diff --git a/poetry.lock b/poetry.lock
index 24e4faf..dbbcbef 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
 version = "22.1.0"
 description = "File support for asyncio."
-category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -16,7 +15,6 @@ files = [
 name = "aiosqlite"
 version = "0.19.0"
 description = "asyncio bridge to the standard sqlite3 module"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -35,7 +33,6 @@ docs = ["sphinx (==6.1.3)", "sphinx-mdinclude (==0.5.3)"]
 name = "alabaster"
 version = "0.7.13"
 description = "A configurable sidebar-enabled Sphinx theme"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -47,7 +44,6 @@ files = [
 name = "antropy"
 version = "0.1.5"
 description = "AntroPy: entropy and complexity of time-series in Python"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -65,7 +61,6 @@ stochastic = "*"
 name = "antropy"
 version = "0.1.6"
 description = "AntroPy: entropy and complexity of time-series in Python"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -83,7 +78,6 @@ stochastic = "*"
 name = "anyio"
 version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -106,7 +100,6 @@ trio = ["trio (<0.22)"]
 name = "appnope"
 version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -118,7 +111,6 @@ files = [
 name = "argon2-cffi"
 version = "23.1.0"
 description = "Argon2 for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -140,7 +132,6 @@ typing = ["mypy"]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -178,7 +169,6 @@ tests = ["pytest"]
 name = "arrow"
 version = "1.2.3"
 description = "Better dates & times for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -194,7 +184,6 @@ typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 name = "atomicwrites"
 version = "1.4.1"
 description = "Atomic file writes."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -205,7 +194,6 @@ files = [
 name = "attrs"
 version = "23.2.0"
 description = "Classes Without Boilerplate"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -228,7 +216,6 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 name = "babel"
 version = "2.14.0"
 description = "Internationalization utilities"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -246,7 +233,6 @@ dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -258,7 +244,6 @@ files = [
 name = "beautifulsoup4"
 version = "4.12.3"
 description = "Screen-scraping library"
-category = "dev"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -280,7 +265,6 @@ lxml = ["lxml"]
 name = "black"
 version = "22.12.0"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -317,7 +301,6 @@ uvloop = ["uvloop (>=0.15.2)"]
 name = "bleach"
 version = "6.0.0"
 description = "An easy safelist-based HTML-sanitizing tool."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -336,7 +319,6 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 name = "cached-property"
 version = "1.5.2"
 description = "A decorator for caching properties in classes."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -348,7 +330,6 @@ files = [
 name = "cachetools"
 version = "5.3.2"
 description = "Extensible memoizing collections and decorators"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -360,7 +341,6 @@ files = [
 name = "certifi"
 version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -372,7 +352,6 @@ files = [
 name = "cffi"
 version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -449,7 +428,6 @@ pycparser = "*"
 name = "charset-normalizer"
 version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -549,7 +527,6 @@ files = [
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -565,7 +542,6 @@ importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 name = "cloudpickle"
 version = "2.2.1"
 description = "Extended pickling support for Python objects"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -577,7 +553,6 @@ files = [
 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 = [
@@ -589,7 +564,6 @@ files = [
 name = "coverage"
 version = "7.2.7"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -662,7 +636,6 @@ toml = ["tomli"]
 name = "debugpy"
 version = "1.7.0"
 description = "An implementation of the Debug Adapter Protocol for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -694,7 +667,6 @@ files = [
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -706,7 +678,6 @@ files = [
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -718,7 +689,6 @@ files = [
 name = "dill"
 version = "0.3.7"
 description = "serialize all of Python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -733,7 +703,6 @@ graph = ["objgraph (>=1.7.2)"]
 name = "docutils"
 version = "0.16"
 description = "Docutils -- Python Documentation Utilities"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -745,7 +714,6 @@ files = [
 name = "entrypoints"
 version = "0.4"
 description = "Discover and load entry points from installed packages."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -757,7 +725,6 @@ files = [
 name = "exceptiongroup"
 version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -772,7 +739,6 @@ test = ["pytest (>=6)"]
 name = "fastjsonschema"
 version = "2.19.1"
 description = "Fastest Python implementation of JSON schema"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -787,7 +753,6 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 name = "filelock"
 version = "3.12.2"
 description = "A platform independent file lock."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -803,7 +768,6 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "p
 name = "fqdn"
 version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
 files = [
@@ -818,7 +782,6 @@ cached-property = {version = ">=1.3.0", markers = "python_version < \"3.8\""}
 name = "future"
 version = "0.18.3"
 description = "Clean single-source support for Python 3 and 2"
-category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -829,7 +792,6 @@ files = [
 name = "google-auth"
 version = "2.27.0"
 description = "Google Authentication Library"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -853,7 +815,6 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 name = "google-auth-oauthlib"
 version = "1.2.0"
 description = "Google Authentication Library"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -872,7 +833,6 @@ tool = ["click (>=6.0.0)"]
 name = "gspread"
 version = "5.12.4"
 description = "Google Spreadsheets Python API"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -888,7 +848,6 @@ google-auth-oauthlib = ">=0.4.1"
 name = "gspread"
 version = "6.0.1"
 description = "Google Spreadsheets Python API"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -905,7 +864,6 @@ StrEnum = "0.4.15"
 name = "httplib2"
 version = "0.22.0"
 description = "A comprehensive HTTP client library."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -920,7 +878,6 @@ pyparsing = {version = ">=2.4.2,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.0.2 || >3.0
 name = "idna"
 version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -932,7 +889,6 @@ files = [
 name = "imagesize"
 version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -944,7 +900,6 @@ files = [
 name = "importlib-metadata"
 version = "6.7.0"
 description = "Read metadata from Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -965,7 +920,6 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "importlib-resources"
 version = "5.12.0"
 description = "Read resources from Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -984,7 +938,6 @@ testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-chec
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -996,7 +949,6 @@ files = [
 name = "ipykernel"
 version = "6.16.2"
 description = "IPython Kernel for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1025,7 +977,6 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-cov", "p
 name = "ipython"
 version = "7.34.0"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1062,7 +1013,6 @@ test = ["ipykernel", "nbformat", "nose (>=0.10.1)", "numpy (>=1.17)", "pygments"
 name = "ipython-genutils"
 version = "0.2.0"
 description = "Vestigial utilities from IPython"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1074,7 +1024,6 @@ files = [
 name = "isoduration"
 version = "20.11.0"
 description = "Operations with ISO 8601 durations"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1089,7 +1038,6 @@ arrow = ">=0.15.0"
 name = "jedi"
 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 = [
@@ -1109,7 +1057,6 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jinja2"
 version = "3.1.3"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1127,7 +1074,6 @@ 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 = [
@@ -1139,7 +1085,6 @@ files = [
 name = "json5"
 version = "0.9.14"
 description = "A Python implementation of the JSON5 data format."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1154,7 +1099,6 @@ 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 = [
@@ -1166,7 +1110,6 @@ files = [
 name = "jsonschema"
 version = "4.17.3"
 description = "An implementation of JSON Schema validation for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1198,7 +1141,6 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 name = "jupyter-client"
 version = "7.4.9"
 description = "Jupyter protocol implementation and client libraries"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1223,7 +1165,6 @@ test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-com
 name = "jupyter-core"
 version = "4.12.0"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1242,7 +1183,6 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 name = "jupyter-events"
 version = "0.6.3"
 description = "Jupyter Event System library"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1267,7 +1207,6 @@ test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=
 name = "jupyter-server"
 version = "1.24.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1280,7 +1219,7 @@ anyio = ">=3.1.0,<4"
 argon2-cffi = "*"
 jinja2 = "*"
 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"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.2.0"
 packaging = "*"
@@ -1300,7 +1239,6 @@ test = ["coverage", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console
 name = "jupyter-server-fileid"
 version = "0.9.1"
 description = "Jupyter Server extension providing an implementation of the File ID service."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1320,7 +1258,6 @@ test = ["jupyter-server[test] (>=1.15,<3)", "pytest", "pytest-cov", "pytest-jupy
 name = "jupyter-server-ydoc"
 version = "0.8.0"
 description = "A Jupyter Server Extension Providing Y Documents."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1340,7 +1277,6 @@ test = ["coverage", "jupyter-server[test] (>=2.0.0a0)", "pytest (>=7.0)", "pytes
 name = "jupyter-ydoc"
 version = "0.2.5"
 description = "Document structures for collaborative editing using Ypy"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1360,7 +1296,6 @@ test = ["pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)", "ypy-we
 name = "jupyterlab"
 version = "3.6.7"
 description = "JupyterLab computational environment"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1390,7 +1325,6 @@ test = ["check-manifest", "coverage", "jupyterlab-server[test]", "pre-commit", "
 name = "jupyterlab-pygments"
 version = "0.2.2"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1402,7 +1336,6 @@ files = [
 name = "jupyterlab-server"
 version = "2.24.0"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1429,7 +1362,6 @@ test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-valida
 name = "llvmlite"
 version = "0.39.1"
 description = "lightweight wrapper around basic LLVM functionality"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1467,7 +1399,6 @@ files = [
 name = "llvmlite"
 version = "0.41.1"
 description = "lightweight wrapper around basic LLVM functionality"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1501,7 +1432,6 @@ files = [
 name = "llvmlite"
 version = "0.42.0"
 description = "lightweight wrapper around basic LLVM functionality"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1532,7 +1462,6 @@ files = [
 name = "mako"
 version = "1.2.4"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1553,7 +1482,6 @@ testing = ["pytest"]
 name = "markdown"
 version = "3.4.4"
 description = "Python implementation of John Gruber's Markdown."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1572,7 +1500,6 @@ testing = ["coverage", "pyyaml"]
 name = "markupsafe"
 version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1642,7 +1569,6 @@ files = [
 name = "matplotlib-inline"
 version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1657,7 +1583,6 @@ traitlets = "*"
 name = "memory-profiler"
 version = "0.58.0"
 description = "A module for monitoring memory usage of a python program"
-category = "dev"
 optional = false
 python-versions = ">=3.4"
 files = [
@@ -1671,7 +1596,6 @@ psutil = "*"
 name = "mistune"
 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 = [
@@ -1683,7 +1607,6 @@ files = [
 name = "multiprocess"
 version = "0.70.15"
 description = "better multiprocessing and multithreading in Python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1712,7 +1635,6 @@ dill = ">=0.3.7"
 name = "mypy"
 version = "1.4.1"
 description = "Optional static typing for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1760,7 +1682,6 @@ reports = ["lxml"]
 name = "mypy"
 version = "1.9.0"
 description = "Optional static typing for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1808,7 +1729,6 @@ reports = ["lxml"]
 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 = [
@@ -1820,7 +1740,6 @@ files = [
 name = "nbclassic"
 version = "1.0.0"
 description = "Jupyter Notebook as a Jupyter Server extension."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1856,7 +1775,6 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-p
 name = "nbclient"
 version = "0.7.4"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -1866,7 +1784,7 @@ files = [
 
 [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 = ">=5.3"
 
@@ -1879,7 +1797,6 @@ test = ["flaky", "ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "p
 name = "nbconvert"
 version = "7.6.0"
 description = "Converting Jupyter Notebooks"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1918,7 +1835,6 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 name = "nbformat"
 version = "5.8.0"
 description = "The Jupyter Notebook format"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1941,7 +1857,6 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 name = "nest-asyncio"
 version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1953,7 +1868,6 @@ files = [
 name = "nolds"
 version = "0.5.2"
 description = "Nonlinear measures for dynamical systems (based on one-dimensional time series)"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1973,7 +1887,6 @@ ransac = ["sklearn (>=0.19)"]
 name = "notebook"
 version = "6.5.4"
 description = "A web-based notebook environment for interactive computing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2008,7 +1921,6 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixs
 name = "notebook-shim"
 version = "0.2.3"
 description = "A shim layer for notebook traits and config"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2026,7 +1938,6 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 name = "numba"
 version = "0.56.4"
 description = "compiling Python code using LLVM"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2062,7 +1973,7 @@ files = [
 
 [package.dependencies]
 importlib-metadata = {version = "*", markers = "python_version < \"3.9\""}
-llvmlite = ">=0.39.0dev0,<0.40"
+llvmlite = "==0.39.*"
 numpy = ">=1.18,<1.24"
 setuptools = "*"
 
@@ -2070,7 +1981,6 @@ setuptools = "*"
 name = "numba"
 version = "0.58.1"
 description = "compiling Python code using LLVM"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2099,14 +2009,13 @@ files = [
 
 [package.dependencies]
 importlib-metadata = {version = "*", markers = "python_version < \"3.9\""}
-llvmlite = ">=0.41.0dev0,<0.42"
+llvmlite = "==0.41.*"
 numpy = ">=1.22,<1.27"
 
 [[package]]
 name = "numba"
 version = "0.59.0"
 description = "compiling Python code using LLVM"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2134,14 +2043,13 @@ files = [
 ]
 
 [package.dependencies]
-llvmlite = ">=0.42.0dev0,<0.43"
+llvmlite = "==0.42.*"
 numpy = ">=1.22,<1.27"
 
 [[package]]
 name = "numpy"
 version = "1.21.6"
 description = "NumPy is the fundamental package for array computing with Python."
-category = "main"
 optional = false
 python-versions = ">=3.7,<3.11"
 files = [
@@ -2182,7 +2090,6 @@ files = [
 name = "numpy"
 version = "1.22.4"
 description = "NumPy is the fundamental package for array computing with Python."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2214,7 +2121,6 @@ files = [
 name = "numpy"
 version = "1.26.4"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2260,7 +2166,6 @@ files = [
 name = "oauth2client"
 version = "4.1.3"
 description = "OAuth 2.0 client library"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2279,7 +2184,6 @@ six = ">=1.6.1"
 name = "oauthlib"
 version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2296,7 +2200,6 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 name = "packaging"
 version = "23.2"
 description = "Core utilities for Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2308,7 +2211,6 @@ files = [
 name = "pandas"
 version = "1.3.5"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "main"
 optional = false
 python-versions = ">=3.7.1"
 files = [
@@ -2341,7 +2243,7 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.17.3", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.17.3", markers = "(platform_machine != \"aarch64\" and platform_machine != \"arm64\") and python_version < \"3.10\""},
     {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
     {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
     {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
@@ -2356,7 +2258,6 @@ test = ["hypothesis (>=3.58)", "pytest (>=6.0)", "pytest-xdist"]
 name = "pandas"
 version = "2.2.0"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2425,7 +2326,6 @@ xml = ["lxml (>=4.9.2)"]
 name = "pandocfilters"
 version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2437,7 +2337,6 @@ files = [
 name = "parso"
 version = "0.8.3"
 description = "A Python Parser"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2453,7 +2352,6 @@ testing = ["docopt", "pytest (<6.0.0)"]
 name = "pathspec"
 version = "0.11.2"
 description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2465,7 +2363,6 @@ files = [
 name = "patsy"
 version = "0.5.6"
 description = "A Python package for describing statistical models and for building design matrices."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2484,7 +2381,6 @@ test = ["pytest", "pytest-cov", "scipy"]
 name = "pdoc3"
 version = "0.9.2"
 description = "Auto-generate API documentation for Python projects."
-category = "dev"
 optional = false
 python-versions = ">= 3.5"
 files = [
@@ -2499,7 +2395,6 @@ markdown = ">=3.0"
 name = "pexpect"
 version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2514,7 +2409,6 @@ ptyprocess = ">=0.5"
 name = "pickleshare"
 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2526,7 +2420,6 @@ files = [
 name = "pkgutil-resolve-name"
 version = "1.3.10"
 description = "Resolve a name to an object."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2538,7 +2431,6 @@ files = [
 name = "platformdirs"
 version = "4.0.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2557,7 +2449,6 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co
 name = "pluggy"
 version = "1.2.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2576,7 +2467,6 @@ testing = ["pytest", "pytest-benchmark"]
 name = "prometheus-client"
 version = "0.17.1"
 description = "Python client for the Prometheus monitoring system."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2591,7 +2481,6 @@ twisted = ["twisted"]
 name = "prompt-toolkit"
 version = "3.0.43"
 description = "Library for building powerful interactive command lines in Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2606,7 +2495,6 @@ wcwidth = "*"
 name = "psutil"
 version = "5.9.8"
 description = "Cross-platform lib for process and system monitoring in Python."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -2635,7 +2523,6 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2647,7 +2534,6 @@ files = [
 name = "py"
 version = "1.11.0"
 description = "library with cross-python path, ini-parsing, io, code, log facilities"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -2659,7 +2545,6 @@ files = [
 name = "py-cpuinfo"
 version = "9.0.0"
 description = "Get CPU info with pure Python"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2671,7 +2556,6 @@ files = [
 name = "pyarrow"
 version = "12.0.1"
 description = "Python library for Apache Arrow"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2709,7 +2593,6 @@ numpy = ">=1.16.6"
 name = "pyarrow"
 version = "15.0.0"
 description = "Python library for Apache Arrow"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2758,7 +2641,6 @@ numpy = ">=1.16.6,<2"
 name = "pyasn1"
 version = "0.5.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -2770,7 +2652,6 @@ files = [
 name = "pyasn1-modules"
 version = "0.3.0"
 description = "A collection of ASN.1-based protocols modules"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -2783,21 +2664,19 @@ pyasn1 = ">=0.4.6,<0.6.0"
 
 [[package]]
 name = "pycatch22"
-version = "0.4.2"
+version = "0.4.4"
 description = "22 CAnonical Time-series Features"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pycatch22-0.4.2-cp39-cp39-macosx_12_0_x86_64.whl", hash = "sha256:8086ed7c223c08ea408f8bc9dd70d16691e6c5da0368d49f85a148557ad5a9c1"},
-    {file = "pycatch22-0.4.2.tar.gz", hash = "sha256:162bd9774a326993c564120221e779fb6e578139e9fb73ed6066a3137e61c3ad"},
+    {file = "pycatch22-0.4.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c359acc021960c5b1015367b5ecc5ae54d721f36bb4a53209060bde69f9ce99a"},
+    {file = "pycatch22-0.4.4.tar.gz", hash = "sha256:17ab01ab48f3b65c9d82373c05667d39d5c20da6ebc591252af80696a65462b2"},
 ]
 
 [[package]]
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2809,7 +2688,6 @@ files = [
 name = "pydocstyle"
 version = "5.1.1"
 description = "Python docstring style checker"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2824,7 +2702,6 @@ snowballstemmer = "*"
 name = "pyentrp"
 version = "0.7.1"
 description = "Functions on top of NumPy for computing different types of entropy"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2838,7 +2715,6 @@ numpy = ">=1.7.0"
 name = "pyentrp"
 version = "0.8.5"
 description = "A Python library for computing entropy measures for time series analysis."
-category = "dev"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -2853,7 +2729,6 @@ numpy = ">=1.22,<2.0"
 name = "pygments"
 version = "2.17.2"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2869,7 +2744,6 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pyparsing"
 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 = [
@@ -2884,7 +2758,6 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "pyrsistent"
 version = "0.19.3"
 description = "Persistent/Functional/Immutable data structures"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2921,7 +2794,6 @@ files = [
 name = "pytest"
 version = "6.2.5"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2947,7 +2819,6 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm
 name = "pytest-benchmark"
 version = "4.0.0"
 description = "A ``pytest`` fixture for benchmarking code. It will group the tests into rounds that are calibrated to the chosen timer."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2968,7 +2839,6 @@ histogram = ["pygal", "pygaljs"]
 name = "pytest-codspeed"
 version = "2.2.0"
 description = "Pytest plugin to create CodSpeed benchmarks"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2991,7 +2861,6 @@ test = ["pytest (>=7.0,<8.0)", "pytest-cov (>=4.0.0,<4.1.0)"]
 name = "pytest-cov"
 version = "2.12.1"
 description = "Pytest plugin for measuring coverage."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3011,7 +2880,6 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 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 = [
@@ -3026,7 +2894,6 @@ six = ">=1.5"
 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 = [
@@ -3038,7 +2905,6 @@ files = [
 name = "pytz"
 version = "2024.1"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3050,7 +2916,6 @@ files = [
 name = "pywin32"
 version = "306"
 description = "Python for Window Extensions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3074,7 +2939,6 @@ files = [
 name = "pywinpty"
 version = "2.0.10"
 description = "Pseudo terminal support for Windows from Python."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3090,7 +2954,6 @@ files = [
 name = "pyyaml"
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3140,7 +3003,6 @@ files = [
 name = "pyzmq"
 version = "25.1.2"
 description = "Python bindings for 0MQ"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3246,7 +3108,6 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3268,7 +3129,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "requests-oauthlib"
 version = "1.3.1"
 description = "OAuthlib authentication support for Requests."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3287,7 +3147,6 @@ rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 name = "rfc3339-validator"
 version = "0.1.4"
 description = "A pure python RFC3339 validator"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3302,7 +3161,6 @@ six = "*"
 name = "rfc3986-validator"
 version = "0.1.1"
 description = "Pure python rfc3986 validator"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3314,7 +3172,6 @@ files = [
 name = "rsa"
 version = "4.9"
 description = "Pure-Python RSA implementation"
-category = "dev"
 optional = false
 python-versions = ">=3.6,<4"
 files = [
@@ -3329,7 +3186,6 @@ pyasn1 = ">=0.1.3"
 name = "ruff"
 version = "0.0.264"
 description = "An extremely fast Python linter, written in Rust."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3356,7 +3212,6 @@ files = [
 name = "scikit-learn"
 version = "1.0.2"
 description = "A set of python modules for machine learning and data mining"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3410,7 +3265,6 @@ tests = ["black (>=21.6b0)", "flake8 (>=3.8.2)", "matplotlib (>=2.2.3)", "mypy (
 name = "scikit-learn"
 version = "1.4.0"
 description = "A set of python modules for machine learning and data mining"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3473,7 +3327,6 @@ tests = ["black (>=23.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.3)", "numpydoc (
 name = "scipy"
 version = "1.7.3"
 description = "SciPy: Scientific Library for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7,<3.11"
 files = [
@@ -3515,7 +3368,6 @@ numpy = ">=1.16.5,<1.23.0"
 name = "scipy"
 version = "1.12.0"
 description = "Fundamental algorithms for scientific computing in Python"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3558,7 +3410,6 @@ test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov",
 name = "seglearn"
 version = "1.2.5"
 description = "A template for scikit-learn compatible packages."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3579,7 +3430,6 @@ tests = ["pytest", "pytest-cov"]
 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 = [
@@ -3596,7 +3446,6 @@ win32 = ["pywin32"]
 name = "setuptools"
 version = "67.8.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3613,7 +3462,6 @@ testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (
 name = "six"
 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 = [
@@ -3625,7 +3473,6 @@ files = [
 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 = [
@@ -3637,7 +3484,6 @@ files = [
 name = "snowballstemmer"
 version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3649,7 +3495,6 @@ files = [
 name = "soupsieve"
 version = "2.4.1"
 description = "A modern CSS selector implementation for Beautiful Soup."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3661,7 +3506,6 @@ files = [
 name = "sphinx"
 version = "3.5.4"
 description = "Python documentation generator"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3697,7 +3541,6 @@ test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 name = "sphinxcontrib-applehelp"
 version = "1.0.2"
 description = "sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3713,7 +3556,6 @@ test = ["pytest"]
 name = "sphinxcontrib-devhelp"
 version = "1.0.2"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3729,7 +3571,6 @@ test = ["pytest"]
 name = "sphinxcontrib-htmlhelp"
 version = "2.0.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3745,7 +3586,6 @@ test = ["html5lib", "pytest"]
 name = "sphinxcontrib-jsmath"
 version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3760,7 +3600,6 @@ test = ["flake8", "mypy", "pytest"]
 name = "sphinxcontrib-qthelp"
 version = "1.0.3"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3776,7 +3615,6 @@ test = ["pytest"]
 name = "sphinxcontrib-serializinghtml"
 version = "1.1.5"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3792,7 +3630,6 @@ test = ["pytest"]
 name = "statsmodels"
 version = "0.13.5"
 description = "Statistical computations and models for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3829,8 +3666,8 @@ packaging = ">=21.3"
 pandas = ">=0.25"
 patsy = ">=0.5.2"
 scipy = [
-    {version = ">=1.3", markers = "python_version > \"3.9\" and python_version < \"3.12\" or platform_system != \"Windows\" and python_version < \"3.12\" or platform_machine != \"x86\" and python_version < \"3.12\""},
     {version = ">=1.3,<1.8", markers = "python_version == \"3.7\""},
+    {version = ">=1.3", markers = "python_version > \"3.9\" and python_version < \"3.12\" or platform_system != \"Windows\" and python_version < \"3.12\" and python_version != \"3.7\" or platform_machine != \"x86\" and python_version < \"3.12\" and python_version != \"3.7\""},
 ]
 
 [package.extras]
@@ -3842,7 +3679,6 @@ docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "n
 name = "statsmodels"
 version = "0.14.1"
 description = "Statistical computations and models for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3896,7 +3732,6 @@ docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "n
 name = "stochastic"
 version = "0.6.0"
 description = "Generate realizations of stochastic processes"
-category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 files = [
@@ -3912,7 +3747,6 @@ scipy = ">=1.3,<2.0"
 name = "strenum"
 version = "0.4.15"
 description = "An Enum that inherits from str."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3929,7 +3763,6 @@ test = ["pylint", "pytest", "pytest-black", "pytest-cov", "pytest-pylint"]
 name = "stumpy"
 version = "1.12.0"
 description = "A powerful and scalable library that can be used for a variety of time series data mining tasks"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3949,7 +3782,6 @@ ci = ["black (>=22.1.0)", "coverage (>=4.5.3)", "dask (>=1.2.2)", "distributed (
 name = "terminado"
 version = "0.17.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3970,7 +3802,6 @@ test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 name = "threadpoolctl"
 version = "3.1.0"
 description = "threadpoolctl"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3982,7 +3813,6 @@ files = [
 name = "threadpoolctl"
 version = "3.2.0"
 description = "threadpoolctl"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3994,7 +3824,6 @@ files = [
 name = "tinycss2"
 version = "1.2.1"
 description = "A tiny CSS parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4013,7 +3842,6 @@ test = ["flake8", "isort", "pytest"]
 name = "toml"
 version = "0.10.2"
 description = "Python Library for Tom's Obvious, Minimal Language"
-category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -4025,7 +3853,6 @@ files = [
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4037,7 +3864,6 @@ files = [
 name = "tornado"
 version = "6.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-category = "dev"
 optional = false
 python-versions = ">= 3.7"
 files = [
@@ -4058,7 +3884,6 @@ files = [
 name = "tqdm"
 version = "4.66.1"
 description = "Fast, Extensible Progress Meter"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4079,7 +3904,6 @@ telegram = ["requests"]
 name = "traitlets"
 version = "5.9.0"
 description = "Traitlets Python configuration system"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4095,7 +3919,6 @@ test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 name = "tsfel"
 version = "0.1.4"
 description = "Library for time series feature extraction"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4117,7 +3940,6 @@ Sphinx = ">=1.8.5"
 name = "tsfresh"
 version = "0.20.2"
 description = "tsfresh extracts relevant characteristics from time series"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4147,7 +3969,6 @@ testing = ["dask[dataframe] (>=2.9.0)", "distributed (>=2.11.0)", "ipython (>=5.
 name = "typed-ast"
 version = "1.5.5"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4198,7 +4019,6 @@ files = [
 name = "typing-extensions"
 version = "4.7.1"
 description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4210,7 +4030,6 @@ files = [
 name = "tzdata"
 version = "2024.1"
 description = "Provider of IANA time zone data"
-category = "main"
 optional = false
 python-versions = ">=2"
 files = [
@@ -4222,7 +4041,6 @@ files = [
 name = "uri-template"
 version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4237,7 +4055,6 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 name = "urllib3"
 version = "2.0.7"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4255,7 +4072,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "wcwidth"
 version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4267,7 +4083,6 @@ files = [
 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 = [
@@ -4283,7 +4098,6 @@ tests = ["pytest", "pytest-cov"]
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4295,7 +4109,6 @@ files = [
 name = "websocket-client"
 version = "1.6.1"
 description = "WebSocket client for Python with low level API options"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4312,7 +4125,6 @@ test = ["websockets"]
 name = "y-py"
 version = "0.6.2"
 description = "Python bindings for the Y-CRDT built from yrs (Rust)"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4396,7 +4208,6 @@ files = [
 name = "ypy-websocket"
 version = "0.8.4"
 description = "WebSocket connector for Ypy"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4416,7 +4227,6 @@ test = ["mypy", "pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)"]
 name = "zipp"
 version = "3.15.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4430,5 +4240,5 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.7.1,<3.13"  # When deploying set this to 3.7
-content-hash = "ea7148676257b811496bc3c06f72871a4d08acc72b486ed544ad0fae7252c38b"
+python-versions = ">=3.7.1,<3.13"
+content-hash = "2044ecb17338a42991bff2e0612fed4812780f4ba619c82e3e7d88bd4ad74131"
diff --git a/pyproject.toml b/pyproject.toml
index c43a1d0..4d9d3eb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,8 @@ pyarrow = [
     { version = ">=12", python = ">=3.7,<3.8" },
     { version = ">=15", python = ">=3.8"}
 ]
-pycatch22 = "0.4.2"  # Temporarily lock this version to avoid Windows install error
+# Temporarily lock this version to avoid Windows install error
+pycatch22 = { version = ">=0.4", markers = "sys_platform != 'win32'" }
 antropy = [
     { version = "^0.1.5", python = "<3.8" },
     { version = ">=0.1.6", python = ">=3.8" }
diff --git a/tests/test_features_integration.py b/tests/test_features_integration.py
index e45ca63..3b980a4 100644
--- a/tests/test_features_integration.py
+++ b/tests/test_features_integration.py
@@ -319,6 +319,10 @@ def test_tsfel_feature_dict_wrapper(dummy_data):
 ## CATCH22
 
 
+@pytest.mark.skipif(
+    sys.platform == "win32",
+    reason="latest version of pycatch22 (0.4.4) fails to install on Windows",
+)
 def test_catch22_all_features(dummy_data):
     # Tests if we integrate with the catch22 features
     from pycatch22 import catch22_all
@@ -332,7 +336,18 @@ def test_catch22_all_features(dummy_data):
     feature_collection = FeatureCollection(catch22_feats)
 
     res_df = feature_collection.calculate(dummy_data.first("15min"), return_df=True)
-    assert (res_df.shape[0] > 0) and (res_df.shape[1]) > 0
+    assert (res_df.shape[0] > 0) and (res_df.shape[1] == 22 * 2)
+
+    catch24_feats = MultipleFeatureDescriptors(
+        functions=catch22_wrapper(catch22_all, catch24=True),
+        series_names=["EDA", "TMP"],
+        windows="2.5min",
+        strides="10min",
+    )
+    feature_collection = FeatureCollection(catch24_feats)
+
+    res_df = feature_collection.calculate(dummy_data.first("15min"), return_df=True)
+    assert (res_df.shape[0] > 0) and (res_df.shape[1] == 24 * 2)
 
 
 ## ANTROPY
diff --git a/tsflex/features/integrations.py b/tsflex/features/integrations.py
index 00da35f..405e50d 100644
--- a/tsflex/features/integrations.py
+++ b/tsflex/features/integrations.py
@@ -282,8 +282,8 @@ def tsfresh_settings_wrapper(settings: Dict) -> List[Union[Callable, FuncWrapper
     return functions
 
 
-# ----------------------------------- --CATCH22 -------------------------------------
-def catch22_wrapper(catch22_all: Callable) -> FuncWrapper:
+# -------------------------------------CATCH22 -------------------------------------
+def catch22_wrapper(catch22_all: Callable, **kwargs) -> FuncWrapper:  # type: ignore[no-untyped-def]
     """Wrapper enabling compatibility with catch22.
 
     [catch22](https://github.com/chlubba/catch22) is a collection of 22 time series
@@ -320,6 +320,10 @@ def catch22_wrapper(catch22_all: Callable) -> FuncWrapper:
     ----------
     catch22_all: Callable
         The `catch22_all` function from the `pycatch22` package.
+    **kwargs:
+        Additional keyword arguments that will be passed to the `catch22_all` function.
+        Passing the `catch24=True` argument will return the 24 catch24 features instead
+        of the default 22 catch22 features.
 
     Returns
     -------
@@ -328,10 +332,10 @@ def catch22_wrapper(catch22_all: Callable) -> FuncWrapper:
         This FuncWrapper will output the 22 catch22 features.
 
     """
-    catch22_names = catch22_all([0])["names"]
+    catch22_names = catch22_all([0], **kwargs)["names"]
 
     def wrap_catch22_all(x: np.ndarray) -> List[float]:
-        return catch22_all(x)["values"]
+        return catch22_all(x, **kwargs)["values"]
 
     wrap_catch22_all.__name__ = "[wrapped]__" + _get_name(catch22_all)
     return FuncWrapper(wrap_catch22_all, output_names=catch22_names)