diff --git a/.python-version b/.python-version
index 1e33456..e4fba21 100644
--- a/.python-version
+++ b/.python-version
@@ -1 +1 @@
-3.11.2
+3.12
diff --git a/Dockerfile b/Dockerfile
index f00411d..fbe954a 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.11-slim as build
+FROM python:3.12-slim as build
 WORKDIR /app
 COPY . .
 
diff --git a/Makefile b/Makefile
index 933015f..cffc1b1 100644
--- a/Makefile
+++ b/Makefile
@@ -10,49 +10,55 @@ help: # preview Makefile commands
 	@awk 'BEGIN { FS = ":.*#"; print "Usage:  make <target>\n\nTargets:" } \
 /^[-_[:alpha:]]+:.?*#/ { printf "  %-15s%s\n", $$1, $$2 }' $(MAKEFILE_LIST)
 
-## Dependency commands 
+#######################
+# Dependency commands
+#######################
 
-install: # install Python dependencies and pre-commit hook
+install: # Install Python dependencies
 	pipenv install --dev
 	pipenv run pre-commit install
 
-update: install # update Python dependencies
+update: install # Update Python dependencies
 	pipenv clean
 	pipenv update --dev
 
-## Unit Test commands
+######################
+# Unit test commands
+######################
 
-test: # run tests and print a coverage report
+test: # Run tests and print a coverage report
 	pipenv run coverage run --source=tim -m pytest -vv
 	pipenv run coverage report -m
 
-coveralls: test # write coverage data to an LCOV report
+coveralls: test # Write coverage data to an LCOV report
 	pipenv run coverage lcov -o ./coverage/lcov.info
 
-## Code quality and safety commands
+####################################
+# Code quality and safety commands
+####################################
 
-lint: black mypy ruff safety # run linters
+lint: black mypy ruff safety # Run linters
 
-black: # run 'black' linter and print a preview of suggested changes
+black: # Run 'black' linter and print a preview of suggested changes
 	pipenv run black --check --diff .
 
-mypy:  # run 'mypy' linter
-	pipenv run mypy tim
+mypy: # Run 'mypy' linter
+	pipenv run mypy .
 
-ruff: # run 'ruff' linter and print a preview of errors
+ruff: # Run 'ruff' linter and print a preview of errors
 	pipenv run ruff check .
 
-safety: # check for security vulnerabilities and verify Pipfile.lock is up-to-date
+safety: # Check for security vulnerabilities and verify Pipfile.lock is up-to-date
 	pipenv check
 	pipenv verify
 
-lint-apply: # apply changes with 'black' and resolve fixable errors with 'ruff'
-	black-apply ruff-apply
+lint-apply: # Apply changes with 'black' and resolve 'fixable errors' with 'ruff'
+	black-apply ruff-apply 
 
-black-apply: # apply changes with 'black'
+black-apply: # Apply changes with 'black'
 	pipenv run black .
 
-ruff-apply: # resolve fixable errors with 'ruff'
+ruff-apply: # Resolve 'fixable errors' with 'ruff'
 	pipenv run ruff check --fix .
 
 ## Terraform-generated commands for container build and deployment in dev
diff --git a/Pipfile b/Pipfile
index 8073f06..e0b631e 100644
--- a/Pipfile
+++ b/Pipfile
@@ -19,13 +19,12 @@ coveralls = "*"
 freezegun = "*"
 mypy = "*"
 pre-commit = "*"
-pydocstyle = "*"
 pytest = "*"
-vcrpy = "*"
 ruff = "*"
+vcrpy = "*"
 
 [requires]
-python_version = "3.11"
+python_version = "3.12"
 
 [scripts]
 tim = "python -c \"from tim.cli import main; main(prog_name='tim')\""
diff --git a/Pipfile.lock b/Pipfile.lock
index 6d2968e..bb4bf13 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,11 +1,11 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "4916a1dd001923494d99283fad7982275ec4497d62fec2608b01a107c10426f9"
+            "sha256": "132bfd24963b85bc439bc21fa64e516adec005940084458fa6e47227b556a78f"
         },
         "pipfile-spec": 6,
         "requires": {
-            "python_version": "3.11"
+            "python_version": "3.12"
         },
         "sources": [
             {
@@ -18,124 +18,139 @@
     "default": {
         "boto3": {
             "hashes": [
-                "sha256:004e67b078be58d34469406f93cc8b95bc43becef4bbe44523a0b8e51f84c668",
-                "sha256:162edf182e53c198137a28432a626dba103f787a8f5000ed4758b73ccd203fa0"
+                "sha256:18416d07b41e6094101a44f8b881047dcec6b846dad0b9f83b9bbf2f0cd93d07",
+                "sha256:7f8e8a252458d584d8cf7877c372c4f74ec103356eedf43d2dd9e479f47f3639"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.59"
+            "version": "==1.35.44"
         },
         "botocore": {
             "hashes": [
-                "sha256:24edb4d21d7c97dea0c6c4a80d36b3809b1443a30b0bd5e317d6c319dfac823f",
-                "sha256:4bc112dafb1679ab571117593f7656604726a3da0e5ae5bad00ea772fa40e75c"
+                "sha256:1fcd97b966ad8a88de4106fe1bd3bbd6d8dadabe99bbd4a6aadcf11cb6c66b39",
+                "sha256:55388e80624401d017a9a2b8109afd94814f7e666b53e28fce51375cfa8d9326"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.59"
+            "version": "==1.35.44"
         },
         "certifi": {
             "hashes": [
-                "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f",
-                "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"
+                "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8",
+                "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2024.2.2"
+            "version": "==2024.8.30"
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027",
-                "sha256:06a81e93cd441c56a9b65d8e1d043daeb97a3d0856d177d5c90ba85acb3db087",
-                "sha256:0a55554a2fa0d408816b3b5cedf0045f4b8e1a6065aec45849de2d6f3f8e9786",
-                "sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8",
-                "sha256:10955842570876604d404661fbccbc9c7e684caf432c09c715ec38fbae45ae09",
-                "sha256:122c7fa62b130ed55f8f285bfd56d5f4b4a5b503609d181f9ad85e55c89f4185",
-                "sha256:1ceae2f17a9c33cb48e3263960dc5fc8005351ee19db217e9b1bb15d28c02574",
-                "sha256:1d3193f4a680c64b4b6a9115943538edb896edc190f0b222e73761716519268e",
-                "sha256:1f79682fbe303db92bc2b1136016a38a42e835d932bab5b3b1bfcfbf0640e519",
-                "sha256:2127566c664442652f024c837091890cb1942c30937add288223dc895793f898",
-                "sha256:22afcb9f253dac0696b5a4be4a1c0f8762f8239e21b99680099abd9b2b1b2269",
-                "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3",
-                "sha256:2e81c7b9c8979ce92ed306c249d46894776a909505d8f5a4ba55b14206e3222f",
-                "sha256:3287761bc4ee9e33561a7e058c72ac0938c4f57fe49a09eae428fd88aafe7bb6",
-                "sha256:34d1c8da1e78d2e001f363791c98a272bb734000fcef47a491c1e3b0505657a8",
-                "sha256:37e55c8e51c236f95b033f6fb391d7d7970ba5fe7ff453dad675e88cf303377a",
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-                "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc",
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-                "sha256:45485e01ff4d3630ec0d9617310448a8702f70e9c01906b0d0118bdf9d124cf2",
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+                "sha256:27623ba66c183eca01bf9ff833875b459cad267aeeb044477fedac35e19ba907",
+                "sha256:285e96d9d53422efc0d7a17c60e59f37fbf3dfa942073f666db4ac71e8d726d0",
+                "sha256:2de62e8801ddfff069cd5c504ce3bc9672b23266597d4e4f50eda28846c322f2",
+                "sha256:2f6c34da58ea9c1a9515621f4d9ac379871a8f21168ba1b5e09d74250de5ad62",
+                "sha256:309a7de0a0ff3040acaebb35ec45d18db4b28232f21998851cfa709eeff49d62",
+                "sha256:35c404d74c2926d0287fbd63ed5d27eb911eb9e4a3bb2c6d294f3cfd4a9e0c23",
+                "sha256:3710a9751938947e6327ea9f3ea6332a09bf0ba0c09cae9cb1f250bd1f1549bc",
+                "sha256:3d59d125ffbd6d552765510e3f31ed75ebac2c7470c7274195b9161a32350284",
+                "sha256:40d3ff7fc90b98c637bda91c89d51264a3dcf210cade3a2c6f838c7268d7a4ca",
+                "sha256:425c5f215d0eecee9a56cdb703203dda90423247421bf0d67125add85d0c4455",
+                "sha256:43193c5cda5d612f247172016c4bb71251c784d7a4d9314677186a838ad34858",
+                "sha256:44aeb140295a2f0659e113b31cfe92c9061622cadbc9e2a2f7b8ef6b1e29ef4b",
+                "sha256:47334db71978b23ebcf3c0f9f5ee98b8d65992b65c9c4f2d34c2eaf5bcaf0594",
+                "sha256:4796efc4faf6b53a18e3d46343535caed491776a22af773f366534056c4e1fbc",
+                "sha256:4a51b48f42d9358460b78725283f04bddaf44a9358197b889657deba38f329db",
+                "sha256:4b67fdab07fdd3c10bb21edab3cbfe8cf5696f453afce75d815d9d7223fbe88b",
+                "sha256:4ec9dd88a5b71abfc74e9df5ebe7921c35cbb3b641181a531ca65cdb5e8e4dea",
+                "sha256:4f9fc98dad6c2eaa32fc3af1417d95b5e3d08aff968df0cd320066def971f9a6",
+                "sha256:54b6a92d009cbe2fb11054ba694bc9e284dad30a26757b1e372a1fdddaf21920",
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         "click": {
             "hashes": [
@@ -146,108 +161,119 @@
             "markers": "python_version >= '3.7'",
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         },
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         "jmespath": {
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@@ -275,20 +301,20 @@
         },
         "opensearch-py": {
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-            "version": "==2.4.2"
+            "markers": "python_version >= '3.8' and python_version < '4'",
+            "version": "==2.7.1"
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         "pygments": {
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-            "markers": "python_version >= '3.7'",
-            "version": "==2.17.2"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.18.0"
         },
         "python-dateutil": {
             "hashes": [
@@ -300,44 +326,45 @@
         },
         "requests": {
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-            "markers": "python_version >= '3.7'",
-            "version": "==2.31.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.32.3"
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-            "markers": "python_full_version >= '3.7.0'",
-            "version": "==13.7.1"
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==13.9.2"
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         "rich-click": {
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-                "sha256:bced1594c497dc007ab49508ff198bb437c576d01291c13a61658999066481f4"
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             "markers": "python_version >= '3.7'",
-            "version": "==1.7.3"
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-            "version": "==0.10.0"
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-            "version": "==1.41.0"
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         "six": {
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@@ -352,27 +379,27 @@
                 "s3"
             ],
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-            "version": "==2.0.7"
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+            "version": "==2.2.3"
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         "wrapt": {
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@@ -454,57 +481,57 @@
     "develop": {
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-            "version": "==6.5.0"
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@@ -699,36 +756,36 @@
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-                "sha256:9fc5fc1eeb029757349ad26bbc5880557389a03fa6ada41703db5e068881e5f2",
-                "sha256:a00862fb23195b6b8322f7d781b0dc1d82cb3bcac346d1e38689370cc1cc398b",
-                "sha256:a3a6ed1d525bfb91b3fc9b690c5a21bb52de28c018530ad85093cc488bee2dd2",
-                "sha256:a6327976c7c2f4ee6816eff196e25385ccc02cb81427952414a64811037bbc8b",
-                "sha256:a7409f968456111140c1c95301cadf071bd30a81cbd7ab829169fb9e3d72eae9",
-                "sha256:a825ec844298c791fd28ed14ed1bffc56a98d15b8c58a20e0e08c1f5f2bea1be",
-                "sha256:a8c1df72eb746f4136fe9a2e72b0c9dc1da1cbd23b5372f94b5820ff8ae30e0e",
-                "sha256:a9bd00dc3bc395a662900f33f74feb3e757429e545d831eef5bb280252631984",
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-                "sha256:aaaea1e536f98754a6e5c56091baa1b6ce2f2700cc4a00b0d49eca8dea471074",
-                "sha256:ad4d7a90a92e528aadf4965d685c17dacff3df282db1121136c382dc0b6014d2",
-                "sha256:b8477c1ee4bd47c57d49621a062121c3023609f7a13b8a46953eb6c9716ca392",
-                "sha256:ba6f52cbc7809cd8d74604cce9c14868306ae4aa0282016b641c661f981a6e91",
-                "sha256:bac8d525a8dbc2a1507ec731d2867025d11ceadcb4dd421423a5d42c56818541",
-                "sha256:bef596fdaa8f26e3d66af846bbe77057237cb6e8efff8cd7cc8dff9a62278bbf",
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-                "sha256:d25039a474c4c72a5ad4b52495056f843a7ff07b632c1b92ea9043a3d9950f6e",
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-                "sha256:d8a1c6c0be645c745a081c192e747c5de06e944a0d21245f4cf7c05e457c36e0",
-                "sha256:d8b889777de69897406c9fb0b76cdf2fd0f31267861ae7501d93003d55f54fbe",
-                "sha256:d9e09c9d74f4566e905a0b8fa668c58109f7624db96a2171f21747abc7524234",
-                "sha256:db8e58b9d79200c76956cefd14d5c90af54416ff5353c5bfd7cbe58818e26ef0",
-                "sha256:ddb2a5c08a4eaaba605340fdee8fc08e406c56617566d9643ad8bf6852778fc7",
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-                "sha256:ea65804b5dc88dacd4a40279af0cdadcfe74b3e5b4c897aa0d81cf86927fee78",
-                "sha256:ec61d826d80fc293ed46c9dd26995921e3a82146feacd952ef0757236fc137be",
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-                "sha256:f7d6b36dd2e029b6bcb8a13cf19664c7b8e19ab3a58e0fefbb5b8461447ed5ec"
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+                "sha256:0a843e692f9d5402b3455653f4607dc521de2385f01c5cad7ba4a87c46e2ea8d",
+                "sha256:10bfe0bef4cf5ea0383886beda004071faadedf2647048b9f876664284c5b60d",
+                "sha256:18940191ec9a83bbfe63eea61c3e9d12474bb910d5613bce8fa46e84a80b75b2",
+                "sha256:19e2a4b2935f95fad0949f420514c5d862f5f18058fbbfd8854f496a97d9fd87",
+                "sha256:1a6b6e95bc621c11cf9ff21012173337e789f2461ebc3b4e5bf65c74ef69adb8",
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+                "sha256:524b3bb7dff320e305bc979c65eddc0342548c56ea9241502f907853fe53c408",
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+                "sha256:5d6be369488d503c8edc14e2f63d71ab2a607041ad216a8ad444fa18e8dea792",
+                "sha256:5fadcf532fd9f6cbad71485ef8c2462dd9a91d3efc72ca01eb0970792c92552a",
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+                "sha256:6493da9ba5c551978c679ab04856c2cf8f79c316e8ec8c503460a135705edc3b",
+                "sha256:6563394492c96cb57f4dff0c69c63d2b28b5469c59c66f35a1e6451583cd0ab4",
+                "sha256:68d21d0563d82aaf46163eac529adac301b20be3181b8a2811f7bd5615466055",
+                "sha256:68e837b3edfcd037f9706157e7cb8efda832de6248c7d9e893e2638356dfae5d",
+                "sha256:6b3d2767bd64c62909ea33525b954ba05c8f9726bfdf2141d175da4e344f19ae",
+                "sha256:6e2c674cfe4c03ad7a4d536b1f808221f0d11a360486b4b032d2557c0bd633ad",
+                "sha256:70d074d5a96e0954fe6db81ff356f4361397da1cda3f7c127fc0902f671a087e",
+                "sha256:71730658be0b5de7c570a9795d7404c577b2313c1db370407092c66f70e04ccb",
+                "sha256:73143dd279e641543da52c55652ad7b4c7c5f79e797f124f58f04cc060f14271",
+                "sha256:75d04ba8ed335042328086e643e01165e0c24598216f72da709b375930ae3bdb",
+                "sha256:7825506fbee4055265528ec3532a8197ff26fc53d4978917a4c8ddbb4c1667d7",
+                "sha256:7983290ede3aaa2c9620879530849532529b4dcbf5b12a0b6a91163a773eadb9",
+                "sha256:7abd7d15aedb3961a967cc65f8144dbbca42e3626a21c5f4f29919cf43eeafb9",
+                "sha256:8249147ee81c1cf4d1dc6f26ba28a1b9d92751529f83c308ad02164bb93abd0d",
+                "sha256:86648c53b10c53db8b967a75fb41e0c89dbec7398f6525e34af2b6c456bb0ac0",
+                "sha256:8669a110f655c9eb22f16fb68a7d4942020aeaa09f1def584a80183e3e89953c",
+                "sha256:8b7dd6983c81523f9de0ae6334c3b7a3cb33283936e0525f80c4f713f54a9bb6",
+                "sha256:8fc727f0fb388debc771eaa7091c092bd2e8b6b4741b73354b8efadcf96d6031",
+                "sha256:9162ea117ce8bad8ebc95b7376b4135988acd888d2cf4702f8281e3c11f8b81f",
+                "sha256:94189746c5ad62e1014a16298130e696fe593d031d442ef135fb7787b7a1f820",
+                "sha256:94ab1185900f43760d5487c8e49f5f1a66f864e36092f282f1813597479b9dfa",
+                "sha256:96ce879799fee124d241ea3b84448378f638e290c49493d00b706f3fd57ec22b",
+                "sha256:9aa054d97033beac9cb9b19b7c0b8784b85b12cd17879087ca6bffba57884e02",
+                "sha256:9c2d1109c8d92059314cc34dd8f0a31f74b720dc140744923ed7ca228bf9b491",
+                "sha256:a082dc948045606f62dca0228ab24f13737180b253378d6443f5b2b9ef8beefe",
+                "sha256:a7d317fb80bc17ed4b34a9aad8b80cef34bea0993654f3e8566daf323def7ef9",
+                "sha256:b06d8b05d0fafef204d635a4711283ddbf19c7c0facdc61b4b775f6e47e2d4be",
+                "sha256:b1217102a455e3ac9ac293081093f21f0183e978c7692171ff669fee5296fa28",
+                "sha256:b6c57972a406ea0f61e3f28f2b3a780fb71fbe1d82d267afe5a2f889a83ee7e7",
+                "sha256:b997a806846c00d1f41d6a251803732837771b2091bead7566f68820e317bfe7",
+                "sha256:bb129f77ddaea2d8e6e00417b8d907448de3407af4eddacca0a515574ad71493",
+                "sha256:bb707859218e8335447b210f41a755e7b1367c33e87add884128bba144694a7f",
+                "sha256:c166ad987265bb343be58cdf4fbc4478cc1d81f2246d2be9a15f94393b269faa",
+                "sha256:c884dfa56b050f718ea3cbbfd972e29a6f07f63a7449b10d9a20d64f7eec92e2",
+                "sha256:cbf36099a9b407e1456dbf55844743a98603fcba32d2a46fb3a698d926facf1b",
+                "sha256:cd529e637cd23204bd82072f6637cff7af2516ad2c132e8f3342cbc84871f7d1",
+                "sha256:d3309ee667f2d9c7ac9ecf44620d6b274bfdd8065b8c5019ff6795dd887b8fed",
+                "sha256:d56980374a10c74255fcea6ebcfb0aeca7166d212ee9fd7e823ddef35fb62ad0",
+                "sha256:d7fa4b033e2f267e37aabcc36949fa89f9f1716a723395912147f9cf3fb437c7",
+                "sha256:da48cdff56b01ea4282a6d04b83b07a2088351a4a3ff7aacc1e7e9b6b04b90b9",
+                "sha256:de6917946dc6bc237d4b354e38aa13a232e0c7948fdbdb160edee3862e9d735f",
+                "sha256:e27861251d9c094f641d39a8a78dd2371fb9a252ea2f689d1ad353a31d46a0bc",
+                "sha256:e652aa9f8dfa808bc5b2da4d1f4e286cf1d640570fdfa72ffc0c1d16ba114651",
+                "sha256:e8aa19c39cb20bfb16f0266df175a6004943122cf20707fbf0cacc21f6468a25",
+                "sha256:ed9c72d5361cfd5af5ccadffa8f8077f4929640e1f938aa0f4b92c5a24996ac5",
+                "sha256:f7de0d4b6b4d8a77e422eb54d765255c0ec6883ee03b8fd537101633948619d7",
+                "sha256:fcfd663dc88465ebe41c7c938bdc91c4b01cda96a0d64bf38fd66c1877323771",
+                "sha256:fd56de8b645421ff09c993fdb0ee9c5a3b50d290a8f55793b500d99b34d0c1ce"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==1.9.4"
+            "markers": "python_version >= '3.9'",
+            "version": "==1.15.5"
         }
     }
 }
diff --git a/pyproject.toml b/pyproject.toml
index 3bdee65..ab70fc0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,7 @@ ignore_missing_imports = true
 log_level = "INFO"
 
 [tool.ruff]
-target-version = "py311"
+target-version = "py312"
 
 # set max line length
 line-length = 90