diff --git a/alembic/versions/9f4b6184b2f8_drop_usage_pkey.py b/alembic/versions/9f4b6184b2f8_drop_usage_pkey.py
new file mode 100644
index 0000000..892b54a
--- /dev/null
+++ b/alembic/versions/9f4b6184b2f8_drop_usage_pkey.py
@@ -0,0 +1,27 @@
+"""drop_usage_pkey
+
+Revision ID: 9f4b6184b2f8
+Revises: b65796c99771
+Create Date: 2024-10-10 11:28:39.846967
+
+"""
+
+from alembic import op
+
+# revision identifiers, used by Alembic.
+revision = "9f4b6184b2f8"
+down_revision = "b65796c99771"
+branch_labels = None
+depends_on = None
+
+
+def upgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_constraint("usage_pkey", "usage", type_="primary", schema="accounting")
+    # ### end Alembic commands ###
+
+
+def downgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_primary_key("usage_pkey", "usage", ["id"], schema="accounting")
+    # ### end Alembic commands ###
diff --git a/poetry.lock b/poetry.lock
index ee5e29d..a82b442 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,9 +1,10 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
 version = "0.7.16"
 description = "A light, configurable Sphinx theme"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -15,6 +16,7 @@ files = [
 name = "alembic"
 version = "1.13.2"
 description = "A database migration tool for SQLAlchemy."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -34,6 +36,7 @@ tz = ["backports.zoneinfo"]
 name = "amqp"
 version = "5.2.0"
 description = "Low-level AMQP client for Python (fork of amqplib)."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -48,6 +51,7 @@ vine = ">=5.0.0,<6.0.0"
 name = "annotated-types"
 version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -59,6 +63,7 @@ files = [
 name = "anyio"
 version = "4.4.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -81,6 +86,7 @@ trio = ["trio (>=0.23)"]
 name = "application-properties"
 version = "0.8.2"
 description = "A simple, easy to use, unified manner of accessing program properties."
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -97,6 +103,7 @@ typing-extensions = ">=4.5.0"
 name = "appnope"
 version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -108,6 +115,7 @@ files = [
 name = "astroid"
 version = "2.15.8"
 description = "An abstract syntax tree for Python with inference support."
+category = "dev"
 optional = false
 python-versions = ">=3.7.2"
 files = [
@@ -127,6 +135,7 @@ wrapt = [
 name = "asttokens"
 version = "2.4.1"
 description = "Annotate AST trees with source code positions"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -145,6 +154,7 @@ test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 name = "async-lru"
 version = "1.0.3"
 description = "Simple lru_cache for asyncio"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -156,6 +166,7 @@ files = [
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -167,6 +178,7 @@ files = [
 name = "asyncpg"
 version = "0.27.0"
 description = "An asyncio PostgreSQL driver"
+category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -217,6 +229,7 @@ test = ["flake8 (>=5.0.4,<5.1.0)", "uvloop (>=0.15.3)"]
 name = "attrs"
 version = "24.2.0"
 description = "Classes Without Boilerplate"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -236,6 +249,7 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 name = "authlib"
 version = "1.3.1"
 description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -250,6 +264,7 @@ cryptography = "*"
 name = "azure-core"
 version = "1.30.2"
 description = "Microsoft Azure Core Library for Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -269,6 +284,7 @@ aio = ["aiohttp (>=3.0)"]
 name = "azure-identity"
 version = "1.17.1"
 description = "Microsoft Azure Identity Library for Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -287,6 +303,7 @@ typing-extensions = ">=4.0.0"
 name = "babel"
 version = "2.15.0"
 description = "Internationalization utilities"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -301,6 +318,7 @@ dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 name = "billiard"
 version = "4.2.0"
 description = "Python multiprocessing fork with improvements and bugfixes"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -312,6 +330,7 @@ files = [
 name = "black"
 version = "24.8.0"
 description = "The uncompromising code formatter."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -358,6 +377,7 @@ uvloop = ["uvloop (>=0.15.2)"]
 name = "cachetools"
 version = "5.4.0"
 description = "Extensible memoizing collections and decorators"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -369,6 +389,7 @@ files = [
 name = "celery"
 version = "5.4.0"
 description = "Distributed Task Queue."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -425,6 +446,7 @@ zstd = ["zstandard (==0.22.0)"]
 name = "certifi"
 version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -436,6 +458,7 @@ files = [
 name = "cffi"
 version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -500,6 +523,7 @@ pycparser = "*"
 name = "cfgv"
 version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -511,6 +535,7 @@ files = [
 name = "charset-normalizer"
 version = "3.3.2"
 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 = [
@@ -610,6 +635,7 @@ files = [
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -624,6 +650,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "click-didyoumean"
 version = "0.3.1"
 description = "Enables git-like *did-you-mean* feature in click"
+category = "main"
 optional = false
 python-versions = ">=3.6.2"
 files = [
@@ -638,6 +665,7 @@ click = ">=7"
 name = "click-plugins"
 version = "1.1.1"
 description = "An extension module for click to enable registering CLI commands via setuptools entry-points."
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -655,6 +683,7 @@ dev = ["coveralls", "pytest (>=3.6)", "pytest-cov", "wheel"]
 name = "click-repl"
 version = "0.3.0"
 description = "REPL plugin for Click"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -673,6 +702,7 @@ testing = ["pytest (>=7.2.1)", "pytest-cov (>=4.0.0)", "tox (>=4.4.3)"]
 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 = [
@@ -684,6 +714,7 @@ files = [
 name = "columnar"
 version = "1.4.1"
 description = "A tool for printing data in a columnar format."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -699,6 +730,7 @@ wcwidth = "*"
 name = "comm"
 version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -716,6 +748,7 @@ test = ["pytest"]
 name = "coverage"
 version = "7.6.1"
 description = "Code coverage measurement for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -800,6 +833,7 @@ toml = ["tomli"]
 name = "cryptography"
 version = "43.0.0"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -849,6 +883,7 @@ test-randomorder = ["pytest-randomly"]
 name = "databases"
 version = "0.7.0"
 description = "Async database support for Python."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -874,6 +909,7 @@ sqlite = ["aiosqlite"]
 name = "debugpy"
 version = "1.8.5"
 description = "An implementation of the Debug Adapter Protocol for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -905,6 +941,7 @@ files = [
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -916,6 +953,7 @@ 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 = [
@@ -927,6 +965,7 @@ files = [
 name = "devtools"
 version = "0.8.0"
 description = "Python's missing debug print command and other development tools."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -946,6 +985,7 @@ pygments = ["Pygments (>=2.2.0)"]
 name = "dill"
 version = "0.3.8"
 description = "serialize all of Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -961,6 +1001,7 @@ profile = ["gprof2dot (>=2022.7.29)"]
 name = "distlib"
 version = "0.3.8"
 description = "Distribution utilities"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -972,6 +1013,7 @@ files = [
 name = "dnspython"
 version = "2.6.1"
 description = "DNS toolkit"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -992,6 +1034,7 @@ wmi = ["wmi (>=1.5.1)"]
 name = "docutils"
 version = "0.18.1"
 description = "Docutils -- Python Documentation Utilities"
+category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -1003,6 +1046,7 @@ files = [
 name = "dparse"
 version = "0.6.4b0"
 description = "A parser for Python dependency files"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1024,6 +1068,7 @@ poetry = ["poetry"]
 name = "ecdsa"
 version = "0.19.0"
 description = "ECDSA cryptographic signature library (pure python)"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.6"
 files = [
@@ -1042,6 +1087,7 @@ gmpy2 = ["gmpy2"]
 name = "email-validator"
 version = "2.2.0"
 description = "A robust email address syntax and deliverability validation library."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1057,6 +1103,7 @@ idna = ">=2.0.0"
 name = "exceptiongroup"
 version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1071,6 +1118,7 @@ test = ["pytest (>=6)"]
 name = "executing"
 version = "0.10.0"
 description = "Get the currently executing AST node of a frame, and other information"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1082,6 +1130,7 @@ files = [
 name = "fastapi"
 version = "0.111.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1107,6 +1156,7 @@ all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 name = "fastapi-cli"
 version = "0.0.5"
 description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1125,6 +1175,7 @@ standard = ["uvicorn[standard] (>=0.15.0)"]
 name = "fastapimsal"
 version = "0.6.0"
 description = "Library to authenticate users using MSAL"
+category = "main"
 optional = false
 python-versions = "^3.10"
 files = []
@@ -1152,6 +1203,7 @@ resolved_reference = "5e063a695474359c14ac8f8e099fc8fc14556012"
 name = "filelock"
 version = "3.15.4"
 description = "A platform independent file lock."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1168,6 +1220,7 @@ typing = ["typing-extensions (>=4.8)"]
 name = "flake8"
 version = "3.9.2"
 description = "the modular source code checker: pep8 pyflakes and co"
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 files = [
@@ -1184,6 +1237,7 @@ pyflakes = ">=2.3.0,<2.4.0"
 name = "genbadge"
 version = "1.1.1"
 description = "Generate badges for tools that do not provide one."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1207,6 +1261,7 @@ tests = ["defusedxml"]
 name = "google-api-core"
 version = "2.19.1"
 description = "Google API client core library"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1230,6 +1285,7 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 name = "google-auth"
 version = "2.32.0"
 description = "Google Authentication Library"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1253,6 +1309,7 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 name = "googleapis-common-protos"
 version = "1.63.2"
 description = "Common protobufs used in Google APIs"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1270,6 +1327,7 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 name = "greenlet"
 version = "3.0.3"
 description = "Lightweight in-process concurrent programming"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1341,6 +1399,7 @@ test = ["objgraph", "psutil"]
 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 = [
@@ -1352,6 +1411,7 @@ files = [
 name = "hiredis"
 version = "3.0.0"
 description = "Python wrapper for hiredis"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1455,6 +1515,7 @@ files = [
 name = "httpcore"
 version = "0.16.3"
 description = "A minimal low-level HTTP client."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1466,16 +1527,17 @@ files = [
 anyio = ">=3.0,<5.0"
 certifi = "*"
 h11 = ">=0.13,<0.15"
-sniffio = "==1.*"
+sniffio = ">=1.0.0,<2.0.0"
 
 [package.extras]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
 
 [[package]]
 name = "httpie"
 version = "3.2.1"
 description = "HTTPie: modern, user-friendly command-line HTTP client for the API era."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1503,6 +1565,7 @@ test = ["pytest", "pytest-httpbin (>=0.0.6)", "pytest-lazy-fixture (>=0.0.6)", "
 name = "httpie-jwt-auth"
 version = "0.4.0"
 description = "JWTAuth plugin for HTTPie."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1517,6 +1580,7 @@ httpie = ">=1.0.0"
 name = "httptools"
 version = "0.6.1"
 description = "A collection of framework independent HTTP protocol utils."
+category = "main"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -1565,6 +1629,7 @@ test = ["Cython (>=0.29.24,<0.30.0)"]
 name = "httpx"
 version = "0.23.3"
 description = "The next generation HTTP client."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1580,14 +1645,15 @@ sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<13)"]
+cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<13)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
 
 [[package]]
 name = "hypothesis"
 version = "6.108.10"
 description = "A library for property-based testing"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1621,6 +1687,7 @@ zoneinfo = ["backports.zoneinfo (>=0.2.1)", "tzdata (>=2024.1)"]
 name = "identify"
 version = "2.6.0"
 description = "File identification library for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1635,6 +1702,7 @@ license = ["ukkonen"]
 name = "idna"
 version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1646,6 +1714,7 @@ files = [
 name = "imagesize"
 version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
+category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1657,6 +1726,7 @@ files = [
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1668,6 +1738,7 @@ files = [
 name = "ipykernel"
 version = "6.29.5"
 description = "IPython Kernel for Jupyter"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1681,7 +1752,7 @@ comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
@@ -1701,6 +1772,7 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 name = "ipython"
 version = "8.26.0"
 description = "IPython: Productive Interactive Computing"
+category = "dev"
 optional = false
 python-versions = ">=3.10"
 files = [
@@ -1739,6 +1811,7 @@ test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "num
 name = "isort"
 version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -1753,6 +1826,7 @@ colors = ["colorama (>=0.4.6)"]
 name = "itsdangerous"
 version = "1.1.0"
 description = "Various helpers to pass data to untrusted environments and back."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1764,6 +1838,7 @@ files = [
 name = "jedi"
 version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1783,6 +1858,7 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jinja2"
 version = "3.1.4"
 description = "A very fast and expressive template engine."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1800,6 +1876,7 @@ i18n = ["Babel (>=2.7)"]
 name = "jupyter-client"
 version = "8.6.2"
 description = "Jupyter protocol implementation and client libraries"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1808,7 +1885,7 @@ files = [
 ]
 
 [package.dependencies]
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
@@ -1822,6 +1899,7 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 name = "jupyter-core"
 version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1842,6 +1920,7 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 name = "kombu"
 version = "5.4.0"
 description = "Messaging library for Python."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1874,6 +1953,7 @@ zookeeper = ["kazoo (>=2.8.0)"]
 name = "lazy-object-proxy"
 version = "1.10.0"
 description = "A fast and thorough lazy object proxy."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1920,6 +2000,7 @@ files = [
 name = "mako"
 version = "1.3.5"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1939,6 +2020,7 @@ testing = ["pytest"]
 name = "markdown-it-py"
 version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1963,6 +2045,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2032,6 +2115,7 @@ files = [
 name = "marshmallow"
 version = "3.21.3"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2051,6 +2135,7 @@ tests = ["pytest", "pytz", "simplejson"]
 name = "matplotlib-inline"
 version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2065,6 +2150,7 @@ traitlets = "*"
 name = "mccabe"
 version = "0.6.1"
 description = "McCabe checker, plugin for flake8"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2076,6 +2162,7 @@ files = [
 name = "mdit-py-plugins"
 version = "0.4.1"
 description = "Collection of plugins for markdown-it-py"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2095,6 +2182,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2106,6 +2194,7 @@ files = [
 name = "msal"
 version = "1.30.0"
 description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2125,6 +2214,7 @@ broker = ["pymsalruntime (>=0.13.2,<0.17)"]
 name = "msal-extensions"
 version = "1.2.0"
 description = "Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS and Linux. Concurrent data access will be coordinated by a file lock mechanism."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2140,6 +2230,7 @@ portalocker = ">=1.4,<3"
 name = "multidict"
 version = "6.0.5"
 description = "multidict implementation"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2239,6 +2330,7 @@ files = [
 name = "mypy"
 version = "1.11.1"
 description = "Optional static typing for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2286,6 +2378,7 @@ reports = ["lxml"]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2297,6 +2390,7 @@ files = [
 name = "myst-parser"
 version = "3.0.1"
 description = "An extended [CommonMark](https://spec.commonmark.org/) compliant parser,"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2323,6 +2417,7 @@ testing-docutils = ["pygments", "pytest (>=8,<9)", "pytest-param-files (>=0.6.0,
 name = "nest-asyncio"
 version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2334,6 +2429,7 @@ files = [
 name = "nodeenv"
 version = "1.9.1"
 description = "Node.js virtual environment builder"
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -2345,6 +2441,7 @@ files = [
 name = "numpy"
 version = "1.26.4"
 description = "Fundamental package for array computing in Python"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2390,6 +2487,7 @@ files = [
 name = "opencensus"
 version = "0.11.4"
 description = "A stats collection and distributed tracing framework"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2406,6 +2504,7 @@ six = ">=1.16,<2.0"
 name = "opencensus-context"
 version = "0.1.3"
 description = "OpenCensus Runtime Context"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2417,6 +2516,7 @@ files = [
 name = "opencensus-ext-azure"
 version = "1.1.13"
 description = "OpenCensus Azure Monitor Exporter"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2435,6 +2535,7 @@ requests = ">=2.19.0"
 name = "packaging"
 version = "24.1"
 description = "Core utilities for Python packages"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2446,6 +2547,7 @@ files = [
 name = "pandas"
 version = "1.5.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2480,7 +2582,7 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
     {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
 ]
 python-dateutil = ">=2.8.1"
@@ -2493,6 +2595,7 @@ test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 name = "parso"
 version = "0.8.4"
 description = "A Python Parser"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2508,6 +2611,7 @@ testing = ["docopt", "pytest"]
 name = "pathspec"
 version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2519,6 +2623,7 @@ files = [
 name = "pexpect"
 version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2533,6 +2638,7 @@ ptyprocess = ">=0.5"
 name = "pillow"
 version = "10.4.0"
 description = "Python Imaging Library (Fork)"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2630,6 +2736,7 @@ xmp = ["defusedxml"]
 name = "pip"
 version = "24.2"
 description = "The PyPA recommended tool for installing Python packages."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2641,6 +2748,7 @@ files = [
 name = "platformdirs"
 version = "4.2.2"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2657,6 +2765,7 @@ type = ["mypy (>=1.8)"]
 name = "plotly"
 version = "5.23.0"
 description = "An open-source, interactive data visualization library for Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2672,6 +2781,7 @@ tenacity = ">=6.2.0"
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2687,6 +2797,7 @@ testing = ["pytest", "pytest-benchmark"]
 name = "pockets"
 version = "0.9.1"
 description = "A collection of helpful Python tools!"
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -2701,6 +2812,7 @@ six = ">=1.5.2"
 name = "portalocker"
 version = "2.10.1"
 description = "Wraps the portalocker recipe for easy usage"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2720,6 +2832,7 @@ tests = ["pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "p
 name = "pre-commit"
 version = "2.21.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2738,6 +2851,7 @@ virtualenv = ">=20.10.0"
 name = "prompt-toolkit"
 version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
+category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2752,6 +2866,7 @@ wcwidth = "*"
 name = "proto-plus"
 version = "1.24.0"
 description = "Beautiful, Pythonic protocol buffers."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2769,6 +2884,7 @@ testing = ["google-api-core (>=1.31.5)"]
 name = "protobuf"
 version = "5.27.3"
 description = ""
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2789,6 +2905,7 @@ files = [
 name = "psutil"
 version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -2818,6 +2935,7 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 name = "psycopg2-binary"
 version = "2.9.9"
 description = "psycopg2 - Python-PostgreSQL Database Adapter"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2847,6 +2965,7 @@ files = [
     {file = "psycopg2_binary-2.9.9-cp311-cp311-win32.whl", hash = "sha256:dc4926288b2a3e9fd7b50dc6a1909a13bbdadfc67d93f3374d984e56f885579d"},
     {file = "psycopg2_binary-2.9.9-cp311-cp311-win_amd64.whl", hash = "sha256:b76bedd166805480ab069612119ea636f5ab8f8771e640ae103e05a4aae3e417"},
     {file = "psycopg2_binary-2.9.9-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:8532fd6e6e2dc57bcb3bc90b079c60de896d2128c5d9d6f24a63875a95a088cf"},
+    {file = "psycopg2_binary-2.9.9-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b0605eaed3eb239e87df0d5e3c6489daae3f7388d455d0c0b4df899519c6a38d"},
     {file = "psycopg2_binary-2.9.9-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8f8544b092a29a6ddd72f3556a9fcf249ec412e10ad28be6a0c0d948924f2212"},
     {file = "psycopg2_binary-2.9.9-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2d423c8d8a3c82d08fe8af900ad5b613ce3632a1249fd6a223941d0735fce493"},
     {file = "psycopg2_binary-2.9.9-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2e5afae772c00980525f6d6ecf7cbca55676296b580c0e6abb407f15f3706996"},
@@ -2855,6 +2974,8 @@ files = [
     {file = "psycopg2_binary-2.9.9-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:cb16c65dcb648d0a43a2521f2f0a2300f40639f6f8c1ecbc662141e4e3e1ee07"},
     {file = "psycopg2_binary-2.9.9-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:911dda9c487075abd54e644ccdf5e5c16773470a6a5d3826fda76699410066fb"},
     {file = "psycopg2_binary-2.9.9-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:57fede879f08d23c85140a360c6a77709113efd1c993923c59fde17aa27599fe"},
+    {file = "psycopg2_binary-2.9.9-cp312-cp312-win32.whl", hash = "sha256:64cf30263844fa208851ebb13b0732ce674d8ec6a0c86a4e160495d299ba3c93"},
+    {file = "psycopg2_binary-2.9.9-cp312-cp312-win_amd64.whl", hash = "sha256:81ff62668af011f9a48787564ab7eded4e9fb17a4a6a74af5ffa6a457400d2ab"},
     {file = "psycopg2_binary-2.9.9-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:2293b001e319ab0d869d660a704942c9e2cce19745262a8aba2115ef41a0a42a"},
     {file = "psycopg2_binary-2.9.9-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:03ef7df18daf2c4c07e2695e8cfd5ee7f748a1d54d802330985a78d2a5a6dca9"},
     {file = "psycopg2_binary-2.9.9-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0a602ea5aff39bb9fac6308e9c9d82b9a35c2bf288e184a816002c9fae930b77"},
@@ -2896,6 +3017,7 @@ files = [
 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2907,6 +3029,7 @@ files = [
 name = "pure-eval"
 version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2921,6 +3044,7 @@ tests = ["pytest"]
 name = "pyasn1"
 version = "0.6.0"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2932,6 +3056,7 @@ files = [
 name = "pyasn1-modules"
 version = "0.4.0"
 description = "A collection of ASN.1-based protocols modules"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2946,6 +3071,7 @@ pyasn1 = ">=0.4.6,<0.7.0"
 name = "pycodestyle"
 version = "2.7.0"
 description = "Python style guide checker"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2957,6 +3083,7 @@ files = [
 name = "pycparser"
 version = "2.22"
 description = "C parser in Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2968,6 +3095,7 @@ files = [
 name = "pydantic"
 version = "2.8.2"
 description = "Data validation using Python type hints"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2988,6 +3116,7 @@ email = ["email-validator (>=2.0.0)"]
 name = "pydantic-core"
 version = "2.20.1"
 description = "Core functionality for Pydantic validation and serialization"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3089,6 +3218,7 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 name = "pydantic-settings"
 version = "2.4.0"
 description = "Settings management using Pydantic"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3109,6 +3239,7 @@ yaml = ["pyyaml (>=6.0.1)"]
 name = "pydocstyle"
 version = "6.3.0"
 description = "Python docstring style checker"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3126,6 +3257,7 @@ toml = ["tomli (>=1.2.3)"]
 name = "pyflakes"
 version = "2.3.1"
 description = "passive checker of Python programs"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3137,6 +3269,7 @@ files = [
 name = "pygments"
 version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3151,6 +3284,7 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pyjwt"
 version = "2.9.0"
 description = "JSON Web Token implementation in Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3171,6 +3305,7 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 name = "pylint"
 version = "2.17.7"
 description = "python code static checker"
+category = "dev"
 optional = false
 python-versions = ">=3.7.2"
 files = [
@@ -3199,6 +3334,7 @@ testutils = ["gitpython (>3)"]
 name = "pylint-absolute-imports"
 version = "1.1.0"
 description = "Pylint plugin which adds linter error for relatives imports.Read more about imports at https://peps.python.org/pep-0008/#imports"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3213,6 +3349,7 @@ pylint = ">=2.5.0,<4"
 name = "pymarkdownlnt"
 version = "0.9.22"
 description = "A GitHub Flavored Markdown compliant Markdown linter."
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -3229,6 +3366,7 @@ typing-extensions = ">=4.7.0"
 name = "pysocks"
 version = "1.7.1"
 description = "A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information."
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3241,6 +3379,7 @@ files = [
 name = "pytest"
 version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3263,6 +3402,7 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 name = "pytest-asyncio"
 version = "0.14.0"
 description = "Pytest support for asyncio."
+category = "dev"
 optional = false
 python-versions = ">= 3.5"
 files = [
@@ -3280,6 +3420,7 @@ testing = ["async-generator (>=1.3)", "coverage", "hypothesis (>=5.7.1)"]
 name = "pytest-cov"
 version = "2.12.1"
 description = "Pytest plugin for measuring coverage."
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3299,6 +3440,7 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 name = "pytest-mock"
 version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3316,6 +3458,7 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -3330,6 +3473,7 @@ six = ">=1.5"
 name = "python-dotenv"
 version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3344,6 +3488,7 @@ cli = ["click (>=5.0)"]
 name = "python-http-client"
 version = "3.3.7"
 description = "HTTP REST client, simplified for Python"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3355,6 +3500,7 @@ files = [
 name = "python-jose"
 version = "3.3.0"
 description = "JOSE implementation in Python"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3377,6 +3523,7 @@ pycryptodome = ["pyasn1", "pycryptodome (>=3.3.1,<4.0.0)"]
 name = "python-multipart"
 version = "0.0.9"
 description = "A streaming multipart parser for Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3391,6 +3538,7 @@ dev = ["atomicwrites (==1.4.1)", "attrs (==23.2.0)", "coverage (==7.4.1)", "hatc
 name = "pytz"
 version = "2024.1"
 description = "World timezone definitions, modern and historical"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3402,6 +3550,7 @@ files = [
 name = "pywin32"
 version = "306"
 description = "Python for Window Extensions"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3425,6 +3574,7 @@ files = [
 name = "pyyaml"
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
+category = "main"
 optional = false
 python-versions = ">=3.6"
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 name = "pyzmq"
 version = "26.1.0"
 description = "Python bindings for 0MQ"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3595,6 +3756,7 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 name = "rctab-models"
 version = "0.1.0"
 description = ""
+category = "main"
 optional = false
 python-versions = "^3.9"
 files = []
@@ -3604,15 +3766,14 @@ develop = false
 pydantic = "^2.8.2"
 
 [package.source]
-type = "git"
-url = "https://github.com/alan-turing-institute/rctab-models"
-reference = "0.1.0"
-resolved_reference = "2011fc718bbcc55c90fa9f86ae465f38c6ba9861"
+type = "directory"
+url = "../rctab-models"
 
 [[package]]
 name = "redis"
 version = "5.0.8"
 description = "Python client for Redis database and key-value store"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3632,6 +3793,7 @@ ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"
 name = "requests"
 version = "2.32.3"
 description = "Python HTTP for Humans."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3654,6 +3816,7 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "requests-toolbelt"
 version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
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 name = "rfc3986"
 version = "1.5.0"
 description = "Validating URI References per RFC 3986"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3685,6 +3849,7 @@ idna2008 = ["idna"]
 name = "rich"
 version = "13.7.1"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -3703,6 +3868,7 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 name = "rsa"
 version = "4.9"
 description = "Pure-Python RSA implementation"
+category = "main"
 optional = false
 python-versions = ">=3.6,<4"
 files = [
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 name = "ruamel-yaml"
 version = "0.18.6"
 description = "ruamel.yaml is a YAML parser/emitter that supports roundtrip preservation of comments, seq/map flow style, and map key order"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 name = "ruamel-yaml-clib"
 version = "0.2.8"
 description = "C version of reader, parser and emitter for ruamel.yaml derived from libyaml"
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 optional = false
 python-versions = ">=3.6"
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     {file = "ruamel.yaml.clib-0.2.8-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:700e4ebb569e59e16a976857c8798aee258dceac7c7d6b50cab63e080058df91"},
+    {file = "ruamel.yaml.clib-0.2.8-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:e2b4c44b60eadec492926a7270abb100ef9f72798e18743939bdbf037aab8c28"},
+    {file = "ruamel.yaml.clib-0.2.8-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:e79e5db08739731b0ce4850bed599235d601701d5694c36570a99a0c5ca41a9d"},
     {file = "ruamel.yaml.clib-0.2.8-cp38-cp38-win32.whl", hash = "sha256:955eae71ac26c1ab35924203fda6220f84dce57d6d7884f189743e2abe3a9fbe"},
     {file = "ruamel.yaml.clib-0.2.8-cp38-cp38-win_amd64.whl", hash = "sha256:56f4252222c067b4ce51ae12cbac231bce32aee1d33fbfc9d17e5b8d6966c312"},
     {file = "ruamel.yaml.clib-0.2.8-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:03d1162b6d1df1caa3a4bd27aa51ce17c9afc2046c31b0ad60a0a96ec22f8001"},
     {file = "ruamel.yaml.clib-0.2.8-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:bba64af9fa9cebe325a62fa398760f5c7206b215201b0ec825005f1b18b9bccf"},
-    {file = "ruamel.yaml.clib-0.2.8-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:9eb5dee2772b0f704ca2e45b1713e4e5198c18f515b52743576d196348f374d3"},
+    {file = "ruamel.yaml.clib-0.2.8-cp39-cp39-manylinux_2_24_aarch64.whl", hash = "sha256:a1a45e0bb052edf6a1d3a93baef85319733a888363938e1fc9924cb00c8df24c"},
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+    {file = "ruamel.yaml.clib-0.2.8-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:184565012b60405d93838167f425713180b949e9d8dd0bbc7b49f074407c5a8b"},
+    {file = "ruamel.yaml.clib-0.2.8-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:a75879bacf2c987c003368cf14bed0ffe99e8e85acfa6c0bfffc21a090f16880"},
     {file = "ruamel.yaml.clib-0.2.8-cp39-cp39-win32.whl", hash = "sha256:84b554931e932c46f94ab306913ad7e11bba988104c5cff26d90d03f68258cd5"},
     {file = "ruamel.yaml.clib-0.2.8-cp39-cp39-win_amd64.whl", hash = "sha256:25ac8c08322002b06fa1d49d1646181f0b2c72f5cbc15a85e80b4c30a544bb15"},
     {file = "ruamel.yaml.clib-0.2.8.tar.gz", hash = "sha256:beb2e0404003de9a4cab9753a8805a8fe9320ee6673136ed7f04255fe60bb512"},
@@ -3780,6 +3962,7 @@ files = [
 name = "safety"
 version = "3.2.3"
 description = "Checks installed dependencies for known vulnerabilities and licenses."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3813,6 +3996,7 @@ spdx = ["spdx-tools (>=0.8.2)"]
 name = "safety-schemas"
 version = "0.0.2"
 description = "Schemas for Safety tools"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3831,6 +4015,7 @@ typing-extensions = ">=4.7.1"
 name = "secure"
 version = "0.3.0"
 description = "A lightweight package that adds security headers for Python web frameworks."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3842,6 +4027,7 @@ files = [
 name = "sendgrid"
 version = "6.11.0"
 description = "Twilio SendGrid library for Python"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3857,6 +4043,7 @@ starkbank-ecdsa = ">=2.0.1"
 name = "setuptools"
 version = "72.1.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3867,12 +4054,13 @@ files = [
 [package.extras]
 core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "ordered-set (>=3.1.1)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.11.*)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (>=1.11.0,<1.12.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "shellingham"
 version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3884,6 +4072,7 @@ files = [
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -3895,6 +4084,7 @@ files = [
 name = "sniffio"
 version = "1.3.1"
 description = "Sniff out which async library your code is running under"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3906,6 +4096,7 @@ files = [
 name = "snowballstemmer"
 version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3917,6 +4108,7 @@ files = [
 name = "sortedcontainers"
 version = "2.4.0"
 description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3928,6 +4120,7 @@ files = [
 name = "sphinx"
 version = "7.3.7"
 description = "Python documentation generator"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -3963,6 +4156,7 @@ test = ["cython (>=3.0)", "defusedxml (>=0.7.1)", "pytest (>=6.0)", "setuptools
 name = "sphinx-rtd-theme"
 version = "1.3.0"
 description = "Read the Docs theme for Sphinx"
+category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3982,6 +4176,7 @@ dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"]
 name = "sphinxcontrib-applehelp"
 version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -3998,6 +4193,7 @@ test = ["pytest"]
 name = "sphinxcontrib-devhelp"
 version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -4014,6 +4210,7 @@ test = ["pytest"]
 name = "sphinxcontrib-htmlhelp"
 version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -4030,6 +4227,7 @@ test = ["html5lib", "pytest"]
 name = "sphinxcontrib-jquery"
 version = "4.1"
 description = "Extension to include jQuery on newer Sphinx releases"
+category = "main"
 optional = true
 python-versions = ">=2.7"
 files = [
@@ -4044,6 +4242,7 @@ Sphinx = ">=1.8"
 name = "sphinxcontrib-jsmath"
 version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
+category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
@@ -4058,6 +4257,7 @@ test = ["flake8", "mypy", "pytest"]
 name = "sphinxcontrib-napoleon"
 version = "0.7"
 description = "Sphinx \"napoleon\" extension."
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -4073,6 +4273,7 @@ six = ">=1.5.2"
 name = "sphinxcontrib-qthelp"
 version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -4089,6 +4290,7 @@ test = ["defusedxml (>=0.7.1)", "pytest"]
 name = "sphinxcontrib-serializinghtml"
 version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -4105,6 +4307,7 @@ test = ["pytest"]
 name = "sqlalchemy"
 version = "1.4.53"
 description = "Database Abstraction Library"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -4182,6 +4385,7 @@ sqlcipher = ["sqlcipher3_binary"]
 name = "sqlalchemy-stubs"
 version = "0.3"
 description = "SQLAlchemy stubs and mypy plugin"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4197,6 +4401,7 @@ typing-extensions = ">=3.7.4"
 name = "stack-data"
 version = "0.5.1"
 description = "Extract data from python stack frames and tracebacks for informative displays"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4216,6 +4421,7 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 name = "starkbank-ecdsa"
 version = "2.2.0"
 description = "A lightweight and fast pure python ECDSA library"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -4226,6 +4432,7 @@ files = [
 name = "starlette"
 version = "0.37.2"
 description = "The little ASGI library that shines."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4243,6 +4450,7 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 name = "tenacity"
 version = "9.0.0"
 description = "Retry code until it succeeds"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4258,6 +4466,7 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 name = "toml"
 version = "0.10.2"
 description = "Python Library for Tom's Obvious, Minimal Language"
+category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -4269,6 +4478,7 @@ files = [
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4280,6 +4490,7 @@ files = [
 name = "tomlkit"
 version = "0.13.0"
 description = "Style preserving TOML library"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4291,6 +4502,7 @@ files = [
 name = "toolz"
 version = "0.12.1"
 description = "List processing tools and functional utilities"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4302,6 +4514,7 @@ files = [
 name = "tornado"
 version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4322,6 +4535,7 @@ files = [
 name = "traitlets"
 version = "5.14.3"
 description = "Traitlets Python configuration system"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4337,6 +4551,7 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 name = "typer"
 version = "0.12.3"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4354,6 +4569,7 @@ typing-extensions = ">=3.7.4.3"
 name = "types-requests"
 version = "2.32.0.20240712"
 description = "Typing stubs for requests"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4368,6 +4584,7 @@ urllib3 = ">=2"
 name = "typing-extensions"
 version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4379,6 +4596,7 @@ files = [
 name = "tzdata"
 version = "2024.1"
 description = "Provider of IANA time zone data"
+category = "main"
 optional = false
 python-versions = ">=2"
 files = [
@@ -4390,6 +4608,7 @@ files = [
 name = "urllib3"
 version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4407,6 +4626,7 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "uvicorn"
 version = "0.30.5"
 description = "The lightning-fast ASGI server."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4422,7 +4642,7 @@ httptools = {version = ">=0.5.0", optional = true, markers = "extra == \"standar
 python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
 typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
-uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
+uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
 watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
 
@@ -4433,6 +4653,7 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 name = "uvloop"
 version = "0.19.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
+category = "main"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -4477,6 +4698,7 @@ test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)"
 name = "vine"
 version = "5.1.0"
 description = "Python promises."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4488,6 +4710,7 @@ files = [
 name = "virtualenv"
 version = "20.26.3"
 description = "Virtual Python Environment builder"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4508,6 +4731,7 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 name = "watchfiles"
 version = "0.22.0"
 description = "Simple, modern and high performance file watching and code reload in python."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4595,6 +4819,7 @@ anyio = ">=3.0.0"
 name = "wcwidth"
 version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -4606,6 +4831,7 @@ files = [
 name = "websockets"
 version = "12.0"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4687,6 +4913,7 @@ files = [
 name = "wrapt"
 version = "1.16.0"
 description = "Module for decorators, wrappers and monkey patching."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4763,9 +4990,9 @@ files = [
 ]
 
 [extras]
-docs = ["myst-parser", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
+docs = ["sphinx-rtd-theme", "sphinxcontrib-napoleon", "myst-parser"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10 <3.12"
-content-hash = "be0af3dc93c7a9b9f58276ceef027d7db482dc6b338244ab9247888deb6b7f72"
+content-hash = "1408205cac647397f7ec26aeda07bfd46bcddb1846bde818198565f352ea37f6"
diff --git a/pyproject.toml b/pyproject.toml
index 2ec7de5..a004a1d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,6 @@ pydantic = { extras = ["email"], version = "^2.7.1" }
 pydantic-settings = "^2.3.4"
 PyJWT = { extras = ["crypto"], version = "^2.4.0" }
 python-dotenv = "^1.0.1"
-rctab_models = { git = "https://github.com/alan-turing-institute/rctab-models", tag = "0.1.0" }
 redis = {extras = ["hiredis"], version = "^5.0.1"}
 requests = "^2.32.3"
 sendgrid = "^6.9.1"
@@ -35,6 +34,7 @@ sphinx-rtd-theme = {version = "^1.3.0", optional = true}
 sphinxcontrib-napoleon = {version = "^0.7", optional = true}
 secure = "^0.3.0"
 uvicorn = { version = "^0.30.1", extras = ["standard"] }
+rctab-models = {path = "../rctab-models"}
 
 [tool.poetry.group.dev.dependencies]
 black = "^24.3.0"
diff --git a/rctab/routers/accounting/usage.py b/rctab/routers/accounting/usage.py
index 7561a8e..091d7b8 100644
--- a/rctab/routers/accounting/usage.py
+++ b/rctab/routers/accounting/usage.py
@@ -10,7 +10,10 @@
 from fastapi.security import OAuth2PasswordBearer
 from pydantic import BaseModel
 from rctab_models.models import AllCMUsage, AllUsage, CMUsage, Usage, UserRBAC
-from sqlalchemy import select
+from sqlalchemy import delete, select
+
+# require the postgre specific insert rather than the generic sqlachemy for;
+# `post_cm_usage` fn where "excluded" and "on_conflict_do_update" are used.
 from sqlalchemy.dialects.postgresql import insert
 from sqlalchemy.inspection import inspect
 
@@ -78,19 +81,14 @@ async def insert_usage(all_usage: AllUsage) -> None:
         all_usage: Usage data to insert.
     """
     usage_query = insert(accounting_models.usage)
-    update_dict = {c.name: c for c in usage_query.excluded if not c.primary_key}
-    on_duplicate_key_stmt = usage_query.on_conflict_do_update(
-        index_elements=inspect(accounting_models.usage).primary_key,
-        set_=update_dict,
-    )
 
     logger.info("Inserting usage data")
     insert_start = datetime.datetime.now()
 
     await executemany(
         database,
-        on_duplicate_key_stmt,
-        values=[i.dict() for i in all_usage.usage_list],
+        usage_query,
+        values=[i.model_dump() for i in all_usage.usage_list],
     )
     logger.info("Inserting usage data took %s", datetime.datetime.now() - insert_start)
     refresh_start = datetime.datetime.now()
@@ -101,6 +99,27 @@ async def insert_usage(all_usage: AllUsage) -> None:
     )
 
 
+async def delete_usage(start_date: datetime.date, end_date: datetime.date) -> None:
+    """Deletes usage(s) within a date range from the database.
+
+    Args:
+        start_date: Defines the beginning of the date range.
+        end_date: Defines the end of the date range.
+    """
+    usage_query = (
+        delete(accounting_models.usage)
+        .where(accounting_models.usage.c.date >= start_date)
+        .where(accounting_models.usage.c.date <= end_date)
+    )
+
+    logger.info("Delete usage data within a date range")
+    delete_start = datetime.datetime.now()
+
+    await database.execute(usage_query)
+
+    logger.info("Delete usage data took %s", datetime.datetime.now() - delete_start)
+
+
 @router.post("/monthly-usage", response_model=TmpReturnStatus)
 async def post_monthly_usage(
     all_usage: AllUsage, _: Dict[str, str] = Depends(authenticate_usage_app)
@@ -185,6 +204,7 @@ async def post_usage(
             unique_subscriptions = list(
                 {i.subscription_id for i in all_usage.usage_list}
             )
+            await delete_usage(all_usage.start_date, all_usage.end_date)
 
             await insert_subscriptions_if_not_exists(unique_subscriptions)
 
@@ -199,6 +219,8 @@ async def post_usage(
     )
 
 
+# TODO: remove this decorator and leave it as a standard function as it's only
+# used in test. Hence, it will prevent any accidental call to the function.
 @router.get("/all-usage", response_model=List[Usage])
 async def get_usage(_: UserRBAC = Depends(token_admin_verified)) -> List[Usage]:
     """Get all usage data."""
diff --git a/tests/test_routes/api_calls.py b/tests/test_routes/api_calls.py
index c289c30..a448789 100644
--- a/tests/test_routes/api_calls.py
+++ b/tests/test_routes/api_calls.py
@@ -173,7 +173,7 @@ def create_usage(
         monthly_upload=None,
     )
 
-    post_data = AllUsage(usage_list=[usage])
+    post_data = AllUsage(usage_list=[usage], start_date=date, end_date=date)
 
     return client.post(
         "usage/all-usage",
diff --git a/tests/test_routes/test_usage.py b/tests/test_routes/test_usage.py
index 5570fcb..da205c9 100644
--- a/tests/test_routes/test_usage.py
+++ b/tests/test_routes/test_usage.py
@@ -1,7 +1,7 @@
 import datetime
 import json
 from pathlib import Path
-from typing import List, Tuple, Union
+from typing import Iterable, List, Tuple, Union
 from unittest.mock import AsyncMock
 from uuid import UUID
 
@@ -45,9 +45,14 @@ def test_post_usage(
     auth_app, token = app_with_signed_billing_token
     example_usage_file = Path("tests/data/example.json")
 
-    example_usage_data = json.loads(example_usage_file.read_text(encoding="utf-8"))
+    example_usage_data: Iterable[dict] = json.loads(
+        example_usage_file.read_text(encoding="utf-8")
+    )
+    dates = {item["date"] for item in example_usage_data}
 
-    post_data = AllUsage(usage_list=example_usage_data)
+    post_data = AllUsage(
+        usage_list=example_usage_data, start_date=min(dates), end_date=max(dates)
+    )
 
     with TestClient(auth_app) as client:
         mock_refresh = AsyncMock()
@@ -83,6 +88,118 @@ def test_post_usage(
         )
 
 
+@pytest.mark.asyncio
+async def test_post_usage2(
+    test_db: Database,  # pylint: disable=redefined-outer-name
+) -> None:
+    sub1 = await create_subscription(test_db)
+    # create some usage data across 2 or more dates
+    usage_items = AllUsage(
+        usage_list=[
+            Usage(
+                id=str(UUID(int=0)),
+                subscription_id=sub1,
+                date="2024-04-01",
+                total_cost=1.0,
+                invoice_section="-",
+            ),
+            Usage(
+                id=str(UUID(int=1)),
+                subscription_id=sub1,
+                date="2024-04-02",
+                total_cost=2.0,
+                invoice_section="-",
+            ),
+            Usage(
+                id=str(UUID(int=2)),
+                subscription_id=sub1,
+                date="2024-04-03",
+                total_cost=4.0,
+                invoice_section="-",
+            ),
+        ],
+        start_date="2024-04-01",
+        end_date="2024-04-03",
+    )
+    await post_usage(usage_items, {"mock": "authentication"})
+    all_usage = await get_usage()
+    assert len(all_usage) == 3
+
+    # upload some usage data for some subset of the dates
+    usage_list = [
+        Usage(
+            id=str(UUID(int=3)),
+            subscription_id=sub1,
+            date="2024-04-02",
+            total_cost=4.0,
+            invoice_section="-",
+        ),
+    ]
+    usage_items = AllUsage(
+        usage_list=usage_list,
+        start_date="2024-04-02",
+        end_date="2024-04-02",
+    )
+    await post_usage(usage_items, {"mock": "authentication"})
+
+    # check that the uploaded usage data replaced the existing ones
+    all_usage = await get_usage()
+    assert set(all_usage) == {
+        Usage(
+            id=str(UUID(int=0)),
+            subscription_id=sub1,
+            date="2024-04-01",
+            total_cost=1.0,
+            invoice_section="-",
+        ),
+        Usage(
+            id=str(UUID(int=3)),
+            subscription_id=sub1,
+            date="2024-04-02",
+            total_cost=4.0,
+            invoice_section="-",
+        ),
+        Usage(
+            id=str(UUID(int=2)),
+            subscription_id=sub1,
+            date="2024-04-03",
+            total_cost=4.0,
+            invoice_section="-",
+        ),
+    }
+
+
+@pytest.mark.asyncio
+async def test_post_usage3(
+    test_db: Database,  # pylint: disable=redefined-outer-name
+) -> None:
+    sub1 = await create_subscription(test_db)
+    # create two usage items with the same usage id
+    usage_items = AllUsage(
+        usage_list=[
+            Usage(
+                id=str(UUID(int=0)),
+                subscription_id=sub1,
+                date="2024-04-01",
+                total_cost=1.0,
+                invoice_section="A",
+            ),
+            Usage(
+                id=str(UUID(int=0)),
+                subscription_id=sub1,
+                date="2024-04-01",
+                total_cost=1.0,
+                invoice_section="B",
+            ),
+        ],
+        start_date="2024-04-01",
+        end_date="2024-04-01",
+    )
+    await post_usage(usage_items, {"mock": "authentication"})
+    all_usage = await get_usage()
+    assert len(all_usage) == 2
+
+
 def test_write_usage(
     app_with_signed_billing_token: Tuple[FastAPI, str], mocker: MockerFixture
 ) -> None:
@@ -286,12 +403,18 @@ def test_post_monthly_usage(
 
     example_1_file = Path("tests/data/example-monthly-wrong.json")
     example_1_data = json.loads(example_1_file.read_text(encoding="utf-8"))
+    dates_ex1 = {item["date"] for item in example_1_data}
 
     example_2_file = Path("tests/data/example-monthly-correct.json")
     example_2_data = json.loads(example_2_file.read_text(encoding="utf-8"))
+    dates_ex2 = {item["date"] for item in example_2_data}
 
-    post_example_1_data = AllUsage(usage_list=example_1_data)
-    post_example_2_data = AllUsage(usage_list=example_2_data)
+    post_example_1_data = AllUsage(
+        usage_list=example_1_data, start_date=min(dates_ex1), end_date=max(dates_ex1)
+    )
+    post_example_2_data = AllUsage(
+        usage_list=example_2_data, start_date=min(dates_ex2), end_date=max(dates_ex2)
+    )
 
     with TestClient(auth_app) as client:
         mock_refresh = AsyncMock()
@@ -302,7 +425,11 @@ def test_post_monthly_usage(
         # Should error if there is no data.
         resp = client.post(
             "usage/monthly-usage",
-            content=AllUsage(usage_list=[]).model_dump_json().encode("utf-8"),
+            content=AllUsage(
+                usage_list=[], start_date="2021-04-01", end_date="2021-04-30"
+            )
+            .model_dump_json()
+            .encode("utf-8"),
             headers={"authorization": "Bearer " + token},
         )
 
@@ -371,7 +498,9 @@ async def test_monthly_usage_2(
                     total_cost=4.0,
                     invoice_section="-",
                 ),
-            ]
+            ],
+            start_date="2024-04-01",
+            end_date="2024-04-03",
         ),
         {"mock": "authentication"},
     )
@@ -395,7 +524,9 @@ async def test_monthly_usage_2(
                     invoice_section="-",
                     monthly_upload=datetime.date.today(),
                 ),
-            ]
+            ],
+            start_date="2024-04-01",
+            end_date="2024-04-02",
         ),
         {"mock": "authentication"},
     )
@@ -438,7 +569,10 @@ async def test_post_usage_refreshes_view(
         "rctab.routers.accounting.usage.refresh_materialised_view", mock_refresh
     )
 
-    await post_usage(AllUsage(usage_list=[]), {"mock": "authentication"})
+    await post_usage(
+        AllUsage(usage_list=[], start_date="2021-04-01", end_date="2021-04-30"),
+        {"mock": "authentication"},
+    )
 
     mock_refresh.assert_called_once_with(test_db, usage_view)
 
@@ -452,7 +586,10 @@ def test_post_usage_emails(
     auth_app, token = app_with_signed_billing_token
     example_usage_file = Path("tests/data/example.json")
     example_usage_data = json.loads(example_usage_file.read_text(encoding="utf-8"))
-    post_data = AllUsage(usage_list=example_usage_data)
+    dates = {item["date"] for item in example_usage_data}
+    post_data = AllUsage(
+        usage_list=example_usage_data, start_date=min(dates), end_date=max(dates)
+    )
 
     with TestClient(auth_app) as client:
         mock_send_emails = AsyncMock()