diff --git a/poetry.lock b/poetry.lock
index d98a495..837aeb4 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 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "accept-types"
 version = "0.4.1"
 description = "Determine the best content to send in an HTTP response"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -12,32 +11,45 @@ files = [
     {file = "accept_types-0.4.1-py3-none-any.whl", hash = "sha256:c87feccdffb66b02f9343ff387d7fd5c451ccb2e1221fbd37ea0cedef5cf290f"},
 ]
 
+[[package]]
+name = "annotated-types"
+version = "0.5.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.7"
+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"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
+
 [[package]]
 name = "anyio"
-version = "3.6.2"
+version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7"
 files = [
-    {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
-    {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
+    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
+    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
 ]
 
 [package.dependencies]
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
-trio = ["trio (>=0.16,<0.22)"]
+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)"]
 
 [[package]]
 name = "appnope"
 version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -47,29 +59,28 @@ files = [
 
 [[package]]
 name = "argon2-cffi"
-version = "21.3.0"
-description = "The secure Argon2 password hashing algorithm."
-category = "dev"
+version = "23.1.0"
+description = "Argon2 for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "argon2-cffi-21.3.0.tar.gz", hash = "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"},
-    {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
+    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
+    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
 ]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
-docs = ["furo", "sphinx", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
+tests = ["hypothesis", "pytest"]
+typing = ["mypy"]
 
 [[package]]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -107,7 +118,6 @@ tests = ["pytest"]
 name = "arrow"
 version = "1.2.3"
 description = "Better dates & times for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -120,44 +130,58 @@ python-dateutil = ">=2.7.0"
 
 [[package]]
 name = "astroid"
-version = "2.15.4"
+version = "2.15.6"
 description = "An abstract syntax tree for Python with inference support."
-category = "dev"
 optional = false
 python-versions = ">=3.7.2"
 files = [
-    {file = "astroid-2.15.4-py3-none-any.whl", hash = "sha256:a1b8543ef9d36ea777194bc9b17f5f8678d2c56ee6a45b2c2f17eec96f242347"},
-    {file = "astroid-2.15.4.tar.gz", hash = "sha256:c81e1c7fbac615037744d067a9bb5f9aeb655edf59b63ee8b59585475d6f80d8"},
+    {file = "astroid-2.15.6-py3-none-any.whl", hash = "sha256:389656ca57b6108f939cf5d2f9a2a825a3be50ba9d589670f393236e0a03b91c"},
+    {file = "astroid-2.15.6.tar.gz", hash = "sha256:903f024859b7c7687d7a7f3a3f73b17301f8e42dfd9cc9df9d4418172d3e2dbd"},
 ]
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-wrapt = {version = ">=1.11,<2", markers = "python_version < \"3.11\""}
+wrapt = [
+    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
+    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
+]
 
 [[package]]
 name = "asttokens"
-version = "2.2.1"
+version = "2.4.0"
 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-2.4.0-py2.py3-none-any.whl", hash = "sha256:cf8fc9e61a86461aa9fb161a14a0841a03c405fa829ac6b202670b3495d2ce69"},
+    {file = "asttokens-2.4.0.tar.gz", hash = "sha256:2e0171b991b2c959acc6c49318049236844a5da1d65ba2672c4880c1c894834e"},
 ]
 
 [package.dependencies]
-six = "*"
+six = ">=1.12.0"
 
 [package.extras]
 test = ["astroid", "pytest"]
 
+[[package]]
+name = "async-lru"
+version = "2.0.4"
+description = "Simple LRU cache for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
+    {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+
 [[package]]
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -172,11 +196,24 @@ docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-
 tests = ["attrs[tests-no-zope]", "zope-interface"]
 tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 
+[[package]]
+name = "babel"
+version = "2.12.1"
+description = "Internationalization utilities"
+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"},
+]
+
+[package.dependencies]
+pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
+
 [[package]]
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -188,7 +225,6 @@ files = [
 name = "beautifulsoup4"
 version = "4.12.2"
 description = "Screen-scraping library"
-category = "main"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -207,7 +243,6 @@ lxml = ["lxml"]
 name = "black"
 version = "22.12.0"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -243,7 +278,6 @@ 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 = [
@@ -260,21 +294,19 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 
 [[package]]
 name = "certifi"
-version = "2022.12.7"
+version = "2023.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
-    {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
+    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
+    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
 ]
 
 [[package]]
 name = "cffi"
 version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -349,13 +381,13 @@ pycparser = "*"
 
 [[package]]
 name = "cfgrib"
-version = "0.9.10.3"
+version = "0.9.10.4"
 description = "Python interface to map GRIB files to the NetCDF Common Data Model following the CF Convention using ecCodes."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "cfgrib-0.9.10.3.tar.gz", hash = "sha256:c10806058c80c48610c201bf05eb292401807806ab9423ab4965ae23dbb6b521"},
+    {file = "cfgrib-0.9.10.4-py3-none-any.whl", hash = "sha256:563416811cd53a861acf47998ef21769accba641b1715d2af4d7e165c4868beb"},
+    {file = "cfgrib-0.9.10.4.tar.gz", hash = "sha256:b490078192aa13ec89c77296110355521442325866b16a996f4b3cf421542909"},
 ]
 
 [package.dependencies]
@@ -372,7 +404,6 @@ xarray = ["xarray (>=0.15)"]
 name = "cftime"
 version = "1.6.2"
 description = "Time-handling functionality from netcdf4-python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -404,99 +435,97 @@ numpy = ">1.13.3"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.1.0"
+version = "3.2.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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-    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e0ac8959c929593fee38da1c2b64ee9778733cdf03c482c9ff1d508b6b593b2b"},
-    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d7fc3fca01da18fbabe4625d64bb612b533533ed10045a2ac3dd194bfa656b60"},
-    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:04eefcee095f58eaabe6dc3cc2262f3bcd776d2c67005880894f447b3f2cb9c1"},
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 ]
 
 [[package]]
 name = "click"
-version = "8.1.3"
+version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
-    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
 ]
 
 [package.dependencies]
@@ -506,7 +535,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 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 = [
@@ -516,18 +544,17 @@ files = [
 
 [[package]]
 name = "comm"
-version = "0.1.3"
+version = "0.1.4"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
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-    {file = "comm-0.1.3.tar.gz", hash = "sha256:a61efa9daffcfbe66fd643ba966f846a624e4e6d6767eda9cf6e993aadaab93e"},
+    {file = "comm-0.1.4-py3-none-any.whl", hash = "sha256:6d52794cba11b36ed9860999cd10fd02d6b2eac177068fdd585e1e2f8a96e67a"},
+    {file = "comm-0.1.4.tar.gz", hash = "sha256:354e40a59c9dd6db50c5cc6b4acc887d82e9603787f83b68c01a80a923984d15"},
 ]
 
 [package.dependencies]
-traitlets = ">=5.3"
+traitlets = ">=4"
 
 [package.extras]
 lint = ["black (>=22.6.0)", "mdformat (>0.7)", "mdformat-gfm (>=0.3.5)", "ruff (>=0.0.156)"]
@@ -538,7 +565,6 @@ typing = ["mypy (>=0.990)"]
 name = "coverage"
 version = "6.5.0"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -602,37 +628,35 @@ toml = ["tomli"]
 
 [[package]]
 name = "debugpy"
-version = "1.6.7"
+version = "1.8.0"
 description = "An implementation of the Debug Adapter Protocol for Python"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "debugpy-1.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:e3412f9faa9ade82aa64a50b602544efcba848c91384e9f93497a458767e6926"},
+    {file = "debugpy-1.8.0-py2.py3-none-any.whl", hash = "sha256:9c9b0ac1ce2a42888199df1a1906e45e6f3c9555497643a85e0bf2406e3ffbc4"},
+    {file = "debugpy-1.8.0.zip", hash = "sha256:12af2c55b419521e33d5fb21bd022df0b5eb267c3e178f1d374a63a2a6bdccd0"},
 ]
 
 [[package]]
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -644,7 +668,6 @@ 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 = [
@@ -654,32 +677,30 @@ files = [
 
 [[package]]
 name = "deprecated"
-version = "1.2.13"
+version = "1.2.14"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
-    {file = "Deprecated-1.2.13-py2.py3-none-any.whl", hash = "sha256:64756e3e14c8c5eea9795d93c524551432a0be75629f8f29e67ab8caf076c76d"},
-    {file = "Deprecated-1.2.13.tar.gz", hash = "sha256:43ac5335da90c31c24ba028af536a91d41d53f9e6901ddb021bcc572ce44e38d"},
+    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
+    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
 ]
 
 [package.dependencies]
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest (<5)", "PyTest-Cov", "PyTest-Cov (<2.6)", "bump2version (<1)", "configparser (<5)", "importlib-metadata (<3)", "importlib-resources (<4)", "sphinx (<2)", "sphinxcontrib-websupport (<2)", "tox", "zipp (<2)"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 
 [[package]]
 name = "dill"
-version = "0.3.6"
-description = "serialize all of python"
-category = "dev"
+version = "0.3.7"
+description = "serialize all of Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "dill-0.3.6-py3-none-any.whl", hash = "sha256:a07ffd2351b8c678dfc4a856a3005f8067aea51d6ba6c700796a4d9e280f39f0"},
-    {file = "dill-0.3.6.tar.gz", hash = "sha256:e5db55f3687856d8fbdab002ed78544e1c4559a130302693d839dfe8f93f2373"},
+    {file = "dill-0.3.7-py3-none-any.whl", hash = "sha256:76b122c08ef4ce2eedcd4d1abd8e641114bfc6c2867f49f3c41facf65bf19f5e"},
+    {file = "dill-0.3.7.tar.gz", hash = "sha256:cc1c8b182eb3013e24bd475ff2e9295af86c1a38eb1aff128dac8962a9ce3c03"},
 ]
 
 [package.extras]
@@ -687,13 +708,12 @@ graph = ["objgraph (>=1.7.2)"]
 
 [[package]]
 name = "eccodes"
-version = "1.5.2"
+version = "1.6.0"
 description = "Python interface to the ecCodes GRIB and BUFR decoder/encoder"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
-    {file = "eccodes-1.5.2.tar.gz", hash = "sha256:f7cce47fc9b1df3ed9eea21c4060fa572e07a4d0f014f6fd1f74683df9b45801"},
+    {file = "eccodes-1.6.0.tar.gz", hash = "sha256:59393040bcf89d8048127410926582aaffc688e174bebd464719307bbc5d9e15"},
 ]
 
 [package.dependencies]
@@ -706,7 +726,6 @@ numpy = "*"
 name = "ecmwflibs"
 version = "0.5.1"
 description = "Wraps ECMWF tools (experimental)"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -741,14 +760,13 @@ findlibs = "*"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.1"
+version = "1.1.3"
 description = "Backport of PEP 654 (exception groups)"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.1.1-py3-none-any.whl", hash = "sha256:232c37c63e4f682982c8b6459f33a8981039e5fb8756b2074364e5055c498c9e"},
-    {file = "exceptiongroup-1.1.1.tar.gz", hash = "sha256:d484c3090ba2889ae2928419117447a14daf3c1231d5e30d0aae34f354f01785"},
+    {file = "exceptiongroup-1.1.3-py3-none-any.whl", hash = "sha256:343280667a4585d195ca1cf9cef84a4e178c4b6cf2274caef9859782b567d5e3"},
+    {file = "exceptiongroup-1.1.3.tar.gz", hash = "sha256:097acd85d473d75af5bb98e41b61ff7fe35efe6675e4f9370ec6ec5126d160e9"},
 ]
 
 [package.extras]
@@ -758,7 +776,6 @@ test = ["pytest (>=6)"]
 name = "executing"
 version = "1.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -771,36 +788,33 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastapi"
-version = "0.95.1"
+version = "0.103.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "fastapi-0.95.1-py3-none-any.whl", hash = "sha256:a870d443e5405982e1667dfe372663abf10754f246866056336d7f01c21dab07"},
-    {file = "fastapi-0.95.1.tar.gz", hash = "sha256:9569f0a381f8a457ec479d90fa01005cfddaae07546eb1f3fa035bc4797ae7d5"},
+    {file = "fastapi-0.103.1-py3-none-any.whl", hash = "sha256:5e5f17e826dbd9e9b5a5145976c5cd90bcaa61f2bf9a69aca423f2bcebe44d83"},
+    {file = "fastapi-0.103.1.tar.gz", hash = "sha256:345844e6a82062f06a096684196aaf96c1198b25c06b72c1311b882aa2d8a35d"},
 ]
 
 [package.dependencies]
-pydantic = ">=1.6.2,<1.7 || >1.7,<1.7.1 || >1.7.1,<1.7.2 || >1.7.2,<1.7.3 || >1.7.3,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0"
-starlette = ">=0.26.1,<0.27.0"
+anyio = ">=3.7.1,<4.0.0"
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
+starlette = ">=0.27.0,<0.28.0"
+typing-extensions = ">=4.5.0"
 
 [package.extras]
-all = ["email-validator (>=1.1.1)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "python-multipart (>=0.0.5)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-dev = ["pre-commit (>=2.17.0,<3.0.0)", "ruff (==0.0.138)", "uvicorn[standard] (>=0.12.0,<0.21.0)"]
-doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-markdownextradata-plugin (>=0.1.7,<0.3.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pyyaml (>=5.3.1,<7.0.0)", "typer-cli (>=0.0.13,<0.0.14)", "typer[all] (>=0.6.1,<0.8.0)"]
-test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==23.1.0)", "coverage[toml] (>=6.5.0,<8.0)", "databases[sqlite] (>=0.3.2,<0.7.0)", "email-validator (>=1.1.1,<2.0.0)", "flask (>=1.1.2,<3.0.0)", "httpx (>=0.23.0,<0.24.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.982)", "orjson (>=3.2.1,<4.0.0)", "passlib[bcrypt] (>=1.7.2,<2.0.0)", "peewee (>=3.13.3,<4.0.0)", "pytest (>=7.1.3,<8.0.0)", "python-jose[cryptography] (>=3.3.0,<4.0.0)", "python-multipart (>=0.0.5,<0.0.7)", "pyyaml (>=5.3.1,<7.0.0)", "ruff (==0.0.138)", "sqlalchemy (>=1.3.18,<1.4.43)", "types-orjson (==3.6.2)", "types-ujson (==5.7.0.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,<6.0.0)"]
+all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.5)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "fastjsonschema"
-version = "2.16.3"
+version = "2.18.0"
 description = "Fastest Python implementation of JSON schema"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "fastjsonschema-2.16.3-py3-none-any.whl", hash = "sha256:04fbecc94300436f628517b05741b7ea009506ce8f946d40996567c669318490"},
-    {file = "fastjsonschema-2.16.3.tar.gz", hash = "sha256:4a30d6315a68c253cfa8f963b9697246315aa3db89f98b97235e345dedfb0b8e"},
+    {file = "fastjsonschema-2.18.0-py3-none-any.whl", hash = "sha256:128039912a11a807068a7c87d0da36660afbfd7202780db26c4aa7153cfdc799"},
+    {file = "fastjsonschema-2.18.0.tar.gz", hash = "sha256:e820349dd16f806e4bd1467a138dced9def4bc7d6213a34295272a6cac95b5bd"},
 ]
 
 [package.extras]
@@ -810,7 +824,6 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 name = "findlibs"
 version = "0.0.5"
 description = "A packages to search for shared libraries on various platforms"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -821,7 +834,6 @@ files = [
 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 = [
@@ -833,7 +845,6 @@ files = [
 name = "geographiclib"
 version = "2.0"
 description = "The geodesic routines from GeographicLib"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -843,14 +854,13 @@ files = [
 
 [[package]]
 name = "geopy"
-version = "2.3.0"
+version = "2.4.0"
 description = "Python Geocoding Toolbox"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "geopy-2.3.0-py3-none-any.whl", hash = "sha256:4a29a16d41d8e56ba8e07310802a1cbdf098eeb6069cc3d6d3068fc770629ffc"},
-    {file = "geopy-2.3.0.tar.gz", hash = "sha256:228cd53b6eef699b2289d1172e462a90d5057779a10388a7366291812601187f"},
+    {file = "geopy-2.4.0-py3-none-any.whl", hash = "sha256:d2639a46d0ce4c091e9688b750ba94348a14b898a1e55c68f4b4a07e7d1afa20"},
+    {file = "geopy-2.4.0.tar.gz", hash = "sha256:a59392bf17adb486b25dbdd71fbed27733bdf24a2dac588047a619de56695e36"},
 ]
 
 [package.dependencies]
@@ -867,18 +877,17 @@ timezone = ["pytz"]
 
 [[package]]
 name = "gunicorn"
-version = "20.1.0"
+version = "21.2.0"
 description = "WSGI HTTP Server for UNIX"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "gunicorn-20.1.0-py3-none-any.whl", hash = "sha256:9dcc4547dbb1cb284accfb15ab5667a0e5d1881cc443e0677b4882a4067a807e"},
-    {file = "gunicorn-20.1.0.tar.gz", hash = "sha256:e0a968b5ba15f8a328fdfd7ab1fcb5af4470c28aaf7e55df02a99bc13138e6e8"},
+    {file = "gunicorn-21.2.0-py3-none-any.whl", hash = "sha256:3213aa5e8c24949e792bcacfc176fef362e7aac80b76c56f6b5122bf350722f0"},
+    {file = "gunicorn-21.2.0.tar.gz", hash = "sha256:88ec8bff1d634f98e61b9f65bc4bf3cd918a90806c6f5c48bc5603849ec81033"},
 ]
 
 [package.dependencies]
-setuptools = ">=3.0"
+packaging = "*"
 
 [package.extras]
 eventlet = ["eventlet (>=0.24.1)"]
@@ -890,7 +899,6 @@ tornado = ["tornado (>=0.2)"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -902,7 +910,6 @@ files = [
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -912,14 +919,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.6.0"
+version = "6.8.0"
 description = "Read metadata from Python packages"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.6.0-py3-none-any.whl", hash = "sha256:43dd286a2cd8995d5eaef7fee2066340423b818ed3fd70adf0bad5f1fac53fed"},
-    {file = "importlib_metadata-6.6.0.tar.gz", hash = "sha256:92501cdf9cc66ebd3e612f1b4f0c0765dfa42f0fa38ffb319b6bd84dd675d705"},
+    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
+    {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"},
 ]
 
 [package.dependencies]
@@ -928,32 +934,30 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
+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"]
 
 [[package]]
 name = "importlib-resources"
-version = "5.12.0"
+version = "6.0.1"
 description = "Read resources from Python packages"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-5.12.0-py3-none-any.whl", hash = "sha256:7b1deeebbf351c7578e09bf2f63fa2ce8b5ffec296e0d349139d43cca061a81a"},
-    {file = "importlib_resources-5.12.0.tar.gz", hash = "sha256:4be82589bf5c1d7999aedf2a45159d10cb3ca4f19b2271f8792bc8e6da7b22f6"},
+    {file = "importlib_resources-6.0.1-py3-none-any.whl", hash = "sha256:134832a506243891221b88b4ae1213327eea96ceb4e407a00d790bb0626f45cf"},
+    {file = "importlib_resources-6.0.1.tar.gz", hash = "sha256:4359457e42708462b9626a04657c6208ad799ceb41e5c58c57ffa0e6a098a5d4"},
 ]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -963,14 +967,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.22.0"
+version = "6.25.2"
 description = "IPython Kernel for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.22.0-py3-none-any.whl", hash = "sha256:1ae6047c1277508933078163721bbb479c3e7292778a04b4bacf0874550977d6"},
-    {file = "ipykernel-6.22.0.tar.gz", hash = "sha256:302558b81f1bc22dc259fb2a0c5c7cf2f4c0bdb21b50484348f7bafe7fb71421"},
+    {file = "ipykernel-6.25.2-py3-none-any.whl", hash = "sha256:2e2ee359baba19f10251b99415bb39de1e97d04e1fab385646f24f0596510b77"},
+    {file = "ipykernel-6.25.2.tar.gz", hash = "sha256:f468ddd1f17acb48c8ce67fcfa49ba6d46d4f9ac0438c1f441be7c3d1372230b"},
 ]
 
 [package.dependencies]
@@ -979,7 +982,7 @@ 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 = "*"
@@ -997,14 +1000,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 
 [[package]]
 name = "ipython"
-version = "8.12.0"
+version = "8.12.2"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipython-8.12.0-py3-none-any.whl", hash = "sha256:1c183bf61b148b00bcebfa5d9b39312733ae97f6dad90d7e9b4d86c8647f498c"},
-    {file = "ipython-8.12.0.tar.gz", hash = "sha256:a950236df04ad75b5bc7f816f9af3d74dc118fd42f2ff7e80e8e60ca1f182e2d"},
+    {file = "ipython-8.12.2-py3-none-any.whl", hash = "sha256:ea8801f15dfe4ffb76dea1b09b847430ffd70d827b41735c64a0638a04103bfc"},
+    {file = "ipython-8.12.2.tar.gz", hash = "sha256:c7b80eb7f5a855a88efc971fda506ff7a91c280b42cdae26643e0f601ea281ea"},
 ]
 
 [package.dependencies]
@@ -1039,7 +1041,6 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pa
 name = "ipython-genutils"
 version = "0.2.0"
 description = "Vestigial utilities from IPython"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1049,22 +1050,21 @@ files = [
 
 [[package]]
 name = "ipywidgets"
-version = "8.0.6"
+version = "8.1.1"
 description = "Jupyter interactive widgets"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.0.6-py3-none-any.whl", hash = "sha256:a60bf8d2528997e05ac83fd19ea2fbe65f2e79fbe1b2b35779bdfc46c2941dcc"},
-    {file = "ipywidgets-8.0.6.tar.gz", hash = "sha256:de7d779f2045d60de9f6c25f653fdae2dba57898e6a1284494b3ba20b6893bb8"},
+    {file = "ipywidgets-8.1.1-py3-none-any.whl", hash = "sha256:2b88d728656aea3bbfd05d32c747cfd0078f9d7e159cf982433b58ad717eed7f"},
+    {file = "ipywidgets-8.1.1.tar.gz", hash = "sha256:40211efb556adec6fa450ccc2a77d59ca44a060f4f9f136833df59c9f538e6e8"},
 ]
 
 [package.dependencies]
-ipykernel = ">=4.5.1"
+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"]
@@ -1073,7 +1073,6 @@ 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 = [
@@ -1088,7 +1087,6 @@ 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 = [
@@ -1104,29 +1102,27 @@ requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jedi"
-version = "0.18.2"
+version = "0.19.0"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "jedi-0.18.2-py2.py3-none-any.whl", hash = "sha256:203c1fd9d969ab8f2119ec0a3342e0b49910045abe6af0a3ae83a5764d54639e"},
-    {file = "jedi-0.18.2.tar.gz", hash = "sha256:bae794c30d07f6d910d32a7048af09b5a39ed740918da923c6b780790ebac612"},
+    {file = "jedi-0.19.0-py2.py3-none-any.whl", hash = "sha256:cb8ce23fbccff0025e9386b5cf85e892f94c9b822378f8da49970471335ac64e"},
+    {file = "jedi-0.19.0.tar.gz", hash = "sha256:bcf9894f1753969cbac8022a8c2eaee06bfa3724e4192470aaffe7eb6272b0c4"},
 ]
 
 [package.dependencies]
-parso = ">=0.8.0,<0.9.0"
+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 (==3.8.3)", "mypy (==0.782)"]
+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)"]
 
 [[package]]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1140,41 +1136,55 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "json5"
+version = "0.9.14"
+description = "A Python implementation of the JSON5 data format."
+optional = false
+python-versions = "*"
+files = [
+    {file = "json5-0.9.14-py2.py3-none-any.whl", hash = "sha256:740c7f1b9e584a468dbb2939d8d458db3427f2c93ae2139d05f47e453eae964f"},
+    {file = "json5-0.9.14.tar.gz", hash = "sha256:9ed66c3a6ca3510a976a9ef9b8c0787de24802724ab1860bc0153c7fdd589b02"},
+]
+
+[package.extras]
+dev = ["hypothesis"]
+
 [[package]]
 name = "jsonpointer"
-version = "2.3"
+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.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
-    {file = "jsonpointer-2.3-py2.py3-none-any.whl", hash = "sha256:51801e558539b4e9cd268638c078c6c5746c9ac96bc38152d443400e4f3793e9"},
-    {file = "jsonpointer-2.3.tar.gz", hash = "sha256:97cba51526c829282218feb99dab1b1e6bdf8efd1c43dc9d57be093c0d69c99a"},
+    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
+    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
 ]
 
 [[package]]
 name = "jsonschema"
-version = "4.17.3"
+version = "4.19.0"
 description = "An implementation of JSON Schema validation for Python"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
-    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
+    {file = "jsonschema-4.19.0-py3-none-any.whl", hash = "sha256:043dc26a3845ff09d20e4420d6012a9c91c9aa8999fa184e7efcfeccb41e32cb"},
+    {file = "jsonschema-4.19.0.tar.gz", hash = "sha256:6e1e7569ac13be8139b2dd2c21a55d350066ee3f80df06c608b398cdc6f30e8f"},
 ]
 
 [package.dependencies]
-attrs = ">=17.4.0"
+attrs = ">=22.2.0"
 fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
+jsonschema-specifications = ">=2023.03.6"
 pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+referencing = ">=0.28.4"
 rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
 
@@ -1182,11 +1192,25 @@ webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-n
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
+[[package]]
+name = "jsonschema-specifications"
+version = "2023.7.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+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"},
+]
+
+[package.dependencies]
+importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+referencing = ">=0.28.0"
+
 [[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 = [
@@ -1205,19 +1229,18 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "8.2.0"
+version = "8.3.1"
 description = "Jupyter protocol implementation and client libraries"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.2.0-py3-none-any.whl", hash = "sha256:b18219aa695d39e2ad570533e0d71fb7881d35a873051054a84ee2a17c4b7389"},
-    {file = "jupyter_client-8.2.0.tar.gz", hash = "sha256:9fe233834edd0e6c0aa5f05ca2ab4bdea1842bfd2d8a932878212fc5301ddaf0"},
+    {file = "jupyter_client-8.3.1-py3-none-any.whl", hash = "sha256:5eb9f55eb0650e81de6b7e34308d8b92d04fe4ec41cd8193a913979e33d8e1a5"},
+    {file = "jupyter_client-8.3.1.tar.gz", hash = "sha256:60294b2d5b869356c893f57b1a877ea6510d60d45cf4b38057f1672d85699ac9"},
 ]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-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"
@@ -1231,7 +1254,6 @@ 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 = [
@@ -1243,7 +1265,7 @@ 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"
@@ -1254,14 +1276,13 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.3.0"
+version = "5.3.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_core-5.3.0-py3-none-any.whl", hash = "sha256:d4201af84559bc8c70cead287e1ab94aeef3c512848dde077b7684b54d67730d"},
-    {file = "jupyter_core-5.3.0.tar.gz", hash = "sha256:6db75be0c83edbf1b7c9f91ec266a9a24ef945da630f3120e1a0046dc13713fc"},
+    {file = "jupyter_core-5.3.1-py3-none-any.whl", hash = "sha256:ae9036db959a71ec1cac33081eeb040a79e681f08ab68b0883e9a676c7a90dce"},
+    {file = "jupyter_core-5.3.1.tar.gz", hash = "sha256:5ba5c7938a7f97a6b0481463f7ff0dbac7c15ba48cf46fa4035ca6e838aa1aba"},
 ]
 
 [package.dependencies]
@@ -1275,20 +1296,20 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.6.3"
+version = "0.7.0"
 description = "Jupyter Event System library"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_events-0.6.3-py3-none-any.whl", hash = "sha256:57a2749f87ba387cd1bfd9b22a0875b889237dbf2edc2121ebb22bde47036c17"},
-    {file = "jupyter_events-0.6.3.tar.gz", hash = "sha256:9a6e9995f75d1b7146b436ea24d696ce3a35bfa8bfe45e0c33c334c79464d0b3"},
+    {file = "jupyter_events-0.7.0-py3-none-any.whl", hash = "sha256:4753da434c13a37c3f3c89b500afa0c0a6241633441421f6adafe2fb2e2b924e"},
+    {file = "jupyter_events-0.7.0.tar.gz", hash = "sha256:7be27f54b8388c03eefea123a4f79247c5b9381c49fb1cd48615ee191eb12615"},
 ]
 
 [package.dependencies]
-jsonschema = {version = ">=3.2.0", extras = ["format-nongpl"]}
+jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
 python-json-logger = ">=2.0.4"
 pyyaml = ">=5.3"
+referencing = "*"
 rfc3339-validator = "*"
 rfc3986-validator = ">=0.1.1"
 traitlets = ">=5.3"
@@ -1296,18 +1317,32 @@ traitlets = ">=5.3"
 [package.extras]
 cli = ["click", "rich"]
 docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
-test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "rich"]
+test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
+
+[[package]]
+name = "jupyter-lsp"
+version = "2.2.0"
+description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
+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"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.5.0"
+version = "2.7.3"
 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-2.5.0-py3-none-any.whl", hash = "sha256:e6bc1e9e96d7c55b9ce9699ff6cb9a910581fe7349e27c40389acb67632e24c0"},
-    {file = "jupyter_server-2.5.0.tar.gz", hash = "sha256:9fde612791f716fd34d610cd939704a9639643744751ba66e7ee8fdc9cead07e"},
+    {file = "jupyter_server-2.7.3-py3-none-any.whl", hash = "sha256:8e4b90380b59d7a1e31086c4692231f2a2ea4cb269f5516e60aba72ce8317fc9"},
+    {file = "jupyter_server-2.7.3.tar.gz", hash = "sha256:d4916c8581c4ebbc534cebdaa8eca2478d9f3bfdd88eae29fcab0120eac57649"},
 ]
 
 [package.dependencies]
@@ -1315,30 +1350,30 @@ anyio = ">=3.1.0"
 argon2-cffi = "*"
 jinja2 = "*"
 jupyter-client = ">=7.4.4"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
-jupyter-events = ">=0.4.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-events = ">=0.6.0"
 jupyter-server-terminals = "*"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
+overrides = "*"
 packaging = "*"
 prometheus-client = "*"
 pywinpty = {version = "*", markers = "os_name == \"nt\""}
 pyzmq = ">=24"
-send2trash = "*"
+send2trash = ">=1.8.2"
 terminado = ">=0.8.3"
 tornado = ">=6.2.0"
 traitlets = ">=5.6.0"
 websocket-client = "*"
 
 [package.extras]
-docs = ["docutils (<0.20)", "ipykernel", "jinja2", "jupyter-client", "jupyter-server", "mistune (<1.0.0)", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
-test = ["ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
+docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
 
 [[package]]
 name = "jupyter-server-terminals"
 version = "0.4.4"
 description = "A Jupyter Server Extension Providing Terminals."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1354,11 +1389,43 @@ terminado = ">=0.8.3"
 docs = ["jinja2", "jupyter-server", "mistune (<3.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
 test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
 
+[[package]]
+name = "jupyterlab"
+version = "4.0.6"
+description = "JupyterLab computational environment"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyterlab-4.0.6-py3-none-any.whl", hash = "sha256:7d9dacad1e3f30fe4d6d4efc97fda25fbb5012012b8f27cc03a2283abcdee708"},
+    {file = "jupyterlab-4.0.6.tar.gz", hash = "sha256:6c43ae5a6a1fd2fdfafcb3454004958bde6da76331abb44cffc6f9e436b19ba1"},
+]
+
+[package.dependencies]
+async-lru = ">=1.0.0"
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+importlib-resources = {version = ">=1.4", markers = "python_version < \"3.9\""}
+ipykernel = "*"
+jinja2 = ">=3.0.3"
+jupyter-core = "*"
+jupyter-lsp = ">=2.0.0"
+jupyter-server = ">=2.4.0,<3"
+jupyterlab-server = ">=2.19.0,<3"
+notebook-shim = ">=0.2"
+packaging = "*"
+tomli = {version = "*", markers = "python_version < \"3.11\""}
+tornado = ">=6.2.0"
+traitlets = "*"
+
+[package.extras]
+dev = ["black[jupyter] (==23.7.0)", "build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.0.286)"]
+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"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1366,23 +1433,47 @@ files = [
     {file = "jupyterlab_pygments-0.2.2.tar.gz", hash = "sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d"},
 ]
 
+[[package]]
+name = "jupyterlab-server"
+version = "2.25.0"
+description = "A set of server components for JupyterLab and JupyterLab like applications."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyterlab_server-2.25.0-py3-none-any.whl", hash = "sha256:c9f67a98b295c5dee87f41551b0558374e45d449f3edca153dd722140630dcb2"},
+    {file = "jupyterlab_server-2.25.0.tar.gz", hash = "sha256:77c2f1f282d610f95e496e20d5bf1d2a7706826dfb7b18f3378ae2870d272fb7"},
+]
+
+[package.dependencies]
+babel = ">=2.10"
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jinja2 = ">=3.0.3"
+json5 = ">=0.9.0"
+jsonschema = ">=4.18.0"
+jupyter-server = ">=1.21,<3"
+packaging = ">=21.3"
+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 (>=0.18.0,<0.19.0)", "ruamel-yaml"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.7.0)", "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 = "3.0.7"
+version = "3.0.9"
 description = "Jupyter interactive widgets for JupyterLab"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_widgets-3.0.7-py3-none-any.whl", hash = "sha256:c73f8370338ec19f1bec47254752d6505b03601cbd5a67e6a0b184532f73a459"},
-    {file = "jupyterlab_widgets-3.0.7.tar.gz", hash = "sha256:c3a50ed5bf528a0c7a869096503af54702f86dda1db469aee1c92dc0c01b43ca"},
+    {file = "jupyterlab_widgets-3.0.9-py3-none-any.whl", hash = "sha256:3cf5bdf5b897bf3bccf1c11873aa4afd776d7430200f765e0686bd352487b58d"},
+    {file = "jupyterlab_widgets-3.0.9.tar.gz", hash = "sha256:6005a4e974c7beee84060fdfba341a3218495046de8ae3ec64888e5fe19fdb4c"},
 ]
 
 [[package]]
 name = "lazy-object-proxy"
 version = "1.9.0"
 description = "A fast and thorough lazy object proxy."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1426,25 +1517,23 @@ files = [
 
 [[package]]
 name = "limits"
-version = "3.4.0"
+version = "3.6.0"
 description = "Rate limiting utilities"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "limits-3.4.0-py3-none-any.whl", hash = "sha256:919db5cdc00670b7a5bef992f0a00a5bdbe1bf5fc8ea840df8735ffde0e170b0"},
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 optional = false
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 [[package]]
 name = "matplotlib-inline"
 version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1627,7 +1738,6 @@ traitlets = "*"
 name = "mccabe"
 version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1637,21 +1747,19 @@ files = [
 
 [[package]]
 name = "mistune"
-version = "2.0.5"
-description = "A sane Markdown parser with useful plugins and renderers"
-category = "dev"
+version = "3.0.1"
+description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 files = [
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-    {file = "mistune-2.0.5.tar.gz", hash = "sha256:0246113cb2492db875c6be56974a7c893333bf26cd92891c85f63151cee09d34"},
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+    {file = "mistune-3.0.1.tar.gz", hash = "sha256:e912116c13aa0944f9dc530db38eb88f6a77087ab128f49f84a48f4c05ea163c"},
 ]
 
 [[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 = [
@@ -1659,94 +1767,56 @@ files = [
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 ]
 
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-name = "nbclassic"
-version = "0.5.5"
-description = "Jupyter Notebook as a Jupyter Server extension."
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[package.dependencies]
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-ipython-genutils = "*"
-jinja2 = "*"
-jupyter-client = ">=6.1.1"
-jupyter-core = ">=4.6.1"
-jupyter-server = ">=1.8"
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-nbformat = "*"
-nest-asyncio = ">=1.5"
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-prometheus-client = "*"
-pyzmq = ">=17"
-Send2Trash = ">=1.8.0"
-terminado = ">=0.8.3"
-tornado = ">=6.1"
-traitlets = ">=4.2.1"
-
-[package.extras]
-docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-json-logging = ["json-logging"]
-test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"]
-
 [[package]]
 name = "nbclient"
-version = "0.7.3"
+version = "0.8.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "dev"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
 files = [
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 [package.dependencies]
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-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"
+traitlets = ">=5.4"
 
 [package.extras]
 dev = ["pre-commit"]
 docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"]
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 [[package]]
 name = "nbconvert"
-version = "7.3.1"
+version = "7.8.0"
 description = "Converting Jupyter Notebooks"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 beautifulsoup4 = "*"
-bleach = "*"
+bleach = "!=5.0.0"
 defusedxml = "*"
 importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
 markupsafe = ">=2.0"
-mistune = ">=2.0.3,<3"
+mistune = ">=2.0.3,<4"
 nbclient = ">=0.5.0"
-nbformat = ">=5.1"
+nbformat = ">=5.7"
 packaging = "*"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
 tinycss2 = "*"
-traitlets = ">=5.0"
+traitlets = ">=5.1"
 
 [package.extras]
 all = ["nbconvert[docs,qtpdf,serve,test,webpdf]"]
@@ -1754,19 +1824,18 @@ docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sp
 qtpdf = ["nbconvert[qtpng]"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-dependency"]
-webpdf = ["pyppeteer (>=1,<1.1)"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-dependency"]
+webpdf = ["playwright"]
 
 [[package]]
 name = "nbformat"
-version = "5.8.0"
+version = "5.9.2"
 description = "The Jupyter Notebook format"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1781,153 +1850,148 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.6"
+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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 ]
 
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 name = "netcdf4"
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 description = "Provides an object-oriented python interface to the netCDF version 4 library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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-
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 [package.dependencies]
 numpy = [
     {version = ">=1.20.3", markers = "python_version < \"3.10\""},
     {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
 ]
-python-dateutil = ">=2.8.1"
+python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
-
-[package.extras]
-test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+tzdata = ">=2022.1"
+
+[package.extras]
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+plot = ["matplotlib (>=3.6.1)"]
+postgresql = ["SQLAlchemy (>=1.4.16)", "psycopg2 (>=2.8.6)"]
+spss = ["pyreadstat (>=1.1.2)"]
+sql-other = ["SQLAlchemy (>=1.4.16)"]
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 [[package]]
 name = "pandocfilters"
 version = "1.5.0"
 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 = [
@@ -1999,7 +2081,6 @@ files = [
 name = "parso"
 version = "0.8.3"
 description = "A Python Parser"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2013,21 +2094,19 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.11.1"
+version = "0.11.2"
 description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [[package]]
 name = "pexpect"
 version = "4.8.0"
 description = "Pexpect allows easy control of interactive console applications."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2042,7 +2121,6 @@ ptyprocess = ">=0.5"
 name = "pickleshare"
 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2054,7 +2132,6 @@ 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 = [
@@ -2064,30 +2141,28 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "3.2.0"
+version = "3.10.0"
 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 = [
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-version = "1.0.0"
+version = "1.3.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
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 version = "0.12.0"
 description = "Python client for the Prometheus monitoring system."
-category = "main"
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 files = [
@@ -2111,14 +2185,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
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+version = "3.0.39"
 description = "Library for building powerful interactive command lines in Python"
-category = "dev"
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 description = "Cross-platform lib for process and system monitoring in Python."
-category = "dev"
 optional = false
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 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
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 description = "Safely evaluate AST nodes without side effects"
-category = "dev"
 optional = false
 python-versions = "*"
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 description = "C parser in Python"
-category = "main"
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 [package.extras]
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 description = "Extensions to the standard Python datetime module"
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 description = "A python library adding a json log formatter"
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 python-versions = ">=3.6"
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 ]
 
 [package.dependencies]
@@ -2585,14 +2718,13 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qtconsole"
-version = "5.4.2"
+version = "5.4.4"
 description = "Jupyter Qt console"
-category = "dev"
 optional = false
 python-versions = ">= 3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2603,7 +2735,7 @@ 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]
@@ -2612,14 +2744,13 @@ test = ["flaky", "pytest", "pytest-qt"]
 
 [[package]]
 name = "qtpy"
-version = "2.3.1"
+version = "2.4.0"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
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 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -2628,23 +2759,37 @@ packaging = "*"
 [package.extras]
 test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
+[[package]]
+name = "referencing"
+version = "0.30.2"
+description = "JSON Referencing + Python"
+optional = false
+python-versions = ">=3.8"
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+rpds-py = ">=0.7.0"
+
 [[package]]
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+version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
-python-versions = ">=3.7, <4"
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 certifi = ">=2017.4.17"
 charset-normalizer = ">=2,<4"
 idna = ">=2.5,<4"
-urllib3 = ">=1.21.1,<1.27"
+urllib3 = ">=1.21.1,<3"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
@@ -2654,7 +2799,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
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 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 = [
@@ -2669,7 +2813,6 @@ 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 = [
@@ -2678,44 +2821,131 @@ files = [
 ]
 
 [[package]]
-name = "send2trash"
-version = "1.8.0"
-description = "Send file to trash natively under Mac OS X, Windows and Linux."
-category = "dev"
+name = "rpds-py"
+version = "0.10.3"
+description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
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 version = "0.1.8"
 description = "A rate limiting extension for Starlette and Fastapi"
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -2745,7 +2974,6 @@ redis = ["redis (>=3.4.1,<4.0.0)"]
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2755,21 +2983,19 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.4.1"
+version = "2.5"
 description = "A modern CSS selector implementation for Beautiful Soup."
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "soupsieve-2.4.1-py3-none-any.whl", hash = "sha256:1c1bfee6819544a3447586c889157365a27e10d88cde3ad3da0cf0ddf646feb8"},
-    {file = "soupsieve-2.4.1.tar.gz", hash = "sha256:89d12b2d5dfcd2c9e8c22326da9d9aa9cb3dfab0a83a024f05704076ee8d35ea"},
+    {file = "soupsieve-2.5-py3-none-any.whl", hash = "sha256:eaa337ff55a1579b6549dc679565eac1e3d000563bcb1c8ab0d0fefbc0c2cdc7"},
+    {file = "soupsieve-2.5.tar.gz", hash = "sha256:5663d5a7b3bfaeee0bc4372e7fc48f9cff4940b3eec54a6451cc5299f1097690"},
 ]
 
 [[package]]
 name = "stack-data"
 version = "0.6.2"
 description = "Extract data from python stack frames and tracebacks for informative displays"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2787,14 +3013,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "starlette"
-version = "0.26.1"
+version = "0.27.0"
 description = "The little ASGI library that shines."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "starlette-0.26.1-py3-none-any.whl", hash = "sha256:e87fce5d7cbdde34b76f0ac69013fd9d190d581d80681493016666e6f96c6d5e"},
-    {file = "starlette-0.26.1.tar.gz", hash = "sha256:41da799057ea8620e4667a3e69a5b1923ebd32b1819c8fa75634bbe8d8bea9bd"},
+    {file = "starlette-0.27.0-py3-none-any.whl", hash = "sha256:918416370e846586541235ccd38a474c08b80443ed31c578a418e2209b3eef91"},
+    {file = "starlette-0.27.0.tar.gz", hash = "sha256:6a6b0d042acb8d469a01eba54e9cda6cbd24ac602c4cd016723117d6a7e73b75"},
 ]
 
 [package.dependencies]
@@ -2808,7 +3033,6 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyam
 name = "starlette-prometheus"
 version = "0.9.0"
 description = "Prometheus integration for Starlette"
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -2824,7 +3048,6 @@ starlette = ">=0.12.2"
 name = "structlog"
 version = "23.1.0"
 description = "Structured Logging for Python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2842,7 +3065,6 @@ typing = ["mypy", "rich", "twisted"]
 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 = [
@@ -2863,7 +3085,6 @@ test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 name = "tinycss2"
 version = "1.2.1"
 description = "A tiny CSS parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2882,7 +3103,6 @@ test = ["flake8", "isort", "pytest"]
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2892,102 +3112,107 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.11.7"
+version = "0.12.1"
 description = "Style preserving TOML library"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tomlkit-0.11.7-py3-none-any.whl", hash = "sha256:5325463a7da2ef0c6bbfefb62a3dc883aebe679984709aee32a317907d0a8d3c"},
-    {file = "tomlkit-0.11.7.tar.gz", hash = "sha256:f392ef70ad87a672f02519f99967d28a4d3047133e2d1df936511465fbb3791d"},
+    {file = "tomlkit-0.12.1-py3-none-any.whl", hash = "sha256:712cbd236609acc6a3e2e97253dfc52d4c2082982a88f61b640ecf0817eab899"},
+    {file = "tomlkit-0.12.1.tar.gz", hash = "sha256:38e1ff8edb991273ec9f6181244a6a391ac30e9f5098e7535640ea6be97a7c86"},
 ]
 
 [[package]]
 name = "tornado"
-version = "6.3.1"
+version = "6.3.3"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-category = "dev"
 optional = false
 python-versions = ">= 3.8"
 files = [
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-    {file = "tornado-6.3.1-cp38-abi3-win32.whl", hash = "sha256:3455133b9ff262fd0a75630af0a8ee13564f25fb4fd3d9ce239b8a7d3d027bf8"},
-    {file = "tornado-6.3.1-cp38-abi3-win_amd64.whl", hash = "sha256:1285f0691143f7ab97150831455d4db17a267b59649f7bd9700282cba3d5e771"},
-    {file = "tornado-6.3.1.tar.gz", hash = "sha256:5e2f49ad371595957c50e42dd7e5c14d64a6843a3cf27352b69c706d1b5918af"},
+    {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:502fba735c84450974fec147340016ad928d29f1e91f49be168c0a4c18181e1d"},
+    {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:805d507b1f588320c26f7f097108eb4023bbaa984d63176d1652e184ba24270a"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1bd19ca6c16882e4d37368e0152f99c099bad93e0950ce55e71daed74045908f"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7ac51f42808cca9b3613f51ffe2a965c8525cb1b00b7b2d56828b8045354f76a"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71a8db65160a3c55d61839b7302a9a400074c9c753040455494e2af74e2501f2"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:ceb917a50cd35882b57600709dd5421a418c29ddc852da8bcdab1f0db33406b0"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:7d01abc57ea0dbb51ddfed477dfe22719d376119844e33c661d873bf9c0e4a16"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:9dc4444c0defcd3929d5c1eb5706cbe1b116e762ff3e0deca8b715d14bf6ec17"},
+    {file = "tornado-6.3.3-cp38-abi3-win32.whl", hash = "sha256:65ceca9500383fbdf33a98c0087cb975b2ef3bfb874cb35b8de8740cf7f41bd3"},
+    {file = "tornado-6.3.3-cp38-abi3-win_amd64.whl", hash = "sha256:22d3c2fa10b5793da13c807e6fc38ff49a4f6e1e3868b0a6f4164768bb8e20f5"},
+    {file = "tornado-6.3.3.tar.gz", hash = "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"},
 ]
 
 [[package]]
 name = "traitlets"
-version = "5.9.0"
+version = "5.10.0"
 description = "Traitlets Python configuration system"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.9.0-py3-none-any.whl", hash = "sha256:9e6ec080259b9a5940c797d58b613b5e31441c2257b87c2e795c5228ae80d2d8"},
-    {file = "traitlets-5.9.0.tar.gz", hash = "sha256:f6cde21a9c68cf756af02035f72d5a723bf607e862e7be33ece505abf4a3bad9"},
+    {file = "traitlets-5.10.0-py3-none-any.whl", hash = "sha256:417745a96681fbb358e723d5346a547521f36e9bd0d50ba7ab368fff5d67aa54"},
+    {file = "traitlets-5.10.0.tar.gz", hash = "sha256:f584ea209240466e66e91f3c81aa7d004ba4cf794990b0c775938a1544217cd1"},
 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.5.1)", "pre-commit", "pytest (>=7.0,<7.5)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.5.0"
-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 = [
-    {file = "typing_extensions-4.5.0-py3-none-any.whl", hash = "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"},
-    {file = "typing_extensions-4.5.0.tar.gz", hash = "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb"},
+    {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"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2023.3-py2.py3-none-any.whl", hash = "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"},
+    {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
 ]
 
 [[package]]
 name = "uri-template"
-version = "1.2.0"
+version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "uri_template-1.2.0-py3-none-any.whl", hash = "sha256:f1699c77b73b925cf4937eae31ab282a86dc885c333f2e942513f08f691fc7db"},
-    {file = "uri_template-1.2.0.tar.gz", hash = "sha256:934e4d09d108b70eb8a24410af8615294d09d279ce0e7cbcdaef1bd21f932b06"},
+    {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
+    {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
 ]
 
 [package.extras]
-dev = ["flake8 (<4.0.0)", "flake8-annotations", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-noqa", "flake8-requirements", "flake8-type-annotations", "flake8-use-fstring", "mypy", "pep8-naming"]
+dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
 
 [[package]]
 name = "urllib3"
-version = "1.26.15"
+version = "2.0.4"
 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.*"
+python-versions = ">=3.7"
 files = [
-    {file = "urllib3-1.26.15-py2.py3-none-any.whl", hash = "sha256:aa751d169e23c7479ce47a0cb0da579e3ede798f994f5816a74e4f4500dcea42"},
-    {file = "urllib3-1.26.15.tar.gz", hash = "sha256:8a388717b9476f934a21484e8c8e61875ab60644d29b9b39e11e4b9dc1c6b305"},
+    {file = "urllib3-2.0.4-py3-none-any.whl", hash = "sha256:de7df1803967d2c2a98e4b11bb7d6bd9210474c46e8a0401514e3a42a75ebde4"},
+    {file = "urllib3-2.0.4.tar.gz", hash = "sha256:8d22f86aae8ef5e410d4f539fde9ce6b2113a001bb4d189e0aed70642d602b11"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
 version = "0.21.1"
 description = "The lightning-fast ASGI server."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3006,7 +3231,6 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 name = "wcwidth"
 version = "0.2.6"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3018,7 +3242,6 @@ 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 = [
@@ -3034,7 +3257,6 @@ 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 = [
@@ -3044,38 +3266,35 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.5.1"
+version = "1.6.3"
 description = "WebSocket client for Python with low level API options"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "websocket-client-1.5.1.tar.gz", hash = "sha256:3f09e6d8230892547132177f575a4e3e73cfdf06526e20cc02aa1c3b47184d40"},
-    {file = "websocket_client-1.5.1-py3-none-any.whl", hash = "sha256:cdf5877568b7e83aa7cf2244ab56a3213de587bbe0ce9d8b9600fc77b455d89e"},
+    {file = "websocket-client-1.6.3.tar.gz", hash = "sha256:3aad25d31284266bcfcfd1fd8a743f63282305a364b8d0948a43bd606acc652f"},
+    {file = "websocket_client-1.6.3-py3-none-any.whl", hash = "sha256:6cfc30d051ebabb73a5fa246efdcc14c8fbebbd0330f8984ac3bb6d9edd2ad03"},
 ]
 
 [package.extras]
-docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
+docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.7"
+version = "4.0.9"
 description = "Jupyter interactive widgets for Jupyter Notebook"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "widgetsnbextension-4.0.7-py3-none-any.whl", hash = "sha256:be3228a73bbab189a16be2d4a3cd89ecbd4e31948bfdc64edac17dcdee3cd99c"},
-    {file = "widgetsnbextension-4.0.7.tar.gz", hash = "sha256:ea67c17a7cd4ae358f8f46c3b304c40698bc0423732e3f273321ee141232c8be"},
+    {file = "widgetsnbextension-4.0.9-py3-none-any.whl", hash = "sha256:91452ca8445beb805792f206e560c1769284267a30ceb1cec9f5bcc887d15175"},
+    {file = "widgetsnbextension-4.0.9.tar.gz", hash = "sha256:3c1f5e46dc1166dfd40a42d685e6a51396fd34ff878742a3e47c6f0cc4a2a385"},
 ]
 
 [[package]]
 name = "wrapt"
 version = "1.15.0"
 description = "Module for decorators, wrappers and monkey patching."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 files = [
@@ -3160,7 +3379,6 @@ files = [
 name = "xarray"
 version = "2022.12.0"
 description = "N-D labeled arrays and datasets in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3183,21 +3401,20 @@ viz = ["matplotlib", "nc-time-axis", "seaborn"]
 
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.16.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
+    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "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]
 lock-version = "2.0"
-python-versions = ">=3.8,<3.11"
-content-hash = "5d6179c4a39edb6e88a839ccfea7d75399198cc44b2d34f098f590623cfa9164"
+python-versions = ">=3.8,<3.12"
+content-hash = "f98e0e3d8c4e16a1c467ca9c581bd27783682f52fa5a37a8a4fb520c549cf495"
diff --git a/pyproject.toml b/pyproject.toml
index 48667a8..08f5528 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "weather_provider_api"
-version = "2.41.0"
+version = "2.43"
 description = "Weather Provider Libraries and API"
 authors = ["Verbindingsteam", "Raoul Linnenbank <58594297+rflinnenbank@users.noreply.github.com>"]
 license = "MPL-2.0"
@@ -11,13 +11,13 @@ include = [
 ]
 
 [tool.poetry.dependencies]
-python = ">=3.8,<3.11"
-fastapi = "^0.95.1"
+python = ">=3.8,<3.12"
+fastapi = "^0.103.1"
 requests = "^2.28.1"
 geopy = "^2.3.0"
-numpy = "^1.23.5"
+numpy = "^1.24.4"
 structlog = "^23.1.0"
-gunicorn = "^20.1.0"
+gunicorn = "^21.2.0"
 eccodes = "^1.5.0"
 accept-types = "^0.4.1"
 lxml = "^4.9.1"
@@ -25,13 +25,13 @@ starlette-prometheus = "^0.9.0"
 beautifulsoup4 = "^4.11.1"
 netcdf4 = "^1.6.2"
 tomli = "^2.0.1"
-pandas = "1.5.3"
-xarray = "^2022.12.0"
+pandas = "2.0.3"
+xarray = "^2022.8.0"
 cfgrib = "^0.9.10.3"
 uvicorn = "^0.21.1"
 slowapi = "^0.1.7"
 ecmwflibs = "0.5.1"
-starlette = "^0.26.1"
+starlette = "^0.27.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.2.0"
@@ -47,9 +47,11 @@ pylint = "^2.15.10"
 wpla_update_era5sl = "weather_provider_api.scripts.update_era5sl_repository:main"
 wpla_update_era5land = "weather_provider_api.scripts.update_era5land_repository:main"
 wpla_update_arome = "weather_provider_api.scripts.update_arome_repository:main"
+wpla_update_waarnemingen = "weather_provider_api.scripts.update_waarnemingen_register:main"
 wpla_clear_era5sl = "weather_provider_api.scripts.erase_era5sl_repository:main"
 wpla_clear_era5land = "weather_provider_api.scripts.erase_era5land_repository:main"
 wpla_clear_arome = "weather_provider_api.scripts.erase_arome_repository:main"
+wpla_clear_waarnemingen = "weather_provider_api.scripts.erase_waarnemingen_register:main"
 wpla_run_api = "weather_provider_api.main:main"
 
 [tool.pylint]
diff --git a/tests/test_knmi_actuele_waarnemingen.py b/tests/test_knmi_actuele_waarnemingen.py
index a5a24f5..5c05c5a 100644
--- a/tests/test_knmi_actuele_waarnemingen.py
+++ b/tests/test_knmi_actuele_waarnemingen.py
@@ -13,6 +13,8 @@
 import xarray as xr
 
 from weather_provider_api.routers.weather.sources.knmi.models.actuele_waarnemingen import ActueleWaarnemingenModel
+from weather_provider_api.routers.weather.sources.knmi.utils import download_actuele_waarnemingen_weather, \
+    _retrieve_observation_moment
 from weather_provider_api.routers.weather.utils.geo_position import GeoPosition
 
 
@@ -42,20 +44,16 @@ def test_get_weather(mock_coordinates, start, end):
 @pytest.mark.skip(reason="Test currently not working via Tox on GitHub Actions")
 def test__retrieve_observation_date():
     # Test to verify error handling
-    aw_model = ActueleWaarnemingenModel()
-
     current_locale = locale.getlocale(locale.LC_TIME)
     locale.setlocale(locale.LC_TIME, "dutch")
-    assert aw_model.retrieve_observation_moment(None).date() == datetime.now().date()  # System now
+    assert _retrieve_observation_moment(None).date() == datetime.now().date()  # System now
     locale.setlocale(locale.LC_TIME, current_locale)
 
 
 def test__download_weather(monkeypatch):
     # Test to verify error handling
-    aw_model = ActueleWaarnemingenModel()
-
     def mock_request_get(_, *args, **kwargs):
         raise requests.exceptions.BaseHTTPError("Fake BaseHTTP Error!")
 
     monkeypatch.setattr(requests, "get", mock_request_get)
-    assert aw_model._download_weather() is None
+    assert download_actuele_waarnemingen_weather() is None
diff --git a/weather_provider_api/app_config.py b/weather_provider_api/app_config.py
index 0ef7a1f..c29a733 100644
--- a/weather_provider_api/app_config.py
+++ b/weather_provider_api/app_config.py
@@ -20,9 +20,13 @@ class BaseConfig(object):
     """
 
     APP_NAME = os.environ.get("APP_NAME", __name__)
-    APP_DESCRIPTION = os.environ.get("APP_DESCRIPTION", """Alliander Weather Provider API""")
+    APP_DESCRIPTION = os.environ.get(
+        "APP_DESCRIPTION", """Alliander Weather Provider API"""
+    )
     APP_MAINTAINER = os.environ.get("APP_MAINTAINER", "DNB/ST Innovatieteam")
-    APP_MAINTAINER_EMAIL = os.environ.get("APP_MAINTAINER_EMAIL", "weather.provider@alliander.com")
+    APP_MAINTAINER_EMAIL = os.environ.get(
+        "APP_MAINTAINER_EMAIL", "weather.provider@alliander.com"
+    )
     SHOW_MAINTAINER = os.environ.get("SHOW_MAINTAINER", False)
 
     default_version = None
@@ -51,7 +55,9 @@ class BaseConfig(object):
     DEPLOYED = os.environ.get("DEPLOYED", False)
     DEBUG = os.environ.get("DEBUG", True)
 
-    REPO_FOLDER = os.environ.get("REPO_FOLDER", f"{tempfile.gettempdir()}/Weather_Repository")
+    REPO_FOLDER = os.environ.get(
+        "REPO_FOLDER", f"{tempfile.gettempdir()}/Weather_Repository"
+    )
 
 
 class LocalConfig(BaseConfig):
diff --git a/weather_provider_api/main.py b/weather_provider_api/main.py
index 8579e2a..c258d9e 100644
--- a/weather_provider_api/main.py
+++ b/weather_provider_api/main.py
@@ -62,9 +62,9 @@ def redirect_to_docs():
     return RedirectResponse(url=redirect_url)
 
 
-logger.info(f"--------------------------------------", datetime=datetime.utcnow())
-logger.info(f"Finished booting; starting uvicorn...", datetime=datetime.utcnow())
-logger.info(f"--------------------------------------", datetime=datetime.utcnow())
+logger.info("--------------------------------------", datetime=datetime.utcnow())
+logger.info("Finished booting; starting uvicorn...", datetime=datetime.utcnow())
+logger.info("--------------------------------------", datetime=datetime.utcnow())
 
 
 def main():
diff --git a/weather_provider_api/routers/weather/sources/knmi/client/actuele_waarnemingen_register_repository.py b/weather_provider_api/routers/weather/sources/knmi/client/actuele_waarnemingen_register_repository.py
new file mode 100644
index 0000000..463dc15
--- /dev/null
+++ b/weather_provider_api/routers/weather/sources/knmi/client/actuele_waarnemingen_register_repository.py
@@ -0,0 +1,183 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+#  SPDX-FileCopyrightText: 2019-2023 Alliander N.V.
+#  SPDX-License-Identifier: MPL-2.0
+
+""" This module houses the repository class for the Actuele Waarnemingen Register. """
+from datetime import datetime
+from typing import List
+
+import structlog
+import xarray as xr
+from dateutil import tz
+from dateutil.relativedelta import relativedelta
+
+from weather_provider_api.routers.weather.repository.repository import (
+    WeatherRepositoryBase,
+)
+from weather_provider_api.routers.weather.sources.knmi.utils import (
+    download_actuele_waarnemingen_weather,
+)
+from weather_provider_api.routers.weather.utils.geo_position import GeoPosition
+from weather_provider_api.routers.weather.utils.grid_helpers import (
+    round_coordinates_to_wgs84_grid,
+)
+
+
+class ActueleWaarnemingenRegisterRepository(WeatherRepositoryBase):
+    """ """
+
+    def _delete_files_outside_of_scope(self):
+        if self.filename.exists():
+            current_data = xr.load_dataset(self.filename, engine="netcdf4")
+            current_data = current_data.sel(
+                time=slice(self.first_day_of_repo, self.last_day_of_repo)
+            )
+            current_data.to_netcdf(self.filename, format="NETCDF4")
+
+    def _get_file_list_for_period(self, start: datetime, end: datetime):
+        return self.filename
+
+    def __init__(self):
+        # Pre-work
+        super().__init__()
+
+        self.logger = structlog.get_logger(__name__)
+        self.repository_name = "KNMI Actuele Waarnemingen - 48 uur register"
+
+        # Repository settings
+        self.file_prefix = "ACTUEEL48"
+        self.runtime_limit = 3 * 60  # Three minutes maximum runtime
+        self.permanent_suffixes = []
+        self.filename = self.repository_folder / f"{self.file_prefix}_register.nc"
+        self.file_identifier_length = 0
+
+        self.logger.debug(
+            f"Initialized the [{self.repository_name}] repository",
+            datetime=datetime.utcnow(),
+        )
+
+    @property
+    def repository_sub_folder(self):
+        return "ACTUEEL48"  # not using self.file_prefix, because that may not exist the first time using this
+
+    def _get_repo_sub_folder(self):
+        return self.repository_sub_folder
+
+    @property
+    def first_day_of_repo(self) -> datetime:
+        # Property to get the first moment of the repository as translated to the Dutch timezone.
+        from_zone = tz.gettz("UTC")
+        to_zone = tz.gettz("Europe/Amsterdam")
+
+        first_day_of_repo = datetime.utcnow() - relativedelta(hours=48)  # 48 hours
+        first_day_of_repo = first_day_of_repo.replace(tzinfo=from_zone)
+        first_day_of_repo = first_day_of_repo.astimezone(to_zone)
+        return first_day_of_repo.replace(tzinfo=None)
+
+    @property
+    def last_day_of_repo(self) -> datetime:
+        # Property to get the last moment of the repository as translated to the Dutch timezone.
+        from_zone = tz.gettz("UTC")
+        to_zone = tz.gettz("Europe/Amsterdam")
+
+        last_day_of_repo = datetime.utcnow()  # Right now
+        last_day_of_repo = last_day_of_repo.replace(tzinfo=from_zone)
+        last_day_of_repo = last_day_of_repo.astimezone(to_zone)
+
+        return last_day_of_repo.replace(tzinfo=None)
+
+    def update(self):
+        """Implementation of the WeatherRepository update method
+
+        Attempts to update the repository with the current data. For this repository, that means getting the current
+         Actuele Waarnemingen output and storing it, while removing any data not within the scope of the repository.
+
+        Returns:
+            Nothing.
+
+        """
+        raw_weather_ds = download_actuele_waarnemingen_weather()
+        time = datetime.utcnow().replace(second=0, microsecond=0)
+
+        # Cleanup any old data
+        self.cleanup()
+
+        # Update the file
+        self._update_file_with_new_data(new_data_ds=raw_weather_ds, update_moment=time)
+
+    def _update_file_with_new_data(
+        self, new_data_ds: xr.Dataset, update_moment: datetime
+    ):
+        """This method updates any existing data file with new data or creates a new from scratch if needed, using the
+         given dataset.
+
+        Args:
+            new_data_ds (xr.Dataset):   A Xarray Dataset holding the data to append / create the data file with.
+            update_moment (datetime):   A datetime holding the moment of update. Note that this doesn't need to be the
+                                         moment that the data is from.
+
+        Returns:
+            Nothing. The file is just updated.
+
+        """
+        # Opening the file:
+        if self.filename.exists():
+            stored_data_ds = xr.load_dataset(self.filename, engine="netcdf4")
+        else:
+            stored_data_ds = None
+
+        self.logger.info(
+            f"Storing data for: {update_moment.strftime('%m-%d-%Y %H:%M:%S')} "
+            f"[{new_data_ds.isel(STN=0, time=0)['time'].values}]"
+        )
+        if stored_data_ds is None:
+            new_data_ds.to_netcdf(self.filename, format="NETCDF4")
+        else:
+            # Check if time not already in system
+            try:
+                new_stored_data_ds = xr.merge([new_data_ds, stored_data_ds])
+
+                new_stored_data_ds.to_netcdf(self.filename, format="NETCDF4")
+            except ValueError as value_error:
+                self.logger.warning(f"Could not update file: {value_error}")
+
+    def get_24_hour_registry_for_station(self, station: int) -> xr.Dataset:
+        """This method obtains the last 24 hours of data of Actuele Waarnemingen and returns it for single station.
+
+        Args:
+            station (int):  An integer representing the station to gather data for
+
+        Returns:
+            xr.Dataset: A Xarray Dataset holding last 24 hours of data for the requested station
+
+        """
+        stored_data_ds = xr.load_dataset(self.filename, engine="netcdf4")
+        return stored_data_ds.sel(
+            STN=station,
+            time=slice(
+                self.first_day_of_repo + relativedelta(days=1), self.last_day_of_repo
+            ),
+        )
+
+    def get_48_hour_registry_for_station(self, station: int) -> xr.Dataset:
+        """This method obtains the last 48 hours of data of Actuele Waarnemingen and returns it for single station.
+
+        Args:
+            station (int):  An integer representing the station to gather data for
+
+        Returns:
+            xr.Dataset: A Xarray Dataset holding last 48 hours of data for the requested station
+
+        """
+        stored_data_ds = xr.load_dataset(self.filename, engine="netcdf4")
+        stored_data_ds = stored_data_ds.sel(
+            STN=station,
+            time=slice(self.first_day_of_repo, self.last_day_of_repo),
+        )
+        return stored_data_ds
+
+    def get_grid_coordinates(self, coordinates: List[GeoPosition]) -> List[GeoPosition]:
+        """Rounds a list of GeoPositions to the resolution set through grid_resolution"""
+        return round_coordinates_to_wgs84_grid(coordinates, (0.023, 0.037), (49, 0))
diff --git a/weather_provider_api/routers/weather/sources/knmi/client/arome_repository.py b/weather_provider_api/routers/weather/sources/knmi/client/arome_repository.py
index 91cb2c4..36c7234 100644
--- a/weather_provider_api/routers/weather/sources/knmi/client/arome_repository.py
+++ b/weather_provider_api/routers/weather/sources/knmi/client/arome_repository.py
@@ -20,11 +20,18 @@
 import xarray as xr
 from dateutil.relativedelta import relativedelta
 
-from weather_provider_api.routers.weather.repository.repository import RepositoryUpdateResult, WeatherRepositoryBase
-from weather_provider_api.routers.weather.sources.knmi.client.knmi_downloader import KNMIDownloader
+from weather_provider_api.routers.weather.repository.repository import (
+    RepositoryUpdateResult,
+    WeatherRepositoryBase,
+)
+from weather_provider_api.routers.weather.sources.knmi.client.knmi_downloader import (
+    KNMIDownloader,
+)
 from weather_provider_api.routers.weather.sources.knmi.knmi_factors import arome_factors
 from weather_provider_api.routers.weather.utils.geo_position import GeoPosition
-from weather_provider_api.routers.weather.utils.grid_helpers import round_coordinates_to_wgs84_grid
+from weather_provider_api.routers.weather.utils.grid_helpers import (
+    round_coordinates_to_wgs84_grid,
+)
 
 
 class HarmonieAromeRepository(WeatherRepositoryBase):
@@ -36,7 +43,9 @@ def __init__(self):
 
         self.logger = structlog.get_logger(__name__)
         self.repository_name = "KNMI Harmonie (Arome)"
-        self.logger.debug(f"Initialized {self.repository_name} repository", datetime=datetime.utcnow())
+        self.logger.debug(
+            f"Initialized {self.repository_name} repository", datetime=datetime.utcnow()
+        )
 
         # Repository settings
         self.file_prefix = "AROME"
@@ -66,13 +75,19 @@ def _get_repo_sub_folder(self):
 
     @property
     def first_day_of_repo(self):
-        first_day_of_repo = datetime.utcnow() - relativedelta(years=3)  # Three years back
-        first_day_of_repo = first_day_of_repo.replace(day=1, hour=0, minute=0, second=0, microsecond=0)  # Start of day
+        first_day_of_repo = datetime.utcnow() - relativedelta(
+            years=3
+        )  # Three years back
+        first_day_of_repo = first_day_of_repo.replace(
+            day=1, hour=0, minute=0, second=0, microsecond=0
+        )  # Start of day
         return first_day_of_repo
 
     @property
     def last_day_of_repo(self):
-        last_day_of_repo = datetime.utcnow().replace(minute=0, second=0, microsecond=0)  # Start of today
+        last_day_of_repo = datetime.utcnow().replace(
+            minute=0, second=0, microsecond=0
+        )  # Start of today
         return last_day_of_repo
 
     def update(self):
@@ -84,8 +99,12 @@ def update(self):
         """
         # Stop if cfgrib wasn't added into the system modules during boot.
         if "cfgrib" not in sys.modules:
-            self.logger.error('CANNOT PERFORM UPDATE: No valid "cfgrib" installation available.')
-            self.logger.info('Please properly install "cfgrib" and restart the system to enable updates.')
+            self.logger.error(
+                'CANNOT PERFORM UPDATE: No valid "cfgrib" installation available.'
+            )
+            self.logger.info(
+                'Please properly install "cfgrib" and restart the system to enable updates.'
+            )
             quit()
 
         # Cleanup the repository
@@ -96,30 +115,51 @@ def update(self):
         # Configure initial settings for the update
         start_of_update = datetime.utcnow()
         no_of_items_processed = 0
-        average_seconds_per_item = 1500  # Assuming 25 minutes of processing time per month for the first item
-        forced_end_of_update = start_of_update + relativedelta(seconds=self.runtime_limit)
+        average_seconds_per_item = (
+            1500  # Assuming 25 minutes of processing time per month for the first item
+        )
+        forced_end_of_update = start_of_update + relativedelta(
+            seconds=self.runtime_limit
+        )
 
-        self.logger.info(f"Update of [{self.repository_name}] started", datetime=datetime.utcnow())
+        self.logger.info(
+            f"Update of [{self.repository_name}] started", datetime=datetime.utcnow()
+        )
         self.logger.info(f"- A forced end time of [{forced_end_of_update}] was set.")
 
         prediction_to_evaluate = self.get_most_recent_prediction_moment
         download_folder = Path(tempfile.gettempdir()).joinpath(self.dataset_name)
-        knmi_downloader = KNMIDownloader(self.dataset_name, self.dataset_version, str(download_folder), True)
-        files_in_dataset = {item["filename"]: item["size"] for item in knmi_downloader.get_all_available_files()}
+        knmi_downloader = KNMIDownloader(
+            self.dataset_name, self.dataset_version, str(download_folder), True
+        )
+        files_in_dataset = {
+            item["filename"]: item["size"]
+            for item in knmi_downloader.get_all_available_files()
+        }
 
         while prediction_to_evaluate >= self.first_day_of_repo:
             if no_of_items_processed != 0:
-                average_seconds_per_item = (datetime.utcnow() - start_of_update).total_seconds() / no_of_items_processed
+                average_seconds_per_item = (
+                    datetime.utcnow() - start_of_update
+                ).total_seconds() / no_of_items_processed
 
-            if forced_end_of_update < (datetime.utcnow() + relativedelta(seconds=average_seconds_per_item)):
+            if forced_end_of_update < (
+                datetime.utcnow() + relativedelta(seconds=average_seconds_per_item)
+            ):
                 self.logger.info(
-                    f"- Not enough time left to update before [{forced_end_of_update}]", datetime=datetime.utcnow()
+                    f"- Not enough time left to update before [{forced_end_of_update}]",
+                    datetime=datetime.utcnow(),
+                )
+                self.logger.info(
+                    f"Update of [{self.repository_name}] ended...",
+                    datetimee=datetime.utcnow(),
                 )
-                self.logger.info(f"Update of [{self.repository_name}] ended...", datetimee=datetime.utcnow())
                 return RepositoryUpdateResult.timed_out
 
             if not self._prediction_already_available(prediction_to_evaluate):
-                self.logger.debug(f"- Gathering the prediction for: {prediction_to_evaluate}")
+                self.logger.debug(
+                    f"- Gathering the prediction for: {prediction_to_evaluate}"
+                )
                 file_to_download = (
                     f"harm40_v1_p1_{prediction_to_evaluate.year}"
                     f"{str(prediction_to_evaluate.month).zfill(2)}"
@@ -129,8 +169,12 @@ def update(self):
 
                 if file_to_download in files_in_dataset.keys():
                     # File exists
-                    knmi_downloader.download_specific_file(file_to_download, files_in_dataset[file_to_download])
-                    self._process_downloaded_file(download_folder, file_to_download, prediction_to_evaluate)
+                    knmi_downloader.download_specific_file(
+                        file_to_download, files_in_dataset[file_to_download]
+                    )
+                    self._process_downloaded_file(
+                        download_folder, file_to_download, prediction_to_evaluate
+                    )
                     no_of_items_processed += 1
                 else:
                     self.logger.info(
@@ -138,11 +182,15 @@ def update(self):
                         f"Moving on to the next file!"
                     )
             else:
-                self.logger.debug(f"The prediction for [{prediction_to_evaluate}] is already stored in the repository.")
+                self.logger.debug(
+                    f"The prediction for [{prediction_to_evaluate}] is already stored in the repository."
+                )
 
             prediction_to_evaluate -= relativedelta(hours=6)
 
-        self.logger.info(f"Update of [{self.repository_name}] ended...", datetime=datetime.utcnow())
+        self.logger.info(
+            f"Update of [{self.repository_name}] ended...", datetime=datetime.utcnow()
+        )
         return RepositoryUpdateResult.completed
 
     def _prediction_already_available(self, prediction_moment: datetime):
@@ -155,35 +203,49 @@ def _prediction_already_available(self, prediction_moment: datetime):
 
         return False
 
-    def _process_downloaded_file(self, download_folder: Path, filename: str, prediction_time: datetime):
+    def _process_downloaded_file(
+        self, download_folder: Path, filename: str, prediction_time: datetime
+    ):
         """The function that processes a number of downloaded files into repository files."""
         stage = "Started unpacking files.."
         try:
             self._unpack_downloaded_file(download_folder, filename)
             stage = "Files were unpacked"
-            self._convert_unpacked_data_to_netcdf4_files(download_folder, prediction_time)
+            self._convert_unpacked_data_to_netcdf4_files(
+                download_folder, prediction_time
+            )
             stage = "Data was converted to NetCDF4"
             self._fuse_hourly_netcdf4_files(download_folder, prediction_time)
             stage = "NetCDF4 files were properly fused together"
             self._clear_temp_folder(download_folder)
         except Exception as e:
-            self.logger.warning(f"Processing did not get past stage: {stage}", datetime=datetime.utcnow())
             self.logger.warning(
-                f"The downloaded data could not be properly downloaded: {e}", datetime=datetime.utcnow()
+                f"Processing did not get past stage: {stage}",
+                datetime=datetime.utcnow(),
+            )
+            self.logger.warning(
+                f"The downloaded data could not be properly downloaded: {e}",
+                datetime=datetime.utcnow(),
             )
 
     def _clear_temp_folder(self, download_folder: Path):
         """A function that cleans up the temporary download folder to prevent issues with partially written files."""
-        self.logger.debug(f"Emptying the download folder: {download_folder}", datetime=datetime.utcnow())
+        self.logger.debug(
+            f"Emptying the download folder: {download_folder}",
+            datetime=datetime.utcnow(),
+        )
         for existing_file in glob.glob(f"{download_folder}*.*"):
             try:
                 # Try to delete:
                 Path(existing_file).unlink()
             except Exception as e:
                 self.logger.info(
-                    f"An error occurred while deleting the file [{existing_file}]: {e}", datetime=datetime.utcnow()
+                    f"An error occurred while deleting the file [{existing_file}]: {e}",
+                    datetime=datetime.utcnow(),
+                )
+                self.logger.warning(
+                    "There may be issues while updating using a file with an identical name..."
                 )
-                self.logger.warning("There may be issues while updating using a file with an identical name...")
 
     def _unpack_downloaded_file(self, download_folder: Path, file_name: str):
         """The function that unpacks downloaded files to prediction files."""
@@ -193,21 +255,32 @@ def _unpack_downloaded_file(self, download_folder: Path, file_name: str):
             tar_file.extractall(path=download_folder)
             tar_file.close()
         except Exception as e:
-            self.logger.error(f"The tarfile [{file_name}] could not be unpacked!", datetime=datetime.utcnow())
+            self.logger.error(
+                f"The tarfile [{file_name}] could not be unpacked!",
+                datetime=datetime.utcnow(),
+            )
             raise e
 
-    def _convert_unpacked_data_to_netcdf4_files(self, download_folder: Path, prediction_time: datetime):
+    def _convert_unpacked_data_to_netcdf4_files(
+        self, download_folder: Path, prediction_time: datetime
+    ):
         """This function converts any unpacked data files into NetCDF4 files"""
         try:
             import cfgrib
 
-            self.logger.debug(f"Import of cfgrib was successful")
+            self.logger.debug("Import of cfgrib was successful")
         except RuntimeError as e:
-            self.logger.error("CFGRIB was not properly installed. Cannot access GRIB files.")
+            self.logger.error(
+                "CFGRIB was not properly installed. Cannot access GRIB files."
+            )
             raise e
 
         grib_files_available = glob.glob(
-            str(download_folder.joinpath(f'HA40_N25_{prediction_time.strftime("%Y%m%d%H")}00_*_GB'))
+            str(
+                download_folder.joinpath(
+                    f'HA40_N25_{prediction_time.strftime("%Y%m%d%H")}00_*_GB'
+                )
+            )
         )
 
         for grib_file in grib_files_available:
@@ -226,7 +299,9 @@ def _convert_grib_file_to_NetCDF(self, grib_file: Path):
             Nothing
 
         """
-        prediction_moment, predicted_hour = self._get_times_from_filename(grib_file.name)
+        prediction_moment, predicted_hour = self._get_times_from_filename(
+            grib_file.name
+        )
         grib_filestream = cfgrib.FileStream(str(grib_file))
         file_dataset = xr.Dataset()
 
@@ -234,8 +309,13 @@ def _convert_grib_file_to_NetCDF(self, grib_file: Path):
             grib_message = item[1]
             # We skip the rotated grid data of the first file in each file-set and only process the regular_ll grids.
             if grib_message["gridType"] == "regular_ll":
-                field_name, message_dataset = self._process_grib_message_to_message_dataset(
-                    grib_message=grib_message, prediction_moment=prediction_moment, predicted_hour=predicted_hour
+                (
+                    field_name,
+                    message_dataset,
+                ) = self._process_grib_message_to_message_dataset(
+                    grib_message=grib_message,
+                    prediction_moment=prediction_moment,
+                    predicted_hour=predicted_hour,
                 )
                 if message_dataset:
                     if not file_dataset:
@@ -256,7 +336,10 @@ def _convert_grib_file_to_NetCDF(self, grib_file: Path):
         self.logger.info(f"Saved partial dataset as: {filename_to_save_to}")
 
     def _process_grib_message_to_message_dataset(
-        self, grib_message: cfgrib.Message, prediction_moment: datetime, predicted_hour: int
+        self,
+        grib_message: cfgrib.Message,
+        prediction_moment: datetime,
+        predicted_hour: int,
     ) -> (str, xr.Dataset):
         """
 
@@ -271,7 +354,9 @@ def _process_grib_message_to_message_dataset(
 
         """
         # Gather the message's level type and the level it was set to
-        msg_level_type = "_".join(re.findall("[A-Z][^A-Z]*", grib_message["typeOfLevel"])).lower()
+        msg_level_type = "_".join(
+            re.findall("[A-Z][^A-Z]*", grib_message["typeOfLevel"])
+        ).lower()
         msg_level = grib_message["level"]
 
         # Process the supported factors
@@ -293,7 +378,9 @@ def _process_grib_message_to_message_dataset(
 
         # Prepare data for dataset creation
         field_name = field_name.strip()  # Strip any excess spaces
-        lats, lons = self._build_lat_lon_grid(grib_message)  # Get the dimensions of the message
+        lats, lons = self._build_lat_lon_grid(
+            grib_message
+        )  # Get the dimensions of the message
         field_values = np.reshape(grib_message["values"], len(lats) * len(lons))
 
         data_dict = {field_name: (["time", "coord"], [field_values])}
@@ -318,19 +405,27 @@ def get_most_recent_prediction_moment(self):
             A datetime holding the most recent available prediction moment
 
         """
-        knmi_lag_time = 5  # There is a known 5-hour calculation lag to take into account
+        knmi_lag_time = (
+            5  # There is a known 5-hour calculation lag to take into account
+        )
 
         # Determine the current CET time (the KNMI works from the Netherlands, and this project from UTC)
         time_cet = self.last_day_of_repo.astimezone(pytz.timezone("Europe/Amsterdam"))
-        time_cet += time_cet.utcoffset()  # We add the UTC offset to change the actual values to those hours
+        time_cet += (
+            time_cet.utcoffset()
+        )  # We add the UTC offset to change the actual values to those hours
         time_cet = time_cet.replace(tzinfo=None, microsecond=0)  # Finish formatting
 
         time_cet -= relativedelta(hours=knmi_lag_time)  # Subtract the KMNI lag
-        rounded_hour = (time_cet.hour // 6) * 6  # Get the nearest preceding hours divisible by six
+        rounded_hour = (
+            time_cet.hour // 6
+        ) * 6  # Get the nearest preceding hours divisible by six
         time_cet = time_cet.replace(hour=rounded_hour, minute=0, second=0)
         return time_cet
 
-    def _fuse_hourly_netcdf4_files(self, download_folder: Path, prediction_moment: datetime):
+    def _fuse_hourly_netcdf4_files(
+        self, download_folder: Path, prediction_moment: datetime
+    ):
         """
 
         Args:
@@ -341,7 +436,9 @@ def _fuse_hourly_netcdf4_files(self, download_folder: Path, prediction_moment: d
 
         """
         self.logger.info(f"Starting merge of all files for: {prediction_moment}")
-        existing_prediction_files = sorted(glob.glob(str(Path(download_folder).joinpath(f"{self.file_prefix}*.nc"))))
+        existing_prediction_files = sorted(
+            glob.glob(str(Path(download_folder).joinpath(f"{self.file_prefix}*.nc")))
+        )
 
         fused_dataset = None
 
@@ -359,12 +456,18 @@ def _fuse_hourly_netcdf4_files(self, download_folder: Path, prediction_moment: d
             f"{str(prediction_moment.day).zfill(2)}_{str(prediction_moment.hour).zfill(2)}00.nc"
         )
 
-        self.logger.debug(f"- Saving prediction [{prediction_moment}] to: {filename_to_save_to}")
+        self.logger.debug(
+            f"- Saving prediction [{prediction_moment}] to: {filename_to_save_to}"
+        )
 
         encoding = {v: {"zlib": True, "complevel": 4} for v in fused_dataset.variables}
-        fused_dataset.to_netcdf(filename_to_save_to, format="NETCDF4", engine="netcdf4", encoding=encoding)
+        fused_dataset.to_netcdf(
+            filename_to_save_to, format="NETCDF4", engine="netcdf4", encoding=encoding
+        )
 
-    def _build_lat_lon_grid(self, grib_message: cfgrib.Message) -> Tuple[List[float], List[float]]:
+    def _build_lat_lon_grid(
+        self, grib_message: cfgrib.Message
+    ) -> Tuple[List[float], List[float]]:
         """This function uses an existing GRIB file to extract the dimensions of the 'regular_ll' grid and format
          those into a list of latitudes and a list of longitudes that together make up the grid.
 
@@ -391,12 +494,16 @@ def _build_lat_lon_grid(self, grib_message: cfgrib.Message) -> Tuple[List[float]
         # Build the lists
         latitudes = list(
             range(  # We add the step-value to the max-value to include it itself.
-                int(minimum_latitude * 1_000), int(maximum_latitude * 1_000 + step_for_latitude), step_for_latitude
+                int(minimum_latitude * 1_000),
+                int(maximum_latitude * 1_000 + step_for_latitude),
+                step_for_latitude,
             )
         )
         longitudes = list(
             range(  # We add the step-value to the max-value to include it itself.
-                int(minimum_longitude * 1_000), int(maximum_longitude * 1_000 + step_for_longitude), step_for_longitude
+                int(minimum_longitude * 1_000),
+                int(maximum_longitude * 1_000 + step_for_longitude),
+                step_for_longitude,
             )
         )
 
@@ -424,13 +531,19 @@ def _get_times_from_filename(self, filename: str) -> Tuple[datetime, int]:
 
             predicted_hour = int(filename[-7:-5])
         except Exception as e:
-            raise ValueError(f"Could not properly obtain the prediction from the title of the file: {filename} [{e}]")
+            raise ValueError(
+                f"Could not properly obtain the prediction from the title of the file: {filename} [{e}]"
+            )
 
         prediction_moment = datetime(
-            year=prediction_year, month=prediction_month, day=prediction_day, hour=prediction_hour
+            year=prediction_year,
+            month=prediction_month,
+            day=prediction_day,
+            hour=prediction_hour,
         )
         self.logger.debug(
-            f"File [{filename}] was parsed to prediction moment and hour:" f" [{prediction_moment}],[{predicted_hour}]"
+            f"File [{filename}] was parsed to prediction moment and hour:"
+            f" [{prediction_moment}],[{predicted_hour}]"
         )
         return prediction_moment, predicted_hour
 
@@ -447,25 +560,51 @@ def _delete_files_outside_of_scope(self):
 
 
         """
-        counter_until_date_in_filename = len(str(self.repository_folder.joinpath(self.file_prefix))) + 1
+        counter_until_date_in_filename = (
+            len(str(self.repository_folder.joinpath(self.file_prefix))) + 1
+        )
 
-        for file_name in glob.glob(f"{self.repository_folder.joinpath(self.file_prefix)}*.nc"):
+        for file_name in glob.glob(
+            f"{self.repository_folder.joinpath(self.file_prefix)}*.nc"
+        ):
             file_date = datetime(
-                year=int(file_name[counter_until_date_in_filename : counter_until_date_in_filename + 4]),
-                month=int(file_name[counter_until_date_in_filename + 4 : counter_until_date_in_filename + 6]),
-                day=int(file_name[counter_until_date_in_filename + 6 : counter_until_date_in_filename + 8]),
+                year=int(
+                    file_name[
+                        counter_until_date_in_filename : counter_until_date_in_filename
+                        + 4
+                    ]
+                ),
+                month=int(
+                    file_name[
+                        counter_until_date_in_filename
+                        + 4 : counter_until_date_in_filename
+                        + 6
+                    ]
+                ),
+                day=int(
+                    file_name[
+                        counter_until_date_in_filename
+                        + 6 : counter_until_date_in_filename
+                        + 8
+                    ]
+                ),
                 hour=0,
                 minute=0,
                 second=0,
                 microsecond=0,
             ).date()
 
-            if file_date < self.first_day_of_repo.date() or file_date > self.last_day_of_repo.date():
+            if (
+                file_date < self.first_day_of_repo.date()
+                or file_date > self.last_day_of_repo.date()
+            ):
                 self.logger.debug(
                     f"The current scope is [{self.first_day_of_repo.date()}-{self.last_day_of_repo.date()}]",
                     datetime=datetime.utcnow(),
                 )
-                self.logger.debug(f"The file [{file_name}] resolved to [{file_date}], which lies out of scope.")
+                self.logger.debug(
+                    f"The file [{file_name}] resolved to [{file_date}], which lies out of scope."
+                )
                 self.logger.debug(f"The file [{file_name}] will therefor be deleted.")
 
                 self._safely_delete_file(file_name)
@@ -483,16 +622,37 @@ def _get_file_list_for_period(self, start: datetime, end: datetime) -> List[Path
         """
         self.logger.debug(f"Finding files for the timeframe: [({start})-({end})]")
         self.logger.debug(f"Searching folder: [{self.repository_folder}]")
-        counter_until_date_in_filename = len(str(self.repository_folder.joinpath(self.file_prefix))) + 1
+        counter_until_date_in_filename = (
+            len(str(self.repository_folder.joinpath(self.file_prefix))) + 1
+        )
 
-        list_of_all_netcdf4_files_in_repo = glob.glob(str(self.repository_folder.joinpath(f"{self.file_prefix}*.nc")))
+        list_of_all_netcdf4_files_in_repo = glob.glob(
+            str(self.repository_folder.joinpath(f"{self.file_prefix}*.nc"))
+        )
         list_of_files_in_timeframe = []
 
         for file_name in list_of_all_netcdf4_files_in_repo:
             file_date = datetime(
-                year=int(file_name[counter_until_date_in_filename : counter_until_date_in_filename + 4]),
-                month=int(file_name[counter_until_date_in_filename + 4 : counter_until_date_in_filename + 6]),
-                day=int(file_name[counter_until_date_in_filename + 6 : counter_until_date_in_filename + 8]),
+                year=int(
+                    file_name[
+                        counter_until_date_in_filename : counter_until_date_in_filename
+                        + 4
+                    ]
+                ),
+                month=int(
+                    file_name[
+                        counter_until_date_in_filename
+                        + 4 : counter_until_date_in_filename
+                        + 6
+                    ]
+                ),
+                day=int(
+                    file_name[
+                        counter_until_date_in_filename
+                        + 6 : counter_until_date_in_filename
+                        + 8
+                    ]
+                ),
                 hour=0,
                 minute=0,
                 second=0,
diff --git a/weather_provider_api/routers/weather/sources/knmi/knmi.py b/weather_provider_api/routers/weather/sources/knmi/knmi.py
index 137b42a..f3fd8fd 100644
--- a/weather_provider_api/routers/weather/sources/knmi/knmi.py
+++ b/weather_provider_api/routers/weather/sources/knmi/knmi.py
@@ -5,11 +5,22 @@
 #  SPDX-License-Identifier: MPL-2.0
 
 from weather_provider_api.routers.weather.base_models.source import WeatherSourceBase
-from weather_provider_api.routers.weather.sources.knmi.models.actuele_waarnemingen import ActueleWaarnemingenModel
-from weather_provider_api.routers.weather.sources.knmi.models.daggegevens import DagGegevensModel
-from weather_provider_api.routers.weather.sources.knmi.models.harmonie_arome import HarmonieAromeModel
+from weather_provider_api.routers.weather.sources.knmi.models.actuele_waarnemingen import (
+    ActueleWaarnemingenModel,
+)
+from weather_provider_api.routers.weather.sources.knmi.models.actuele_waarnemingen_register import (
+    ActueleWaarnemingenRegisterModel,
+)
+from weather_provider_api.routers.weather.sources.knmi.models.daggegevens import (
+    DagGegevensModel,
+)
+from weather_provider_api.routers.weather.sources.knmi.models.harmonie_arome import (
+    HarmonieAromeModel,
+)
 from weather_provider_api.routers.weather.sources.knmi.models.pluim import PluimModel
-from weather_provider_api.routers.weather.sources.knmi.models.uurgegevens import UurgegevensModel
+from weather_provider_api.routers.weather.sources.knmi.models.uurgegevens import (
+    UurgegevensModel,
+)
 
 
 class KNMI(WeatherSourceBase):
@@ -20,6 +31,7 @@ def __init__(self):
             HarmonieAromeModel(),
             PluimModel(),
             ActueleWaarnemingenModel(),
+            ActueleWaarnemingenRegisterModel(),
         ]
 
         self.id = "knmi"
diff --git a/weather_provider_api/routers/weather/sources/knmi/models/actuele_waarnemingen.py b/weather_provider_api/routers/weather/sources/knmi/models/actuele_waarnemingen.py
index c67e6a6..c2cf763 100644
--- a/weather_provider_api/routers/weather/sources/knmi/models/actuele_waarnemingen.py
+++ b/weather_provider_api/routers/weather/sources/knmi/models/actuele_waarnemingen.py
@@ -7,24 +7,19 @@
 """ KNMI current weather data fetcher.
 """
 import copy
-import locale
-import re
-from datetime import datetime
 from typing import List, Optional
 
 import numpy as np
-import pandas as pd
-import requests
 import structlog
 import xarray as xr
 
 from weather_provider_api.routers.weather.base_models.model import WeatherModelBase
 from weather_provider_api.routers.weather.sources.knmi.stations import (
     stations_actual,
-    stations_actual_reversed,
 )
 from weather_provider_api.routers.weather.sources.knmi.utils import (
     find_closest_stn_list,
+    download_actuele_waarnemingen_weather,
 )
 from weather_provider_api.routers.weather.utils.geo_position import GeoPosition
 from weather_provider_api.routers.weather.utils.pandas_helpers import coords_to_pd_index
@@ -95,12 +90,11 @@ def get_weather(
         updated_weather_factors = self._request_weather_factors(weather_factors)
 
         # Download the current weather data
-        raw_ds = self._download_weather()
+        raw_ds = download_actuele_waarnemingen_weather()
+        print(raw_ds)
 
         # Get a list of the relevant STNs and choose the closest STN for each coordinate
-        coords_stn, stns, coords_stn_ind = find_closest_stn_list(
-            stations_actual, coords
-        )
+        coords_stn, _, _ = find_closest_stn_list(stations_actual, coords)
 
         # Select the data for the found closest STNs
         ds = raw_ds.sel(STN=coords_stn)
@@ -120,131 +114,6 @@ def get_weather(
         ds = ds.unstack("coord")
         return ds
 
-    def _download_weather(self) -> Optional[xr.Dataset]:
-        """
-        A function that downloads the Actuele Waarnemingen site and parses it into a Weather Provider API compatible
-        format.
-
-        Returns:
-            An Xarray Dataset containing the parsed weather data.
-        """
-        raw_ds = None
-
-        try:
-            knmi_site_response = requests.get(self.url)
-
-            if knmi_site_response.ok:
-                knmi_site_df = pd.read_html(knmi_site_response.text)[0]
-
-                column_translations = {
-                    "Station": "station",
-                    "Weer": "weather_description",
-                    "Temp (°C)": "temperature",
-                    "Chill (°C)": "wind_chill",
-                    "RV (%)": "relative_humidity",
-                    "Wind (bft)": "wind_direction",
-                    "Wind (m/s)": "wind_speed",
-                    "Wind (km/uur)": "wind_speed_kmu",
-                    "Zicht (m)": "visibility",
-                    "Druk (hPa)": "air_pressure",
-                }
-
-                # Rename to the conventional naming system used for the Weather Provider API
-                for dictionary_item in knmi_site_df.columns.copy(deep=True):
-                    if dictionary_item in column_translations.keys():
-                        knmi_site_df = knmi_site_df.rename(
-                            columns={
-                                dictionary_item: column_translations[dictionary_item]
-                            }
-                        )
-                    else:
-                        knmi_site_df = knmi_site_df.drop(
-                            dictionary_item, axis="columns"
-                        )
-
-                current_observation_moment = self.retrieve_observation_moment(
-                    knmi_site_response.text
-                )
-                knmi_site_df["time"] = current_observation_moment
-                if "wind_direction" in knmi_site_df:
-                    knmi_site_df["wind_direction"] = knmi_site_df[
-                        "wind_direction"
-                    ].str.strip("\n")
-
-                # Add a field for the station with its (lat, lon)-coordinates and remove the original station code
-                knmi_site_df["STN"] = knmi_site_df["station"].apply(
-                    lambda x: stations_actual_reversed[x.upper()]
-                )
-
-                stations_actual_indexed = stations_actual.set_index("STN")
-
-                knmi_site_df["lat"] = knmi_site_df["STN"].apply(
-                    lambda x: stations_actual_indexed.loc[x, "lat"]
-                )
-                knmi_site_df["lon"] = knmi_site_df["STN"].apply(
-                    lambda x: stations_actual_indexed.loc[x, "lon"]
-                )
-                knmi_site_df = knmi_site_df.drop("station", axis="columns")
-
-                # Rebuild the index
-                knmi_site_df = knmi_site_df.set_index(["time", "STN"])
-
-                # The following fields get removed because they aren't currently used in this API
-                if "weather_description" in knmi_site_df:
-                    knmi_site_df = knmi_site_df.drop(
-                        "weather_description", axis="columns"
-                    )
-                if "wind_chill" in knmi_site_df:
-                    knmi_site_df = knmi_site_df.drop("wind_chill", axis="columns")
-
-                # Generate a Xarray DataSet
-                raw_ds = knmi_site_df.to_xarray()
-
-        except (requests.exceptions.BaseHTTPError, IndexError) as e:
-            logger.exception(str(e))
-
-        return raw_ds
-
-    @staticmethod
-    def retrieve_observation_moment(html_body: str):
-        """
-        A function that extracts the observation date from the supplied html body of the Actuele Waarnemingen site.
-
-        Args:
-            html_body:  The text from the body downloaded from the Actuele Waarnemingen Site.
-
-        Returns:
-            Either the matching datetime if it can be extracted, or the current datetime if it cannot.
-        """
-        try:
-            re_match = re.search(
-                r"Waarnemingen\s(\d+\s\w+\s\d{4}\s\d{2}:\d{2})\suur",
-                html_body,
-            )
-            if re_match:
-                dt_str = re_match.group(1)
-                current_locale = locale.getlocale(locale.LC_TIME)
-                locale.setlocale(locale.LC_TIME, "dutch")
-                dt = datetime.strptime(dt_str, "%d %B %Y %H:%M")
-                locale.setlocale(locale.LC_TIME, current_locale)
-                return dt
-        except locale.Error as e:
-            logger.warning('No locale could be determined for KNMI Waarnemingen datetime transformation. '
-                           'Using local datetime instead.', datetime=datetime.utcnow())
-            return datetime.now()
-        except Exception as e:
-            logger.exception(
-                'An unknown exception occurred while retrieving the KNMI Waarnemingen datetime for use in the response. '
-                f'Using local datetime instead. Error: {e}', datetime=datetime.utcnow()
-            )
-            return datetime.now()
-
-        current_locale = locale.getlocale(locale.LC_TIME)
-        locale.setlocale(locale.LC_TIME, "dutch")
-        dt = datetime.now()
-        locale.setlocale(locale.LC_TIME, current_locale)
-        return dt
-
     def is_async(self):  # pragma: no cover
         return self.async_model
 
diff --git a/weather_provider_api/routers/weather/sources/knmi/models/actuele_waarnemingen_register.py b/weather_provider_api/routers/weather/sources/knmi/models/actuele_waarnemingen_register.py
new file mode 100644
index 0000000..4d3ab7f
--- /dev/null
+++ b/weather_provider_api/routers/weather/sources/knmi/models/actuele_waarnemingen_register.py
@@ -0,0 +1,135 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+#  SPDX-FileCopyrightText: 2019-2023 Alliander N.V.
+#  SPDX-License-Identifier: MPL-2.0
+
+""" KNMI current weather data aggregate fetcher.
+"""
+import copy
+from datetime import datetime
+from typing import List, Optional
+
+import numpy as np
+import structlog
+import xarray as xr
+from dateutil.relativedelta import relativedelta
+
+from weather_provider_api.routers.weather.base_models.model import WeatherModelBase
+from weather_provider_api.routers.weather.sources.knmi.client.actuele_waarnemingen_register_repository import (
+    ActueleWaarnemingenRegisterRepository,
+)
+from weather_provider_api.routers.weather.sources.knmi.stations import stations_actual
+from weather_provider_api.routers.weather.sources.knmi.utils import (
+    find_closest_stn_list,
+)
+from weather_provider_api.routers.weather.utils.geo_position import GeoPosition
+from weather_provider_api.routers.weather.utils.pandas_helpers import coords_to_pd_index
+
+logger = structlog.get_logger(__name__)
+
+
+class ActueleWaarnemingenRegisterModel(WeatherModelBase):
+    """
+    A Weather model aimed at accessing a 24-hour register for the "KNMi Actuele Waarnemingen" dataset.
+    """
+
+    def is_async(self):
+        return self.async_model
+
+    def __init__(self):
+        super().__init__()
+        self.id = "waarnemingen_register"
+        self.name = "KNMI Actuele Waarnemingen - 48 uur register"
+        self.version = None
+        self.url = "https://www.knmi.nl/nederland-nu/weer/waarnemingen"
+        self.predictive = False
+        self.time_step_size_minutes = 10
+        self.num_time_steps = 12
+        self.description = "48 Hour register for current weather observations. Updated every 10 minutes."
+        self.async_model = False
+        self.repository = ActueleWaarnemingenRegisterRepository()
+
+        self.to_si = {
+            "weather_description": {
+                "name": "weather_description",
+                "convert": self.no_conversion,
+            },
+            "temperature": {"convert": self.celsius_to_kelvin},
+            "humidity": {"convert": self.percentage_to_frac},
+            "wind_direction": {"convert": self.dutch_wind_direction_to_degrees},
+            "wind_speed": {"convert": self.no_conversion},  # m/s
+            "visibility": {"convert": self.no_conversion},  # m
+            "air_pressure": {"convert": lambda x: x * 100},  # hPa to Pa
+        }
+        self.to_human = copy.deepcopy(self.to_si)
+        self.to_human["temperature"]["convert"] = self.no_conversion  # C
+
+        self.human_to_model_specific = self._create_reverse_lookup(self.to_si)
+
+    def get_weather(
+        self,
+        coords: List[GeoPosition],
+        begin: Optional[np.datetime64],
+        end: Optional[np.datetime64],
+        weather_factors: List[str] = None,
+    ) -> xr.Dataset:
+        """
+        The function that gathers and processes the requested Actuele Waarnemingen Register weather data from the
+        48-hour register and returns it as a Xarray Dataset.
+        (The register for this model interprets directly from an HTML page, but the information is also available from
+        the data platform. Due to it being rather impractically handled, we stick to the site for now.)
+
+        Args:
+            coords:             A list of GeoPositions containing the locations the data is requested for.
+            begin:              A datetime containing the start of the period to request data for.
+            end:                A datetime containing the end of the period to request data for.
+            weather_factors:    A list of weather factors to request data for (in string format)
+
+        Returns:
+            An Xarray Dataset containing the weather data for the requested period, locations and factors.
+
+        NOTES:
+            As this model only return the current weather data the 'begin' and 'end' values are not actually used.
+        """
+        updated_weather_factors = self._request_weather_factors(weather_factors)
+        coords_stn, _, _ = find_closest_stn_list(stations_actual, coords)
+
+        now = datetime.utcnow()
+        if now - relativedelta(days=1) > begin:
+            raw_ds = self.repository.get_48_hour_registry_for_station(
+                station=coords_stn
+            )
+        else:
+            raw_ds = self.repository.get_24_hour_registry_for_station(
+                station=coords_stn
+            )
+
+        data_dictionary = {
+            var_name: (["time", "coord"], var.values)
+            for var_name, var in raw_ds.data_vars.items()
+            if var_name in updated_weather_factors and var_name not in ["lat", "lon"]
+        }
+
+        timeline = raw_ds.coords["time"].values
+
+        output_ds = xr.Dataset(
+            data_vars=data_dictionary,
+            coords={"time": timeline, "coord": coords_to_pd_index(coords)},
+        )
+        output_ds = output_ds.unstack("coord")
+        return output_ds
+
+    def _request_weather_factors(self, factors: Optional[List[str]]) -> List[str]:
+        # Implementation of the Base Weather Model function that returns a list of known weather factors for the model.
+        if factors is None:
+            return list(self.to_si.keys())
+
+        new_factors = []
+
+        for f in factors:
+            f_low = f.lower()
+            if f_low in self.to_si:
+                new_factors.append(f_low)
+
+        return list(set(new_factors))  # Cleanup any duplicate values and return
diff --git a/weather_provider_api/routers/weather/sources/knmi/models/daggegevens.py b/weather_provider_api/routers/weather/sources/knmi/models/daggegevens.py
index b9b5746..0bda5ce 100644
--- a/weather_provider_api/routers/weather/sources/knmi/models/daggegevens.py
+++ b/weather_provider_api/routers/weather/sources/knmi/models/daggegevens.py
@@ -22,8 +22,12 @@
 
 from weather_provider_api.routers.weather.base_models.model import WeatherModelBase
 from weather_provider_api.routers.weather.sources.knmi.stations import stations_history
-from weather_provider_api.routers.weather.sources.knmi.utils import find_closest_stn_list
-from weather_provider_api.routers.weather.utils.date_helpers import validate_begin_and_end
+from weather_provider_api.routers.weather.sources.knmi.utils import (
+    find_closest_stn_list,
+)
+from weather_provider_api.routers.weather.utils.date_helpers import (
+    validate_begin_and_end,
+)
 from weather_provider_api.routers.weather.utils.geo_position import GeoPosition
 from weather_provider_api.routers.weather.utils.pandas_helpers import coords_to_pd_index
 
@@ -201,9 +205,13 @@ def get_weather(
             An Xarray Dataset containing the weather data for the requested period, locations and factors.
         """
         # Test and account for invalid datetime timeframes or input
-        begin, end = validate_begin_and_end(begin, end, None, datetime.utcnow() - relativedelta(days=1))
+        begin, end = validate_begin_and_end(
+            begin, end, None, datetime.utcnow() - relativedelta(days=1)
+        )
         # Get a list of the relevant STNs and choose the closest STN for each coordinate
-        station_id, stns, coords_stn_ind = find_closest_stn_list(stations_history, coords)
+        station_id, stns, coords_stn_ind = find_closest_stn_list(
+            stations_history, coords
+        )
 
         # Download the weather data for the relevant STNs
         raw_data = self._download_weather(
@@ -247,7 +255,9 @@ def _download_weather(
             A field containing the full response of the made download-request (text-based)
         """
         # fetch data
-        params = self._create_request_params(start, end, inseason, stations, weather_factors)
+        params = self._create_request_params(
+            start, end, inseason, stations, weather_factors
+        )
         r = requests.post(url=self.download_url, data=params)
 
         if r.status_code != 200:
@@ -291,9 +301,9 @@ def _create_request_params(self, start, end, inseason, stations, weather_factors
     def _parse_raw_weather_data(self, raw_data: str) -> xr.Dataset:
         json_data = json.loads(raw_data)
         dataframe_data = pd.DataFrame.from_dict(json_data, orient="columns")
+        dataframe_data["date"] = pd.to_datetime(dataframe_data["date"])
 
         conversion_dict = {
-            "date": "datetime64[ns]",
             "station_code": int,
         }
         for weather_factor in self.to_si.keys():
@@ -314,8 +324,11 @@ def _prepare_weather_data(coordinates: List[GeoPosition], station_id, raw_ds):
         ds = raw_ds.sel(station_code=station_id)
 
         # dict of data
-        data_dict = {var_name: (["coord", "time"], var.values) for var_name, var in ds.data_vars.items()}
-        timeline = ds.coords["date"].values
+        data_dict = {
+            var_name: (["coord", "time"], var.values)
+            for var_name, var in ds.data_vars.items()
+        }
+        timeline = pd.DatetimeIndex(ds.coords["date"].values)
 
         ds = xr.Dataset(
             data_vars=data_dict,
diff --git a/weather_provider_api/routers/weather/sources/knmi/models/uurgegevens.py b/weather_provider_api/routers/weather/sources/knmi/models/uurgegevens.py
index 6b25078..22e7087 100644
--- a/weather_provider_api/routers/weather/sources/knmi/models/uurgegevens.py
+++ b/weather_provider_api/routers/weather/sources/knmi/models/uurgegevens.py
@@ -251,7 +251,6 @@ def _parse_raw_weather_data(self, raw_data: str) -> xr.Dataset:
         dataframe_data = pd.DataFrame.from_dict(json_data, orient="columns")
 
         conversion_dict = {
-            "date": "datetime64[ns]",
             "hour": str,
             "station_code": int,
         }
@@ -262,6 +261,7 @@ def _parse_raw_weather_data(self, raw_data: str) -> xr.Dataset:
         # KNMI measures the -th hour. (The 24th hour is from 23:00 to 00:00 the next day) We use 23:00 to indicate that.
         dataframe_data["hour"] = dataframe_data["hour"] - 1
         dataframe_data = dataframe_data.astype(conversion_dict)
+        dataframe_data["date"] = pd.to_datetime(dataframe_data["date"])
 
         # Convert hours from time to timestamp
         dataframe_data["timestamp"] = pd.to_timedelta(dataframe_data["hour"] + ":00:00")
@@ -284,7 +284,7 @@ def _prepare_weather_data(coordinates: List[GeoPosition], station_id, raw_ds):
 
         # dict of data
         data_dict = {var_name: (["coord", "time"], var.values) for var_name, var in ds.data_vars.items()}
-        timeline = ds.coords["date"].values
+        timeline = pd.DatetimeIndex(ds.coords["date"].values)
 
         ds = xr.Dataset(
             data_vars=data_dict,
diff --git a/weather_provider_api/routers/weather/sources/knmi/utils.py b/weather_provider_api/routers/weather/sources/knmi/utils.py
index 1cd135b..c671501 100644
--- a/weather_provider_api/routers/weather/sources/knmi/utils.py
+++ b/weather_provider_api/routers/weather/sources/knmi/utils.py
@@ -6,25 +6,37 @@
 
 """Utilities for handling KNMI datasets.
 """
+import locale
+import re
+from datetime import datetime
 from typing import List
 
 import numpy as np
 import pandas as pd
+import requests
+import structlog
+import xarray as xr
 from geopy.distance import great_circle
 
+from weather_provider_api.routers.weather.sources.knmi.stations import (
+    stations_actual,
+    stations_actual_reversed,
+)
 from weather_provider_api.routers.weather.utils.geo_position import GeoPosition
 
+logger = structlog.get_logger(__name__)
+
 
 def find_closest_stn_list(stn_stations: pd.DataFrame, coords: List[GeoPosition]):
     """
-        A function that finds the closest stations to the locations in the given list of GeoPositions
+            A function that finds the closest stations to the locations in the given list of GeoPositions
     Args:
-        stn_stations:   A Pandas Dataframe containing all the station data for the KNMI stations
-        coords:         A list of GeoPositions with locations to find the nearest stations to.
-    Returns:
-        A list of coordinates for found stations
-        A list of found stations in the same order
-        A list of index numbers for the found in the same order
+            stn_stations:   A Pandas Dataframe containing all the station data for the KNMI stations
+            coords:         A list of GeoPositions with locations to find the nearest stations to.
+        Returns:
+            A list of coordinates for found stations
+            A list of found stations in the same order
+            A list of index numbers for the found in the same order
     """
     _stn_stations = stn_stations.copy(deep=True)
 
@@ -52,3 +64,123 @@ def _find_closest_stn_single(stn_stations: pd.DataFrame, coord: GeoPosition):
     min_ind = np.argmin(stn_stations["distance"].values)
     # Return the found stn
     return stn_stations.loc[min_ind, "STN"]
+
+
+def download_actuele_waarnemingen_weather() -> xr.Dataset:
+    """ """
+    raw_ds = None
+
+    try:
+        knmi_site_response = requests.get(
+            "https://www.knmi.nl/nederland-nu/weer/waarnemingen"
+        )
+
+        if knmi_site_response.ok:
+            knmi_site_df = pd.read_html(knmi_site_response.text)[0]
+
+            column_translations = {
+                "Station": "station",
+                "Weer": "weather_description",
+                "Temp (°C)": "temperature",
+                "Chill (°C)": "wind_chill",
+                "RV (%)": "relative_humidity",
+                "Wind (bft)": "wind_direction",
+                "Wind (m/s)": "wind_speed",
+                "Wind (km/uur)": "wind_speed_kmu",
+                "Zicht (m)": "visibility",
+                "Druk (hPa)": "air_pressure",
+            }
+
+            # Rename to the conventional naming system used for the Weather Provider API
+            for dictionary_item in knmi_site_df.columns.copy(deep=True):
+                if dictionary_item in column_translations.keys():
+                    knmi_site_df = knmi_site_df.rename(
+                        columns={dictionary_item: column_translations[dictionary_item]}
+                    )
+                else:
+                    knmi_site_df = knmi_site_df.drop(dictionary_item, axis="columns")
+
+            current_observation_moment = _retrieve_observation_moment(
+                knmi_site_response.text
+            )
+            knmi_site_df["time"] = current_observation_moment
+            if "wind_direction" in knmi_site_df:
+                knmi_site_df["wind_direction"] = knmi_site_df[
+                    "wind_direction"
+                ].str.strip("\n")
+
+            # Add a field for the station with its (lat, lon)-coordinates and remove the original station code
+            knmi_site_df["STN"] = knmi_site_df["station"].apply(
+                lambda x: stations_actual_reversed[x.upper()]
+            )
+
+            stations_actual_indexed = stations_actual.set_index("STN")
+
+            knmi_site_df["lat"] = knmi_site_df["STN"].apply(
+                lambda x: stations_actual_indexed.loc[x, "lat"]
+            )
+            knmi_site_df["lon"] = knmi_site_df["STN"].apply(
+                lambda x: stations_actual_indexed.loc[x, "lon"]
+            )
+            knmi_site_df = knmi_site_df.drop("station", axis="columns")
+
+            # Rebuild the index
+            knmi_site_df = knmi_site_df.set_index(["time", "STN"])
+
+            # The following fields get removed because they aren't currently used in this API
+            if "weather_description" in knmi_site_df:
+                knmi_site_df = knmi_site_df.drop("weather_description", axis="columns")
+            if "wind_chill" in knmi_site_df:
+                knmi_site_df = knmi_site_df.drop("wind_chill", axis="columns")
+
+            # Generate a Xarray DataSet
+            raw_ds = knmi_site_df.to_xarray()
+
+    except (requests.exceptions.BaseHTTPError, IndexError) as expected_error:
+        logger.exception(str(expected_error))
+
+    return raw_ds
+
+
+def _retrieve_observation_moment(html_body: str):
+    """
+    A function that extracts the observation date from the supplied html body of the Actuele Waarnemingen site.
+
+    Args:
+        html_body:  The text from the body downloaded from the Actuele Waarnemingen Site.
+
+    Returns:
+        Either the matching datetime if it can be extracted, or the current datetime if it cannot.
+    """
+    try:
+        re_match = re.search(
+            r"Waarnemingen\s(\d+\s\w+\s\d{4}\s\d{2}:\d{2})\suur",
+            html_body,
+        )
+        if re_match:
+            dt_str = re_match.group(1)
+            current_locale = locale.getlocale(locale.LC_TIME)
+            locale.setlocale(locale.LC_TIME, "dutch")
+            dt = datetime.strptime(dt_str, "%d %B %Y %H:%M")
+            locale.setlocale(locale.LC_TIME, current_locale)
+            return dt
+    except locale.Error:
+        logger.warning(
+            "No locale could be determined for KNMI Waarnemingen datetime transformation. "
+            "Using local datetime instead.",
+            datetime=datetime.utcnow(),
+        )
+        return datetime.now()
+    except Exception as e:
+        logger.exception(
+            "An unknown exception occurred while retrieving the KNMI Waarnemingen datetime for use in the response."
+            f" Using local datetime instead. Error: {e}",
+            datetime=datetime.utcnow(),
+        )
+        return datetime.now()
+
+    current_locale = locale.getlocale(locale.LC_TIME)
+    locale.setlocale(locale.LC_TIME, "dutch")
+    dt = datetime.now()
+    locale.setlocale(locale.LC_TIME, current_locale)
+    return dt
diff --git a/weather_provider_api/routers/weather/utils/date_helpers.py b/weather_provider_api/routers/weather/utils/date_helpers.py
index d0c3b6f..3c047c1 100644
--- a/weather_provider_api/routers/weather/utils/date_helpers.py
+++ b/weather_provider_api/routers/weather/utils/date_helpers.py
@@ -25,7 +25,7 @@ def parse_datetime(
     if datetime_string is None:
         return None
 
-    dt = pd.to_datetime(datetime_string, dayfirst=True, errors="coerce")
+    dt = pd.to_datetime(datetime_string, dayfirst=False, errors="coerce")
 
     if pd.isnull(dt):
         logger.exception("Error while parsing datetime string", input=datetime_string)
diff --git a/weather_provider_api/scripts/erase_era5sl_repository.py b/weather_provider_api/scripts/erase_era5sl_repository.py
index 7f77453..22948a0 100644
--- a/weather_provider_api/scripts/erase_era5sl_repository.py
+++ b/weather_provider_api/scripts/erase_era5sl_repository.py
@@ -4,10 +4,13 @@
 #  SPDX-FileCopyrightText: 2019-2022 Alliander N.V.
 #  SPDX-License-Identifier: MPL-2.0
 
-from weather_provider_api.routers.weather.sources.cds.client.era5sl_repository import ERA5SLRepository
+from weather_provider_api.routers.weather.sources.cds.client.era5sl_repository import (
+    ERA5SLRepository,
+)
 
 
 def main():
+    # Simple method wrapper for purging data
     era5sl_repo = ERA5SLRepository()
     era5sl_repo.purge_repository()
 
diff --git a/weather_provider_api/scripts/erase_waarnemingen_register.py b/weather_provider_api/scripts/erase_waarnemingen_register.py
new file mode 100644
index 0000000..c3d0846
--- /dev/null
+++ b/weather_provider_api/scripts/erase_waarnemingen_register.py
@@ -0,0 +1,19 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+#  SPDX-FileCopyrightText: 2019-2023 Alliander N.V.
+#  SPDX-License-Identifier: MPL-2.0
+
+from weather_provider_api.routers.weather.sources.knmi.client.actuele_waarnemingen_register_repository import (
+    ActueleWaarnemingenRegisterRepository,
+)
+
+
+def main():
+    # Simple method wrapper for purging data
+    waarnemingen_repo = ActueleWaarnemingenRegisterRepository()
+    waarnemingen_repo.purge_repository()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/weather_provider_api/scripts/update_waarnemingen_register.py b/weather_provider_api/scripts/update_waarnemingen_register.py
new file mode 100644
index 0000000..5eddb2a
--- /dev/null
+++ b/weather_provider_api/scripts/update_waarnemingen_register.py
@@ -0,0 +1,18 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+
+#  SPDX-FileCopyrightText: 2019-2023 Alliander N.V.
+#  SPDX-License-Identifier: MPL-2.0
+from weather_provider_api.routers.weather.sources.knmi.client.actuele_waarnemingen_register_repository import (
+    ActueleWaarnemingenRegisterRepository,
+)
+
+
+def main():
+    waarnemingen_repo = ActueleWaarnemingenRegisterRepository()
+    waarnemingen_repo.update()
+
+
+if __name__ == "__main__":  # pragma: no cover
+    main()