diff --git a/code/episode_4/poetry.lock b/code/episode_4/poetry.lock
index 5c404ed145811fd809e2202a6b760c8db2a660c6..c0a0b9cac58b00b918298cd8847edfbe2db86a84 100644
--- a/code/episode_4/poetry.lock
+++ b/code/episode_4/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -16,7 +15,6 @@ files = [
 name = "aiohttp"
 version = "3.11.12"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -120,7 +118,6 @@ speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 name = "aiosignal"
 version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -135,7 +132,6 @@ frozenlist = ">=1.1.0"
 name = "alabaster"
 version = "1.0.0"
 description = "A light, configurable Sphinx theme"
-category = "dev"
 optional = false
 python-versions = ">=3.10"
 files = [
@@ -147,7 +143,6 @@ files = [
 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 = [
@@ -159,7 +154,6 @@ files = [
 name = "async-timeout"
 version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -171,7 +165,6 @@ files = [
 name = "attrs"
 version = "25.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -191,7 +184,6 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 name = "babel"
 version = "2.17.0"
 description = "Internationalization utilities"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -206,7 +198,6 @@ dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest
 name = "bioblend"
 version = "1.4.0"
 description = "Library for interacting with the Galaxy API"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -226,7 +217,6 @@ testing = ["pytest"]
 name = "certifi"
 version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -238,7 +228,6 @@ files = [
 name = "cfgv"
 version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -250,7 +239,6 @@ files = [
 name = "charset-normalizer"
 version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -352,7 +340,6 @@ files = [
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -364,7 +351,6 @@ files = [
 name = "copier"
 version = "9.4.1"
 description = "A library for rendering project templates."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -390,7 +376,6 @@ questionary = ">=1.8.1"
 name = "coverage"
 version = "7.6.10"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -465,7 +450,6 @@ toml = ["tomli"]
 name = "deepdiff"
 version = "8.2.0"
 description = "Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to each other."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -484,7 +468,6 @@ optimize = ["orjson"]
 name = "distlib"
 version = "0.3.9"
 description = "Distribution utilities"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -496,7 +479,6 @@ files = [
 name = "docutils"
 version = "0.21.2"
 description = "Docutils -- Python Documentation Utilities"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -508,7 +490,6 @@ files = [
 name = "dunamai"
 version = "1.23.0"
 description = "Dynamic version generation"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -523,7 +504,6 @@ packaging = ">=20.9"
 name = "exceptiongroup"
 version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -538,7 +518,6 @@ test = ["pytest (>=6)"]
 name = "filelock"
 version = "3.17.0"
 description = "A platform independent file lock."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -555,7 +534,6 @@ typing = ["typing-extensions (>=4.12.2)"]
 name = "frozenlist"
 version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -657,7 +635,6 @@ files = [
 name = "funcy"
 version = "2.0"
 description = "A fancy and practical functional tools"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -669,7 +646,6 @@ files = [
 name = "identify"
 version = "2.6.6"
 description = "File identification library for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -684,7 +660,6 @@ license = ["ukkonen"]
 name = "idna"
 version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -699,7 +674,6 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 name = "imagesize"
 version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -711,7 +685,6 @@ files = [
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -723,7 +696,6 @@ files = [
 name = "jinja2"
 version = "3.1.5"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -741,7 +713,6 @@ i18n = ["Babel (>=2.7)"]
 name = "jinja2-ansible-filters"
 version = "1.3.2"
 description = "A port of Ansible's jinja2 filters without requiring ansible core."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -760,7 +731,6 @@ test = ["pytest", "pytest-cov"]
 name = "libsass"
 version = "0.23.0"
 description = "Sass for Python: A straightforward binding of libsass for Python."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -776,7 +746,6 @@ files = [
 name = "markupsafe"
 version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -847,7 +816,6 @@ files = [
 name = "mergedeep"
 version = "1.3.4"
 description = "A deep merge function for 🐍."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -859,7 +827,6 @@ files = [
 name = "more-itertools"
 version = "10.6.0"
 description = "More routines for operating on iterables, beyond itertools"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -871,7 +838,6 @@ files = [
 name = "msgpack"
 version = "1.1.0"
 description = "MessagePack serializer"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -945,7 +911,6 @@ files = [
 name = "multidict"
 version = "6.1.0"
 description = "multidict implementation"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1050,7 +1015,6 @@ typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 name = "mypy"
 version = "1.15.0"
 description = "Optional static typing for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1104,7 +1068,6 @@ reports = ["lxml"]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1116,7 +1079,6 @@ 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 = [
@@ -1126,13 +1088,12 @@ files = [
 
 [[package]]
 name = "nova-galaxy"
-version = "0.4.0"
+version = "0.7.0"
 description = "Utilties for accessing the ORNL Galaxy instance"
-category = "main"
 optional = false
 python-versions = "<4.0,>=3.10"
 files = [
-    {file = "nova_galaxy-0.4.0-py3-none-any.whl", hash = "sha256:407ae4b272f5386bd23578daf8c0c9c48c3723fd9fd14aa7328ea38532427ab9"},
+    {file = "nova_galaxy-0.7.0-py3-none-any.whl", hash = "sha256:1ff51e5e7fcf050f7678a52dc4248ba3283f3bb222f45d24d7c13efba0d2c91f"},
 ]
 
 [package.dependencies]
@@ -1143,7 +1104,6 @@ tomli = ">=2.0.2,<3.0.0"
 name = "nova-mvvm"
 version = "0.9.0"
 description = "A Python Package for Model-View-ViewModel pattern"
-category = "main"
 optional = false
 python-versions = "<4.0,>=3.10"
 files = [
@@ -1164,7 +1124,6 @@ pyqt6 = ["pyqt6 (>=6.7.0,<7.0.0)"]
 name = "nova-trame"
 version = "0.14.2"
 description = "A Python Package for injecting curated themes and custom components into Trame applications"
-category = "main"
 optional = false
 python-versions = "<4.0,>=3.10"
 files = [
@@ -1185,7 +1144,6 @@ trame-vuetify = "*"
 name = "orderly-set"
 version = "5.3.0"
 description = "Orderly set"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1197,7 +1155,6 @@ files = [
 name = "packaging"
 version = "24.2"
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1209,7 +1166,6 @@ files = [
 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 = [
@@ -1221,7 +1177,6 @@ files = [
 name = "platformdirs"
 version = "4.3.6"
 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 = [
@@ -1238,7 +1193,6 @@ type = ["mypy (>=1.11.2)"]
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1254,7 +1208,6 @@ testing = ["pytest", "pytest-benchmark"]
 name = "plumbum"
 version = "1.9.0"
 description = "Plumbum: shell combinators library"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1275,7 +1228,6 @@ test = ["coverage[toml]", "paramiko", "psutil", "pytest (>=6.0)", "pytest-cov",
 name = "pockets"
 version = "0.9.1"
 description = "A collection of helpful Python tools!"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1290,7 +1242,6 @@ six = ">=1.5.2"
 name = "pre-commit"
 version = "4.1.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1309,7 +1260,6 @@ virtualenv = ">=20.10.0"
 name = "prompt-toolkit"
 version = "3.0.50"
 description = "Library for building powerful interactive command lines in Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -1324,7 +1274,6 @@ wcwidth = "*"
 name = "propcache"
 version = "0.2.1"
 description = "Accelerated property cache"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1416,7 +1365,6 @@ files = [
 name = "pydantic"
 version = "2.10.6"
 description = "Data validation using Python type hints"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1437,7 +1385,6 @@ timezone = ["tzdata"]
 name = "pydantic-core"
 version = "2.27.2"
 description = "Core functionality for Pydantic validation and serialization"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1550,7 +1497,6 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 name = "pygments"
 version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1565,7 +1511,6 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pytest"
 version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1588,7 +1533,6 @@ dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments
 name = "pytest-asyncio"
 version = "0.25.3"
 description = "Pytest support for asyncio"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1607,7 +1551,6 @@ testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
 name = "pywin32"
 version = "308"
 description = "Python for Window Extensions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1635,7 +1578,6 @@ files = [
 name = "pyyaml"
 version = "6.0.2"
 description = "YAML parser and emitter for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1698,7 +1640,6 @@ files = [
 name = "questionary"
 version = "2.1.0"
 description = "Python library to build pretty command line user prompts ⭐️"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1713,7 +1654,6 @@ prompt_toolkit = ">=2.0,<4.0"
 name = "requests"
 version = "2.32.3"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1735,7 +1675,6 @@ 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 = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1748,37 +1687,35 @@ requests = ">=2.0.1,<3.0.0"
 
 [[package]]
 name = "ruff"
-version = "0.9.4"
+version = "0.9.5"
 description = "An extremely fast Python linter and code formatter, written in Rust."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
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+    {file = "ruff-0.9.5-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3d28532d73b1f3f627ba88e1456f50748b37f3a345d2be76e4c653bec6c3e393"},
+    {file = "ruff-0.9.5-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2c746d7d1df64f31d90503ece5cc34d7007c06751a7a3bbeee10e5f2463d52d2"},
+    {file = "ruff-0.9.5-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:11417521d6f2d121fda376f0d2169fb529976c544d653d1d6044f4c5562516ee"},
+    {file = "ruff-0.9.5-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:5b9d71c3879eb32de700f2f6fac3d46566f644a91d3130119a6378f9312a38e1"},
+    {file = "ruff-0.9.5-py3-none-musllinux_1_2_i686.whl", hash = "sha256:2e36c61145e70febcb78483903c43444c6b9d40f6d2f800b5552fec6e4a7bb9a"},
+    {file = "ruff-0.9.5-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:2f71d09aeba026c922aa7aa19a08d7bd27c867aedb2f74285a2639644c1c12f5"},
+    {file = "ruff-0.9.5-py3-none-win32.whl", hash = "sha256:134f958d52aa6fdec3b294b8ebe2320a950d10c041473c4316d2e7d7c2544723"},
+    {file = "ruff-0.9.5-py3-none-win_amd64.whl", hash = "sha256:78cc6067f6d80b6745b67498fb84e87d32c6fc34992b52bffefbdae3442967d6"},
+    {file = "ruff-0.9.5-py3-none-win_arm64.whl", hash = "sha256:18a29f1a005bddb229e580795627d297dfa99f16b30c7039e73278cf6b5f9fa9"},
+    {file = "ruff-0.9.5.tar.gz", hash = "sha256:11aecd7a633932875ab3cb05a484c99970b9d52606ce9ea912b690b02653d56c"},
 ]
 
 [[package]]
 name = "six"
 version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -1790,7 +1727,6 @@ files = [
 name = "snowballstemmer"
 version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1802,7 +1738,6 @@ files = [
 name = "sphinx"
 version = "8.1.3"
 description = "Python documentation generator"
-category = "dev"
 optional = false
 python-versions = ">=3.10"
 files = [
@@ -1838,7 +1773,6 @@ test = ["cython (>=3.0)", "defusedxml (>=0.7.1)", "pytest (>=8.0)", "setuptools
 name = "sphinx-rtd-theme"
 version = "3.0.2"
 description = "Read the Docs theme for Sphinx"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1858,7 +1792,6 @@ dev = ["bump2version", "transifex-client", "twine", "wheel"]
 name = "sphinxcontrib-applehelp"
 version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1875,7 +1808,6 @@ test = ["pytest"]
 name = "sphinxcontrib-devhelp"
 version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1892,7 +1824,6 @@ test = ["pytest"]
 name = "sphinxcontrib-htmlhelp"
 version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1909,7 +1840,6 @@ test = ["html5lib", "pytest"]
 name = "sphinxcontrib-jquery"
 version = "4.1"
 description = "Extension to include jQuery on newer Sphinx releases"
-category = "dev"
 optional = false
 python-versions = ">=2.7"
 files = [
@@ -1924,7 +1854,6 @@ Sphinx = ">=1.8"
 name = "sphinxcontrib-jsmath"
 version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1939,7 +1868,6 @@ test = ["flake8", "mypy", "pytest"]
 name = "sphinxcontrib-napoleon"
 version = "0.7"
 description = "Sphinx \"napoleon\" extension."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1955,7 +1883,6 @@ six = ">=1.5.2"
 name = "sphinxcontrib-qthelp"
 version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1972,7 +1899,6 @@ 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 = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1989,7 +1915,6 @@ test = ["pytest"]
 name = "tinydb"
 version = "4.8.2"
 description = "TinyDB is a tiny, document oriented database optimized for your happiness :)"
-category = "main"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
@@ -2001,7 +1926,6 @@ files = [
 name = "tomli"
 version = "2.2.1"
 description = "A lil' TOML parser"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2043,7 +1967,6 @@ files = [
 name = "trame"
 version = "3.8.0"
 description = "Trame, a framework to build applications in plain Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2065,7 +1988,6 @@ jupyter = ["jupyterlab"]
 name = "trame-client"
 version = "3.5.2"
 description = "Internal client of trame"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2081,7 +2003,6 @@ test = ["Pillow", "pixelmatch", "pytest", "pytest-xprocess", "seleniumbase"]
 name = "trame-server"
 version = "3.3.0"
 description = "Internal server side implementation of trame"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2100,7 +2021,6 @@ dev = ["pre-commit", "pytest", "pytest-asyncio", "ruff"]
 name = "trame-vega"
 version = "2.1.1"
 description = "Vega widget for trame"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2115,7 +2035,6 @@ trame-client = "*"
 name = "trame-vuetify"
 version = "2.8.1"
 description = "Vuetify widgets for trame"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2133,7 +2052,6 @@ dev = ["pre-commit", "pytest", "ruff"]
 name = "tuspy"
 version = "1.1.0"
 description = "A Python client for the tus resumable upload protocol ->  http://tus.io"
-category = "main"
 optional = false
 python-versions = ">=3.5.3"
 files = [
@@ -2154,7 +2072,6 @@ test = ["aioresponses (>=0.6.2)", "coverage (>=4.2)", "parametrize (>=0.1.1)", "
 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 = [
@@ -2166,7 +2083,6 @@ files = [
 name = "urllib3"
 version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2184,7 +2100,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "virtualenv"
 version = "20.29.1"
 description = "Virtual Python Environment builder"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2205,7 +2120,6 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 name = "wcwidth"
 version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2217,7 +2131,6 @@ files = [
 name = "wslink"
 version = "2.2.2"
 description = "Python/JavaScript library for communicating over WebSocket"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2236,7 +2149,6 @@ ssl = ["cryptography"]
 name = "yarl"
 version = "1.18.3"
 description = "Yet another URL library"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2332,4 +2244,4 @@ propcache = ">=0.2.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "5a4cbc0db131ca92dbfbfa620080878ba0b5276d9ac85c0b77f3a260b574c7ed"
+content-hash = "21cb4efdfeedffeac02c47e0e53c8fa5e296badf0f246a4f72738eb878ebcc21"
diff --git a/code/episode_4/src/nova_tutorial/app/models/fractal.py b/code/episode_4/src/nova_tutorial/app/models/fractal.py
index 86f95cc9b4e6c793daecc429edd87bf1c85da4b4..841e72e54b4890edd562e96c2f31360bced30a80 100755
--- a/code/episode_4/src/nova_tutorial/app/models/fractal.py
+++ b/code/episode_4/src/nova_tutorial/app/models/fractal.py
@@ -1,5 +1,5 @@
 import os
-import base64
+from base64 import b64encode
 from typing import Literal
 
 from pydantic import BaseModel, Field
@@ -32,4 +32,7 @@ class Fractal(BaseModel):
             output = tool.run(data_store, params)
             output.get_dataset("output").download("tmp.png")
 
+            with open("tmp.png", "rb") as image_file:
+                self.image_data = f"data:image/png;base64,{b64encode(image_file.read()).decode()}"
+
         print("Fractal tool finished successfully.")
diff --git a/code/episode_4/src/nova_tutorial/app/view_models/main.py b/code/episode_4/src/nova_tutorial/app/view_models/main.py
index 5d218c681e84aeb03ba8034278789b1ab95c1ae0..b140432322906c1fe1dd001258529d5f2ab06e77 100755
--- a/code/episode_4/src/nova_tutorial/app/view_models/main.py
+++ b/code/episode_4/src/nova_tutorial/app/view_models/main.py
@@ -12,7 +12,6 @@ class MainViewModel():
 
     def __init__(self, model: MainModel, binding: BindingInterface):
         self.model = model
-        self.image_path = ""
 
 
         # here we create a bind that connects ViewModel with View. It returns a communicator object,
@@ -33,5 +32,4 @@ class MainViewModel():
 
     def run_fractal(self) -> None:
         self.model.fractal.run_fractal_tool()
-        self.image_path = self.model.fractal.image_data
         self.update_view()
diff --git a/code/episode_4/src/nova_tutorial/app/views/fractal_tab.py b/code/episode_4/src/nova_tutorial/app/views/fractal_tab.py
index c20fc15c255109056057155b000cba1c8393bd65..f2ec038312292cc1e9a91707af4e35973d3b431f 100755
--- a/code/episode_4/src/nova_tutorial/app/views/fractal_tab.py
+++ b/code/episode_4/src/nova_tutorial/app/views/fractal_tab.py
@@ -15,9 +15,4 @@ class FractalTab:
             "Run Fractal",
             click=self.view_model.run_fractal # calls the run_fractal_tool method
         )
-        vuetify.VImg(
-            v_model="config.image_path",
-            src=self.view_model.image_path,
-            max_height="400",
-            max_width="400"
-        )
\ No newline at end of file
+        vuetify.VImg(src=("config.fractal.image_data",), height="400", width="400")
diff --git a/code/episode_7/poetry.lock b/code/episode_7/poetry.lock
index 29511c163524ebb6404d185ba32eedbb2b4e2709..03ed4a27d0453dee9159156e4a93f7a96bb89ffb 100755
--- a/code/episode_7/poetry.lock
+++ b/code/episode_7/poetry.lock
@@ -13,87 +13,92 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.11"
+version = "3.11.12"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -158,13 +163,13 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "24.3.0"
+version = "25.1.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -177,17 +182,17 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
-version = "2.16.0"
+version = "2.17.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
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 [[package]]
 name = "bioblend"
@@ -210,13 +215,13 @@ testing = ["pytest"]
 
 [[package]]
 name = "certifi"
-version = "2024.12.14"
+version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 [[package]]
@@ -531,20 +536,20 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "deepdiff"
-version = "8.1.1"
+version = "8.2.0"
 description = "Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to each other."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
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+orderly-set = ">=5.3.0,<6"
 
 [package.extras]
-cli = ["click (==8.1.7)", "pyyaml (==6.0.2)"]
+cli = ["click (==8.1.8)", "pyyaml (==6.0.2)"]
 optimize = ["orjson"]
 
 [[package]]
@@ -615,61 +620,61 @@ typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
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 description = "Tools to manipulate font files"
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 [package.dependencies]
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 [[package]]
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 python-versions = ">=3.9"
 files = [
-    {file = "trame-3.7.6-py3-none-any.whl", hash = "sha256:17d765630404ee7e25667aa0fcf48495df040338d4daebffa9bae9adf2412491"},
-    {file = "trame-3.7.6.tar.gz", hash = "sha256:683dbc88a843570ded3ae60ee610053c730c78f90899c9c0dab5fe54ad1f530b"},
+    {file = "trame-3.8.0-py3-none-any.whl", hash = "sha256:e4c9e648938ec0759f6893ba7afd095afaf0c88b4b8202157717691e135e924f"},
+    {file = "trame-3.8.0.tar.gz", hash = "sha256:d084942828ac7930e05dbb765468cffe4ef8bd5170dbd48333a930140b540ccd"},
 ]
 
 [package.dependencies]
@@ -3003,4 +3002,4 @@ propcache = ">=0.2.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "5cb22adddafd5b2416c7533855cfdaac1ca49f636272dcf41713f76fceb65da1"
+content-hash = "2e559beb56b954661be29ef383ecb94e64a60d1ffe08125b51bd8af61b87d9ee"
diff --git a/code/episode_7/src/nova_tutorial/main.py b/code/episode_7/src/nova_tutorial/main.py
index 68a0571cff37c6f2a9b57d66cb4d8d15557d7519..20aa387ae561622eb6160bd17de30fccb637e80d 100755
--- a/code/episode_7/src/nova_tutorial/main.py
+++ b/code/episode_7/src/nova_tutorial/main.py
@@ -1,6 +1,6 @@
 """Loads the main view and starts the Trame server."""
 
-from nova_tutorial.views.visualization import VisualizationApp
+from nova_tutorial.views.main import VisualizationApp
 
 
 def main() -> None:
diff --git a/code/episode_7/src/nova_tutorial/view_models/visualization.py b/code/episode_7/src/nova_tutorial/view_models/main.py
similarity index 100%
rename from code/episode_7/src/nova_tutorial/view_models/visualization.py
rename to code/episode_7/src/nova_tutorial/view_models/main.py
diff --git a/code/episode_7/src/nova_tutorial/views/visualization.py b/code/episode_7/src/nova_tutorial/views/main.py
similarity index 96%
rename from code/episode_7/src/nova_tutorial/views/visualization.py
rename to code/episode_7/src/nova_tutorial/views/main.py
index ca34ca0aeef676e059877cfe23a22b78d42d03a6..a300d31f89a5ae13896b8decb37a76cc38eb9bda 100755
--- a/code/episode_7/src/nova_tutorial/views/visualization.py
+++ b/code/episode_7/src/nova_tutorial/views/main.py
@@ -7,7 +7,7 @@ from nova.trame import ThemedApp
 from trame.app import get_server
 from trame.widgets import vuetify3 as vuetify
 
-from nova_tutorial.view_models.visualization import VisualizationViewModel
+from nova_tutorial.view_models.main import VisualizationViewModel
 from nova_tutorial.views.plotly import PlotlyView
 from nova_tutorial.views.pyvista import PyVistaView
 from nova_tutorial.views.vtk import VTKView
diff --git a/code/episode_7/src/nova_tutorial/views/plotly.py b/code/episode_7/src/nova_tutorial/views/plotly.py
index 3be3b0e6ab543e6f81d7f7286f1c102dc25f94a3..8c586ef83cfa1463b13e0273b4f1fb0c480a857b 100755
--- a/code/episode_7/src/nova_tutorial/views/plotly.py
+++ b/code/episode_7/src/nova_tutorial/views/plotly.py
@@ -5,7 +5,7 @@ from nova.trame.view.components import InputField
 from nova.trame.view.layouts import GridLayout, HBoxLayout
 from trame.widgets import plotly
 
-from nova_tutorial.view_models.visualization import VisualizationViewModel
+from nova_tutorial.view_models.main import VisualizationViewModel
 
 
 class PlotlyView:
diff --git a/code/episode_7/src/nova_tutorial/views/pyvista.py b/code/episode_7/src/nova_tutorial/views/pyvista.py
index d7dea3a781764ac2e174ab9466bc5c6b0e20a139..17264164447693e5210a9c577cb56749b3ed8d4b 100755
--- a/code/episode_7/src/nova_tutorial/views/pyvista.py
+++ b/code/episode_7/src/nova_tutorial/views/pyvista.py
@@ -8,7 +8,7 @@ from nova.trame.view.layouts import GridLayout, HBoxLayout
 from pyvista.trame.ui import plotter_ui
 from trame.widgets import vuetify3 as vuetify
 
-from nova_tutorial.view_models.visualization import VisualizationViewModel
+from nova_tutorial.view_models.main import VisualizationViewModel
 
 
 class PyVistaView:
diff --git a/code/episode_7/src/nova_tutorial/views/vtk.py b/code/episode_7/src/nova_tutorial/views/vtk.py
index ee19e11dec8d7be9e25fd3f42dd1df0d341e2d39..537f66ad941cef7c80e314d613745cdcb1d99dde 100755
--- a/code/episode_7/src/nova_tutorial/views/vtk.py
+++ b/code/episode_7/src/nova_tutorial/views/vtk.py
@@ -6,7 +6,7 @@ from trame.widgets import vtk as vtkw
 from trame.widgets import vuetify3 as vuetify
 from vtkmodules.vtkRenderingCore import vtkRenderer, vtkRenderWindow, vtkRenderWindowInteractor, vtkVolume
 
-from nova_tutorial.view_models.visualization import VisualizationViewModel
+from nova_tutorial.view_models.main import VisualizationViewModel
 
 
 class VTKView:
diff --git a/episodes/05-Working-with-Trame.md b/episodes/05-Working-with-Trame.md
index 474077c44496ee54787f93535ddb67d3913931f7..f0376e16730af538f6201af038217182853d4d14 100755
--- a/episodes/05-Working-with-Trame.md
+++ b/episodes/05-Working-with-Trame.md
@@ -59,6 +59,7 @@ Benefits of using `nova-trame`:
 
 `nova-trame` provides several key components that simplify UI development. Here are some of the most important:
 
+*   **Layout & Theme Management (`ThemedApp`):** `nova-trame` provides a default layout and theme that will give your application a consistent look and feel to other NOVA applications. If needed, you can still customize or override the defaults.
 *   **`InputField`:** This component simplifies the creation of various input fields (text fields, dropdowns, checkboxes, etc.). It automatically integrates with Pydantic models to load labels, hints, and validation rules, reducing the amount of code you need to write.  It also supports debouncing and throttling for improved performance.
 *   **Layout Components:** `nova-trame` provides layout components that help you structure your UI. These components are based on CSS Flexbox and Grid layouts, making it easy to create responsive and visually appealing UIs. The main layout components include:
     *   **`GridLayout`:** Creates a grid with a specified number of columns. You can use `GridLayout` to arrange your UI elements in a structured grid layout.
@@ -67,6 +68,32 @@ Benefits of using `nova-trame`:
 
 Let\'s explore these components in more detail:
 
+### Layout & Theme Management (`ThemedApp`)
+
+Layouts are responsible for arraging your content in a consistent manner. In Trame, a layout consists of multiple "slots". A slot is a section of the page to which you can add content.
+
+`nova-trame` provides a basic layout and theme that you can access via the `ThemedApp` class. The template app will setup your main view class to inherit from this class already, so let's look at how the layout is defined and how we can add content to one of the slots it provides.
+
+```python
+class MainApp(ThemedApp):
+    def create_ui(self) -> None:
+        with super().create_ui() as layout:
+            with layout.pre_content:
+                with vuetify.VTabs():
+                    vuetify.VTab("Tab 1")
+                    vuetify.VTab("Tab 2")
+            with layout.content:
+                vuetify.VBtn("Click Me!")
+```
+
+Here is a layout diagram showing all of the slots in `ThemedApp`:
+
+![nova-trame's slot diagram for its default layout](https://nova-application-development.readthedocs.io/projects/nova-trame/en/stable/_images/layout.png)
+
+::::::::::::::::::::::::::::::::::::::::: callout
+For a detailed discussion of how to work with these slots, please review the [`nova-trame` documentation](https://nova-application-development.readthedocs.io/projects/nova-trame/en/stable/working_with_trame.html). This documentation also shows you how to customize the theme provided by `nova-trame` and how to perform common UI tasks such as managing the spacing between elements.
+:::::::::::::::::::::::::::::::::::::::::::::::::
+
 ### `InputField`
 
 The `InputField` component simplifies creating different types of input fields in your UI. It can create text fields, dropdowns (select), checkboxes, and more, all with a consistent look and feel. A key advantage of `InputField` is its automatic integration with Pydantic models. If the `v_model` references a Pydantic model field, `InputField` can automatically:
@@ -127,11 +154,13 @@ The `InputField` also provides debouncing and throttling features that can impro
 
 By combining these layout components, you can create complex and responsive UI layouts.
 
+For a more detailed explanation of how to work with our layout and theme, please refer to the [`nova-trame documentation`](https://nova-application-development.readthedocs.io/projects/nova-trame/en/stable/working_with_trame.html).
+
 ## Adding More UI Components to the Sample Tabs
 
 Now, let\'s add some UI components to the Sample Tabs in our application to demonstrate how to use these components. We\'ll modify the `sample_tab_1.py` and `sample_tab_2.py` files to include these components.
 
-**1. `nova_tutorial/views/sample_tab_1.py` (Modify):**
+**2. `nova_tutorial/views/sample_tab_1.py` (Modify):**
 
 We\'ll add an `InputField` and a `VBoxLayout` to this tab.
 
@@ -154,7 +183,7 @@ class SampleTab1:
             vuetify.VCheckbox(label="Remember me")
 ```
 
-**2. `nova_tutorial/views/sample_tab_2.py` (Modify):**
+**3. `nova_tutorial/views/sample_tab_2.py` (Modify):**
 
 We\'ll add a `GridLayout` and an `InputField` to this tab.
 
@@ -190,7 +219,7 @@ poetry run start
 You should now see the simple UI. When you click the "Sample Tab 1" and "Sample Tab 2" tabs, you should now see the updated content with the new UI components.
 
 :::::::::::::::::::::::::::::::::::::::  challenge
-**Explore the `InputField` Component** 
+**Explore the `InputField` Component**
 Modify the `InputField` component in `SampleTab1` to automatically retrieve the label, hint, and validation rules from a Pydantic model field. Create a simple Pydantic model with a `username` field with a `title`, `description`, and `min_length` constraint.
 ::::::::::::::::::::::::::::::::::::::::::::::::::
 
@@ -200,7 +229,7 @@ Combine `GridLayout`, `VBoxLayout`, and `HBoxLayout` components to create a more
 ::::::::::::::::::::::::::::::::::::::::::::::::::
 
 :::::::::::::::::::::::::::::::::::::::  challenge
-**Customize Component Appearance** 
+**Customize Component Appearance**
 Experiment with customizing the appearance of the Vuetify components using the various props and styles available. Try changing the color, size, font, and other visual attributes of the components. Refer to Vuetify\'s component documentation for details.
 ::::::::::::::::::::::::::::::::::::::::::::::::::
 
diff --git a/episodes/07-Advanced-Visualizations.md b/episodes/07-Advanced-Visualizations.md
index ae1895f0c93c7e92df2fb820edc5e3cb38488f4b..6e1162a0b151100686da9eeb79e0a92e2b76698c 100755
--- a/episodes/07-Advanced-Visualizations.md
+++ b/episodes/07-Advanced-Visualizations.md
@@ -33,6 +33,63 @@ In this section, we will look at a selection of the libraries that integrate wel
 
 The complete code for this episode is available in the `code/episode_7` directory. This code defines a Trame application that presents three views (one each for Plotly, PyVista, and VTK) that the user can choose between with a tab widget.
 
+## Setup
+
+Let's start by setting up a new application from the template.
+
+```bash
+copier copy https://code.ornl.gov/ndip/project-templates/nova-application-template.git viz_tutorial
+cd viz_tutorial
+poetry install
+poetry run app
+```
+
+Since we've already discussed the data bindings, please copy `src/nova_tutorial/view_models/main.py`, `src/nova_tutorial/views/tabs_panel.py`, and `src/nova_tutorial/views/tab_content_panel.py` into your application. If you want to run the application now, you'll need to comment out the references to classes we'll be building below.
+
+We'll also need to stub out each of the classes we'll build so that the application can be run after each step.
+
+**1. `PlotlyView` (`src/nova_tutorial/views/plotly.py`):**
+
+```python
+class PlotlyView:
+    pass
+```
+
+**2. `PlotlyConfig` (`src/nova_tutorial/models/plotly.py`):**
+
+```python
+class PlotlyConfig:
+    pass
+```
+
+**3. `PyVistaView` (`src/nova_tutorial/views/pyvista.py`):**
+
+```python
+class PyVistaView:
+    pass
+```
+
+**4. `PyVistaConfig` (`src/nova_tutorial/models/pyvista.py`):**
+
+```python
+class PyVistaConfig:
+    pass
+```
+
+**5. `VTKView` (`src/nova_tutorial/views/vtk.py`):**
+
+```python
+class VTKView:
+    pass
+```
+
+**6. `VTKConfig` (`src/nova_tutorial/models/vtk.py`):**
+
+```python
+class VTKConfig:
+    pass
+```
+
 ## Plotly (2D)
 
 Trame provides a library called [trame-plotly](https://github.com/Kitware/trame-plotly) for connecting Trame and [Plotly](https://plotly.com/python/). You can install it with:
@@ -43,7 +100,7 @@ poetry add plotly trame-plotly
 
 Now, we can create a view that displays a Plotly figure.
 
-**1. `PlotlyView` View Class (`src/nova_tutorial/views/plotly.py`):**
+**7. `PlotlyView` View Class (`src/nova_tutorial/views/plotly.py`):**
 
 *   **Imports**:  Pay special attention to the plotly import. This module contains a Trame widget that will allow us to quickly add a Plotly chart to our view.
 
@@ -101,7 +158,7 @@ Now, we can create a view that displays a Plotly figure.
 
 As with our previous examples, there is a corresponding model.
 
-**2. `PlotlyConfig` Model Class (src/nova_tutorial/models/plotly.py):**
+**8. `PlotlyConfig` Model Class (src/nova_tutorial/models/plotly.py):**
 
 *   **Imports**:  The graph_objects module is how we will define the content for our chart. The iris module defines an example dataset.
 
@@ -156,7 +213,9 @@ As with our previous examples, there is a corresponding model.
             return figure
     ```
 
-As with our other examples, the view model connects these two classes together. You can review the view model code for this example in `src/nova_tutorial/view_models/visualization.py`.
+Now, if you run the application you should see the following in the Plotly tab:
+
+![Plotly chart](fig/plotly.png)
 
 ## PyVista (3D)
 
@@ -170,7 +229,7 @@ PyVista contains built-in Trame support, but we still need to install the Trame
 
 Now we can set up our view.
 
-**3. `PyVistaView` View Class (`src/nova_tutorial/views/pyvista.py`):**
+**9. `PyVistaView` View Class (`src/nova_tutorial/views/pyvista.py`):**
 
 *   **Imports:**  `plotter_ui` contains the Trame widget for PyVista.
 
@@ -228,7 +287,7 @@ Now we can set up our view.
                 self.view_model.render_pyvista(self.plotter)
     ```
 
-**4. `PyVistaConfig` Model Class (`src/nova_tutorial/models/pyvista.py`):**
+**10. `PyVistaConfig` Model Class (`src/nova_tutorial/models/pyvista.py`):**
 
 *   **Imports:**  `download_knee_full` yields a 3D dataset that is suitable for volume rendering. You can find more datasets in PyVista\'s [Dataset Gallery](https://docs.pyvista.org/api/examples/dataset_gallery).
 
@@ -266,6 +325,16 @@ Now we can set up our view.
             plotter.view_isometric()
     ```
 
+::::::::::::::::::::::::::: callout
+
+PyVista's volume rendering engine isn't currently suitable for large data. If you find yourself running into performance issues, then you should likely switch over to using VTK directly.
+
+:::::::::::::::::::::::::::::::::::
+
+Now, if you run the application you should see the following in the PyVista tab:
+
+![PyVista chart](fig/pyvista.png)
+
 ## VTK (3D)
 
 If you have prior experience with VTK then you may prefer to work with it directly. You can get started with it by installing the Python VTK bindings and the Trame widget for VTK.
@@ -276,7 +345,7 @@ poetry add trame-vtk vtk
 
 Since we\'ve seen plenty of examples of UI controls at this point, we've omitted them for this example so that we can focus on the VTK boilerplate needed to get started.
 
-**5. `VTKView` View Class (`src/nova_tutorial/views/vtk.py`):**
+**11. `VTKView` View Class (`src/nova_tutorial/views/vtk.py`):**
 
 *   **Imports:**  The `vtkRenderingVolumeOpenGL2` import is necessary despite being unreferenced.
 
@@ -334,7 +403,7 @@ Since we\'ve seen plenty of examples of UI controls at this point, we've omitted
             self.render_window.Render()
     ```
 
-**6. `VTKConfig` Model Class (`src/nova_tutorial/models/vtk.py`):**
+**12. `VTKConfig` Model Class (`src/nova_tutorial/models/vtk.py`):**
 
 *   **Imports:**  We are only using PyVista to get an example dataset. There are two references to it as we use `KNEE_DATA` to compute min/max bounds for the data and `KNEE_DATAFILE` to pass the data file into a VTK reader. The FixedPointVolumeRayCastMapper is CPU-based, but other mappers are available if you need GPU support.
 
@@ -385,18 +454,22 @@ Since we\'ve seen plenty of examples of UI controls at this point, we've omitted
             return self.volume
     ```
 
+Now, if you run the application you should see the following in the VTK tab:
+
+![VTK chart](fig/vtk.png)
+
 :::::::::::::::::::::::::::::::::::::::  challenge
 **Plotly Box Plot**
 Add a box plot to the available plot types. Hint: you shouldn\'t need to change anything in the view class to do this.
 ::::::::::::::::::::::::::::::::::::::::::::::::::
 
 :::::::::::::::::::::::::::::::::::::::  challenge
-**PyVista clim Control** 
+**PyVista clim Control**
 Add control(s) to the UI to control the `clim` argument for the `add_volume` method.
 ::::::::::::::::::::::::::::::::::::::::::::::::::
 
 :::::::::::::::::::::::::::::::::::::::  challenge
-**Investigate the lookup table and piecewise function** 
+**Investigate the lookup table and piecewise function**
 We didn\'t look at `VTKConfig.init_lut` or `VTKConfig.init_pwf` during the tutorial. Read through these methods and then trys manipulating the opacity of the rendering.
 ::::::::::::::::::::::::::::::::::::::::::::::::::
 
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