>=1.6.0)"]
 
 [[package]]
 name = "scipy"
-version = "1.6.1"
-description = "SciPy: Scientific Library for Python"
+version = "1.9.3"
+description = "Fundamental algorithms for scientific computing in Python"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
-numpy = ">=1.16.5"
+numpy = ">=1.18.5,<1.26.0"
+
+[package.extras]
+test = ["pytest", "pytest-cov", "pytest-xdist", "asv", "mpmath", "gmpy2", "threadpoolctl", "scikit-umfpack"]
+doc = ["sphinx (!=4.1.0)", "pydata-sphinx-theme (==0.9.0)", "sphinx-panels (>=0.5.2)", "matplotlib (>2)", "numpydoc", "sphinx-tabs"]
+dev = ["mypy", "typing-extensions", "pycodestyle", "flake8"]
 
 [[package]]
 name = "secretstorage"
-version = "3.3.1"
+version = "3.3.3"
 description = "Python bindings to FreeDesktop.org Secret Service API"
 category = "dev"
 optional = false
@@ -1625,18 +1943,20 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools-scm"
-version = "6.3.2"
+version = "7.0.5"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 packaging = ">=20.0"
 tomli = ">=1.0.0"
+typing-extensions = "*"
 
 [package.extras]
-toml = ["setuptools (>=42)", "tomli (>=1.0.0)"]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
 
 [[package]]
 name = "six"
@@ -1648,55 +1968,76 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "sniffio"
-version = "1.2.0"
+version = "1.3.0"
 description = "Sniff out which async library your code is running under"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [[package]]
 name = "soupsieve"
-version = "2.3.1"
+version = "2.3.2.post1"
 description = "A modern CSS selector implementation for Beautiful Soup."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [[package]]
-name = "terminado"
-version = "0.12.1"
-description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+name = "stack-data"
+version = "0.6.2"
+description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = "*"
 
 [package.dependencies]
-ptyprocess = {version = "*", markers = "os_name != \"nt\""}
-pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
-tornado = ">=4"
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
+pure-eval = "*"
 
 [package.extras]
-test = ["pytest"]
+tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
 
 [[package]]
-name = "testpath"
-version = "0.5.0"
-description = "Test utilities for code working with files and commands"
+name = "terminado"
+version = "0.17.1"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 category = "dev"
 optional = false
-python-versions = ">= 3.5"
+python-versions = ">=3.7"
+
+[package.dependencies]
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=6.1.0"
 
 [package.extras]
-test = ["pytest", "pathlib2"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["pre-commit", "pytest-timeout", "pytest (>=7.0)"]
 
 [[package]]
 name = "threadpoolctl"
-version = "3.0.0"
+version = "3.1.0"
 description = "threadpoolctl"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "tinycss2"
+version = "1.2.1"
+description = "A tiny CSS parser"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+webencodings = ">=0.4"
+
+[package.extras]
+doc = ["sphinx", "sphinx-rtd-theme"]
+test = ["pytest", "isort", "flake8"]
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -1715,15 +2056,15 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "tornado"
-version = "6.1"
+version = "6.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 category = "dev"
 optional = false
-python-versions = ">= 3.5"
+python-versions = ">= 3.7"
 
 [[package]]
 name = "tqdm"
-version = "4.62.3"
+version = "4.64.1"
 description = "Fast, Extensible Progress Meter"
 category = "dev"
 optional = false
@@ -1735,38 +2076,34 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 [package.extras]
 dev = ["py-make (>=0.1.0)", "twine", "wheel"]
 notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
 telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.1.1"
+version = "5.7.1"
 description = "Traitlets Python configuration system"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-test = ["pytest"]
-
-[[package]]
-name = "typed-ast"
-version = "1.5.1"
-description = "a fork of Python 2 and 3 ast modules with type comment support"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+lint = ["black (>=22.6.0)", "mdformat (>0.7)", "ruff (>=0.0.156)"]
+test = ["pre-commit", "pytest"]
+typing = ["mypy (>=0.990)"]
 
 [[package]]
 name = "typing-extensions"
-version = "3.10.0.2"
-description = "Backported and Experimental Type Hints for Python 3.5+"
+version = "4.4.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [[package]]
 name = "uncertainties"
-version = "3.1.6"
+version = "3.1.7"
 description = "Transparent calculations with uncertainties on the quantities involved (aka error propagation); fast calculation of derivatives"
 category = "dev"
 optional = false
@@ -1776,27 +2113,38 @@ python-versions = "*"
 future = "*"
 
 [package.extras]
-all = ["numpy", "sphinx", "nose"]
+all = ["sphinx", "nose", "numpy"]
 docs = ["sphinx"]
 optional = ["numpy"]
 tests = ["nose", "numpy"]
 
+[[package]]
+name = "uri-template"
+version = "1.2.0"
+description = "RFC 6570 URI Template Processor"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+dev = ["mypy", "flake8 (<4.0.0)", "flake8-annotations", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-noqa", "flake8-requirements", "flake8-type-annotations", "flake8-use-fstring", "pep8-naming"]
+
 [[package]]
 name = "urllib3"
-version = "1.26.8"
+version = "1.26.13"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.extras]
-brotli = ["brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "urllib3-secure-extra", "ipaddress"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "watchdog"
-version = "2.1.6"
+version = "2.2.0"
 description = "Filesystem events monitoring"
 category = "dev"
 optional = false
@@ -1813,6 +2161,14 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "webcolors"
+version = "1.12"
+description = "A library for working with color names and color values formats defined by HTML and CSS."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "webencodings"
 version = "0.5.1"
@@ -1823,520 +2179,145 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.2.3"
+version = "1.4.2"
 description = "WebSocket client for Python with low level API options"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "xyzservices"
+version = "2022.9.0"
+description = "Source of XYZ tiles providers"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "zipp"
-version = "3.7.0"
+version = "3.11.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
+docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "jaraco.functools", "more-itertools", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "pytest-flake8"]
 
 [metadata]
 lock-version = "1.1"
-python-versions = ">=3.7.1,<4.0"
-content-hash = "19162c484501fccf8f57db6d584e4e62fa88389718753d3c46880c91b0d2cd4b"
+python-versions = ">=3.8,<4.0"
+content-hash = "242d58d18de30d9d67a7b7d42cf6109cc51dddcf43eaff72a70eda93194dfbcd"
 
 [metadata.files]
-anyio = [
-    {file = "anyio-3.5.0-py3-none-any.whl", hash = "sha256:b5fa16c5ff93fa1046f2eeb5bbff2dad4d3514d6cda61d02816dba34fa8c3c2e"},
-    {file = "anyio-3.5.0.tar.gz", hash = "sha256:a0aeffe2fb1fdf374a8e4b471444f0f3ac4fb9f5a5b542b48824475e0042a5a6"},
-]
-appnope = [
-    {file = "appnope-0.1.2-py2.py3-none-any.whl", hash = "sha256:93aa393e9d6c54c5cd570ccadd8edad61ea0c4b9ea7a01409020c9aa019eb442"},
-    {file = "appnope-0.1.2.tar.gz", hash = "sha256:dd83cd4b5b460958838f6eb3000c660b1f9caf2a5b1de4264e941512f603258a"},
-]
-argon2-cffi = [
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-    {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
-]
-argon2-cffi-bindings = [
-    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
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diff --git a/pyproject.toml b/pyproject.toml
index b6edbb7..a1cc9d7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,14 +1,14 @@
 [tool.poetry]
 name = "kbackground"
-version = "0.1.8"
+version = "0.1.9"
 description = ""
 authors = ["Christina Hedges <christina.l.hedges@nasa.gov>"]
 
 [tool.poetry.dependencies]
-python = ">=3.7.1,<4.0"
+python = ">=3.8,<4.0"
 numpy = "^1.19.4"
 scipy = "^1.5.4"
-astropy = "^4.2"
+astropy = "^5.2"
 patsy = "^0.5.1"
 matplotlib = "^3.5.1"
 
diff --git a/src/kbackground/kbackground.py b/src/kbackground/kbackground.py
index 6da83cc..5adb19c 100644
--- a/src/kbackground/kbackground.py
+++ b/src/kbackground/kbackground.py
@@ -109,8 +109,8 @@ def __post_init__(self):
 
         def get_masks(xlim1, xlim2):
             x = np.arange(xlim1, xlim2, self.tknotspacing * 30)
-            a = np.max([x ** 0 * xlim1 - self.tknotspacing * 5, x], axis=0)
-            b = np.min([x ** 0 * xlim2, x + self.tknotspacing * 35], axis=0)
+            a = np.max([x**0 * xlim1 - self.tknotspacing * 5, x], axis=0)
+            b = np.min([x**0 * xlim2, x + self.tknotspacing * 35], axis=0)
             masks = np.asarray(
                 [np.in1d(self.time, self.time[a1:b1]) for a1, b1 in np.vstack([a, b]).T]
             )
@@ -168,7 +168,7 @@ def get_masks(xlim1, xlim2):
             prior_sigma = np.ones(self.A.shape[1]) * 100
             k = np.isfinite(self.bf[:, tm].ravel())
             log.debug(f"{tdx + 1}/{len(time_masks)} Creating `sigma_w_inv`")
-            sigma_w_inv = self.A[k].T.dot(self.A[k]) + np.diag(1 / prior_sigma ** 2)
+            sigma_w_inv = self.A[k].T.dot(self.A[k]) + np.diag(1 / prior_sigma**2)
             log.debug(f"{tdx + 1}/{len(time_masks)} Created `sigma_w_inv`")
             log.debug(f"{tdx + 1}/{len(time_masks)} Creating `B`")
             B = self.A[k].T.dot(self.bf[:, tm].ravel()[k])