diff --git a/.gitignore b/.gitignore
index c3a3318d0..00cbd0dc0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -347,5 +347,7 @@ tags
 # End of https://www.toptal.com/developers/gitignore/api/macos,linux,vim,python,pycharm
 /conf/config.yaml
 /pocs/outputs/
+
+.hydra
 .idea
-/outputs/
+
diff --git a/README.md b/README.md
index d7c39a4ef..4a0c2ae8e 100644
--- a/README.md
+++ b/README.md
@@ -31,3 +31,13 @@ or if you use pycharm, mark `data_quality_pocs` as a source root and just run th
 ## Developing new QMs
 
 Make a new file in the `pocs` directory and use the template provided in `pocs/example.py`.
+
+
+## Visualising results
+
+To visualise results, you do the following:
+
+```shell
+> cd viewer
+> streamlit run visualiser.py
+```
\ No newline at end of file
diff --git a/conf/config_example.yaml b/conf/config_example.yaml
index 7fb82183e..46648ef63 100644
--- a/conf/config_example.yaml
+++ b/conf/config_example.yaml
@@ -4,4 +4,4 @@ paths:
   data: ~/data/encord
 
 encord:
-  project_name: "[External] [People for AI] YouTube-VOS"
\ No newline at end of file
+  project_name: "[External] [People for AI] YouTube-VOS"
diff --git a/poetry.lock b/poetry.lock
index 25e1e3b9e..bf6bf966a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,22 @@
+[[package]]
+name = "altair"
+version = "4.2.0"
+description = "Altair: A declarative statistical visualization library for Python."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+entrypoints = "*"
+jinja2 = "*"
+jsonschema = ">=3.0"
+numpy = "*"
+pandas = ">=0.18"
+toolz = "*"
+
+[package.extras]
+dev = ["black", "docutils", "ipython", "flake8", "pytest", "sphinx", "mistune (<2.0.0)", "m2r", "vega-datasets", "recommonmark"]
+
 [[package]]
 name = "antlr4-python3-runtime"
 version = "4.9.3"
@@ -6,6 +25,59 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[package.extras]
+dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
+docs = ["sphinx", "sphinx-notfound-page", "furo"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+tests = ["pytest"]
+
+[[package]]
+name = "asttokens"
+version = "2.0.7"
+description = "Annotate AST trees with source code positions"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["astroid (<=2.5.3)", "pytest"]
+
 [[package]]
 name = "atomicwrites"
 version = "1.4.1"
@@ -18,7 +90,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 name = "attrs"
 version = "22.1.0"
 description = "Classes Without Boilerplate"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -28,6 +100,61 @@ docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
 tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
 
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.11.1"
+description = "Screen-scraping library"
+category = "main"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
+[[package]]
+name = "bleach"
+version = "5.0.1"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+six = ">=1.9.0"
+webencodings = "*"
+
+[package.extras]
+css = ["tinycss2 (>=1.1.0,<1.2)"]
+dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
+
+[[package]]
+name = "blinker"
+version = "1.5"
+description = "Fast, simple object-to-object and broadcast signaling"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "cachetools"
+version = "5.2.0"
+description = "Extensible memoizing collections and decorators"
+category = "main"
+optional = false
+python-versions = "~=3.7"
+
 [[package]]
 name = "certifi"
 version = "2022.6.15"
@@ -55,6 +182,17 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "click"
+version = "8.1.3"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [[package]]
 name = "colorama"
 version = "0.4.5"
@@ -63,6 +201,17 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "commonmark"
+version = "0.9.1"
+description = "Python parser for the CommonMark Markdown spec"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+test = ["hypothesis (==3.55.3)", "flake8 (==3.7.8)"]
+
 [[package]]
 name = "cryptography"
 version = "3.4.8"
@@ -82,6 +231,30 @@ sdist = ["setuptools-rust (>=0.11.4)"]
 ssh = ["bcrypt (>=3.1.5)"]
 test = ["pytest (>=6.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
 
+[[package]]
+name = "debugpy"
+version = "1.6.2"
+description = "An implementation of the Debug Adapter Protocol for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "decorator"
+version = "5.1.1"
+description = "Decorators for Humans"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
 [[package]]
 name = "encord"
 version = "0.1.43"
@@ -97,6 +270,55 @@ requests = "2.25.0"
 tqdm = ">=4.32.1,<5.0.0"
 uuid = ">=1.30,<2.0"
 
+[[package]]
+name = "entrypoints"
+version = "0.4"
+description = "Discover and load entry points from installed packages."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "executing"
+version = "0.9.1"
+description = "Get the currently executing AST node of a frame, and other information"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "fastjsonschema"
+version = "2.16.1"
+description = "Fastest Python implementation of JSON schema"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+
+[[package]]
+name = "gitdb"
+version = "4.0.9"
+description = "Git Object Database"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.27"
+description = "GitPython is a python library used to interact with Git repositories"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
 [[package]]
 name = "hydra-core"
 version = "1.2.0"
@@ -118,6 +340,246 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "importlib-metadata"
+version = "4.12.0"
+description = "Read metadata from Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+
+[[package]]
+name = "ipykernel"
+version = "6.15.1"
+description = "IPython Kernel for Jupyter"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+debugpy = ">=1.0"
+ipython = ">=7.23.1"
+jupyter-client = ">=6.1.12"
+matplotlib-inline = ">=0.1"
+nest-asyncio = "*"
+packaging = "*"
+psutil = "*"
+pyzmq = ">=17"
+tornado = ">=6.1"
+traitlets = ">=5.1.0"
+
+[package.extras]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "pytest (>=6.0)"]
+
+[[package]]
+name = "ipython"
+version = "8.4.0"
+description = "IPython: Productive Interactive Computing"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5"
+
+[package.extras]
+all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
+black = ["black"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["ipywidgets", "notebook"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
+test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+
+[[package]]
+name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "ipywidgets"
+version = "7.7.1"
+description = "IPython HTML widgets for Jupyter"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ipykernel = ">=4.5.1"
+ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
+ipython-genutils = ">=0.2.0,<0.3.0"
+jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""}
+traitlets = ">=4.3.1"
+widgetsnbextension = ">=3.6.0,<3.7.0"
+
+[package.extras]
+test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+
+[[package]]
+name = "jedi"
+version = "0.18.1"
+description = "An autocompletion tool for Python that can be used for text editors."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+parso = ">=0.8.0,<0.9.0"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+
+[[package]]
+name = "jinja2"
+version = "3.1.2"
+description = "A very fast and expressive template engine."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "jsonschema"
+version = "4.9.1"
+description = "An implementation of JSON Schema validation for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+attrs = ">=17.4.0"
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+
+[[package]]
+name = "jupyter-client"
+version = "7.3.4"
+description = "Jupyter protocol implementation and client libraries"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+entrypoints = "*"
+jupyter-core = ">=4.9.2"
+nest-asyncio = ">=1.5.4"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=23.0"
+tornado = ">=6.0"
+traitlets = "*"
+
+[package.extras]
+doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
+test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-core"
+version = "4.11.1"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = "*"
+
+[package.extras]
+test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "jupyterlab-pygments"
+version = "0.2.2"
+description = "Pygments theme using JupyterLab CSS variables"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "jupyterlab-widgets"
+version = "1.1.1"
+description = "A JupyterLab extension."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "lxml"
+version = "4.9.1"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
+
+[package.extras]
+cssselect = ["cssselect (>=0.7)"]
+html5 = ["html5lib"]
+htmlsoup = ["beautifulsoup4"]
+source = ["Cython (>=0.29.7)"]
+
+[[package]]
+name = "markupsafe"
+version = "2.1.1"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "matplotlib-inline"
+version = "0.1.3"
+description = "Inline Matplotlib backend for Jupyter"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+traitlets = "*"
+
+[[package]]
+name = "mistune"
+version = "0.8.4"
+description = "The fastest markdown parser in pure Python"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "more-itertools"
 version = "8.14.0"
@@ -126,6 +588,125 @@ category = "dev"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "natsort"
+version = "8.1.0"
+description = "Simple yet flexible natural sorting in Python."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+fast = ["fastnumbers (>=2.0.0)"]
+icu = ["PyICU (>=1.0.0)"]
+
+[[package]]
+name = "nbclient"
+version = "0.6.6"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+category = "main"
+optional = false
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+jupyter-client = ">=6.1.5"
+nbformat = ">=5.0"
+nest-asyncio = "*"
+traitlets = ">=5.2.2"
+
+[package.extras]
+sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"]
+test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
+
+[[package]]
+name = "nbconvert"
+version = "6.5.2"
+description = "Converting Jupyter Notebooks"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+beautifulsoup4 = "*"
+bleach = "*"
+defusedxml = "*"
+entrypoints = ">=0.2.2"
+jinja2 = ">=3.0"
+jupyter-core = ">=4.7"
+jupyterlab-pygments = "*"
+lxml = "*"
+MarkupSafe = ">=2.0"
+mistune = ">=0.8.1,<2"
+nbclient = ">=0.5.0"
+nbformat = ">=5.1"
+packaging = "*"
+pandocfilters = ">=1.4.1"
+pygments = ">=2.4.1"
+tinycss2 = "*"
+traitlets = ">=5.0"
+
+[package.extras]
+all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+serve = ["tornado (>=6.1)"]
+test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"]
+webpdf = ["pyppeteer (>=1,<1.1)"]
+
+[[package]]
+name = "nbformat"
+version = "5.4.0"
+description = "The Jupyter Notebook format"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+fastjsonschema = "*"
+jsonschema = ">=2.6"
+jupyter-core = "*"
+traitlets = ">=5.1"
+
+[package.extras]
+test = ["check-manifest", "testpath", "pytest", "pre-commit"]
+
+[[package]]
+name = "nest-asyncio"
+version = "1.5.5"
+description = "Patch asyncio to allow nested event loops"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "notebook"
+version = "6.4.12"
+description = "A web-based notebook environment for interactive computing"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+argon2-cffi = "*"
+ipykernel = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=5.3.4"
+jupyter-core = ">=4.6.1"
+nbconvert = ">=5"
+nbformat = "*"
+nest-asyncio = ">=1.5"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = ">=1.8.0"
+terminado = ">=0.8.3"
+tornado = ">=6.1"
+traitlets = ">=4.2.1"
+
+[package.extras]
+docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+json-logging = ["json-logging"]
+test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
+
 [[package]]
 name = "numpy"
 version = "1.23.1"
@@ -168,30 +749,173 @@ version = "21.3"
 description = "Core utilities for Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+python-versions = ">=3.6"
+
+[package.dependencies]
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+
+[[package]]
+name = "pandas"
+version = "1.4.3"
+description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+numpy = [
+    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
+    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+]
+python-dateutil = ">=2.8.1"
+pytz = ">=2020.1"
+
+[package.extras]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+
+[[package]]
+name = "pandocfilters"
+version = "1.5.0"
+description = "Utilities for writing pandoc filters in python"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "parso"
+version = "0.8.3"
+description = "A Python Parser"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
+
+[[package]]
+name = "pexpect"
+version = "4.8.0"
+description = "Pexpect allows easy control of interactive console applications."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
+[[package]]
+name = "pickleshare"
+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pillow"
+version = "9.2.0"
+description = "Python Imaging Library (Fork)"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "pluggy"
+version = "0.13.1"
+description = "plugin and hook calling mechanisms for python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+
+[[package]]
+name = "prometheus-client"
+version = "0.14.1"
+description = "Python client for the Prometheus monitoring system."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+twisted = ["twisted"]
+
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.30"
+description = "Library for building powerful interactive command lines in Python"
+category = "main"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+wcwidth = "*"
+
+[[package]]
+name = "protobuf"
+version = "3.20.1"
+description = "Protocol Buffers"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "psutil"
+version = "5.9.1"
+description = "Cross-platform lib for process and system monitoring in Python."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"]
+
+[[package]]
+name = "ptyprocess"
+version = "0.7.0"
+description = "Run a subprocess in a pseudo terminal"
+category = "main"
+optional = false
+python-versions = "*"
 
 [[package]]
-name = "pluggy"
-version = "0.13.1"
-description = "plugin and hook calling mechanisms for python"
-category = "dev"
+name = "pure-eval"
+version = "0.2.2"
+description = "Safely evaluate AST nodes without side effects"
+category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "*"
 
 [package.extras]
-dev = ["pre-commit", "tox"]
+tests = ["pytest"]
 
 [[package]]
 name = "py"
 version = "1.11.0"
 description = "library with cross-python path, ini-parsing, io, code, log facilities"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "pyarrow"
+version = "9.0.0"
+description = "Python library for Apache Arrow"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16.6"
+
 [[package]]
 name = "pycparser"
 version = "2.21"
@@ -200,6 +924,40 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pydeck"
+version = "0.7.1"
+description = "Widget for deck.gl maps"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+ipykernel = {version = ">=5.1.2", markers = "python_version >= \"3.4\""}
+ipywidgets = ">=7.0.0"
+jinja2 = ">=2.10.1"
+numpy = ">=1.16.4"
+traitlets = ">=4.3.2"
+
+[package.extras]
+testing = ["pytest"]
+
+[[package]]
+name = "pygments"
+version = "2.12.0"
+description = "Pygments is a syntax highlighting package written in Python."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "pympler"
+version = "1.0.1"
+description = "A development tool to measure, monitor and analyze the memory behavior of Python objects."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "pyparsing"
 version = "3.0.9"
@@ -211,6 +969,14 @@ python-versions = ">=3.6.8"
 [package.extras]
 diagrams = ["railroad-diagrams", "jinja2"]
 
+[[package]]
+name = "pyrsistent"
+version = "0.18.1"
+description = "Persistent/Functional/Immutable data structures"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pytest"
 version = "5.4.3"
@@ -244,6 +1010,41 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
+name = "pytz"
+version = "2022.1"
+description = "World timezone definitions, modern and historical"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pytz-deprecation-shim"
+version = "0.1.0.post0"
+description = "Shims to make deprecation of pytz easier"
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+
+[package.dependencies]
+tzdata = {version = "*", markers = "python_version >= \"3.6\""}
+
+[[package]]
+name = "pywin32"
+version = "304"
+description = "Python for Window Extensions"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pywinpty"
+version = "2.0.7"
+description = "Pseudo terminal support for Windows from Python."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pyyaml"
 version = "6.0"
@@ -252,6 +1053,18 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "pyzmq"
+version = "23.2.0"
+description = "Python bindings for 0MQ"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = {version = "*", markers = "implementation_name == \"pypy\""}
+py = {version = "*", markers = "implementation_name == \"pypy\""}
+
 [[package]]
 name = "requests"
 version = "2.25.0"
@@ -270,6 +1083,42 @@ urllib3 = ">=1.21.1,<1.27"
 security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
 
+[[package]]
+name = "rich"
+version = "12.5.1"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+category = "main"
+optional = false
+python-versions = ">=3.6.3,<4.0.0"
+
+[package.dependencies]
+commonmark = ">=0.9.0,<0.10.0"
+pygments = ">=2.6.0,<3.0.0"
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
+
+[[package]]
+name = "semver"
+version = "2.13.0"
+description = "Python helper for Semantic Versioning (http://semver.org/)"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "send2trash"
+version = "1.8.0"
+description = "Send file to trash natively under Mac OS X, Windows and Linux."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+nativelib = ["pyobjc-framework-cocoa", "pywin32"]
+objc = ["pyobjc-framework-cocoa"]
+win32 = ["pywin32"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -278,6 +1127,127 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
+[[package]]
+name = "smmap"
+version = "5.0.0"
+description = "A pure Python implementation of a sliding window memory map manager"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "soupsieve"
+version = "2.3.2.post1"
+description = "A modern CSS selector implementation for Beautiful Soup."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "stack-data"
+version = "0.3.0"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+asttokens = "*"
+executing = "*"
+pure-eval = "*"
+
+[package.extras]
+tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+
+[[package]]
+name = "streamlit"
+version = "1.12.0"
+description = "The fastest way to build data apps in Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+altair = ">=3.2.0"
+blinker = ">=1.0.0"
+cachetools = ">=4.0"
+click = ">=7.0"
+gitpython = "!=3.1.19"
+importlib-metadata = ">=1.4"
+numpy = "*"
+packaging = ">=14.1"
+pandas = ">=0.21.0"
+pillow = ">=6.2.0"
+protobuf = ">=3.12,<4"
+pyarrow = ">=4.0"
+pydeck = ">=0.1.dev5"
+pympler = ">=0.9"
+python-dateutil = "*"
+requests = ">=2.4"
+rich = ">=10.11.0"
+semver = "*"
+toml = "*"
+tornado = ">=5.0"
+typing-extensions = ">=3.10.0.0"
+tzlocal = ">=1.1"
+validators = ">=0.2"
+watchdog = {version = "*", markers = "platform_system != \"Darwin\""}
+
+[[package]]
+name = "terminado"
+version = "0.15.0"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=6.1.0"
+
+[package.extras]
+test = ["pre-commit", "pytest-timeout", "pytest (>=6.0)"]
+
+[[package]]
+name = "tinycss2"
+version = "1.1.1"
+description = "A tiny CSS parser"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+webencodings = ">=0.4"
+
+[package.extras]
+doc = ["sphinx", "sphinx-rtd-theme"]
+test = ["pytest", "pytest-cov", "pytest-flake8", "pytest-isort", "coverage"]
+
+[[package]]
+name = "toml"
+version = "0.10.2"
+description = "Python Library for Tom's Obvious, Minimal Language"
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "toolz"
+version = "0.12.0"
+description = "List processing tools and functional utilities"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "tornado"
+version = "6.2"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "main"
+optional = false
+python-versions = ">= 3.7"
+
 [[package]]
 name = "tqdm"
 version = "4.64.0"
@@ -295,6 +1265,49 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "traitlets"
+version = "5.3.0"
+description = ""
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pre-commit", "pytest"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.3.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "tzdata"
+version = "2022.1"
+description = "Provider of IANA time zone data"
+category = "main"
+optional = false
+python-versions = ">=2"
+
+[[package]]
+name = "tzlocal"
+version = "4.2"
+description = "tzinfo object for the local timezone"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pytz-deprecation-shim = "*"
+tzdata = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+devenv = ["black", "pyroma", "pytest-cov", "zest.releaser"]
+test = ["pytest-mock (>=3.3)", "pytest (>=4.3)"]
+
 [[package]]
 name = "urllib3"
 version = "1.26.11"
@@ -316,25 +1329,128 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "validators"
+version = "0.20.0"
+description = "Python Data Validation for Humans™."
+category = "main"
+optional = false
+python-versions = ">=3.4"
+
+[package.dependencies]
+decorator = ">=3.4.0"
+
+[package.extras]
+test = ["pytest (>=2.2.3)", "flake8 (>=2.4.0)", "isort (>=4.2.2)"]
+
+[[package]]
+name = "watchdog"
+version = "2.1.9"
+description = "Filesystem events monitoring"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+watchmedo = ["PyYAML (>=3.10)"]
+
 [[package]]
 name = "wcwidth"
 version = "0.2.5"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "widgetsnbextension"
+version = "3.6.1"
+description = "IPython HTML widgets for Jupyter"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+notebook = ">=4.4.1"
+
+[[package]]
+name = "zipp"
+version = "3.8.1"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.9"
-content-hash = "b45eb3b25be9e0dc4a225deff100ff727d81eb3b8353eb8700feb3f68fb14428"
+content-hash = "20625a8cd18d827980a75e38b98e576765f15df925ee0309bdb507d78085bc31"
 
 [metadata.files]
+altair = []
 antlr4-python3-runtime = [
     {file = "antlr4-python3-runtime-4.9.3.tar.gz", hash = "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b"},
 ]
+appnope = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
+argon2-cffi = [
+    {file = "argon2-cffi-21.3.0.tar.gz", hash = "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"},
+    {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
+]
+argon2-cffi-bindings = [
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+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
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+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
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diff --git a/pyproject.toml b/pyproject.toml
index 55610fc1a..1ac2cb4b0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,6 +10,10 @@ encord = "^0.1.43"
 numpy = "^1.23.1"
 opencv-python = "^4.6.0"
 hydra-core = "^1.2.0"
+streamlit = "^1.11.1"
+natsort = "^8.1.0"
+pandas = "^1.4.3"
+watchdog = "^2.1.9"
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.2"
diff --git a/viewer/.streamlit/config.toml b/viewer/.streamlit/config.toml
new file mode 100644
index 000000000..d4cd27797
--- /dev/null
+++ b/viewer/.streamlit/config.toml
@@ -0,0 +1,2 @@
+[theme]
+primaryColor="#5658dd"
diff --git a/viewer/visualiser.py b/viewer/visualiser.py
new file mode 100644
index 000000000..26c2e6074
--- /dev/null
+++ b/viewer/visualiser.py
@@ -0,0 +1,247 @@
+import json
+from pathlib import Path
+from typing import Dict, List, Tuple
+
+import cv2
+import numpy as np
+import pandas as pd
+import streamlit as st
+from natsort import natsorted
+from pandas import Series, DataFrame
+from streamlit.delta_generator import DeltaGenerator
+
+
+@st.cache()
+def load_available_projects_and_indices(
+    data_root: Path,
+) -> Tuple[Dict[str, List[str]], Dict[str, list[Path]]]:
+    """
+    Search for directories which contain indexes and populate two dictionaries.
+    #. A dictionary of key-value-pairs (project name, index name)
+    #. A dictinary of key-value-paiers (project name, path to index file)
+
+    This function is the source for populating the sidepanel.
+
+    :param data_root: The data root which contains project folders.
+    :return: The two dictinaries.
+    """
+    out_names = {}
+    out_paths = {}
+    for project in data_root.iterdir():
+        if not project.is_dir():
+            continue
+
+        if "indexes" not in {p.name for p in project.iterdir() if p.is_dir()}:
+            continue
+
+        project_name = project.name.split("_", 1)[1]
+        project_name = project_name.replace("-", " ")
+
+        paths = [p for p in (project / "indexes").iterdir() if p.suffix == ".csv"]
+        names = [p.name.rsplit("_", 1)[0].split("-")[0] for p in paths]
+
+        out_names[project_name] = names
+        out_paths[project_name] = paths
+
+    return out_names, out_paths
+
+
+@st.cache()
+def load_csv(path: Path) -> DataFrame:
+    """
+    Load and sort the selected csv file and cache it so we don't need to perform this
+    heavy computation each time the slider in the UI is moved.
+    :param path: the path to the csv file.
+    :return: a pandas data frame.
+    """
+    return (
+        pd.read_csv(path)
+        .sort_values(["score", "identifier"], ascending=True)
+        .reset_index()
+    )
+
+
+def key_to_pth(key, index_pth: Path) -> Path:
+    """
+    Infer image path from the identifier stored in the csv files.
+    :param key: the row["identifier"] from a csv row
+    :param index_pth: the path to the selected index file.
+    :return: The associated image path if it exists or a path to a placeholder otherwise
+    """
+    label_hash, du_hash, frame, *_ = key.split("_")
+    img_pth = (
+        index_pth.parent.parent / "data" / label_hash / "images" / f"{du_hash}.jpg"
+    )
+
+    if not img_pth.exists():
+        img_pth = Path(__file__).parent / "resources" / "Image_not_available.jpeg"
+
+    return img_pth
+
+
+def __hex_to_rgb(value: str) -> Tuple[int, ...]:
+    """
+    "#000011" -> (0, 0, 255)
+    :param value: the hex color.
+    :return: the rgb values.
+    """
+    value = value.lstrip("#")
+    lv = len(value)
+    return tuple(int(value[i : i + lv // 3], 16) for i in range(0, lv, lv // 3))
+
+
+
+def __get_geometry(obj: dict, w: int, h: int) -> np.ndarray:
+    """
+    Convert Encord object dictionary to polygon coordinates used to draw geometries
+    with opencv.
+
+    :param obj: the encord object dict
+    :param w: the image width
+    :param h: the image height
+    :return: The polygon coordinates
+    """
+    if obj["shape"] == "polygon":
+        p = obj["polygon"]
+        polygon = np.array(
+            [[p[str(i)]["x"] * w, p[str(i)]["y"] * h] for i in range(len(p))]
+        )
+    else:
+        b = obj["boundingBox"]
+        polygon = np.arary(
+            [
+                [b["x"] * w, b["y"] * h],
+                [(b["x"] + b["w"]) * w, b["y"] * h],
+                [(b["x"] + b["w"]) * w, (b["y"] + b["h"]) * h],
+                [b["x"] * w, (b["y"] + b["h"]) * h],
+            ]
+        )
+    polygon = polygon.reshape((-1, 1, 2)).astype(int)
+    return polygon
+
+
+def get_geometries(row: Series, img_pth: Path) -> List[Tuple[str, np.ndarray]]:
+    """
+    Loads cached label row and computes geometries from the label row.
+    If the ``identifier`` in the ``row`` contains an object hash, only that object will
+    be drawn. If no object hash exists, all polygons / bboxes will be drawn.
+    :param row: the pandes row of the selected csv file.
+    :param img_pth: the path to the associated image (used for infering the location
+        of the cached label row.
+    :return: List of tuples of (hex color, polygon: [[x, y], ...])
+    """
+    label_hash, du_hash, frame, *rest = row["identifier"].split("_")
+
+    json_pth = img_pth.parent.parent / "label_row.json"
+
+    with json_pth.open("r") as f:
+        label_row = json.load(f)
+
+    du = label_row["data_units"][du_hash]
+
+    w = int(du["width"])
+    h = int(du["height"])
+    geometries = []
+    if rest:
+        # Return specific geometry
+        object_hash = rest[0]
+        for obj in du["labels"]["objects"]:
+            if obj["objectHash"] == object_hash:
+                geometries.append((obj["color"], __get_geometry(obj, w, h)))
+    else:
+        # Get all geometries
+        for obj in du["labels"]["objects"]:
+            if obj["shape"] not in {"polygon", "bounding_box"}:
+                continue
+            geometries.append((obj["color"], __get_geometry(obj, w, h)))
+
+    return geometries
+
+
+def build_card(row: Series, index_pth: Path, st_col: DeltaGenerator):
+    """
+    Builds each sub card (the content displayed for each row in a csv file).
+    :param row: The pandas rows from the csv file.
+    :param index_pth: The path to the csv index file.
+    :param st_col: The streamlit container for the content.
+    """
+    img_pth = key_to_pth(row["identifier"], index_pth)
+
+    # === Read and annotate the image === #
+    img = cv2.imread(img_pth.as_posix())
+    image = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
+
+    # === Draw polygons / bboxes if available === #
+    if "not_available" not in img_pth.as_posix():
+        isClosed = True
+        thickness = 5
+
+        for color, geometry in get_geometries(row, img_pth):
+            image = cv2.polylines(
+                image, [geometry], isClosed, __hex_to_rgb(color), thickness
+            )
+
+    st_col.image(image)
+
+    # === Write scores and link to editor === #
+    info_line = f"""
+    Score: {row['score']:.3f} | 
+    <small>
+        <a href="{row['url']}" target="_blank">
+            <i class="fa-solid fa-pen"></i> 
+            Editor (frame {row['frame']})
+        </a>
+    </small>
+    """
+    st_col.write(info_line, unsafe_allow_html=True)
+
+    if not pd.isnull(row["description"]):
+        st_col.write(f"Description: {row['description']}")
+
+
+def main():
+    # Add font-awesome.
+    st.write(
+        '<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/all.min.css">',
+        unsafe_allow_html=True,
+    )
+
+    # === Title and instructions === #
+    st.title("Quality Metric project")
+    st.write("Choose the project and the type of errors you want to display.")
+
+    # === Find available data === #
+    cache_dir = Path("~/data/encord").expanduser()
+    names, paths = load_available_projects_and_indices(cache_dir)
+
+    # === Construct sidebar === #
+    project_names = natsorted(list(names.keys()))
+    project_name = st.sidebar.selectbox("Project", project_names)
+
+    indexers = names[project_name]
+
+    selected_indexer = st.sidebar.selectbox("Index type", indexers)
+    indexer_idx = indexers.index(selected_indexer)
+
+    index_pth = paths[project_name][indexer_idx]
+
+    # === Load selected data === #
+    df = load_csv(index_pth)
+
+    # === Visualise results === #
+    size = 3  # Number of rows / cols for each slider position.
+    n = int(len(df) // size**2)  # Number of steps in the slider.
+
+    slider_index = st.slider("Choose quality", 0, n, value=n // 2)
+    subset = df.iloc[slider_index * size**2 : (slider_index + 1) * size**2]
+
+    # === Fill in the container === #
+    cols = []
+    for i, row in subset.iterrows():
+        if not cols:
+            cols = list(st.columns(size))
+        build_card(row, index_pth, cols.pop(0))
+
+
+if __name__ == "__main__":
+    main()