diff --git a/poetry.lock b/poetry.lock
index 41b14ab..4138245 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -51,10 +51,10 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-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)", "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"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
@@ -150,8 +150,8 @@ python-versions = ">=3.7"
 cffi = ">=1.1.0"
 
 [package.extras]
-doc = ["sphinx", "sphinx-rtd-theme"]
-test = ["pytest", "flake8", "isort", "numpy", "pikepdf"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["flake8", "isort", "numpy", "pikepdf", "pytest"]
 xcb = ["xcffib (>=0.3.2)"]
 
 [[package]]
@@ -171,7 +171,7 @@ tinycss2 = "*"
 
 [package.extras]
 doc = ["sphinx", "sphinx-rtd-theme"]
-test = ["pytest-runner", "pytest-cov", "pytest-flake8", "pytest-isort"]
+test = ["pytest-cov", "pytest-flake8", "pytest-isort", "pytest-runner"]
 
 [[package]]
 name = "catalogue"
@@ -183,7 +183,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "certifi"
-version = "2022.9.24"
+version = "2022.12.7"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -228,7 +228,7 @@ optional = false
 python-versions = ">=3.6.0"
 
 [package.extras]
-unicode_backport = ["unicodedata2"]
+unicode-backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
@@ -258,7 +258,7 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-test = ["hypothesis (==3.55.3)", "flake8 (==3.7.8)"]
+test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
 [[package]]
 name = "conllu"
@@ -295,8 +295,8 @@ tinycss2 = "*"
 webencodings = "*"
 
 [package.extras]
+doc = ["sphinx", "sphinx_rtd_theme"]
 test = ["flake8", "isort", "pytest"]
-doc = ["sphinx-rtd-theme", "sphinx"]
 
 [[package]]
 name = "cymem"
@@ -334,7 +334,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["tox", "bump2version (<1)", "sphinx (<2)", "importlib-metadata (<3)", "importlib-resources (<4)", "configparser (<5)", "sphinxcontrib-websupport (<2)", "zipp (<2)", "PyTest (<5)", "PyTest-Cov (<2.6)", "pytest", "pytest-cov"]
+dev = ["PyTest", "PyTest (<5)", "PyTest-Cov", "PyTest-Cov (<2.6)", "bump2version (<1)", "configparser (<5)", "importlib-metadata (<3)", "importlib-resources (<4)", "sphinx (<2)", "sphinxcontrib-websupport (<2)", "tox", "zipp (<2)"]
 
 [[package]]
 name = "deprecation"
@@ -389,7 +389,7 @@ websocket-client = ">=0.32.0"
 
 [package.extras]
 ssh = ["paramiko (>=2.4.2)"]
-tls = ["pyOpenSSL (>=17.5.0)", "cryptography (>=3.4.7)", "idna (>=2.0.0)"]
+tls = ["cryptography (>=3.4.7)", "idna (>=2.0.0)", "pyOpenSSL (>=17.5.0)"]
 
 [[package]]
 name = "docutils"
@@ -399,6 +399,36 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "en-core-web-sm"
+version = "3.2.0"
+description = "English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+spacy = ">=3.2.0,<3.3.0"
+
+[package.source]
+type = "url"
+url = "https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.2.0/en_core_web_sm-3.2.0.tar.gz"
+
+[[package]]
+name = "en-ner-craft-md"
+version = "0.5.0"
+description = "Spacy Models for Biomedical Text."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+spacy = ">=3.2.3,<3.3.0"
+
+[package.source]
+type = "url"
+url = "https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.5.0/en_ner_craft_md-0.5.0.tar.gz"
+
 [[package]]
 name = "et-xmlfile"
 version = "1.1.0"
@@ -441,9 +471,9 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-dev = ["tox (>=3)", "flake8", "pep8-naming", "wheel", "twine"]
+dev = ["flake8", "pep8-naming", "tox (>=3)", "twine", "wheel"]
 docs = ["sphinx (>=5)", "sphinx-autodoc-typehints", "sphinx-rtd-theme"]
-test = ["pytest (>=7)", "pytest-mock (>=3)", "mock (>=4)", "pytest-cov", "coverage"]
+test = ["coverage", "mock (>=4)", "pytest (>=7)", "pytest-cov", "pytest-mock (>=3)"]
 
 [[package]]
 name = "greenlet"
@@ -454,7 +484,7 @@ optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 
 [package.extras]
-docs = ["sphinx"]
+docs = ["Sphinx"]
 
 [[package]]
 name = "hbreader"
@@ -500,9 +530,9 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "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)", "importlib-resources (>=1.3)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
 [[package]]
 name = "importlib-resources"
@@ -516,8 +546,8 @@ python-versions = ">=3.7"
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -683,8 +713,8 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 six = "*"
 
 [package.extras]
-test = ["tox"]
 recomended = ["simplejson"]
+test = ["tox"]
 
 [[package]]
 name = "kgx"
@@ -713,6 +743,7 @@ neo4j = "4.3"
 networkx = "*"
 ordered-set = ">=4.0.2"
 pandas = ">=1.0.3"
+pip = ">=9.0.1"
 prefixcommons = ">=0.1.4"
 prologterms = ">=0.0.5"
 pytest = ">=0.0"
@@ -790,7 +821,7 @@ sqlalchemy = ">=1.4.31"
 watchdog = ">=0.9.0"
 
 [package.extras]
-docs = ["sphinx-rtd-theme", "sphinx"]
+docs = ["sphinx", "sphinx-rtd-theme"]
 
 [[package]]
 name = "linkml-dataops"
@@ -838,7 +869,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
 [package.extras]
 cssselect = ["cssselect (>=0.7)"]
 html5 = ["html5lib"]
-htmlsoup = ["beautifulsoup4"]
+htmlsoup = ["BeautifulSoup4"]
 source = ["Cython (>=0.29.7)"]
 
 [[package]]
@@ -853,14 +884,14 @@ python-versions = ">=3.7"
 mdurl = ">=0.1,<1.0"
 
 [package.extras]
-testing = ["pytest-regressions", "pytest-cov", "pytest", "coverage"]
-rtd = ["sphinx-book-theme", "sphinx-design", "sphinx-copybutton", "sphinx", "pyyaml", "myst-parser", "attrs"]
-profiling = ["gprof2dot"]
-plugins = ["mdit-py-plugins"]
+benchmarking = ["psutil", "pytest", "pytest-benchmark (>=3.2,<4.0)"]
+code-style = ["pre-commit (==2.6)"]
+compare = ["commonmark (>=0.9.1,<0.10.0)", "markdown (>=3.3.6,<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)"]
-compare = ["panflute (>=2.1.3,<2.2.0)", "mistune (>=2.0.2,<2.1.0)", "mistletoe (>=0.8.1,<0.9.0)", "markdown (>=3.3.6,<3.4.0)", "commonmark (>=0.9.1,<0.10.0)"]
-code_style = ["pre-commit (==2.6)"]
-benchmarking = ["pytest-benchmark (>=3.2,<4.0)", "pytest", "psutil"]
+plugins = ["mdit-py-plugins"]
+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"
@@ -890,9 +921,9 @@ python-versions = ">=3.7"
 markdown-it-py = ">=1.0.0,<3.0.0"
 
 [package.extras]
-testing = ["pytest-regressions", "pytest-cov", "pytest", "coverage"]
-rtd = ["sphinx-book-theme (>=0.1.0,<0.2.0)", "myst-parser (>=0.16.1,<0.17.0)", "attrs"]
-code_style = ["pre-commit"]
+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"
@@ -954,10 +985,10 @@ sphinx = ">=4,<6"
 typing-extensions = "*"
 
 [package.extras]
-code_style = ["pre-commit (>=2.12,<3.0)"]
+code-style = ["pre-commit (>=2.12,<3.0)"]
 linkify = ["linkify-it-py (>=1.0,<2.0)"]
-rtd = ["ipython", "sphinx-book-theme", "sphinx-design", "sphinxext-rediraffe (>=0.2.7,<0.3.0)", "sphinxcontrib.mermaid (>=0.7.1,<0.8.0)", "sphinxext-opengraph (>=0.6.3,<0.7.0)"]
-testing = ["beautifulsoup4", "coverage", "pytest (>=6,<7)", "pytest-cov", "pytest-regressions", "pytest-param-files (>=0.3.4,<0.4.0)", "sphinx-pytest", "sphinx (<5.2)"]
+rtd = ["ipython", "sphinx-book-theme", "sphinx-design", "sphinxcontrib.mermaid (>=0.7.1,<0.8.0)", "sphinxext-opengraph (>=0.6.3,<0.7.0)", "sphinxext-rediraffe (>=0.2.7,<0.3.0)"]
+testing = ["beautifulsoup4", "coverage[toml]", "pytest (>=6,<7)", "pytest-cov", "pytest-param-files (>=0.3.4,<0.4.0)", "pytest-regressions", "sphinx (<5.2)", "sphinx-pytest"]
 
 [[package]]
 name = "neo4j"
@@ -979,11 +1010,11 @@ optional = false
 python-versions = ">=3.8"
 
 [package.extras]
-default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
-developer = ["pre-commit (>=2.20)", "mypy (>=0.961)"]
-doc = ["sphinx (>=5)", "pydata-sphinx-theme (>=0.9)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.4)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
-extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
-test = ["pytest (>=7.1)", "pytest-cov (>=3.0)", "codecov (>=2.1)"]
+default = ["matplotlib (>=3.4)", "numpy (>=1.19)", "pandas (>=1.3)", "scipy (>=1.8)"]
+developer = ["mypy (>=0.961)", "pre-commit (>=2.20)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.4)", "pillow (>=9.1)", "pydata-sphinx-theme (>=0.9)", "sphinx (>=5)", "sphinx-gallery (>=0.10)", "texext (>=0.6.6)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.9)", "sympy (>=1.10)"]
+test = ["codecov (>=2.1)", "pytest (>=7.1)", "pytest-cov (>=3.0)"]
 
 [[package]]
 name = "nltk"
@@ -1000,9 +1031,9 @@ regex = ">=2021.8.3"
 tqdm = "*"
 
 [package.extras]
-all = ["numpy", "pyparsing", "scipy", "matplotlib", "twython", "requests", "scikit-learn", "python-crfsuite"]
+all = ["matplotlib", "numpy", "pyparsing", "python-crfsuite", "requests", "scikit-learn", "scipy", "twython"]
 corenlp = ["requests"]
-machine_learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"]
+machine-learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"]
 plot = ["matplotlib"]
 tgrep = ["pyparsing"]
 twitter = ["twython"]
@@ -1061,7 +1092,7 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-dev = ["pytest", "black", "mypy"]
+dev = ["black", "mypy", "pytest"]
 
 [[package]]
 name = "packaging"
@@ -1084,14 +1115,14 @@ python-versions = ">=3.8"
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
     {version = ">=1.20.3", markers = "python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
 ]
 python-dateutil = ">=2.8.1"
 pytz = ">=2020.1"
 
 [package.extras]
-test = ["pytest-xdist (>=1.31)", "pytest (>=6.0)", "hypothesis (>=5.5.3)"]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 
 [[package]]
 name = "parse"
@@ -1122,10 +1153,10 @@ smart-open = ">=5.2.1,<6.0.0"
 typer = ">=0.3.0,<1.0.0"
 
 [package.extras]
-test = ["typer-cli", "mock", "pytest-coverage", "pytest"]
-s3 = ["boto3"]
+all = ["boto3", "google-cloud-storage (>=1.26.0,<2.0.0)", "mock", "pytest", "pytest-coverage", "typer-cli"]
 gcs = ["google-cloud-storage (>=1.26.0,<2.0.0)"]
-all = ["typer-cli", "mock", "pytest-coverage", "pytest", "boto3", "google-cloud-storage (>=1.26.0,<2.0.0)"]
+s3 = ["boto3"]
+test = ["mock", "pytest", "pytest-coverage", "typer-cli"]
 
 [[package]]
 name = "pillow"
@@ -1139,6 +1170,14 @@ python-versions = ">=3.7"
 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 = "pip"
+version = "22.3.1"
+description = "The PyPA recommended tool for installing Python packages."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pkgutil-resolve-name"
 version = "1.3.10"
@@ -1156,8 +1195,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
 [[package]]
 name = "pluggy"
@@ -1168,8 +1207,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-testing = ["pytest-benchmark", "pytest"]
-dev = ["tox", "pre-commit"]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "ply"
@@ -1233,7 +1272,7 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [package.extras]
-test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"]
+test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
 [[package]]
 name = "py"
@@ -1325,7 +1364,7 @@ optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyrsistent"
@@ -1411,7 +1450,7 @@ coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
 
 [[package]]
 name = "pytest-logging"
@@ -1503,11 +1542,12 @@ python-versions = ">=3.7"
 [package.dependencies]
 isodate = "*"
 pyparsing = "*"
+setuptools = "*"
 
 [package.extras]
 berkeleydb = ["berkeleydb"]
-dev = ["black (==22.6.0)", "flake8", "isort", "mypy", "pep8-naming", "types-setuptools", "flakeheaven"]
-docs = ["myst-parser", "sphinx (<6)", "sphinxcontrib-apidoc", "sphinxcontrib-kroki", "sphinx-autodoc-typehints"]
+dev = ["black (==22.6.0)", "flake8", "flakeheaven", "isort", "mypy", "pep8-naming", "types-setuptools"]
+docs = ["myst-parser", "sphinx (<6)", "sphinx-autodoc-typehints", "sphinxcontrib-apidoc", "sphinxcontrib-kroki"]
 html = ["html5lib"]
 networkx = ["networkx"]
 tests = ["html5lib", "pytest", "pytest-cov"]
@@ -1572,7 +1612,7 @@ urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "ruamel.yaml"
@@ -1612,10 +1652,10 @@ scipy = ">=1.3.2"
 threadpoolctl = ">=2.0.0"
 
 [package.extras]
-tests = ["numpydoc (>=1.2.0)", "pyamg (>=4.0.0)", "mypy (>=0.961)", "black (>=22.3.0)", "flake8 (>=3.8.2)", "pytest-cov (>=2.9.0)", "pytest (>=5.0.1)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "matplotlib (>=3.1.2)"]
-examples = ["seaborn (>=0.9.0)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "matplotlib (>=3.1.2)"]
-docs = ["sphinxext-opengraph (>=0.4.2)", "sphinx-prompt (>=1.3.0)", "Pillow (>=7.1.2)", "numpydoc (>=1.2.0)", "sphinx-gallery (>=0.7.0)", "sphinx (>=4.0.1)", "memory-profiler (>=0.57.0)", "seaborn (>=0.9.0)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "matplotlib (>=3.1.2)"]
-benchmark = ["memory-profiler (>=0.57.0)", "pandas (>=1.0.5)", "matplotlib (>=3.1.2)"]
+benchmark = ["matplotlib (>=3.1.2)", "memory-profiler (>=0.57.0)", "pandas (>=1.0.5)"]
+docs = ["Pillow (>=7.1.2)", "matplotlib (>=3.1.2)", "memory-profiler (>=0.57.0)", "numpydoc (>=1.2.0)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "seaborn (>=0.9.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+examples = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "seaborn (>=0.9.0)"]
+tests = ["black (>=22.3.0)", "flake8 (>=3.8.2)", "matplotlib (>=3.1.2)", "mypy (>=0.961)", "numpydoc (>=1.2.0)", "pandas (>=1.0.5)", "pyamg (>=4.0.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "scikit-image (>=0.16.2)"]
 
 [[package]]
 name = "scipy"
@@ -1646,6 +1686,19 @@ requests = ">=2.0.0,<3.0.0"
 scikit-learn = ">=0.20.3"
 spacy = ">=3.2.0,<3.3.0"
 
+[[package]]
+name = "setuptools"
+version = "65.6.3"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "shexjsg"
 version = "0.8.2"
@@ -1674,12 +1727,12 @@ optional = false
 python-versions = ">=3.6,<4.0"
 
 [package.extras]
-all = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests"]
-azure = ["azure-storage-blob", "azure-common", "azure-core"]
+all = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage", "requests"]
+azure = ["azure-common", "azure-core", "azure-storage-blob"]
 gcs = ["google-cloud-storage"]
 http = ["requests"]
 s3 = ["boto3"]
-test = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests", "moto[server] (==1.3.14)", "pathlib2", "responses", "paramiko", "parameterizedtestcase", "pytest", "pytest-rerunfailures"]
+test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage", "moto[server] (==1.3.14)", "parameterizedtestcase", "paramiko", "pathlib2", "pytest", "pytest-rerunfailures", "requests", "responses"]
 webhdfs = ["requests"]
 
 [[package]]
@@ -1711,6 +1764,7 @@ pathy = ">=0.3.5"
 preshed = ">=3.0.2,<3.1.0"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.9.0"
 requests = ">=2.13.0,<3.0.0"
+setuptools = "*"
 spacy-legacy = ">=3.0.8,<3.1.0"
 spacy-loggers = ">=1.0.0,<2.0.0"
 srsly = ">=2.4.1,<3.0.0"
@@ -1735,7 +1789,7 @@ cuda80 = ["cupy-cuda80 (>=5.0.0b4,<11.0.0)"]
 cuda90 = ["cupy-cuda90 (>=5.0.0b4,<11.0.0)"]
 cuda91 = ["cupy-cuda91 (>=5.0.0b4,<11.0.0)"]
 cuda92 = ["cupy-cuda92 (>=5.0.0b4,<11.0.0)"]
-ja = ["sudachipy (>=0.5.2,!=0.6.1)", "sudachidict-core (>=20211220)"]
+ja = ["sudachidict-core (>=20211220)", "sudachipy (>=0.5.2,!=0.6.1)"]
 ko = ["natto-py (==0.9.0)"]
 lookups = ["spacy-lookups-data (>=1.0.3,<1.1.0)"]
 ray = ["spacy-ray (>=0.1.0,<1.0.0)"]
@@ -1786,10 +1840,10 @@ python-versions = ">=3.7"
 rdflib = ">=6.1.1"
 
 [package.extras]
-pandas = ["pandas (>=1.3.5)"]
+dev = ["mypy (>=0.931)", "pandas (>=1.3.5)", "pandas-stubs (>=1.2.0.48)", "setuptools (>=3.7.1)"]
+docs = ["sphinx (<5)", "sphinx-rtd-theme"]
 keepalive = ["keepalive (>=0.5)"]
-docs = ["sphinx-rtd-theme", "sphinx (<5)"]
-dev = ["pandas-stubs (>=1.2.0.48)", "pandas (>=1.3.5)", "mypy (>=0.931)", "setuptools (>=3.7.1)"]
+pandas = ["pandas (>=1.3.5)"]
 
 [[package]]
 name = "sphinx"
@@ -1820,8 +1874,8 @@ sphinxcontrib-serializinghtml = ">=1.1.5"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "flake8-comprehensions", "flake8-bugbear", "flake8-simplify", "isort", "mypy (>=0.981)", "sphinx-lint", "docutils-stubs", "types-typed-ast", "types-requests"]
-test = ["pytest (>=4.6)", "html5lib", "typed-ast", "cython"]
+lint = ["docutils-stubs", "flake8 (>=3.5.0)", "flake8-bugbear", "flake8-comprehensions", "flake8-simplify", "isort", "mypy (>=0.981)", "sphinx-lint", "types-requests", "types-typed-ast"]
+test = ["cython", "html5lib", "pytest (>=4.6)", "typed_ast"]
 
 [[package]]
 name = "sphinx-click"
@@ -1860,8 +1914,8 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
-lint = ["docutils-stubs", "mypy", "flake8"]
 
 [[package]]
 name = "sphinxcontrib-devhelp"
@@ -1872,8 +1926,8 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
-lint = ["docutils-stubs", "mypy", "flake8"]
 
 [[package]]
 name = "sphinxcontrib-htmlhelp"
@@ -1884,8 +1938,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["html5lib", "pytest"]
-lint = ["docutils-stubs", "mypy", "flake8"]
 
 [[package]]
 name = "sphinxcontrib-jsmath"
@@ -1896,7 +1950,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-test = ["mypy", "flake8", "pytest"]
+test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-napoleon"
@@ -1919,8 +1973,8 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
-lint = ["docutils-stubs", "mypy", "flake8"]
 
 [[package]]
 name = "sphinxcontrib-serializinghtml"
@@ -1931,7 +1985,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1946,25 +2000,25 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 
 [package.extras]
-aiomysql = ["greenlet (!=0.4.17)", "aiomysql"]
-aiosqlite = ["typing_extensions (!=3.10.0.1)", "greenlet (!=0.4.17)", "aiosqlite"]
+aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["greenlet (!=0.4.17)", "asyncmy (>=0.2.3,!=0.2.4)"]
-mariadb_connector = ["mariadb (>=1.0.1,!=1.1.2)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4)", "greenlet (!=0.4.17)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2)"]
 mssql = ["pyodbc"]
-mssql_pymssql = ["pymssql"]
-mssql_pyodbc = ["pyodbc"]
-mypy = ["sqlalchemy2-stubs", "mypy (>=0.910)"]
-mysql = ["mysqlclient (>=1.4.0,<2)", "mysqlclient (>=1.4.0)"]
-mysql_connector = ["mysql-connector-python"]
-oracle = ["cx_oracle (>=7,<8)", "cx_oracle (>=7)"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)", "sqlalchemy2-stubs"]
+mysql = ["mysqlclient (>=1.4.0)", "mysqlclient (>=1.4.0,<2)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx_oracle (>=7)", "cx_oracle (>=7,<8)"]
 postgresql = ["psycopg2 (>=2.7)"]
-postgresql_asyncpg = ["greenlet (!=0.4.17)", "asyncpg"]
-postgresql_pg8000 = ["pg8000 (>=1.16.6,!=1.29.0)"]
-postgresql_psycopg2binary = ["psycopg2-binary"]
-postgresql_psycopg2cffi = ["psycopg2cffi"]
-pymysql = ["pymysql (<1)", "pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.16.6,!=1.29.0)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+pymysql = ["pymysql", "pymysql (<1)"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "srsly"
@@ -2010,17 +2064,17 @@ pyxDamerauLevenshtein = {version = "*", optional = true, markers = "extra == \"e
 rapidfuzz = {version = ">=2.6.0", optional = true, markers = "extra == \"extras\""}
 
 [package.extras]
-dameraulevenshtein = ["jellyfish", "pyxdameraulevenshtein", "rapidfuzz (>=2.6.0)"]
-hamming = ["abydos", "distance", "jellyfish", "python-levenshtein", "rapidfuzz (>=2.6.0)"]
-jaro = ["python-levenshtein", "rapidfuzz (>=2.6.0)"]
+all = ["abydos", "distance", "jellyfish", "numpy", "py-stringmatching", "pylev", "python-Levenshtein", "pyxDamerauLevenshtein", "rapidfuzz (>=2.6.0)", "tabulate"]
+benchmark = ["abydos", "distance", "jellyfish", "numpy", "py-stringmatching", "pylev", "python-Levenshtein", "pyxDamerauLevenshtein", "rapidfuzz (>=2.6.0)", "tabulate"]
+benchmarks = ["abydos", "distance", "jellyfish", "numpy", "py-stringmatching", "pylev", "python-Levenshtein", "pyxDamerauLevenshtein", "rapidfuzz (>=2.6.0)", "tabulate"]
+common = ["abydos", "jellyfish", "numpy", "python-Levenshtein", "pyxDamerauLevenshtein", "rapidfuzz (>=2.6.0)"]
+dameraulevenshtein = ["jellyfish", "pyxDamerauLevenshtein", "rapidfuzz (>=2.6.0)"]
+extra = ["abydos", "jellyfish", "numpy", "python-Levenshtein", "pyxDamerauLevenshtein", "rapidfuzz (>=2.6.0)"]
+extras = ["abydos", "jellyfish", "numpy", "python-Levenshtein", "pyxDamerauLevenshtein", "rapidfuzz (>=2.6.0)"]
+hamming = ["abydos", "distance", "jellyfish", "python-Levenshtein", "rapidfuzz (>=2.6.0)"]
+jaro = ["python-Levenshtein", "rapidfuzz (>=2.6.0)"]
 jarowinkler = ["jellyfish", "rapidfuzz (>=2.6.0)"]
-levenshtein = ["python-levenshtein", "rapidfuzz (>=2.6.0)"]
-all = ["abydos", "distance", "jellyfish", "numpy", "py-stringmatching", "pylev", "python-levenshtein", "pyxdameraulevenshtein", "rapidfuzz (>=2.6.0)", "tabulate"]
-benchmark = ["abydos", "distance", "jellyfish", "numpy", "py-stringmatching", "pylev", "python-levenshtein", "pyxdameraulevenshtein", "rapidfuzz (>=2.6.0)", "tabulate"]
-benchmarks = ["abydos", "distance", "jellyfish", "numpy", "py-stringmatching", "pylev", "python-levenshtein", "pyxdameraulevenshtein", "rapidfuzz (>=2.6.0)", "tabulate"]
-common = ["abydos", "jellyfish", "numpy", "python-levenshtein", "pyxdameraulevenshtein", "rapidfuzz (>=2.6.0)"]
-extra = ["abydos", "jellyfish", "numpy", "python-levenshtein", "pyxdameraulevenshtein", "rapidfuzz (>=2.6.0)"]
-extras = ["abydos", "jellyfish", "numpy", "python-levenshtein", "pyxdameraulevenshtein", "rapidfuzz (>=2.6.0)"]
+levenshtein = ["python-Levenshtein", "rapidfuzz (>=2.6.0)"]
 lint = ["flake8", "flake8-blind-except", "flake8-bugbear", "flake8-commas", "flake8-logging-format", "flake8-mutable", "flake8-pep3101", "flake8-quotes", "flake8-string-format", "flake8-tidy-imports", "isort", "mypy", "pep8-naming", "twine", "types-tabulate"]
 test = ["hypothesis", "isort", "numpy", "pytest"]
 
@@ -2040,6 +2094,7 @@ murmurhash = ">=1.0.2,<1.1.0"
 numpy = ">=1.15.0"
 preshed = ">=3.0.2,<3.1.0"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.9.0"
+setuptools = "*"
 srsly = ">=2.4.0,<3.0.0"
 wasabi = ">=0.8.1,<1.1.0"
 
@@ -2083,8 +2138,8 @@ python-versions = ">=3.6"
 webencodings = ">=0.4"
 
 [package.extras]
-test = ["coverage", "pytest-isort", "pytest-flake8", "pytest-cov", "pytest"]
-doc = ["sphinx-rtd-theme", "sphinx"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "pytest", "pytest-cov", "pytest-flake8", "pytest-isort"]
 
 [[package]]
 name = "toml"
@@ -2122,7 +2177,7 @@ virtualenv = ">=16.0.0,<20.0.0 || >20.0.0,<20.0.1 || >20.0.1,<20.0.2 || >20.0.2,
 
 [package.extras]
 docs = ["pygments-github-lexers (>=0.0.5)", "sphinx (>=2.0.0)", "sphinxcontrib-autoprogram (>=0.1.5)", "towncrier (>=18.5.0)"]
-testing = ["flaky (>=3.4.0)", "freezegun (>=0.3.11)", "pytest (>=4.0.0)", "pytest-cov (>=2.5.1)", "pytest-mock (>=1.10.0)", "pytest-randomly (>=1.0.0)", "psutil (>=5.6.1)", "pathlib2 (>=2.3.3)"]
+testing = ["flaky (>=3.4.0)", "freezegun (>=0.3.11)", "pathlib2 (>=2.3.3)", "psutil (>=5.6.1)", "pytest (>=4.0.0)", "pytest-cov (>=2.5.1)", "pytest-mock (>=1.10.0)", "pytest-randomly (>=1.0.0)"]
 
 [[package]]
 name = "tox-docker"
@@ -2176,10 +2231,10 @@ python-versions = ">=3.6"
 click = ">=7.1.1,<9.0.0"
 
 [package.extras]
-test = ["isort (>=5.0.6,<6.0.0)", "black (>=22.3.0,<23.0.0)", "mypy (==0.910)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "coverage (>=5.2,<6.0)", "pytest-cov (>=2.10.0,<3.0.0)", "pytest (>=4.4.0,<5.4.0)", "shellingham (>=1.3.0,<2.0.0)"]
-doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "mkdocs (>=1.1.2,<2.0.0)"]
-dev = ["pre-commit (>=2.17.0,<3.0.0)", "flake8 (>=3.8.3,<4.0.0)", "autoflake (>=1.3.1,<2.0.0)"]
-all = ["shellingham (>=1.3.0,<2.0.0)", "colorama (>=0.4.3,<0.5.0)"]
+all = ["colorama (>=0.4.3,<0.5.0)", "shellingham (>=1.3.0,<2.0.0)"]
+dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
+doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)"]
+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 
 [[package]]
 name = "typing-extensions"
@@ -2198,8 +2253,8 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-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"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
@@ -2214,7 +2269,7 @@ python-versions = ">=3.4"
 decorator = ">=3.4.0"
 
 [package.extras]
-test = ["pytest (>=2.2.3)", "flake8 (>=2.4.0)", "isort (>=4.2.2)"]
+test = ["flake8 (>=2.4.0)", "isort (>=4.2.2)", "pytest (>=2.2.3)"]
 
 [[package]]
 name = "virtualenv"
@@ -2290,9 +2345,9 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.extras]
-test = ["pytest-cov", "pytest"]
-docs = ["sphinx"]
 build = ["twine", "wheel"]
+docs = ["sphinx"]
+test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "zipp"
@@ -2303,8 +2358,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["func-timeout", "jaraco.itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [extras]
 docs = []
@@ -2312,185 +2367,2061 @@ docs = []
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
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