diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index bccaac5..e57eea9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -19,11 +19,11 @@ repos:
     hooks:
     -   id: pyupgrade
         args: [--py37-plus]
--   repo: https://github.com/psf/black
-    rev: 23.7.0
+-   repo: https://github.com/psf/black-pre-commit-mirror
+    rev: 23.11.0
     hooks:
     -   id: black
-        language_version: python3.9
+        language_version: python3.10
 -   repo: https://github.com/nbQA-dev/nbQA
     rev: 1.7.0
     hooks:
diff --git a/DEVELOPMENT.md b/DEVELOPMENT.md
index 24fae5c..52eefe7 100644
--- a/DEVELOPMENT.md
+++ b/DEVELOPMENT.md
@@ -76,7 +76,7 @@ A few notes about the app.
 
 #### Deployment
 
-Manually deployed via `levon003`'s account.
+Manually deployed via `levon003`'s Streamlit account.
 
 #### Authentication
 
@@ -90,15 +90,40 @@ AUTH_TOKEN = "argon2:$argon2id$v=19$m=10240,t=10,p=8$MuVIOw20jkOi1nKR90hPhA$H22n
 
 To generate the auth_token:
 ```
->>> import notebook.auth.security
->>> notebook.auth.security.passwd()
-Enter password: abc
-Verify password: abc
-'argon2:$argon2id$v=19$m=10240,t=10,p=8$MuVIOw20jkOi1nKR90hPhA$H22nY8aNyfztLYQCSj5NRw5/Cy2WOo6kl3K61RyaoZY'
+>>> from streamlit_app import auth_utils
+>>> import getpass
+>>> auth_utils.passwd_hash(getpass.getpass())
+Password: abc
+'argon2:$argon2id$v=19$m=10240,t=10,p=8$VfrxYg66b419O8hFi+vCLA$HZXq1dU0+KMUbOBxJjLaweXoHguJH+2AkPL1EurOOys'
 ```
 
 If the AUTH_TOKEN is provided in the secrets, can authenticate automatically via URL parameter, e.g. `{base_url}?auth_token=abc`.
 
+Generate your own secure auth token.
+
+First:
+
+```
+>>> from streamlit_app import auth_utils
+>>> auth_token = auth_utils.generate_auth_token()
+>>> auth_token
+'21bbeab31ed2a3ebcd5563df65db64ba'
+>>> auth_utils.passwd_hash(auth_token)
+'argon2:$argon2id$v=19$m=10240,t=10,p=8$ECyPoKgu51axdr4rgktOCA$qmrYxYoSaVq4uCwm9W5csfltApcKBQRTHLdtQY9OVKI'
+```
+
+Second, put the generated token in `secrets.toml`:
+
+```
+AUTH_TOKEN="argon2:$argon2id$v=19$m=10240,t=10,p=8$ECyPoKgu51axdr4rgktOCA$qmrYxYoSaVq4uCwm9W5csfltApcKBQRTHLdtQY9OVKI"
+```
+
+Third, you can then authenticate with `{base_url}?auth_token=21bbeab31ed2a3ebcd5563df65db64ba`
+
+#### Hint generation app
+
+The standalone hint-generation app is hosted at `src/hint_generation/app.py`.
+
 ## Data
 
 The Streamlit demo draws on data from a few sources.
diff --git a/Makefile b/Makefile
index ad49200..091c293 100644
--- a/Makefile
+++ b/Makefile
@@ -1,4 +1,4 @@
-.PHONY: help install ensure-poetry install-precommits install-kernel test run-streamlit build-docker run-docker
+.PHONY: help install ensure-poetry install-precommits install-kernel test run-streamlit run-hint-generation-streamlit build-docker run-docker
 
 help:
 	@echo "Relevant targets are 'install' and 'test'."
@@ -49,3 +49,6 @@ remove-docker:
 
 run-streamlit:
 	@streamlit run src/🤖_Math_QA.py --
+
+run-hint-generation-streamlit:
+	@streamlit run src/hint_generation/app.py --
diff --git a/poetry.lock b/poetry.lock
index 8bf447b..5f9fbd2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,119 +1,105 @@
-# This file is automatically @generated by Poetry 1.4.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
-version = "3.8.5"
+version = "3.9.1"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
 aiosignal = ">=1.1.2"
-async-timeout = ">=4.0.0a3,<5.0"
+async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
-charset-normalizer = ">=2.0,<4.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "cchardet"]
+speedups = ["Brotli", "aiodns", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -126,67 +112,64 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "altair"
-version = "5.0.1"
+version = "5.2.0"
 description = "Vega-Altair: A declarative statistical visualization library for Python."
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "altair-5.0.1-py3-none-any.whl", hash = "sha256:9f3552ed5497d4dfc14cf48a76141d8c29ee56eae2873481b4b28134268c9bbe"},
-    {file = "altair-5.0.1.tar.gz", hash = "sha256:087d7033cb2d6c228493a053e12613058a5d47faf6a36aea3ff60305fd8b4cb0"},
+    {file = "altair-5.2.0-py3-none-any.whl", hash = "sha256:8c4888ad11db7c39f3f17aa7f4ea985775da389d79ac30a6c22856ab238df399"},
+    {file = "altair-5.2.0.tar.gz", hash = "sha256:2ad7f0c8010ebbc46319cc30febfb8e59ccf84969a201541c207bc3a4fa6cf81"},
 ]
 
 [package.dependencies]
 jinja2 = "*"
 jsonschema = ">=3.0"
 numpy = "*"
-pandas = ">=0.18"
+packaging = "*"
+pandas = ">=0.25"
 toolz = "*"
 typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["black (<24)", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pytest", "pytest-cov", "ruff", "types-jsonschema", "types-setuptools", "vega-datasets", "vl-convert-python"]
-doc = ["docutils", "geopandas", "jinja2", "myst-parser", "numpydoc", "pillow", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+dev = ["anywidget", "geopandas", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pyarrow (>=11)", "pytest", "pytest-cov", "ruff (>=0.1.3)", "types-jsonschema", "types-setuptools", "vega-datasets", "vegafusion[embed] (>=1.4.0)", "vl-convert-python (>=1.1.0)"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
 
 [[package]]
 name = "annotated-types"
-version = "0.5.0"
+version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "annotated_types-0.5.0-py3-none-any.whl", hash = "sha256:58da39888f92c276ad970249761ebea80ba544b77acddaa1a4d6cf78287d45fd"},
-    {file = "annotated_types-0.5.0.tar.gz", hash = "sha256:47cdc3490d9ac1506ce92c7aaa76c579dc3509ff11e098fc867e5130ab7be802"},
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
 ]
 
 [[package]]
 name = "anyio"
-version = "3.7.1"
+version = "4.1.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
-    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
+    {file = "anyio-4.1.0-py3-none-any.whl", hash = "sha256:56a415fbc462291813a94528a779597226619c8e78af7de0507333f700011e5f"},
+    {file = "anyio-4.1.0.tar.gz", hash = "sha256:5a0bec7085176715be77df87fc66d6c9d70626bd752fcc85f57cdbee5b3760da"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
-test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (<0.22)"]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "appnope"
 version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -198,7 +181,6 @@ files = [
 name = "argon2-cffi"
 version = "21.3.0"
 description = "The secure Argon2 password hashing algorithm."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -218,7 +200,6 @@ tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -254,42 +235,45 @@ tests = ["pytest"]
 
 [[package]]
 name = "arrow"
-version = "1.2.3"
+version = "1.3.0"
 description = "Better dates & times for Python"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "arrow-1.2.3-py3-none-any.whl", hash = "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"},
-    {file = "arrow-1.2.3.tar.gz", hash = "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1"},
+    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
+    {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
 ]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
+types-python-dateutil = ">=2.8.10"
+
+[package.extras]
+doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
+test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
 
 [[package]]
 name = "asttokens"
-version = "2.2.1"
+version = "2.4.1"
 description = "Annotate AST trees with source code positions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "asttokens-2.2.1-py2.py3-none-any.whl", hash = "sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c"},
-    {file = "asttokens-2.2.1.tar.gz", hash = "sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3"},
+    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
+    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
 ]
 
 [package.dependencies]
-six = "*"
+six = ">=1.12.0"
 
 [package.extras]
-test = ["astroid", "pytest"]
+astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
+test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
 [[package]]
 name = "async-lru"
 version = "2.0.4"
 description = "Simple LRU cache for asyncio"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -304,7 +288,6 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -316,7 +299,6 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -333,14 +315,13 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 
 [[package]]
 name = "autopep8"
-version = "2.0.2"
+version = "2.0.4"
 description = "A tool that automatically formats Python code to conform to the PEP 8 style guide"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "autopep8-2.0.2-py2.py3-none-any.whl", hash = "sha256:86e9303b5e5c8160872b2f5ef611161b2893e9bfe8ccc7e2f76385947d57a2f1"},
-    {file = "autopep8-2.0.2.tar.gz", hash = "sha256:f9849cdd62108cb739dbcdbfb7fdcc9a30d1b63c4cc3e1c1f893b5360941b61c"},
+    {file = "autopep8-2.0.4-py2.py3-none-any.whl", hash = "sha256:067959ca4a07b24dbd5345efa8325f5f58da4298dab0dde0443d5ed765de80cb"},
+    {file = "autopep8-2.0.4.tar.gz", hash = "sha256:2913064abd97b3419d1cc83ea71f042cb821f87e45b9c88cad5ad3c4ea87fe0c"},
 ]
 
 [package.dependencies]
@@ -349,38 +330,30 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "babel"
-version = "2.12.1"
+version = "2.13.1"
 description = "Internationalization utilities"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Babel-2.12.1-py3-none-any.whl", hash = "sha256:b4246fb7677d3b98f501a39d43396d3cafdc8eadb045f4a31be01863f655c610"},
-    {file = "Babel-2.12.1.tar.gz", hash = "sha256:cc2d99999cd01d44420ae725a21c9e3711b3aadc7976d6147f622d8581963455"},
+    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
+    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
 ]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-category = "dev"
-optional = false
-python-versions = "*"
-files = [
-    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
-    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
-]
+[package.dependencies]
+setuptools = {version = "*", markers = "python_version >= \"3.12\""}
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "beartype"
-version = "0.15.0"
+version = "0.16.4"
 description = "Unbearably fast runtime type checking in pure Python."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "beartype-0.15.0-py3-none-any.whl", hash = "sha256:52cd2edea72fdd84e4e7f8011a9e3007bf0125c3d6d7219e937b9d8868169177"},
-    {file = "beartype-0.15.0.tar.gz", hash = "sha256:2af6a8d8a7267ccf7d271e1a3bd908afbc025d2a09aa51123567d7d7b37438df"},
+    {file = "beartype-0.16.4-py3-none-any.whl", hash = "sha256:64865952f9dff1e17f22684b3c7286fc79754553b47eaefeb1286224ae8c1bd9"},
+    {file = "beartype-0.16.4.tar.gz", hash = "sha256:1ada89cf2d6eb30eb6e156eed2eb5493357782937910d74380918e53c2eae0bf"},
 ]
 
 [package.extras]
@@ -394,7 +367,6 @@ test-tox-coverage = ["coverage (>=5.5)"]
 name = "beautifulsoup4"
 version = "4.12.2"
 description = "Screen-scraping library"
-category = "dev"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -413,7 +385,6 @@ lxml = ["lxml"]
 name = "black"
 version = "22.12.0"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -446,14 +417,13 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "6.0.0"
+version = "6.1.0"
 description = "An easy safelist-based HTML-sanitizing tool."
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "bleach-6.0.0-py3-none-any.whl", hash = "sha256:33c16e3353dbd13028ab4799a0f89a83f113405c766e9c122df8a06f5b85b3f4"},
-    {file = "bleach-6.0.0.tar.gz", hash = "sha256:1a1a85c1595e07d8db14c5f09f09e6433502c51c595970edc090551f0db99414"},
+    {file = "bleach-6.1.0-py3-none-any.whl", hash = "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6"},
+    {file = "bleach-6.1.0.tar.gz", hash = "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe"},
 ]
 
 [package.dependencies]
@@ -461,56 +431,60 @@ six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.2)"]
+css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "blinker"
-version = "1.6.2"
+version = "1.7.0"
 description = "Fast, simple object-to-object and broadcast signaling"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "blinker-1.6.2-py3-none-any.whl", hash = "sha256:c3d739772abb7bc2860abf5f2ec284223d9ad5c76da018234f6f50d6f31ab1f0"},
-    {file = "blinker-1.6.2.tar.gz", hash = "sha256:4afd3de66ef3a9f8067559fb7a1cbe555c17dcbe15971b05d1b625c3e7abe213"},
+    {file = "blinker-1.7.0-py3-none-any.whl", hash = "sha256:c3f865d4d54db7abc53758a01601cf343fe55b84c1de4e3fa910e420b438d5b9"},
+    {file = "blinker-1.7.0.tar.gz", hash = "sha256:e6820ff6fa4e4d1d8e2747c2283749c3f547e4fee112b98555cdcdae32996182"},
 ]
 
 [[package]]
 name = "blis"
-version = "0.7.10"
+version = "0.7.11"
 description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 [package.dependencies]
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 version = "0.10.0"
 description = "A simple, correct Python build frontend"
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 python-versions = ">=3.6"
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@@ -563,112 +535,96 @@ redis = ["redis (>=2.10.5)"]
 
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 [package.dependencies]
@@ -678,7 +634,6 @@ pycparser = "*"
 name = "cfgv"
 version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -688,110 +643,122 @@ files = [
 
 [[package]]
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 optional = false
 python-versions = ">=3.7.0"
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 ]
 
 [[package]]
 name = "cleo"
-version = "2.0.1"
+version = "2.1.0"
 description = "Cleo allows you to create beautiful and testable command-line interfaces."
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
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+    {file = "cleo-2.1.0.tar.gz", hash = "sha256:0b2c880b5d13660a7ea651001fb4acb527696c01f15c9ee650f377aa543fd523"},
 ]
 
 [package.dependencies]
 crashtest = ">=0.4.1,<0.5.0"
-rapidfuzz = ">=2.2.0,<3.0.0"
+rapidfuzz = ">=3.0.0,<4.0.0"
 
 [[package]]
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -802,23 +769,41 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "cloudpathlib"
+version = "0.16.0"
+description = "pathlib-style classes for cloud storage services."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cloudpathlib-0.16.0-py3-none-any.whl", hash = "sha256:f46267556bf91f03db52b5df7a152548596a15aabca1c8731ef32b0b25a1a6a3"},
+    {file = "cloudpathlib-0.16.0.tar.gz", hash = "sha256:cdfcd35d46d529587d744154a0bdf962aca953b725c8784cd2ec478354ea63a3"},
+]
+
+[package.dependencies]
+typing_extensions = {version = ">4", markers = "python_version < \"3.11\""}
+
+[package.extras]
+all = ["cloudpathlib[azure]", "cloudpathlib[gs]", "cloudpathlib[s3]"]
+azure = ["azure-storage-blob (>=12)"]
+gs = ["google-cloud-storage"]
+s3 = ["boto3"]
+
 [[package]]
 name = "cloudpickle"
-version = "2.2.1"
-description = "Extended pickling support for Python objects"
-category = "dev"
+version = "3.0.0"
+description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "cloudpickle-2.2.1-py3-none-any.whl", hash = "sha256:61f594d1f4c295fa5cd9014ceb3a1fc4a70b0de1164b94fbc2d854ccba056f9f"},
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+    {file = "cloudpickle-3.0.0-py3-none-any.whl", hash = "sha256:246ee7d0c295602a036e86369c77fecda4ab17b506496730f2f576d9016fd9c7"},
+    {file = "cloudpickle-3.0.0.tar.gz", hash = "sha256:996d9a482c6fb4f33c1a35335cf8afd065d2a56e973270364840712d9131a882"},
 ]
 
 [[package]]
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -830,7 +815,6 @@ files = [
 name = "coloredlogs"
 version = "15.0.1"
 description = "Colored terminal output for Python's logging module"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -846,34 +830,30 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "comm"
-version = "0.1.4"
+version = "0.2.0"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1011,7 +994,6 @@ toml = ["tomli"]
 name = "crashtest"
 version = "0.4.1"
 description = "Manage Python errors with ease"
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
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+version = "41.0.7"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
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 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1067,155 +1048,159 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
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-version = "0.11.0"
+version = "0.12.1"
 description = "Composable style cycles"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
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 files = [
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 ]
 
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
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 description = "Manage calls to calloc/free through Cython"
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 optional = false
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 [package.dependencies]
@@ -1341,7 +1322,6 @@ pgp = ["gpg"]
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 version = "1.1.0"
 description = "An implementation of lxml.xmlfile for the standard library"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1351,14 +1331,13 @@ files = [
 
 [[package]]
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+version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.extras]
@@ -1366,29 +1345,27 @@ test = ["pytest (>=6)"]
 
 [[package]]
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 ]
 
 [package.extras]
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+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastjsonschema"
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+version = "2.19.0"
 description = "Fastest Python implementation of JSON schema"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 [package.extras]
@@ -1396,25 +1373,24 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
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 description = "A platform independent file lock."
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+typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
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 version = "6.1.0"
 description = "the modular source code checker: pep8 pyflakes and co"
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 optional = false
 python-versions = ">=3.8.1"
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 name = "flatbuffers"
 version = "23.5.26"
 description = "The FlatBuffers serialization format for Python"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1441,50 +1416,57 @@ files = [
 
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 symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
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 python-versions = ">=3.8"
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 [package.extras]
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+docs = ["Sphinx"]
 test = ["objgraph", "psutil"]
 
 [[package]]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1752,7 +1726,6 @@ files = [
 name = "html5lib"
 version = "1.1"
 description = "HTML parser based on the WHATWG HTML specification"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -1774,7 +1747,6 @@ lxml = ["lxml"]
 name = "httpcore"
 version = "0.17.3"
 description = "A minimal low-level HTTP client."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1786,17 +1758,16 @@ files = [
 anyio = ">=3.0,<5.0"
 certifi = "*"
 h11 = ">=0.13,<0.15"
-sniffio = ">=1.0.0,<2.0.0"
+sniffio = "==1.*"
 
 [package.extras]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "httpx"
 version = "0.24.1"
 description = "The next generation HTTP client."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1812,25 +1783,24 @@ sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.16.4"
+version = "0.19.4"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
-category = "dev"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.16.4-py3-none-any.whl", hash = "sha256:0d3df29932f334fead024afc7cb4cc5149d955238b8b5e42dcf9740d6995a349"},
-    {file = "huggingface_hub-0.16.4.tar.gz", hash = "sha256:608c7d4f3d368b326d1747f91523dbd1f692871e8e2e7a4750314a2dd8b63e14"},
+    {file = "huggingface_hub-0.19.4-py3-none-any.whl", hash = "sha256:dba013f779da16f14b606492828f3760600a1e1801432d09fe1c33e50b825bb5"},
+    {file = "huggingface_hub-0.19.4.tar.gz", hash = "sha256:176a4fc355a851c17550e7619488f383189727eab209534d7cef2114dae77b22"},
 ]
 
 [package.dependencies]
 filelock = "*"
-fsspec = "*"
+fsspec = ">=2023.5.0"
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1838,22 +1808,22 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+docs = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "hf-doc-builder", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)", "watchdog"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
-inference = ["aiohttp", "pydantic"]
-quality = ["black (>=23.1,<24.0)", "mypy (==0.982)", "ruff (>=0.0.241)"]
+inference = ["aiohttp", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.1.3)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["torch"]
-typing = ["pydantic", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
 name = "humanfriendly"
 version = "10.0"
 description = "Human friendly output for text interfaces using Python"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -1866,14 +1836,13 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve
 
 [[package]]
 name = "icontract"
-version = "2.6.2"
+version = "2.6.6"
 description = "Provide design-by-contract with informative violation messages."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "icontract-2.6.2-py3-none-any.whl", hash = "sha256:1a441dad41c9a0615c6ae96464190eddccd2de8153254059ff18ffd7b3b84800"},
-    {file = "icontract-2.6.2.tar.gz", hash = "sha256:b87d2b33eb5d7f2c9a5af4770d6d106560c9688c79a821e5fe1bbd41188f5dcc"},
+    {file = "icontract-2.6.6-py3-none-any.whl", hash = "sha256:1ba4e88f909d3a4b97a565e1ea1199e5b050aa4bdad190c69086bfaed9680cc2"},
+    {file = "icontract-2.6.6.tar.gz", hash = "sha256:c1fd55c7709ef18a2ee64313fe863be2668b53060828fcca3525051160c92691"},
 ]
 
 [package.dependencies]
@@ -1881,18 +1850,17 @@ asttokens = ">=2,<3"
 typing-extensions = "*"
 
 [package.extras]
-dev = ["astor (==0.8.1)", "asyncstdlib (==3.9.1)", "coverage (>=4.5.1,<5)", "deal (==4.23.3)", "docutils (>=0.14,<1)", "dpcontracts (==0.6.0)", "mypy (==0.971)", "numpy (>=1,<2)", "py-cpuinfo (>=5.0.0,<6)", "pydocstyle (>=6.1.1,<7)", "pygments (>=2.2.0,<3)", "pylint (==2.13.9)", "tabulate (>=0.8.7,<1)", "tox (>=3.0.0)", "typeguard (>=2,<3)", "yapf (==0.20.2)"]
+dev = ["astor (==0.8.1)", "asyncstdlib (==3.9.1)", "black (==23.9.1)", "coverage (>=4.5.1,<5)", "deal (>=4,<5)", "docutils (>=0.14,<1)", "dpcontracts (==0.6.0)", "mypy (==1.5.1)", "numpy (>=1,<2)", "py-cpuinfo (>=5.0.0,<6)", "pydocstyle (>=6.3.0,<7)", "pygments (>=2.2.0,<3)", "pylint (==2.17.5)", "tabulate (>=0.8.7,<1)", "tox (>=3.0.0)", "typeguard (>=2,<5)"]
 
 [[package]]
 name = "identify"
-version = "2.5.27"
+version = "2.5.32"
 description = "File identification library for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.27-py2.py3-none-any.whl", hash = "sha256:fdb527b2dfe24602809b2201e033c2a113d7bdf716db3ca8e3243f735dcecaba"},
-    {file = "identify-2.5.27.tar.gz", hash = "sha256:287b75b04a0e22d727bc9a41f0d4f3c1bcada97490fa6eabb5b28f0e9097e733"},
+    {file = "identify-2.5.32-py2.py3-none-any.whl", hash = "sha256:0b7656ef6cba81664b783352c73f8c24b39cf82f926f78f4550eda928e5e0545"},
+    {file = "identify-2.5.32.tar.gz", hash = "sha256:5d9979348ec1a21c768ae07e0a652924538e8bce67313a73cb0f681cf08ba407"},
 ]
 
 [package.extras]
@@ -1900,33 +1868,31 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+    {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
+    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
 ]
 
 [[package]]
 name = "importlib-metadata"
-version = "6.8.0"
+version = "6.11.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
-    {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"},
+    {file = "importlib_metadata-6.11.0-py3-none-any.whl", hash = "sha256:f0afba6205ad8f8947c7d338b5342d5db2afbfd82f9cbef7879a9539cc12eb9b"},
+    {file = "importlib_metadata-6.11.0.tar.gz", hash = "sha256:1231cf92d825c9e03cfc4da076a16de6422c863558229ea0b22b675657463443"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
 testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
@@ -1934,7 +1900,6 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1946,7 +1911,6 @@ files = [
 name = "installer"
 version = "0.6.0"
 description = "A library for installing Python wheels."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1958,7 +1922,6 @@ files = [
 name = "interegular"
 version = "0.3.2"
 description = "a regex intersection checker"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1968,14 +1931,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.25.1"
+version = "6.27.1"
 description = "IPython Kernel for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.25.1-py3-none-any.whl", hash = "sha256:c8a2430b357073b37c76c21c52184db42f6b4b0e438e1eb7df3c4440d120497c"},
-    {file = "ipykernel-6.25.1.tar.gz", hash = "sha256:050391364c0977e768e354bdb60cbbfbee7cbb943b1af1618382021136ffd42f"},
+    {file = "ipykernel-6.27.1-py3-none-any.whl", hash = "sha256:dab88b47f112f9f7df62236511023c9bdeef67abc73af7c652e4ce4441601686"},
+    {file = "ipykernel-6.27.1.tar.gz", hash = "sha256:7d5d594b6690654b4d299edba5e872dc17bb7396a8d0609c97cb7b8a1c605de6"},
 ]
 
 [package.dependencies]
@@ -1984,7 +1946,7 @@ comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
@@ -2002,73 +1964,57 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 
 [[package]]
 name = "ipython"
-version = "8.14.0"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "ipython-8.14.0-py3-none-any.whl", hash = "sha256:248aca623f5c99a6635bc3857677b7320b9b8039f99f070ee0d20a5ca5a8e6bf"},
-    {file = "ipython-8.14.0.tar.gz", hash = "sha256:1d197b907b6ba441b692c48cf2a3a2de280dc0ac91a3405b39349a50272ca0a1"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
-
-[[package]]
-name = "ipython-genutils"
-version = "0.2.0"
-description = "Vestigial utilities from IPython"
-category = "dev"
-optional = false
-python-versions = "*"
-files = [
-    {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
-    {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
-]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.0"
+version = "8.1.1"
 description = "Jupyter interactive widgets"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.1.0-py3-none-any.whl", hash = "sha256:6c8396cc7b8c95dfb4e9ab0054f48c002f045e7e5d7ae523f559d64e525a98ab"},
-    {file = "ipywidgets-8.1.0.tar.gz", hash = "sha256:ce97dd90525b3066fd00094690964e7eac14cf9b7745d35565b5eeac20cce687"},
+    {file = "ipywidgets-8.1.1-py3-none-any.whl", hash = "sha256:2b88d728656aea3bbfd05d32c747cfd0078f9d7e159cf982433b58ad717eed7f"},
+    {file = "ipywidgets-8.1.1.tar.gz", hash = "sha256:40211efb556adec6fa450ccc2a77d59ca44a060f4f9f136833df59c9f538e6e8"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.7,<3.1.0"
+jupyterlab-widgets = ">=3.0.9,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.7,<4.1.0"
+widgetsnbextension = ">=4.0.9,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -2077,7 +2023,6 @@ test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
 name = "isoduration"
 version = "20.11.0"
 description = "Operations with ISO 8601 durations"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2092,7 +2037,6 @@ arrow = ">=0.15.0"
 name = "isort"
 version = "5.12.0"
 description = "A Python utility / library to sort Python imports."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -2110,7 +2054,6 @@ requirements-deprecated-finder = ["pip-api", "pipreqs"]
 name = "jaraco-classes"
 version = "3.3.0"
 description = "Utility functions for Python class constructs"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2127,14 +2070,13 @@ testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)",
 
 [[package]]
 name = "jedi"
-version = "0.19.0"
+version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "jedi-0.19.0-py2.py3-none-any.whl", hash = "sha256:cb8ce23fbccff0025e9386b5cf85e892f94c9b822378f8da49970471335ac64e"},
-    {file = "jedi-0.19.0.tar.gz", hash = "sha256:bcf9894f1753969cbac8022a8c2eaee06bfa3724e4192470aaffe7eb6272b0c4"},
+    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
+    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
 ]
 
 [package.dependencies]
@@ -2143,13 +2085,12 @@ parso = ">=0.8.3,<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 (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jeepney"
 version = "0.8.0"
 description = "Low-level, pure Python DBus protocol wrapper."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2165,7 +2106,6 @@ trio = ["async_generator", "trio"]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2183,7 +2123,6 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "1.3.2"
 description = "Lightweight pipelining with Python functions"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2195,7 +2134,6 @@ files = [
 name = "json5"
 version = "0.9.14"
 description = "A Python implementation of the JSON5 data format."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2210,7 +2148,6 @@ dev = ["hypothesis"]
 name = "jsonpointer"
 version = "2.4"
 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.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -2219,14 +2156,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.19.0"
+version = "4.20.0"
 description = "An implementation of JSON Schema validation for Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.19.0-py3-none-any.whl", hash = "sha256:043dc26a3845ff09d20e4420d6012a9c91c9aa8999fa184e7efcfeccb41e32cb"},
-    {file = "jsonschema-4.19.0.tar.gz", hash = "sha256:6e1e7569ac13be8139b2dd2c21a55d350066ee3f80df06c608b398cdc6f30e8f"},
+    {file = "jsonschema-4.20.0-py3-none-any.whl", hash = "sha256:ed6231f0429ecf966f5bc8dfef245998220549cbbcf140f913b7464c52c3b6b3"},
+    {file = "jsonschema-4.20.0.tar.gz", hash = "sha256:4f614fd46d8d61258610998997743ec5492a648b33cf478c1ddc23ed4598a5fa"},
 ]
 
 [package.dependencies]
@@ -2249,24 +2185,22 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.7.1"
+version = "2023.11.2"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema_specifications-2023.7.1-py3-none-any.whl", hash = "sha256:05adf340b659828a004220a9613be00fa3f223f2b82002e273dee62fd50524b1"},
-    {file = "jsonschema_specifications-2023.7.1.tar.gz", hash = "sha256:c91a50404e88a1f6ba40636778e2ee08f6e24c5613fe4c53ac24578a5a7f72bb"},
+    {file = "jsonschema_specifications-2023.11.2-py3-none-any.whl", hash = "sha256:e74ba7c0a65e8cb49dc26837d6cfe576557084a8b423ed16a420984228104f93"},
+    {file = "jsonschema_specifications-2023.11.2.tar.gz", hash = "sha256:9472fc4fea474cd74bea4a2b190daeccb5a9e4db2ea80efcf7a1b582fc9a81b8"},
 ]
 
 [package.dependencies]
-referencing = ">=0.28.0"
+referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter"
 version = "1.0.0"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2285,18 +2219,17 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "8.3.0"
+version = "8.6.0"
 description = "Jupyter protocol implementation and client libraries"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.3.0-py3-none-any.whl", hash = "sha256:7441af0c0672edc5d28035e92ba5e32fadcfa8a4e608a434c228836a89df6158"},
-    {file = "jupyter_client-8.3.0.tar.gz", hash = "sha256:3af69921fe99617be1670399a0b857ad67275eefcfa291e2c81a160b7b650f5f"},
+    {file = "jupyter_client-8.6.0-py3-none-any.whl", hash = "sha256:909c474dbe62582ae62b758bca86d6518c85234bdee2d908c778db6d72f39d99"},
+    {file = "jupyter_client-8.6.0.tar.gz", hash = "sha256:0642244bb83b4764ae60d07e010e15f0e2d275ec4e918a8f7b80fbbef3ca60c7"},
 ]
 
 [package.dependencies]
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
@@ -2310,7 +2243,6 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 name = "jupyter-console"
 version = "6.6.3"
 description = "Jupyter terminal console"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2322,7 +2254,7 @@ files = [
 ipykernel = ">=6.14"
 ipython = "*"
 jupyter-client = ">=7.0.0"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 prompt-toolkit = ">=3.0.30"
 pygments = "*"
 pyzmq = ">=17"
@@ -2333,14 +2265,13 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.3.1"
+version = "5.5.0"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_core-5.3.1-py3-none-any.whl", hash = "sha256:ae9036db959a71ec1cac33081eeb040a79e681f08ab68b0883e9a676c7a90dce"},
-    {file = "jupyter_core-5.3.1.tar.gz", hash = "sha256:5ba5c7938a7f97a6b0481463f7ff0dbac7c15ba48cf46fa4035ca6e838aa1aba"},
+    {file = "jupyter_core-5.5.0-py3-none-any.whl", hash = "sha256:e11e02cd8ae0a9de5c6c44abf5727df9f2581055afe00b22183f621ba3585805"},
+    {file = "jupyter_core-5.5.0.tar.gz", hash = "sha256:880b86053bf298a8724994f95e99b99130659022a4f7f45f563084b6223861d3"},
 ]
 
 [package.dependencies]
@@ -2349,19 +2280,18 @@ pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_
 traitlets = ">=5.3"
 
 [package.extras]
-docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
 test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.7.0"
+version = "0.9.0"
 description = "Jupyter Event System library"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_events-0.7.0-py3-none-any.whl", hash = "sha256:4753da434c13a37c3f3c89b500afa0c0a6241633441421f6adafe2fb2e2b924e"},
-    {file = "jupyter_events-0.7.0.tar.gz", hash = "sha256:7be27f54b8388c03eefea123a4f79247c5b9381c49fb1cd48615ee191eb12615"},
+    {file = "jupyter_events-0.9.0-py3-none-any.whl", hash = "sha256:d853b3c10273ff9bc8bb8b30076d65e2c9685579db736873de6c2232dde148bf"},
+    {file = "jupyter_events-0.9.0.tar.gz", hash = "sha256:81ad2e4bc710881ec274d31c6c50669d71bbaa5dd9d01e600b56faa85700d399"},
 ]
 
 [package.dependencies]
@@ -2380,14 +2310,13 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.0"
+version = "2.2.1"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter-lsp-2.2.0.tar.gz", hash = "sha256:8ebbcb533adb41e5d635eb8fe82956b0aafbf0fd443b6c4bfa906edeeb8635a1"},
-    {file = "jupyter_lsp-2.2.0-py3-none-any.whl", hash = "sha256:9e06b8b4f7dd50300b70dd1a78c0c3b0c3d8fa68e0f2d8a5d1fbab62072aca3f"},
+    {file = "jupyter-lsp-2.2.1.tar.gz", hash = "sha256:b17fab6d70fe83c8896b0cff59237640038247c196056b43684a0902b6a9e0fb"},
+    {file = "jupyter_lsp-2.2.1-py3-none-any.whl", hash = "sha256:17a689910c5e4ae5e7d334b02f31d08ffbe98108f6f658fb05e4304b4345368b"},
 ]
 
 [package.dependencies]
@@ -2395,14 +2324,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.7.2"
+version = "2.11.2"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server-2.7.2-py3-none-any.whl", hash = "sha256:98a375347b580e837e7016007c24680a4261ed8ad7cd35196ac087d229f48e5a"},
-    {file = "jupyter_server-2.7.2.tar.gz", hash = "sha256:d64fb4e593907290e5df916e3c9399c15ab2cd7bdb71cbcd1d36452dbfb30523"},
+    {file = "jupyter_server-2.11.2-py3-none-any.whl", hash = "sha256:0c548151b54bcb516ca466ec628f7f021545be137d01b5467877e87f6fff4374"},
+    {file = "jupyter_server-2.11.2.tar.gz", hash = "sha256:0c99f9367b0f24141e527544522430176613f9249849be80504c6d2b955004bb"},
 ]
 
 [package.dependencies]
@@ -2410,8 +2338,8 @@ anyio = ">=3.1.0"
 argon2-cffi = "*"
 jinja2 = "*"
 jupyter-client = ">=7.4.4"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
-jupyter-events = ">=0.6.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-events = ">=0.9.0"
 jupyter-server-terminals = "*"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
@@ -2434,7 +2362,6 @@ test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-sc
 name = "jupyter-server-terminals"
 version = "0.4.4"
 description = "A Jupyter Server Extension Providing Terminals."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2452,14 +2379,13 @@ test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov",
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.5"
+version = "4.0.9"
 description = "JupyterLab computational environment"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.0.5-py3-none-any.whl", hash = "sha256:13b3a326e7b95d72746fe20dbe80ee1e71165d6905e01ceaf1320eb809cb1b47"},
-    {file = "jupyterlab-4.0.5.tar.gz", hash = "sha256:de49deb75f9b9aec478ed04754cbefe9c5d22fd796a5783cdc65e212983d3611"},
+    {file = "jupyterlab-4.0.9-py3-none-any.whl", hash = "sha256:9f6f8e36d543fdbcc3df961a1d6a3f524b4a4001be0327a398f68fa4e534107c"},
+    {file = "jupyterlab-4.0.9.tar.gz", hash = "sha256:9ebada41d52651f623c0c9f069ddb8a21d6848e4c887d8e5ddc0613166ed5c0b"},
 ]
 
 [package.dependencies]
@@ -2477,66 +2403,62 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["black[jupyter] (==23.3.0)", "build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.0.271)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8)", "sphinx-copybutton"]
+dev = ["black[jupyter] (==23.10.1)", "build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.4)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8,<7.2.0)", "sphinx-copybutton"]
 docs-screenshots = ["altair (==5.0.1)", "ipython (==8.14.0)", "ipywidgets (==8.0.6)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post0)", "matplotlib (==3.7.1)", "nbconvert (>=7.0.0)", "pandas (==2.0.2)", "scipy (==1.10.1)", "vega-datasets (==0.9.0)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 
 [[package]]
 name = "jupyterlab-pygments"
-version = "0.2.2"
+version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_pygments-0.2.2-py2.py3-none-any.whl", hash = "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f"},
-    {file = "jupyterlab_pygments-0.2.2.tar.gz", hash = "sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d"},
+    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
+    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
 ]
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.24.0"
+version = "2.25.2"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_server-2.24.0-py3-none-any.whl", hash = "sha256:5f077e142bb8dc9b843d960f940c513581bceca3793a0d80f9c67d9522c4e876"},
-    {file = "jupyterlab_server-2.24.0.tar.gz", hash = "sha256:4e6f99e0a5579bbbc32e449c4dbb039561d4f1a7827d5733273ed56738f21f07"},
+    {file = "jupyterlab_server-2.25.2-py3-none-any.whl", hash = "sha256:5b1798c9cc6a44f65c757de9f97fc06fc3d42535afbf47d2ace5e964ab447aaf"},
+    {file = "jupyterlab_server-2.25.2.tar.gz", hash = "sha256:bd0ec7a99ebcedc8bcff939ef86e52c378e44c2707e053fcd81d046ce979ee63"},
 ]
 
 [package.dependencies]
 babel = ">=2.10"
 jinja2 = ">=3.0.3"
 json5 = ">=0.9.0"
-jsonschema = ">=4.17.3"
+jsonschema = ">=4.18.0"
 jupyter-server = ">=1.21,<3"
 packaging = ">=21.3"
-requests = ">=2.28"
+requests = ">=2.31"
 
 [package.extras]
 docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
-openapi = ["openapi-core (>=0.16.1,<0.17.0)", "ruamel-yaml"]
-test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.7.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
+openapi = ["openapi-core (>=0.18.0,<0.19.0)", "ruamel-yaml"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.8"
+version = "3.0.9"
 description = "Jupyter interactive widgets for JupyterLab"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_widgets-3.0.8-py3-none-any.whl", hash = "sha256:4715912d6ceab839c9db35953c764b3214ebbc9161c809f6e0510168845dfdf5"},
-    {file = "jupyterlab_widgets-3.0.8.tar.gz", hash = "sha256:d428ab97b8d87cc7c54cbf37644d6e0f0e662f23876e05fa460a73ec3257252a"},
+    {file = "jupyterlab_widgets-3.0.9-py3-none-any.whl", hash = "sha256:3cf5bdf5b897bf3bccf1c11873aa4afd776d7430200f765e0686bd352487b58d"},
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 ]
 
 [[package]]
 name = "keyring"
 version = "23.13.1"
 description = "Store and access your passwords safely."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2560,7 +2482,6 @@ testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-chec
 name = "kiwisolver"
 version = "1.4.5"
 description = "A fast implementation of the Cassowary constraint solver"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2674,7 +2595,6 @@ files = [
 name = "langcodes"
 version = "3.3.0"
 description = "Tools for labeling human languages with IETF language tags"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2687,14 +2607,13 @@ data = ["language-data (>=1.1,<2.0)"]
 
 [[package]]
 name = "lark"
-version = "1.1.7"
+version = "1.1.8"
 description = "a modern parsing library"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.extras]
@@ -2707,7 +2626,6 @@ regex = ["regex"]
 name = "lightgbm"
 version = "3.3.5"
 description = "LightGBM Python Package"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2731,7 +2649,6 @@ dask = ["dask[array] (>=2.0.0)", "dask[dataframe] (>=2.0.0)", "dask[distributed]
 name = "lockfile"
 version = "0.12.2"
 description = "Platform-independent file locking module"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2743,7 +2660,6 @@ files = [
 name = "markdown-it-py"
 version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2768,7 +2684,6 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "2.1.3"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2826,71 +2741,56 @@ files = [
 
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 name = "matplotlib"
-version = "3.7.2"
+version = "3.8.2"
 description = "Python plotting package"
-category = "dev"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
 contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
-kiwisolver = ">=1.0.1"
-numpy = ">=1.20"
+kiwisolver = ">=1.3.1"
+numpy = ">=1.21,<2"
 packaging = ">=20.0"
-pillow = ">=6.2.0"
-pyparsing = ">=2.3.1,<3.1"
+pillow = ">=8"
+pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
 [[package]]
 name = "matplotlib-inline"
 version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2905,7 +2805,6 @@ traitlets = "*"
 name = "mccabe"
 version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2917,7 +2816,6 @@ files = [
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2927,21 +2825,19 @@ files = [
 
 [[package]]
 name = "mistune"
-version = "3.0.1"
+version = "3.0.2"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"},
 ]
 
 [[package]]
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 version = "10.1.0"
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 [[package]]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3176,19 +3065,18 @@ files = [
 
 [[package]]
 name = "nbclient"
-version = "0.8.0"
+version = "0.9.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 [package.dependencies]
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 nbformat = ">=5.1"
 traitlets = ">=5.4"
 
@@ -3199,14 +3087,13 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
 name = "nbconvert"
-version = "7.7.4"
+version = "7.12.0"
 description = "Converting Jupyter Notebooks"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3232,14 +3119,13 @@ docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sp
 qtpdf = ["nbconvert[qtpng]"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["flaky", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-dependency"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7)", "pytest"]
 webpdf = ["playwright"]
 
 [[package]]
 name = "nbformat"
 version = "5.9.2"
 description = "The Jupyter Notebook format"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3259,14 +3145,13 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nbqa"
-version = "1.7.0"
+version = "1.7.1"
 description = "Run any standard Python code quality tool on a Jupyter Notebook"
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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+    {file = "nbqa-1.7.1.tar.gz", hash = "sha256:44f5b5000d6df438c4f1cba339e3ad80acc405e61f4500ac951fa36a177133f4"},
 ]
 
 [package.dependencies]
@@ -3280,40 +3165,37 @@ toolchain = ["black", "blacken-docs", "flake8", "isort", "jupytext", "mypy", "py
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.7"
+version = "1.5.8"
 description = "Patch asyncio to allow nested event loops"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
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 ]
 
 [[package]]
 name = "networkx"
-version = "3.1"
+version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
-category = "dev"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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-developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
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-test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
+default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
+developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
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 [[package]]
 name = "nmslib"
 version = "2.1.1"
 description = "Non-Metric Space Library (NMSLIB)"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3363,7 +3245,6 @@ pybind11 = "<2.6.2"
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 version = "1.8.0"
 description = "Node.js virtual environment builder"
-category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 files = [
@@ -3376,14 +3257,13 @@ setuptools = "*"
 
 [[package]]
 name = "notebook"
-version = "7.0.2"
+version = "7.0.6"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3396,13 +3276,12 @@ tornado = ">=6.2.0"
 [package.extras]
 dev = ["hatch", "pre-commit"]
 docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
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+test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.22.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
 
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 version = "0.2.3"
 description = "A shim layer for notebook traits and config"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3418,71 +3297,221 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
 [[package]]
 name = "numpy"
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 [package.dependencies]
@@ -3495,14 +3524,13 @@ sympy = "*"
 
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+version = "0.27.10"
 description = "Python client library for the OpenAI API"
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@@ -3512,7 +3540,7 @@ tqdm = "*"
 
 [package.extras]
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 embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
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@@ -3520,7 +3548,6 @@ wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1
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 description = "Probabilistic Generative Model Programming"
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 optional = false
 python-versions = ">=3.7"
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@@ -3563,7 +3589,6 @@ test = ["coverage[toml] (>=5.1)", "diff-cover", "diffusers", "interegular", "lar
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 version = "7.4.0"
 description = "A decorator to automatically detect mismatch when overriding a method."
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 optional = false
 python-versions = ">=3.6"
 files = [
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 plot = ["matplotlib (>=3.6.1)"]
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-xml = ["lxml (>=4.6.3)"]
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+spss = ["pyreadstat (>=1.1.5)"]
+sql-other = ["SQLAlchemy (>=1.4.36)"]
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-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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@@ -3666,7 +3690,6 @@ files = [
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 version = "0.8.3"
 description = "A Python Parser"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3682,7 +3705,6 @@ testing = ["docopt", "pytest (<6.0.0)"]
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 version = "0.11.2"
 description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3690,34 +3712,10 @@ files = [
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-[package.extras]
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 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3732,105 +3730,79 @@ icontract = "*"
 
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 [package.dependencies]
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 [package.extras]
@@ -3841,7 +3813,6 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
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 version = "1.9.6"
 description = "Query metadata from sdists / bdists / installed packages."
-category = "main"
 optional = false
 python-versions = ">=3.6"
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@@ -3856,7 +3827,6 @@ testing = ["pytest", "pytest-cov"]
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 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
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 python-versions = ">=3.7"
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 [[package]]
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 [package.extras]
@@ -3888,7 +3857,6 @@ testing = ["pytest", "pytest-benchmark"]
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 version = "1.4.0"
 description = "Python dependency management and packaging made easy."
-category = "main"
 optional = false
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@@ -3929,7 +3897,6 @@ xattr = {version = ">=0.10.0,<0.11.0", markers = "sys_platform == \"darwin\""}
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 description = "Poetry PEP 517 Build Backend"
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 optional = false
 python-versions = ">=3.7,<4.0"
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@@ -3955,27 +3921,25 @@ poetry-core = ">=1.3.0,<2.0.0"
 
 [[package]]
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 python-versions = ">=3.8,<4.0"
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 [[package]]
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 version = "2.21.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
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 optional = false
 python-versions = ">=3.7"
 files = [
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 [[package]]
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 python-versions = ">=3.6"
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 [package.extras]
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 version = "0.2.2"
 description = "Safely evaluate AST nodes without side effects"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
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@@ -4255,7 +4234,6 @@ numpy = ">=1.16.6"
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 description = "Seamless operability between C++11 and Python"
-category = "dev"
 optional = false
 python-versions = "!=3.0,!=3.1,!=3.2,!=3.3,!=3.4,>=2.7"
 files = [
@@ -4268,21 +4246,19 @@ global = ["pybind11-global (==2.6.1)"]
 
 [[package]]
 name = "pycodestyle"
-version = "2.11.0"
+version = "2.11.1"
 description = "Python style guide checker"
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 typing-extensions = ">=4.6.1"
 
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 [package.dependencies]
@@ -4433,7 +4406,6 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 name = "pydeck"
 version = "0.8.0"
 description = "Widget for deck.gl maps"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4453,7 +4425,6 @@ jupyter = ["ipykernel (>=5.1.2)", "ipython (>=5.8.0)", "ipywidgets (>=7,<8)", "t
 name = "pyflakes"
 version = "3.1.0"
 description = "passive checker of Python programs"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4463,97 +4434,93 @@ files = [
 
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 name = "pygments"
-version = "2.16.1"
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 python-versions = ">=3.7"
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 ]
 
 [package.extras]
 plugins = ["importlib-metadata"]
+windows-terminal = ["colorama (>=0.4.6)"]
 
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-version = "1.5.0"
+version = "1.6.1"
 description = "A Python module to access Java classes as Python classes using JNI."
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 python-versions = "*"
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 ]
 
 [package.extras]
 ci = ["coveralls", "pytest-rerunfailures"]
 dev = ["pycodestyle", "pytest", "pytest-cov"]
 
-[[package]]
-name = "pympler"
-version = "1.0.1"
-description = "A development tool to measure, monitor and analyze the memory behavior of Python objects."
-category = "main"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "Pympler-1.0.1-py3-none-any.whl", hash = "sha256:d260dda9ae781e1eab6ea15bacb84015849833ba5555f141d2d9b7b7473b307d"},
-    {file = "Pympler-1.0.1.tar.gz", hash = "sha256:993f1a3599ca3f4fcd7160c7545ad06310c9e12f70174ae7ae8d4e25f6c5d3fa"},
-]
-
 [[package]]
 name = "pyparsing"
-version = "3.0.9"
+version = "3.1.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
-category = "dev"
 optional = false
 python-versions = ">=3.6.8"
 files = [
-    {file = "pyparsing-3.0.9-py3-none-any.whl", hash = "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"},
-    {file = "pyparsing-3.0.9.tar.gz", hash = "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb"},
+    {file = "pyparsing-3.1.1-py3-none-any.whl", hash = "sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb"},
+    {file = "pyparsing-3.1.1.tar.gz", hash = "sha256:ede28a1a32462f5a9705e07aea48001a08f7cf81a021585011deba701581a0db"},
 ]
 
 [package.extras]
@@ -4563,7 +4530,6 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "pyproject-hooks"
 version = "1.0.0"
 description = "Wrappers to call pyproject.toml-based build backend hooks."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4578,7 +4544,6 @@ tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 name = "pyreadline3"
 version = "3.4.1"
 description = "A python implementation of GNU readline."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4590,7 +4555,6 @@ files = [
 name = "pyserini"
 version = "0.21.0"
 description = "A Python toolkit for reproducible information retrieval research with sparse and dense representations"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4616,14 +4580,13 @@ transformers = ">=4.6.0"
 
 [[package]]
 name = "pytest"
-version = "7.4.0"
+version = "7.4.3"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "pytest-7.4.3-py3-none-any.whl", hash = "sha256:0d009c083ea859a71b76adf7c1d502e4bc170b80a8ef002da5806527b9591fac"},
+    {file = "pytest-7.4.3.tar.gz", hash = "sha256:d989d136982de4e3b29dabcc838ad581c64e8ed52c11fbe86ddebd9da0818cd5"},
 ]
 
 [package.dependencies]
@@ -4641,7 +4604,6 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 name = "pytest-cov"
 version = "4.1.0"
 description = "Pytest plugin for measuring coverage."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4660,7 +4622,6 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 name = "pytest-dotenv"
 version = "0.5.2"
 description = "A py.test plugin that parses environment files before running tests"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4676,7 +4637,6 @@ python-dotenv = ">=0.9.1"
 name = "python-dateutil"
 version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -4691,7 +4651,6 @@ six = ">=1.5"
 name = "python-dotenv"
 version = "1.0.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4706,7 +4665,6 @@ cli = ["click (>=5.0)"]
 name = "python-json-logger"
 version = "2.0.7"
 description = "A python library adding a json log formatter"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4716,36 +4674,19 @@ files = [
 
 [[package]]
 name = "pytz"
-version = "2023.3"
+version = "2023.3.post1"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
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-
-[[package]]
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-version = "0.1.0.post0"
-description = "Shims to make deprecation of pytz easier"
-category = "main"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
-files = [
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+    {file = "pytz-2023.3.post1-py2.py3-none-any.whl", hash = "sha256:ce42d816b81b68506614c11e8937d3aa9e41007ceb50bfdcb0749b921bf646c7"},
+    {file = "pytz-2023.3.post1.tar.gz", hash = "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b"},
 ]
 
-[package.dependencies]
-tzdata = {version = "*", markers = "python_version >= \"3.6\""}
-
 [[package]]
 name = "pywin32"
 version = "306"
 description = "Python for Window Extensions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4769,7 +4710,6 @@ files = [
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 version = "0.2.2"
 description = "A (partial) reimplementation of pywin32 using ctypes/cffi"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4779,24 +4719,23 @@ files = [
 
 [[package]]
 name = "pywinpty"
-version = "2.0.11"
+version = "2.0.12"
 description = "Pseudo terminal support for Windows from Python."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "pyyaml"
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4846,7 +4785,6 @@ files = [
 name = "pyzmq"
 version = "25.1.1"
 description = "Python bindings for 0MQ"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4950,25 +4888,23 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qtconsole"
-version = "5.4.3"
+version = "5.5.1"
 description = "Jupyter Qt console"
-category = "dev"
 optional = false
-python-versions = ">= 3.7"
+python-versions = ">= 3.8"
 files = [
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 ]
 
 [package.dependencies]
 ipykernel = ">=4.1"
-ipython-genutils = "*"
 jupyter-client = ">=4.1"
 jupyter-core = "*"
 packaging = "*"
 pygments = "*"
 pyzmq = ">=17.1"
-qtpy = ">=2.0.1"
+qtpy = ">=2.4.0"
 traitlets = "<5.2.1 || >5.2.1,<5.2.2 || >5.2.2"
 
 [package.extras]
@@ -4977,14 +4913,13 @@ test = ["flaky", "pytest", "pytest-qt"]
 
 [[package]]
 name = "qtpy"
-version = "2.3.1"
+version = "2.4.1"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -4995,104 +4930,101 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
 [[package]]
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-version = "2.15.1"
+version = "3.5.2"
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+python-versions = ">=3.8"
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@@ -5100,31 +5032,29 @@ full = ["numpy"]
 
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 [[package]]
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -5255,7 +5183,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "requests-toolbelt"
 version = "0.10.1"
 description = "A utility belt for advanced users of python-requests"
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 version = "0.1.4"
 description = "A pure python RFC3339 validator"
-category = "dev"
 optional = false
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 name = "rfc3986-validator"
 version = "0.1.1"
 description = "Pure python rfc3986 validator"
-category = "dev"
 optional = false
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 [[package]]
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-numpy = ">=1.17.3"
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 scipy = ">=1.5.0"
 threadpoolctl = ">=2.0.0"
 
@@ -5529,37 +5512,36 @@ tests = ["black (>=23.3.0)", "matplotlib (>=3.1.3)", "mypy (>=1.3)", "numpydoc (
 
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 ]
 
 [package.dependencies]
@@ -5574,7 +5556,6 @@ test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeo
 name = "secretstorage"
 version = "3.3.3"
 description = "Python bindings to FreeDesktop.org Secret Service API"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -5590,7 +5571,6 @@ jeepney = ">=0.6"
 name = "send2trash"
 version = "1.8.2"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 files = [
@@ -5607,7 +5587,6 @@ win32 = ["pywin32"]
 name = "sentencepiece"
 version = "0.1.99"
 description = "SentencePiece python wrapper"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -5660,38 +5639,35 @@ files = [
 
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 description = "Easily download, build, install, upgrade, and uninstall Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
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 [[package]]
 name = "shellingham"
-version = "1.5.3"
+version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
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 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -5701,14 +5677,13 @@ files = [
 
 [[package]]
 name = "smart-open"
-version = "6.3.0"
+version = "6.4.0"
 description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
-category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 files = [
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 ]
 
 [package.extras]
@@ -5723,21 +5698,19 @@ webhdfs = ["requests"]
 
 [[package]]
 name = "smmap"
-version = "5.0.0"
+version = "5.0.1"
 description = "A pure Python implementation of a sliding window memory map manager"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -5747,52 +5720,52 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.4.1"
+version = "2.5"
 description = "A modern CSS selector implementation for Beautiful Soup."
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "spacy"
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+version = "3.7.2"
 description = "Industrial-strength Natural Language Processing (NLP) in Python"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -5801,9 +5774,8 @@ cymem = ">=2.0.2,<2.1.0"
 jinja2 = "*"
 langcodes = ">=3.2.0,<4.0.0"
 murmurhash = ">=0.28.0,<1.1.0"
-numpy = ">=1.15.0"
+numpy = {version = ">=1.19.0", markers = "python_version >= \"3.9\""}
 packaging = ">=20.0"
-pathy = ">=0.10.0"
 preshed = ">=3.0.2,<3.1.0"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<3.0.0"
 requests = ">=2.13.0,<3.0.0"
@@ -5812,10 +5784,11 @@ smart-open = ">=5.2.1,<7.0.0"
 spacy-legacy = ">=3.0.11,<3.1.0"
 spacy-loggers = ">=1.0.0,<2.0.0"
 srsly = ">=2.4.3,<3.0.0"
-thinc = ">=8.1.8,<8.2.0"
+thinc = ">=8.1.8,<8.3.0"
 tqdm = ">=4.38.0,<5.0.0"
 typer = ">=0.3.0,<0.10.0"
 wasabi = ">=0.9.1,<1.2.0"
+weasel = ">=0.1.0,<0.4.0"
 
 [package.extras]
 apple = ["thinc-apple-ops (>=0.1.0.dev0,<1.0.0)"]
@@ -5841,15 +5814,13 @@ cuda92 = ["cupy-cuda92 (>=5.0.0b4,<13.0.0)"]
 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)"]
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@@ -5859,65 +5830,71 @@ files = [
 
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 ]
 
 [package.dependencies]
@@ -5926,6 +5903,7 @@ typing-extensions = ">=4.2.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
+aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
 aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
@@ -5936,7 +5914,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=7)"]
+oracle = ["cx-oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
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 [[package]]
 name = "srsly"
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 description = "Modern high-performance serialization utilities for Python"
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 python-versions = ">=3.6"
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+    {file = "srsly-2.4.8.tar.gz", hash = "sha256:b24d95a65009c2447e0b49cda043ac53fecf4f09e358d87a57446458f91b8a91"},
 ]
 
 [package.dependencies]
@@ -5991,14 +5974,13 @@ catalogue = ">=2.0.3,<2.1.0"
 
 [[package]]
 name = "stack-data"
-version = "0.6.2"
+version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -6011,31 +5993,29 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "storage3"
-version = "0.5.4"
+version = "0.6.1"
 description = "Supabase Storage client for Python."
-category = "dev"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
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 ]
 
 [package.dependencies]
-httpx = ">=0.24,<0.25"
+httpx = ">=0.24,<0.26"
 python-dateutil = ">=2.8.2,<3.0.0"
 typing-extensions = ">=4.2.0,<5.0.0"
 
 [[package]]
 name = "streamlit"
-version = "1.26.0"
+version = "1.29.0"
 description = "A faster way to build and share data apps"
-category = "main"
 optional = false
 python-versions = ">=3.8, !=3.9.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -6048,30 +6028,28 @@ importlib-metadata = ">=1.4,<7"
 numpy = ">=1.19.3,<2"
 packaging = ">=16.8,<24"
 pandas = ">=1.3.0,<3"
-pillow = ">=7.1.0,<10"
+pillow = ">=7.1.0,<11"
 protobuf = ">=3.20,<5"
 pyarrow = ">=6.0"
-pydeck = ">=0.8,<1"
-pympler = ">=0.9,<2"
+pydeck = ">=0.8.0b4,<1"
 python-dateutil = ">=2.7.3,<3"
-requests = ">=2.18,<3"
+requests = ">=2.27,<3"
 rich = ">=10.14.0,<14"
 tenacity = ">=8.1.0,<9"
 toml = ">=0.10.1,<2"
 tornado = ">=6.0.3,<7"
-typing-extensions = ">=4.1.0,<5"
-tzlocal = ">=1.1,<5"
+typing-extensions = ">=4.3.0,<5"
+tzlocal = ">=1.1,<6"
 validators = ">=0.2,<1"
 watchdog = {version = ">=2.1.5", markers = "platform_system != \"Darwin\""}
 
 [package.extras]
-snowflake = ["snowflake-snowpark-python"]
+snowflake = ["snowflake-connector-python (>=2.8.0)", "snowflake-snowpark-python (>=0.9.0)"]
 
 [[package]]
 name = "strenum"
 version = "0.4.15"
 description = "An Enum that inherits from str."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -6086,29 +6064,27 @@ test = ["pylint", "pytest", "pytest-black", "pytest-cov", "pytest-pylint"]
 
 [[package]]
 name = "supabase"
-version = "1.0.4"
+version = "1.2.0"
 description = "Supabase client for Python."
-category = "dev"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
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 [package.dependencies]
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+gotrue = ">=1.0.4,<2.0.0"
 httpx = ">=0.24.0,<0.25.0"
-postgrest = ">=0.10.8,<0.11.0"
+postgrest = ">=0.10.8,<0.12.0"
 realtime = ">=1.0.0,<2.0.0"
-storage3 = ">=0.5.3,<0.6.0"
+storage3 = ">=0.5.3,<0.7.0"
 supafunc = ">=0.2.3,<0.3.0"
 
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 version = "0.2.3"
 description = "Library for Supabase Functions"
-category = "dev"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -6123,7 +6099,6 @@ httpx = ">=0.24.0,<0.25.0"
 name = "sympy"
 version = "1.12"
 description = "Computer algebra system (CAS) in Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
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@@ -6138,7 +6113,6 @@ mpmath = ">=0.19"
 name = "tenacity"
 version = "8.2.3"
 description = "Retry code until it succeeds"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -6151,14 +6125,13 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
 [[package]]
 name = "terminado"
-version = "0.17.1"
+version = "0.18.0"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
-category = "dev"
 optional = false
-python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
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 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
+typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
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 description = "A refreshing functional take on deep learning, compatible with your favorite libraries"
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 optional = false
 python-versions = ">=3.6"
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 ]
 
 [package.dependencies]
@@ -6250,7 +6229,6 @@ torch = ["torch (>=1.6.0)"]
 name = "threadpoolctl"
 version = "3.2.0"
 description = "threadpoolctl"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -6262,7 +6240,6 @@ files = [
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 version = "0.4.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -6308,7 +6285,6 @@ blobfile = ["blobfile (>=2)"]
 name = "tinycss2"
 version = "1.2.1"
 description = "A tiny CSS parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -6327,7 +6303,6 @@ test = ["flake8", "isort", "pytest"]
 name = "tokenize-rt"
 version = "5.2.0"
 description = "A wrapper around the stdlib `tokenize` which roundtrips."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -6337,64 +6312,123 @@ files = [
 
 [[package]]
 name = "tokenizers"
-version = "0.13.3"
-description = "Fast and Customizable Tokenizers"
-category = "dev"
+version = "0.15.0"
+description = ""
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
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-docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
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 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
 filelock = "*"
+fsspec = "*"
 jinja2 = "*"
 networkx = "*"
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+nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 sympy = "*"
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 typing-extensions = "*"
 
 [package.extras]
+dynamo = ["jinja2"]
 opt-einsum = ["opt-einsum (>=3.3)"]
 
 [[package]]
 name = "tornado"
-version = "6.3.3"
+version = "6.4"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
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@@ -6522,58 +6564,55 @@ telegram = ["requests"]
 
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+docs = ["Pillow (<10.0.0)", "accelerate (>=0.20.3)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "hf-doc-builder", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.15)", "tensorflow-text (<2.15)", "tf2onnx", "timm", "tokenizers (>=0.14,<0.19)", "torch (>=1.10,!=1.12.0)", "torchaudio", "torchvision"]
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-fairscale = ["fairscale (>0.3)"]
 flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)"]
 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 ftfy = ["ftfy"]
@@ -6593,36 +6632,59 @@ serving = ["fastapi", "pydantic (<2)", "starlette", "uvicorn"]
 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
 speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-testing = ["GitPython (<3.1.19)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "parameterized", "protobuf", "psutil", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "timeout-decorator"]
-tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx"]
-tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx"]
+testing = ["GitPython (<3.1.19)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "parameterized", "protobuf", "psutil", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "tensorboard", "timeout-decorator"]
+tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>=2.6,<2.15)", "tensorflow-text (<2.15)", "tf2onnx"]
+tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.6,<2.15)", "tensorflow-text (<2.15)", "tf2onnx"]
 tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 timm = ["timm"]
-tokenizers = ["tokenizers (>=0.11.1,!=0.11.3,<0.14)"]
-torch = ["accelerate (>=0.20.3)", "torch (>=1.9,!=1.12.0)"]
+tokenizers = ["tokenizers (>=0.14,<0.19)"]
+torch = ["accelerate (>=0.20.3)", "torch (>=1.10,!=1.12.0)"]
 torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
 torch-vision = ["Pillow (<10.0.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.15.1,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"]
+torchhub = ["filelock", "huggingface-hub (>=0.16.4,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.14,<0.19)", "torch (>=1.10,!=1.12.0)", "tqdm (>=4.27)"]
 video = ["av (==9.2.0)", "decord (==0.6.0)"]
 vision = ["Pillow (<10.0.0)"]
 
+[[package]]
+name = "triton"
+version = "2.1.0"
+description = "A language and compiler for custom Deep Learning operations"
+optional = false
+python-versions = "*"
+files = [
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+
+[package.dependencies]
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+
+[package.extras]
+build = ["cmake (>=3.18)", "lit"]
+tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
+
 [[package]]
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-version = "2023.8.7"
+version = "2023.11.29"
 description = "Canonical source for classifiers on PyPI (pypi.org)."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
-    {file = "trove-classifiers-2023.8.7.tar.gz", hash = "sha256:c9f2a0a85d545e5362e967e4f069f56fddfd91215e22ffa48c66fb283521319a"},
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+    {file = "trove-classifiers-2023.11.29.tar.gz", hash = "sha256:ff8f7fd82c7932113b46e7ef6742c70091cc63640c8c65db00d91f2e940b9514"},
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 version = "0.9.0"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -6640,23 +6702,32 @@ dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2
 doc = ["cairosvg (>=2.5.2,<3.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pillow (>=9.3.0,<10.0.0)"]
 test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 
+[[package]]
+name = "types-python-dateutil"
+version = "2.8.19.14"
+description = "Typing stubs for python-dateutil"
+optional = false
+python-versions = "*"
+files = [
+    {file = "types-python-dateutil-2.8.19.14.tar.gz", hash = "sha256:1f4f10ac98bb8b16ade9dbee3518d9ace017821d94b057a425b069f834737f4b"},
+    {file = "types_python_dateutil-2.8.19.14-py3-none-any.whl", hash = "sha256:f977b8de27787639986b4e28963263fd0e5158942b3ecef91b9335c130cb1ce9"},
+]
+
 [[package]]
 name = "typing-extensions"
-version = "4.7.1"
-description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "main"
+version = "4.8.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
+    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
 [[package]]
 name = "tzdata"
 version = "2023.3"
 description = "Provider of IANA time zone data"
-category = "main"
 optional = false
 python-versions = ">=2"
 files = [
@@ -6666,28 +6737,25 @@ files = [
 
 [[package]]
 name = "tzlocal"
-version = "4.3.1"
+version = "5.2"
 description = "tzinfo object for the local timezone"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "tzlocal-5.2-py3-none-any.whl", hash = "sha256:49816ef2fe65ea8ac19d19aa7a1ae0551c834303d5014c6d5a62e4cbda8047b8"},
+    {file = "tzlocal-5.2.tar.gz", hash = "sha256:8d399205578f1a9342816409cc1e46a93ebd5755e39ea2d85334bea911bf0e6e"},
 ]
 
 [package.dependencies]
-pytz-deprecation-shim = "*"
 tzdata = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-devenv = ["black", "check-manifest", "flake8", "pyroma", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"]
+devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"]
 
 [[package]]
 name = "uri-template"
 version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -6700,48 +6768,46 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
 name = "urllib3"
-version = "1.26.16"
+version = "1.26.18"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
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+    {file = "urllib3-1.26.18.tar.gz", hash = "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+brotli = ["brotli (==1.0.9)", "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]]
 name = "validators"
-version = "0.21.2"
+version = "0.22.0"
 description = "Python Data Validation for Humans™"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "validators-0.22.0-py3-none-any.whl", hash = "sha256:61cf7d4a62bbae559f2e54aed3b000cea9ff3e2fdbe463f51179b92c58c9585a"},
+    {file = "validators-0.22.0.tar.gz", hash = "sha256:77b2689b172eeeb600d9605ab86194641670cdb73b60afd577142a9397873370"},
 ]
 
 [package.extras]
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-docs-online = ["mkdocs (>=1.5.2)", "mkdocs-material (>=9.1.21)", "mkdocstrings[python] (>=0.22.0)", "pyaml (>=23.7.0)"]
+docs-online = ["mkdocs (>=1.5.2)", "mkdocs-git-revision-date-localized-plugin (>=1.2.0)", "mkdocs-material (>=9.2.6)", "mkdocstrings[python] (>=0.22.0)", "pyaml (>=23.7.0)"]
 hooks = ["pre-commit (>=3.3.3)"]
-runner = ["tox (>=4.6.4)"]
+package = ["build (>=1.0.0)", "twine (>=4.0.2)"]
+runner = ["tox (>=4.11.1)"]
 sast = ["bandit[toml] (>=1.7.5)"]
 testing = ["pytest (>=7.4.0)"]
-tooling = ["black (>=23.7.0)", "pyright (>=1.1.320)", "ruff (>=0.0.280)"]
+tooling = ["black (>=23.7.0)", "pyright (>=1.1.325)", "ruff (>=0.0.287)"]
 tooling-extras = ["pyaml (>=23.7.0)", "pypandoc-binary (>=1.11)", "pytest (>=7.4.0)"]
 
 [[package]]
 name = "virtualenv"
 version = "20.21.1"
 description = "Virtual Python Environment builder"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -6762,7 +6828,6 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "coverage-enable-subprocess
 name = "wasabi"
 version = "1.1.2"
 description = "A lightweight console printing and formatting toolkit"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -6777,7 +6842,6 @@ colorama = {version = ">=0.4.6", markers = "sys_platform == \"win32\" and python
 name = "watchdog"
 version = "3.0.0"
 description = "Filesystem events monitoring"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -6815,21 +6879,41 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "wcwidth"
-version = "0.2.6"
+version = "0.2.12"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "wcwidth-0.2.6-py2.py3-none-any.whl", hash = "sha256:795b138f6875577cd91bba52baf9e445cd5118fd32723b460e30a0af30ea230e"},
-    {file = "wcwidth-0.2.6.tar.gz", hash = "sha256:a5220780a404dbe3353789870978e472cfe477761f06ee55077256e509b156d0"},
+    {file = "wcwidth-0.2.12-py2.py3-none-any.whl", hash = "sha256:f26ec43d96c8cbfed76a5075dac87680124fa84e0855195a6184da9c187f133c"},
+    {file = "wcwidth-0.2.12.tar.gz", hash = "sha256:f01c104efdf57971bcb756f054dd58ddec5204dd15fa31d6503ea57947d97c02"},
 ]
 
+[[package]]
+name = "weasel"
+version = "0.3.4"
+description = "Weasel: A small and easy workflow system"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "weasel-0.3.4-py3-none-any.whl", hash = "sha256:ee48a944f051d007201c2ea1661d0c41035028c5d5a8bcb29a0b10f1100206ae"},
+    {file = "weasel-0.3.4.tar.gz", hash = "sha256:eb16f92dc9f1a3ffa89c165e3a9acd28018ebb656e0da4da02c0d7d8ae3f6178"},
+]
+
+[package.dependencies]
+cloudpathlib = ">=0.7.0,<0.17.0"
+confection = ">=0.0.4,<0.2.0"
+packaging = ">=20.0"
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<3.0.0"
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+typer = ">=0.3.0,<0.10.0"
+wasabi = ">=0.9.1,<1.2.0"
+
 [[package]]
 name = "webcolors"
 version = "1.13"
 description = "A library for working with the color formats defined by HTML and CSS."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -6845,7 +6929,6 @@ tests = ["pytest", "pytest-cov"]
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -6855,14 +6938,13 @@ files = [
 
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 name = "websocket-client"
-version = "1.6.2"
+version = "1.7.0"
 description = "WebSocket client for Python with low level API options"
-category = "dev"
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 [package.extras]
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 ]
 
 [package.dependencies]
@@ -7151,18 +7245,17 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.16.2"
+version = "3.17.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
-    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [metadata]
diff --git a/src/hint_generation/app.py b/src/hint_generation/app.py
new file mode 100644
index 0000000..25d3394
--- /dev/null
+++ b/src/hint_generation/app.py
@@ -0,0 +1,231 @@
+import openai
+import streamlit as st
+
+from llm_math_education import prompt_utils, retrieval_strategies
+from llm_math_education.prompts import hints as hint_prompts
+from streamlit_app import auth_utils, chat_utils, data_utils
+
+QUESTION_SELECTBOX_DEFAULT_STRING = "(Choose a question from a Rori micro-lesson)"
+HINT_TYPE_BUTTON_LABELS_MAP = {
+    "hint_sequence": "Get a hint sequence",
+    "slip_correction": "Correct a slip",
+    "misconception": "Describe a misconception",
+    "comparative_hint": "Compare this problem to a worked example",
+}
+
+
+def question_selectbox_changed():
+    if st.session_state.question_selectbox != QUESTION_SELECTBOX_DEFAULT_STRING:
+        display_name = st.session_state.question_selectbox
+        question_df = data_utils.load_hint_problem_data()
+        selected = question_df[question_df.display_name == display_name]
+        assert len(selected) == 1
+        selected = selected.iloc[0]
+        st.session_state.question_text_area = selected.question
+        st.session_state.incorrect_answer_text_input = selected.incorrect_answer
+        st.session_state.correct_answer_text_input = selected.answer
+        st.session_state.lesson_text_area = selected.lesson_trimmed
+
+
+def hint_chat_input_changed():
+    st.session_state.hint_chat_input_new_value = st.session_state.hint_chat_input
+
+
+def hint_type_button_clicked(hint_type: str):
+    create_new_hint(hint_type)
+
+
+def process_hint_query(messages: list[dict]):
+    # show the generated prompt if expert controls enabled
+    if st.session_state.show_expert_controls:
+        with st.expander("Prompt"):
+            prompt = prompt_utils.PromptSelector.convert_conversation_to_string(
+                st.session_state.hint_prompt_manager.stored_messages,
+            )
+            prompt = prompt.replace("\n", "\n\n")
+            st.markdown(prompt)
+    with st.chat_message("assistant", avatar=chat_utils.get_avatar("assistant")):
+        message_placeholder = st.empty()
+        with st.spinner(""):
+            completion = openai.ChatCompletion.create(
+                model="gpt-3.5-turbo-0613",
+                messages=messages,
+            )
+            assistant_message = completion["choices"][0]["message"]
+            assert "role" in assistant_message and "content" in assistant_message
+            st.session_state.hint_prompt_manager.add_stored_message(assistant_message)
+        response = assistant_message["content"]
+        for displayed_message in chat_utils.stream_text_response(response):
+            message_placeholder.markdown(displayed_message)
+
+        st.session_state.hint_chat_messages.append(assistant_message)
+
+
+def create_new_hint(hint_type: str):
+    st.session_state.hint_chat_messages = []
+    st.session_state.hint_prompt_manager.clear_stored_messages()
+    correct_answer = st.session_state.correct_answer_text_input.strip()
+    incorrect_answer = st.session_state.incorrect_answer_text_input.strip()
+    question = st.session_state.question_text_area.strip()
+    lesson = st.session_state.lesson_text_area.strip()
+    st.session_state.hint_prompt_manager.get_retrieval_strategy().update_map(
+        {
+            "question": question,
+            "correct_answer": correct_answer,
+            "incorrect_answer": incorrect_answer,
+            "lesson": lesson,
+        },
+    )
+    intro_messages = hint_prompts.intro_prompts[hint_type]["messages"]
+    st.session_state.hint_prompt_manager.set_intro_messages(intro_messages)
+    messages = st.session_state.hint_prompt_manager.build_query(None)
+    st.session_state.new_hint_request_messages = messages
+
+
+def process_followup_query(user_query: str):
+    user_message = {
+        "role": "user",
+        "content": user_query,
+    }
+    st.session_state.hint_chat_messages.append(user_message)
+    with st.chat_message("user", avatar=chat_utils.get_avatar("user")):
+        st.markdown(user_query)
+
+    with st.chat_message("assistant", avatar=chat_utils.get_avatar("assistant")):
+        message_placeholder = st.empty()
+
+        with st.spinner(""):
+            messages = st.session_state.hint_prompt_manager.build_query(user_query)
+            completion = openai.ChatCompletion.create(
+                model="gpt-3.5-turbo-0613",
+                messages=messages,
+            )
+            assistant_message = completion["choices"][0]["message"]
+            assert "role" in assistant_message and "content" in assistant_message
+        response = assistant_message["content"]
+        for displayed_message in chat_utils.stream_text_response(response):
+            message_placeholder.markdown(displayed_message)
+
+        st.session_state.hint_chat_messages.append(assistant_message)
+        st.session_state.hint_prompt_manager.add_stored_message(assistant_message)
+
+
+def instantiate_session():
+    # settings
+    setting_defaults = {
+        "new_hint_request_messages": None,
+        "hint_chat_input_new_value": None,
+        "show_expert_controls": False,
+    }
+    # initialize all values in the settings dict
+    # (happens only on the first run each session)
+    for key_name, default_value in setting_defaults.items():
+        if key_name not in st.session_state:
+            st.session_state[key_name] = default_value
+
+    if "hint_prompt_manager" not in st.session_state:
+        st.session_state.hint_prompt_manager = prompt_utils.PromptManager()
+        slot_map = data_utils.create_hint_default_retrieval_slot_map()
+        retrieval_strategy = retrieval_strategies.MappedEmbeddingRetrievalStrategy(slot_map)
+        st.session_state.hint_prompt_manager.set_retrieval_strategy(retrieval_strategy)
+
+    query_params = st.experimental_get_query_params()
+    if "show_expert_controls" in query_params:
+        if query_params["show_expert_controls"][0].lower() == "true":
+            st.session_state.show_expert_controls = True
+
+    if "is_openai_key_set" not in st.session_state or not st.session_state.is_openai_key_set:
+        openai.api_key = st.secrets["OPENAI_API_KEY"]
+        st.session_state.is_openai_key_set = True
+
+
+def build_app():
+    st.markdown(
+        """# Hint generation
+
+Generate hints for practice problems given an incorrect answer.
+Choose a practice problem from the bank below or insert your own lesson, worked example, and practice problem in the fields below.""",
+    )
+    question_df = data_utils.load_hint_problem_data()
+    with st.expander("Lesson and worked example"):
+        st.text_area(
+            "Lesson and worked example text:",
+            key="lesson_text_area",
+            label_visibility="collapsed",
+        )
+    st.selectbox(
+        "Choose a practice problem:",
+        [QUESTION_SELECTBOX_DEFAULT_STRING] + question_df.display_name.to_list(),
+        key="question_selectbox",
+        on_change=question_selectbox_changed,
+    )
+    st.text_area(
+        "Practice problem:",
+        key="question_text_area",
+    )
+    c1, c2 = st.columns(2)
+    with c1:
+        st.text_input(
+            "Student's incorrect answer:",
+            key="incorrect_answer_text_input",
+        )
+    with c2:
+        st.text_input(
+            "Correct answer:",
+            key="correct_answer_text_input",
+        )
+    are_buttons_enabled = (
+        st.session_state.correct_answer_text_input.strip() != ""
+        and st.session_state.incorrect_answer_text_input.strip() != ""
+        and st.session_state.question_text_area.strip() != ""
+    )
+    if not are_buttons_enabled:
+        st.warning(
+            f"Select a practice problem above, then choose one of {len(HINT_TYPE_BUTTON_LABELS_MAP)} hint types.",
+        )
+    elif st.session_state.correct_answer_text_input.strip() == st.session_state.incorrect_answer_text_input.strip():
+        st.warning("To generate a hint, the student's answer can't match the correct answer.")
+        are_buttons_enabled = False
+    # add the hint buttons
+    for hint_type, button_label in HINT_TYPE_BUTTON_LABELS_MAP.items():
+        st.button(
+            button_label,
+            key=f"{hint_type}_button",
+            on_click=hint_type_button_clicked,
+            args=(hint_type,),
+            disabled=not are_buttons_enabled,
+        )
+
+    if "hint_chat_messages" not in st.session_state:
+        st.session_state.hint_chat_messages = []
+
+    # replay history, if there is any
+    for message in st.session_state.hint_chat_messages:
+        with st.chat_message(message["role"], avatar=chat_utils.get_avatar(message["role"])):
+            st.markdown(message["content"])
+
+    if st.session_state.new_hint_request_messages is not None:
+        process_hint_query(st.session_state.new_hint_request_messages)
+        st.session_state.new_hint_request_messages = None
+    elif st.session_state.hint_chat_input_new_value is not None:
+        user_query = st.session_state.hint_chat_input_new_value
+        st.session_state.hint_chat_input_new_value = None
+        process_followup_query(user_query)
+
+    if len(st.session_state.hint_chat_messages) > 0:
+        # only display chat input once an initial hint has been generated
+        st.chat_input(
+            "Ask a follow-up question about the problem",
+            key="hint_chat_input",
+            on_submit=hint_chat_input_changed,
+        )
+
+
+st.set_page_config(
+    page_title="Hint generation with ChatGPT - for math educators",
+    page_icon="💡",
+)
+
+if auth_utils.check_is_authorized(allow_openai_key=False):
+    instantiate_session()
+    build_app()
diff --git a/src/streamlit_app/auth_utils.py b/src/streamlit_app/auth_utils.py
index 0584489..c046bab 100644
--- a/src/streamlit_app/auth_utils.py
+++ b/src/streamlit_app/auth_utils.py
@@ -84,7 +84,7 @@ def validate_openai_api_key(openai_api_key: str) -> bool:
     return False
 
 
-def check_is_authorized(allow_openai_key: bool = False) -> bool:
+def check_is_authorized(allow_openai_key: bool = False, markdown_header: str = "") -> bool:
     if "is_authorized" not in st.session_state or not st.session_state.is_authorized:
         st.session_state.is_authorized = False
         if "is_authorized_via_token" not in st.session_state:
@@ -97,6 +97,8 @@ def check_is_authorized(allow_openai_key: bool = False) -> bool:
             if st.session_state.is_authorized_via_token:
                 st.session_state.is_authorized = True
         if not st.session_state.is_authorized:
+            if markdown_header != "":
+                st.markdown(markdown_header)
             st.text_input(
                 "Password:",
                 type="password",