diff --git a/.gitignore b/.gitignore
index 92d0c06..4e34bc0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,6 @@
 *.venv/
 *.env
 *cache*
+.python-version
+*.xml
+.vscode/
diff --git a/fhdhview/services/screenwriter/schema.py b/fhdhview/services/screenwriter/schema.py
index db26383..14e6080 100644
--- a/fhdhview/services/screenwriter/schema.py
+++ b/fhdhview/services/screenwriter/schema.py
@@ -5,14 +5,20 @@ from datetime import datetime
 from typing import Annotated
 from zoneinfo import ZoneInfo
 
-from pydantic import BeforeValidator
+from pydantic import BeforeValidator, PlainSerializer
 from pydantic_xml import BaseXmlModel, RootXmlModel, element, wrapped
 
 from fhdhview.core.config import settings
 
-DT = Annotated[datetime, BeforeValidator(lambda v: datetime.strptime(v, "%Y%m%d%H%M").replace(
-    tzinfo=ZoneInfo(settings.timezone)
-))]
+# DateTime annotation with timezone handling and serialization format
+# Allows both string and datetime inputs, ensuring they have the correct timezone
+DT = Annotated[datetime, BeforeValidator(
+    lambda v:
+        (datetime.strptime(v, "%Y%m%d%H%M").replace(tzinfo=ZoneInfo(settings.timezone))
+        if isinstance(v, str)
+        else (v.replace(tzinfo=ZoneInfo(settings.timezone)))
+    )), PlainSerializer(lambda dt: dt.strftime("%Y%m%d%H%M"))
+]
 
 
 class Session(BaseXmlModel, tag='session'):
diff --git a/poetry.lock b/poetry.lock
index 0c96c61..53da39c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.4.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.5.1 and should not be changed by hand.
 
 [[package]]
 name = "aiosqlite"
@@ -42,14 +42,14 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.15.1"
+version = "4.16.0"
 description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "anyio-4.15.1-py3-none-any.whl", hash = "sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101"},
-    {file = "anyio-4.15.1.tar.gz", hash = "sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94"},
+    {file = "anyio-4.16.0-py3-none-any.whl", hash = "sha256:c66ae634e0b8228396b801741beb3294326d4b6102f7bba4041c0dfb58c29026"},
+    {file = "anyio-4.16.0.tar.gz", hash = "sha256:59bb03251907983d1603d27c3087ddb1e93299ea2163adcdba37899a4fb12ffb"},
 ]
 markers = {dev = "sys_platform != \"emscripten\""}
 
@@ -62,69 +62,69 @@ trio = ["trio (>=0.32.0)"]
 
 [[package]]
 name = "ast-serialize"
-version = "0.13.0"
+version = "0.13.1"
 description = "Python bindings for mypy AST serialization"
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
 files = [
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 ]
 
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+description = "Faker is a Python package that generates fake data for you."
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
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+
+[package.dependencies]
+tzdata = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+image = ["pillow"]
+tzdata = ["tzdata"]
+
 [[package]]
 name = "fastapi"
 version = "0.141.1"
@@ -285,15 +304,15 @@ markers = {dev = "sys_platform != \"emscripten\""}
 
 [[package]]
 name = "httpcore2"
-version = "2.13.1"
+version = "2.16.0"
 description = "A minimal low-level HTTP client."
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.11"
 groups = ["dev"]
 markers = "sys_platform != \"emscripten\""
 files = [
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 [[package]]
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+version = "2.16.0"
 description = "The next generation HTTP client."
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-httpcore2 = {version = "2.13.1", markers = "sys_platform != \"emscripten\""}
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 httpx2-jsfetch = {version = "*", markers = "sys_platform == \"emscripten\" and python_version >= \"3.12\""}
 idna = ">=3.18"
 truststore = {version = ">=0.10", markers = "sys_platform != \"emscripten\""}
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 [package.dependencies]
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 librt = {version = ">=0.16.0", markers = "platform_python_implementation != \"PyPy\""}
 mypy_extensions = ">=1.0.0"
 pathspec = ">=1.0.0"
@@ -602,14 +813,14 @@ reports = ["lxml"]
 
 [[package]]
 name = "mypy-extensions"
-version = "1.1.0"
+version = "1.2.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
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 [[package]]
@@ -643,35 +854,31 @@ re2 = ["google-re2 (>=1.1)"]
 
 [[package]]
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-version = "1.6.0"
+version = "1.7.0"
 description = "plugin and hook calling mechanisms for python"
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-[package.extras]
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-testing = ["coverage", "pytest", "pytest-benchmark"]
-
 [[package]]
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-version = "2.14.1"
+version = "2.14.2"
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 [package.dependencies]
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 typing-extensions = ">=4.16.0"
 typing-inspection = ">=0.4.4"
 
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 [[package]]
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-version = "2.50.1"
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+    {file = "sqlalchemy-2.0.55.tar.gz", hash = "sha256:ae40c563bc10a8d56f1fd1f39f069aeb5eb85ca26913b2314dd8d190139258fa"},
 ]
 
 [package.dependencies]
@@ -1100,14 +1312,14 @@ typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "starlette"
-version = "1.8.0"
+version = "1.10.0"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
 files = [
-    {file = "starlette-1.8.0-py3-none-any.whl", hash = "sha256:dfdd6b29c26483288088d990eee59631dedadd66ce20d203402a7ca8e3c4656f"},
-    {file = "starlette-1.8.0.tar.gz", hash = "sha256:1565dc0b35d5737a271ed1e0e04e949f4e81198799f216d2667b0a0fb9cf9522"},
+    {file = "starlette-1.10.0-py3-none-any.whl", hash = "sha256:478c0ab3b4ced6e82719849c118fa406f0278a3499c1a898cd15cd31bdc38ce4"},
+    {file = "starlette-1.10.0.tar.gz", hash = "sha256:b8399098d4c1e3522734f7235dc79b1fc967f96cf139c81e0fa30479e0685f9b"},
 ]
 
 [package.dependencies]
@@ -1156,16 +1368,29 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.15.0"
 
+[[package]]
+name = "tzdata"
+version = "2026.6"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+groups = ["dev"]
+markers = "platform_system == \"Windows\""
+files = [
+    {file = "tzdata-2026.6-py2.py3-none-any.whl", hash = "sha256:0a10eec6e13ef16b627fabed9a5f2ba61a62b1c67f327305f4e7e412a70b4aec"},
+    {file = "tzdata-2026.6.tar.gz", hash = "sha256:85d2cd9c09f81f0bb29db27759fc83af4f1e620efb814f8c5bf8b4cc4feece6d"},
+]
+
 [[package]]
 name = "uvicorn"
-version = "0.53.0"
+version = "0.54.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.53.0-py3-none-any.whl", hash = "sha256:e8dca71ec86dce5f04e333f0d56cdedf942446e6643b9cea1af0d6d3a02cb03e"},
-    {file = "uvicorn-0.53.0.tar.gz", hash = "sha256:a9356f0cb89b3b8621529c5d5eebd69bfe154f4c3f68b4cf2de47e45fa855c2e"},
+    {file = "uvicorn-0.54.0-py3-none-any.whl", hash = "sha256:505bdb0f318731d45f1f712071fc781a8981f6847a31c902c9f5e652d4f67faf"},
+    {file = "uvicorn-0.54.0.tar.gz", hash = "sha256:a2e33cbfaa0306f8e6b0c13e0cb89d7d7a2da3e62b90c66e18c33d9807b28620"},
 ]
 
 [package.dependencies]
@@ -1178,4 +1403,4 @@ standard = ["httptools (>=0.8.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.13"
-content-hash = "4f9910b73fceef8a03d91a747d4716dfdaa0689c4c667b3a17c8167a8851941e"
+content-hash = "b904468b6e08f9560c44f0ffbff3d7f52eada94d0b4faa73e1e37f658a73ca18"
diff --git a/pyproject.toml b/pyproject.toml
index 2389bef..ed3aed5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,7 @@ dependencies = [
     "fastapi (>=0.141.1,<0.142.0)",
     "pydantic-xml (>=2.21.1,<3.0.0)",
     "sqlmodel (>=0.0.42,<0.0.43)",
-    "uvicorn (>=0.53.0,<0.54.0)",
+    "uvicorn (>=0.54.0,<0.55.0)",
     "python-multipart (>=0.0.32,<0.0.33)",
     "pydantic-settings (>=2.15.0,<3.0.0)",
     "aiosqlite (>=0.22.1,<0.23.0)"
@@ -24,6 +24,8 @@ dev = [
     "ruff (>=0.16.6,<0.17.0)",
     "httpx2 (>=2.13.1,<3.0.0)",
     "pytest-asyncio (>=1.4.0,<2.0.0)",
+    "faker (>=40.44.0,<41.0.0)",
+    "lxml (>=6.1.3,<7.0.0)",
 ]
 
 
diff --git a/scripts/__init__.py b/scripts/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/scripts/gen_data.py b/scripts/gen_data.py
new file mode 100644
index 0000000..27b7f1d
--- /dev/null
+++ b/scripts/gen_data.py
@@ -0,0 +1,74 @@
+from datetime import UTC, datetime, timedelta
+from random import randint, sample
+from zoneinfo import ZoneInfo
+
+from faker import Faker
+from faker.providers import company
+
+from fhdhview.services.screenwriter.schema import AAMPos, Session, Sessions
+
+fake = Faker()
+fake.add_provider(company)
+
+zaal = [
+    "DenHaag_zaal_1",
+    "DenHaag_zaal_2",
+    "DenHaag_zaal_3",
+    "DenHaag_zaal_4",
+    "DenHaag_zaal_5",
+    "DenHaag_zaal_6",
+    "Filmhuis Den Haag 10 (buitenbios)"
+]
+
+kw_age = [
+    "vanaf 6 jaar",
+    "vanaf 9 jaar",
+    "vanaf 12 jaar",
+    "vanaf 14 jaar",
+    "vanaf 18 jaar",
+    "Alle leeftijden"
+]
+
+kw_keywords = [
+    "Angst",
+    "Discriminatie",
+    "Drugs- en/of alcoholmisbruik",
+    "Grof taalgebruik",
+    "Gevaarlijk gedrag",
+    "Geweld",
+    "Seks"
+]
+
+attr_extra = [
+    "EN subs"
+]
+
+sessions: list[Session] = []
+
+for i in range(20):
+    start_time = datetime.now(tz=ZoneInfo("Europe/Amsterdam"))+timedelta(minutes=randint(-20, 59))
+
+    attrs = sample(kw_age, 1) + sample(kw_keywords, randint(0, 3)) + sample(attr_extra, randint(0, 1))
+
+
+    session = Session(
+        session_id=randint(1000, 9999),
+        screen_identifier=sample(zaal, 1)[0],
+        complex_identifier="Filmhuis Den Haag",
+        start=start_time,
+        end=start_time+timedelta(hours=2),
+        feature_duration=int(timedelta(hours=2).total_seconds()),
+        title=fake.catch_phrase(),
+        rating=randint(1, 10),
+        seats_available=100,
+        seats_sold=randint(0, 100),
+        attributes=attrs
+    )
+    sessions.append(session)
+
+xml_data = AAMPos(sessions=Sessions(root=sessions))
+
+
+with open("test_xml.xml", "wb") as f:
+    result = xml_data.to_xml(pretty_print=True)
+    f.write(result if isinstance(result, bytes) else result.encode("utf-8"))