From 3b414fe298cde578adb521a857b952b5e6324d52 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 3 Apr 2025 11:20:38 +0100
Subject: [PATCH 01/75] update python versions, update action version

---
 .github/workflows/ci.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 56074107..7014f3dd 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -49,7 +49,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.9', '3.10', '3.11']
+        python-version: ['3.9', '3.10', '3.11', '3.12']
 
         
     steps:
@@ -72,7 +72,7 @@ jobs:
     runs-on: windows-latest
     strategy:
       matrix:
-        python-version: ['3.7', '3.8', '3.9', '3.10', '3.11']
+        python-version: ['3.9', '3.10', '3.11', '3.12']
 
 
     steps:
@@ -133,7 +133,7 @@ jobs:
         - name: Checkout source
           uses: actions/checkout@v4
         - name: Set up Python 3.11
-          uses: actions/setup-python@v1
+          uses: actions/setup-python@v5
           with:
             python-version: '3.11'
         - name: Install build dependencies

From aa87db83b4b8bde8c468590de00e112caea5fc4a Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 3 Apr 2025 11:22:21 +0100
Subject: [PATCH 02/75] update required python version

---
 pyproject.toml  | 2 +-
 readthedocs.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 77e832cc..7cb965ed 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,7 @@ maintainers = [
   {name = "Analysis Standards and Pipelines", email = "ASAP@ons.gov.uk"}
 ]
 version = "1.2.0"
-requires-python = '>=3.7'
+requires-python = '>=3.9'
 description = 'Simplifying good practice in statistical tables.'
 readme = "README.rst"
 license = {text = "MIT License"}
diff --git a/readthedocs.yml b/readthedocs.yml
index d7aea811..50f39cd0 100644
--- a/readthedocs.yml
+++ b/readthedocs.yml
@@ -10,6 +10,6 @@ sphinx:
 
 # Optionally set the version of Python and requirements required to build your docs
 python:
-   version: 3.7
+   version: 3.9
    install:
    - requirements: docs/requirements.txt

From e633ec460b68aa2436297fcdb11c5f583a42e710 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 3 Apr 2025 11:56:10 +0100
Subject: [PATCH 03/75] upgrade setuptools in linux ci

---
 .github/workflows/ci.yml | 4 +++-
 pyproject.toml           | 2 +-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 7014f3dd..6c1e3e57 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -64,7 +64,9 @@ jobs:
         pip install wheel
         pip install --upgrade-strategy eager -e .[testing]
     - name: Run pytest
-      run: pytest
+      run: |
+        python -m pip install --upgrade setuptools
+        pytest
 
   windows:
 
diff --git a/pyproject.toml b/pyproject.toml
index 7cb965ed..77e832cc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,7 @@ maintainers = [
   {name = "Analysis Standards and Pipelines", email = "ASAP@ons.gov.uk"}
 ]
 version = "1.2.0"
-requires-python = '>=3.9'
+requires-python = '>=3.7'
 description = 'Simplifying good practice in statistical tables.'
 readme = "README.rst"
 license = {text = "MIT License"}

From 8259ccf7794d50fbac252bc1674b9f20964dbf2f Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 3 Apr 2025 11:59:00 +0100
Subject: [PATCH 04/75] upgrade setuptools in windows ci

---
 .github/workflows/ci.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 6c1e3e57..15222a12 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -95,7 +95,9 @@ jobs:
         pip install wheel
         pip install --upgrade-strategy eager -e .[testing]
     - name: Run pytest
-      run: pytest
+      run: |
+        python -m pip install --upgrade setuptools
+        pytest
 
   build_and_deploy_docs:
     name: Build and deploy docs to Pages

From 3668be0076ab352b0619e94607c59f4f15ccd060 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 3 Apr 2025 12:28:48 +0100
Subject: [PATCH 05/75] add build step to ci

---
 .github/workflows/ci.yml | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 15222a12..3c417c68 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -45,7 +45,7 @@ jobs:
 
   linux:
 
-    name: Tests on Linux
+    name: Build and test on Linux
     runs-on: ubuntu-latest
     strategy:
       matrix:
@@ -63,14 +63,17 @@ jobs:
         python -m pip install --upgrade pip
         pip install wheel
         pip install --upgrade-strategy eager -e .[testing]
+    - name: Build
+      run: |
+        pip install build
+        python -m build
     - name: Run pytest
       run: |
         python -m pip install --upgrade setuptools
         pytest
 
   windows:
-
-    name: Tests on Windows
+    name: Build and test on Windows
     runs-on: windows-latest
     strategy:
       matrix:
@@ -94,6 +97,10 @@ jobs:
         python -m pip install --upgrade pip
         pip install wheel
         pip install --upgrade-strategy eager -e .[testing]
+    - name: Build
+      run: |
+        pip install build
+        python -m build
     - name: Run pytest
       run: |
         python -m pip install --upgrade setuptools

From 127de9735880b0b18a9d71326a35876122bebe35 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 3 Apr 2025 14:35:57 +0100
Subject: [PATCH 06/75] update readme, add install steps

---
 README.rst                | 61 +++++++++++++++++++++++----------------
 docs/source/changelog.rst |  5 ++++
 2 files changed, 41 insertions(+), 25 deletions(-)

diff --git a/README.rst b/README.rst
index 2f6371ba..1fb1e074 100644
--- a/README.rst
+++ b/README.rst
@@ -5,59 +5,70 @@ Good Practice Tables (gptables)
     :target: https://github.com/best-practice-and-impact/gptables/actions
     :alt: Actions build status
     
-.. image:: https://readthedocs.org/projects/gptables/badge/?version=latest
-    :target: https://gptables.readthedocs.io/en/latest/?badge=latest
-    :alt: Documentation Status
-
 .. image:: https://badge.fury.io/py/gptables.svg
     :target: https://badge.fury.io/py/gptables
     :alt: PyPI release
 
 
 ``gptables`` is an opinionated python package for spreadsheet production.
-It produces ``.xlsx`` files from your ``pandas`` dataframes or using
-``reticulate`` in R. You define the mapping from your data to elements of the
-table. It does the rest.
+It produces ``.xlsx`` files from your ``pandas`` dataframes.
 
-``gptables`` uses the official `guidance on good practice spreadsheets`_.
+``gptables`` uses the Analysis Function `spreadsheet guidance`_.
 It advocates a strong adherence to the guidance by restricting the range of operations possible.
 The default theme ``gptheme`` should accommodate most use cases.
 However, the ``Theme`` object allows development of custom themes, where other formatting is required.
 
-``gptables`` is developed and maintained by the Analysis Standards and Pipelines team at ONS. It can be
-installed from `PyPI`_ or `GitHub`_. The source code is maintained on GitHub.
-Users may also be interested in `a11ytables`_, an R native equivalent to
-``gptables``, and `csvcubed`_, a package for turning data and metadata into
+Users may also be interested in `csvcubed`_, a package for turning data and metadata into
 machine-readable CSV-W files.
 
-5 Simple Steps
---------------
+R users should check out `aftables`_, an R native equivalent to ``gptables``.
 
-1. You map your data to the elements of a ``GPTable``.
+Requirements
+------------
+- Python 3.9+
 
-2. You can define the format of each element with a custom ``Theme``, or simply use the default - gptheme.
+Install
+-------
+gptables is available from `PyPI`_.
 
-3. Optionally design a ``Cover`` page to provide information that relates to all of the tables in your Workbook.
+As a user:
+- Run `pip install gptables` in a terminal. All done!
+
+As a developer:
+- Navigate to the directory where this repo is cloned.
+- Use `pip install -e .`
+- Use `pip install .[testing]`
+- For working on docs, also use `pip install .[docs]`
+
+Usage
+-----
 
-4. Optionally upload a ``notes_table`` with information about any notes.
+1. Map your data to the elements of a ``GPTable``.
 
-5. You ``write_workbook`` to win.
+2. Define the format of each element with a custom ``Theme`` - or simply use the default ``gptheme``.
 
+3. Optionally design a ``Cover`` page to provide information that relates to all of the tables in your Workbook.
+
+4. Optionally supply a ``notes_table`` with information about any notes.
+
+5. Make you gptable with ``write_workbook``!
 
-**Note**: This package is not intending to create perfectly accessible spreadsheets but will help with the bulk of the work needed. Users of this packages should refer back to the `main spreadsheet guidance <https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/>`_ or the `spreadsheet accessibility checklist <https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/>`_ after using it to make sure nothing has been missed.
+**Note**: This package create perfectly accessible spreadsheets but will help with many requirements.
+Users should refer to the Analysis Function `spreadsheet guidance`_  and the `spreadsheet accessibility checklist`_.
 
 Contributing
 ------------
-
 Found a bug, or would like to suggest a new feature? The best way is to let us know by raising an `issue`_.
 
-Alternatively, please email Analysis Standards at Pipelines at the ONS (ASAP@ons.gov.uk), and let us know if you use the package so we can engage with you as a user.
+Alternatively, please email us - the Analysis Standards at Pipelines team at the Office for National Statistics (ASAP@ons.gov.uk).
+
+Let us know if you use the package. We'd love to know what's working well, and what could be improved!
 
 Requests and fixes are managed according to resource capacity, and we aim to acknowledge queries within one working week. Please follow up in the case of this taking longer.
 
-.. _`guidance on good practice spreadsheets`: https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/
+.. _`spreadsheet guidance`: https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/
+.. _`spreadsheet accessibility checklist`: https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/
 .. _`PyPI`: https://pypi.org/project/gptables/
-.. _`GitHub`: https://github.com/best-practice-and-impact/gptables
-.. _`a11ytables`: https://best-practice-and-impact.github.io/aftables/index.html
+.. _`aftables`: https://best-practice-and-impact.github.io/aftables/index.html
 .. _`csvcubed`: https://gss-cogs.github.io/csvcubed-docs/external/
 .. _`issue`: https://github.com/best-practice-and-impact/gptables/issues
\ No newline at end of file
diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
index e180ec7d..a9c643da 100644
--- a/docs/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -19,6 +19,11 @@ Unreleased
 **Changed**
 
 * a11ytables renamed to aftables throughout
+* Updated README.
+
+**Added**
+
+* Requirements and installation steps to README.
 
 Released (PyPI)
 ===============

From 62e0b5511af2126ca614f2c779e00a2eb1a4c4ed Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 3 Apr 2025 15:59:43 +0100
Subject: [PATCH 07/75] update installation instructions

---
 README.rst | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/README.rst b/README.rst
index 1fb1e074..16848ebe 100644
--- a/README.rst
+++ b/README.rst
@@ -32,7 +32,10 @@ Install
 gptables is available from `PyPI`_.
 
 As a user:
-- Run `pip install gptables` in a terminal. All done!
+- Using a virtual environment? Use `pip install gptables` in a terminal.
+- If you're not using a virtual environment, use `python -m pip install gptables` instead.
+
+All done!
 
 As a developer:
 - Navigate to the directory where this repo is cloned.

From ce6fae3bd6eb84a8ff6719ab2c89bf7b972275fe Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Fri, 4 Apr 2025 10:39:42 +0100
Subject: [PATCH 08/75] fix link, formatting, add install detail

---
 README.rst | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/README.rst b/README.rst
index 16848ebe..b02aea4d 100644
--- a/README.rst
+++ b/README.rst
@@ -32,15 +32,17 @@ Install
 gptables is available from `PyPI`_.
 
 As a user:
+
 - Using a virtual environment? Use `pip install gptables` in a terminal.
 - If you're not using a virtual environment, use `python -m pip install gptables` instead.
 
 All done!
 
 As a developer:
+
 - Navigate to the directory where this repo is cloned.
-- Use `pip install -e .`
-- Use `pip install .[testing]`
+- Use `pip install -e .` to install an editable version of the package.
+- Use `pip install .[testing]`to install the dependencies for testing.
 - For working on docs, also use `pip install .[docs]`
 
 Usage
@@ -73,5 +75,5 @@ Requests and fixes are managed according to resource capacity, and we aim to ack
 .. _`spreadsheet accessibility checklist`: https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/
 .. _`PyPI`: https://pypi.org/project/gptables/
 .. _`aftables`: https://best-practice-and-impact.github.io/aftables/index.html
-.. _`csvcubed`: https://gss-cogs.github.io/csvcubed-docs/external/
+.. _`csvcubed`: https://onsdigital.github.io/csvcubed-docs/external/
 .. _`issue`: https://github.com/best-practice-and-impact/gptables/issues
\ No newline at end of file

From 9d6b8cdd24df96c7e427c43fdf4d9471aa96007c Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 8 Apr 2025 13:50:34 +0100
Subject: [PATCH 09/75] add hooks, update config, update readme

---
 .pre-commit-config.yaml   | 47 +++++++++++++++++++++++++++++++++++++++
 README.rst                |  2 +-
 docs/source/changelog.rst |  1 +
 pyproject.toml            |  5 +++--
 4 files changed, 52 insertions(+), 3 deletions(-)
 create mode 100644 .pre-commit-config.yaml

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..a7382f44
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,47 @@
+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v5.0.0
+    hooks:
+      - id: check-added-large-files
+        name: Check for files larger than 5 MB
+        args: [ "--maxkb=5120" ]
+      - id: end-of-file-fixer
+        name: Check for a blank line at the end of scripts (auto-fixes)
+      - id: trailing-whitespace
+        name: Check for trailing whitespaces (auto-fixes)
+  - repo: https://github.com/pycqa/isort
+    rev: 6.0.1
+    hooks:
+      - id: isort
+        name: isort - Sort Python imports (auto-fixes)
+        args: [ "--profile", "black", "--filter-files" ]
+        exclude: test_example_module.py|run_pipeline.py
+  - repo: https://github.com/psf/black
+    rev: 25.1.0 # Replace by any tag/version: https://github.com/psf/black/tags
+    hooks:
+      - id: black
+        name: black - consistent Python code formatting (auto-fixes)
+        language_version: python # Should be a command that runs python3.6+
+        exclude: test_example_module.py|run_pipeline.py
+  - repo: https://github.com/PyCQA/flake8
+    rev: 7.1.2
+    hooks:
+      - id: flake8
+        name: flake8 - Python linting
+        exclude: test_example_module.py|run_pipeline.py
+  - repo: https://github.com/Yelp/detect-secrets
+    rev: v1.5.0
+    hooks:
+      - id: detect-secrets
+        name: detect-secrets - Detect secrets in staged code
+        args: [ "--baseline", ".secrets.baseline" ]
+        exclude: .*/tests/.*
+  - repo: https://github.com/PyCQA/bandit
+    rev: 1.8.3
+    hooks:
+      - id: bandit
+        name: bandit - Checks for vulnerabilities
+        args: ["-c", "pyproject.toml"]
+        additional_dependencies: ["bandit[toml]"]
\ No newline at end of file
diff --git a/README.rst b/README.rst
index b02aea4d..ee420cb1 100644
--- a/README.rst
+++ b/README.rst
@@ -42,7 +42,7 @@ As a developer:
 
 - Navigate to the directory where this repo is cloned.
 - Use `pip install -e .` to install an editable version of the package.
-- Use `pip install .[testing]`to install the dependencies for testing.
+- Use `pip install .[dev]`to install the dependencies for developers.
 - For working on docs, also use `pip install .[docs]`
 
 Usage
diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
index a9c643da..8afc3c7d 100644
--- a/docs/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -24,6 +24,7 @@ Unreleased
 **Added**
 
 * Requirements and installation steps to README.
+* pre-commit hooks
 
 Released (PyPI)
 ===============
diff --git a/pyproject.toml b/pyproject.toml
index 77e832cc..fb8f8705 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,12 +35,13 @@ docs = [
     "sphinx>=2",
     "sphinx_rtd_theme"
 ]
-testing = [
+dev = [
     "sphinx>=2",
     "sphinx_rtd_theme",
     "coverage",
     "pytest>=6.2.5",
-    "pytest-cov"
+    "pytest-cov",
+    "pre-commit"
 ]
 
 [version]

From c2070dca77dbb536b49b226a622cd4798c128657 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 8 Apr 2025 13:52:02 +0100
Subject: [PATCH 10/75] Revert "add hooks, update config, update readme"

This reverts commit 9d6b8cdd24df96c7e427c43fdf4d9471aa96007c.
---
 .pre-commit-config.yaml   | 47 ---------------------------------------
 README.rst                |  2 +-
 docs/source/changelog.rst |  1 -
 pyproject.toml            |  5 ++---
 4 files changed, 3 insertions(+), 52 deletions(-)
 delete mode 100644 .pre-commit-config.yaml

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
deleted file mode 100644
index a7382f44..00000000
--- a/.pre-commit-config.yaml
+++ /dev/null
@@ -1,47 +0,0 @@
-# See https://pre-commit.com for more information
-# See https://pre-commit.com/hooks.html for more hooks
-repos:
-  - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
-    hooks:
-      - id: check-added-large-files
-        name: Check for files larger than 5 MB
-        args: [ "--maxkb=5120" ]
-      - id: end-of-file-fixer
-        name: Check for a blank line at the end of scripts (auto-fixes)
-      - id: trailing-whitespace
-        name: Check for trailing whitespaces (auto-fixes)
-  - repo: https://github.com/pycqa/isort
-    rev: 6.0.1
-    hooks:
-      - id: isort
-        name: isort - Sort Python imports (auto-fixes)
-        args: [ "--profile", "black", "--filter-files" ]
-        exclude: test_example_module.py|run_pipeline.py
-  - repo: https://github.com/psf/black
-    rev: 25.1.0 # Replace by any tag/version: https://github.com/psf/black/tags
-    hooks:
-      - id: black
-        name: black - consistent Python code formatting (auto-fixes)
-        language_version: python # Should be a command that runs python3.6+
-        exclude: test_example_module.py|run_pipeline.py
-  - repo: https://github.com/PyCQA/flake8
-    rev: 7.1.2
-    hooks:
-      - id: flake8
-        name: flake8 - Python linting
-        exclude: test_example_module.py|run_pipeline.py
-  - repo: https://github.com/Yelp/detect-secrets
-    rev: v1.5.0
-    hooks:
-      - id: detect-secrets
-        name: detect-secrets - Detect secrets in staged code
-        args: [ "--baseline", ".secrets.baseline" ]
-        exclude: .*/tests/.*
-  - repo: https://github.com/PyCQA/bandit
-    rev: 1.8.3
-    hooks:
-      - id: bandit
-        name: bandit - Checks for vulnerabilities
-        args: ["-c", "pyproject.toml"]
-        additional_dependencies: ["bandit[toml]"]
\ No newline at end of file
diff --git a/README.rst b/README.rst
index ee420cb1..b02aea4d 100644
--- a/README.rst
+++ b/README.rst
@@ -42,7 +42,7 @@ As a developer:
 
 - Navigate to the directory where this repo is cloned.
 - Use `pip install -e .` to install an editable version of the package.
-- Use `pip install .[dev]`to install the dependencies for developers.
+- Use `pip install .[testing]`to install the dependencies for testing.
 - For working on docs, also use `pip install .[docs]`
 
 Usage
diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
index 8afc3c7d..a9c643da 100644
--- a/docs/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -24,7 +24,6 @@ Unreleased
 **Added**
 
 * Requirements and installation steps to README.
-* pre-commit hooks
 
 Released (PyPI)
 ===============
diff --git a/pyproject.toml b/pyproject.toml
index fb8f8705..77e832cc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,13 +35,12 @@ docs = [
     "sphinx>=2",
     "sphinx_rtd_theme"
 ]
-dev = [
+testing = [
     "sphinx>=2",
     "sphinx_rtd_theme",
     "coverage",
     "pytest>=6.2.5",
-    "pytest-cov",
-    "pre-commit"
+    "pytest-cov"
 ]
 
 [version]

From 1a9e42bb289627f12fd8bf3323ba965da39e9bf0 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Wed, 6 Aug 2025 16:23:19 +0100
Subject: [PATCH 11/75] update read the docs config (#267)

* update read the docs config

* remove python version key

* update readthedocs config

* fix typo in config

* remove pages workflow

* remove built_and_deploy action
---
 .github/workflows/ci.yml | 25 -------------------------
 readthedocs.yml          | 13 ++++++++++---
 2 files changed, 10 insertions(+), 28 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 3c417c68..378f3f27 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -105,31 +105,6 @@ jobs:
       run: |
         python -m pip install --upgrade setuptools
         pytest
-
-  build_and_deploy_docs:
-    name: Build and deploy docs to Pages
-    runs-on: ubuntu-latest
-
-    steps:
-    - uses: actions/checkout@v4
-    - name: Set up Python 3.11
-      uses: actions/setup-python@v4
-      with:
-        python-version: '3.11'
-    - uses: actions/cache@v4
-      with:
-        path: ~\AppData\Local\pip\Cache
-        key: ${{ runner.os }}-pip-${{ hashFiles('setup.py') }}
-        restore-keys: |
-          ${{ runner.os }}-pip-
-    - name: Install Python dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install wheel
-        pip install --upgrade-strategy eager -e .[docs]
-    - name: Build the book
-      run: |
-        (cd docs && make clean && make html)
         
   publish:
       name: Publish to PyPi
diff --git a/readthedocs.yml b/readthedocs.yml
index 50f39cd0..a7c06341 100644
--- a/readthedocs.yml
+++ b/readthedocs.yml
@@ -4,12 +4,19 @@
 # Required
 version: 2
 
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.9"
+
 # Build documentation in the docs/ directory with Sphinx
 sphinx:
    configuration: docs/source/conf.py
 
 # Optionally set the version of Python and requirements required to build your docs
 python:
-   version: 3.9
-   install:
-   - requirements: docs/requirements.txt
+  install:
+    - method: pip
+      path: .
+      extra_requirements:
+        - docs

From 2e3ccfad7b62b64ffbb5aa437b2d2b69797707f4 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Mon, 1 Sep 2025 11:27:58 +0100
Subject: [PATCH 12/75] add hooks, update readme, update config (#264)

* add hooks, update readme, update config

* update workflows

* update workflows

* update hooks step in workflow

* move precommit check in workflows

* update pr template, readme, remove secret files

* Update bandit to skip checking for asserts in unit tests

* bulk formatting changes from commit hooks

* Add bandit excl. for pickle

* Add bandit excl. for pickle

* update config, add excl to init

* add flake8 config

* remove unused imports, update comment hashes

* remove unused imports, f-strings, update comparisons

* update flake8 config

* precommit black formatter gptable.py

* precommit flake8 black formatting

* precommit isort black formatting wrappers

* precommit isort cover test

* precommit isort pickle themes

* precommit isort unpickle themes

* Fix circular imports (#266)

* update imports

* add importlib_resources to imports

* fix .toml syntax

* move fixture

* fix pre-commit formatting

* change type to string

* fix precommit formatting

* fix hyperlinks, color checks

* add actual workbook to gitignore

* make comparison test less strict on auto font@

* add if ignore color var, formatting

* update xlsxwriter dependency req

---------

Co-authored-by: Jday7879 <57715292+Jday7879@users.noreply.github.com>
---
 .coveragerc                                   |   4 +-
 .flake8                                       |   3 +
 .github/pull_request_template.md              |   7 +-
 .github/workflows/ci.yml                      |  20 +-
 .gitignore                                    |   3 +-
 .pre-commit-config.yaml                       |  43 ++
 .vscode/settings.json                         |   2 +-
 LICENSE                                       |   2 +-
 MANIFEST.in                                   |   2 +-
 README.rst                                    |   9 +-
 VERSION                                       |   2 +-
 docs/source/changelog.rst                     |   6 +-
 docs/source/checklist.rst                     |   2 +-
 docs/source/conf.py                           |  53 +-
 docs/source/contributers.rst                  |   2 +-
 docs/source/doc.gptable.rst                   |  26 +-
 docs/source/doc.wrappers.rst                  |   2 +-
 docs/source/index.rst                         |   3 +-
 docs/source/usage.rst                         |   2 +-
 gptables/__init__.py                          |  16 +-
 gptables/core/api.py                          |  94 +--
 gptables/core/cover.py                        |  29 +-
 gptables/core/gptable.py                      | 316 +++++-----
 gptables/core/theme.py                        | 129 ++--
 gptables/core/wrappers.py                     | 563 ++++++++----------
 .../penguins_additional_formatting.py         |  66 +-
 gptables/examples/penguins_cover.py           |  46 +-
 gptables/examples/penguins_minimal.py         |  42 +-
 .../examples/penguins_minimal_alternate.py    |  32 +-
 gptables/examples/penguins_multiple_sheets.py |  46 +-
 gptables/examples/penguins_notes.py           |  67 ++-
 gptables/examples/penguins_theme.py           |  32 +-
 gptables/examples/survey_data.csv             |  20 +-
 gptables/examples/survey_data.py              | 151 +++--
 gptables/examples/survey_data_notes.csv       |  18 +-
 gptables/test/conftest.py                     |  21 +
 .../test/test_additional_formatting_syntax.py |  91 ++-
 gptables/test/test_api.py                     |  41 +-
 gptables/test/test_cover.py                   |  42 +-
 gptables/test/test_gptable.py                 | 440 +++++++-------
 gptables/test/test_theme.py                   | 179 ++----
 .../test/test_utils/excel_comparison_test.py  |  33 +-
 gptables/test/test_utils/helperfunctions.py   | 107 ++--
 gptables/test/test_wrappers.py                | 548 ++++++++---------
 gptables/themes/gptheme.yaml                  |   4 +-
 gptables/themes/penguins_test_theme.yaml      |   4 +-
 gptables/utils/pickle_themes.py               |  21 +-
 gptables/utils/unpickle_themes.py             |  21 +-
 pyproject.toml                                |  15 +-
 49 files changed, 1744 insertions(+), 1683 deletions(-)
 create mode 100644 .flake8
 create mode 100644 .pre-commit-config.yaml
 create mode 100644 gptables/test/conftest.py

diff --git a/.coveragerc b/.coveragerc
index 158768f3..20b55fca 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -1,4 +1,4 @@
 [run]
-omit = 
+omit =
     gptables/test/*
-    gptables/examples/*
\ No newline at end of file
+    gptables/examples/*
diff --git a/.flake8 b/.flake8
new file mode 100644
index 00000000..53838a7e
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,3 @@
+[flake8]
+ignore = E501, W503, W504
+exclude = .git,.vscode,docs/
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 51ccd506..279ed723 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -1,5 +1,5 @@
 ### Proposed Changes
-  - 
+  -
 
 ### Related Issues
   - Related to #
@@ -14,8 +14,9 @@ Please indicate items that aren't necessary and why, with comments around incomp
 - [ ] New features are tested
 - [ ] New features are documented using the [numpydoc][numpy-docstrings] docstring format
 - [ ] Other relevant package documentation is updated
-- [ ] For new functionality, examples are included in the docs or a [feature request][feature-request] has 
-been made for it/them.
+- [ ] For new functionality, examples are included in the docs or a [feature request][feature-request] has
+been made for it/them
+- [ ] Required workflows and pre-commits succeed
 
 [changelog]: [https://keepachangelog.com/en/1.0.0/]
 [feature-request]: [https://github.com/best-practice-and-impact/gptables/issues/new?assignees=&labels=enhancement&template=feature_request.md&title=]
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 378f3f27..71d32d9c 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -27,8 +27,8 @@ jobs:
       run: |
         python -m pip install --upgrade pip
         pip install wheel
-        pip install -e .[testing]
-        
+        pip install -e .[dev]
+
     - name: Run pytest
       run: |
         pytest --cov-config=.coveragerc --cov=gptables --cov-report=xml --cov-report=term-missing
@@ -51,7 +51,7 @@ jobs:
       matrix:
         python-version: ['3.9', '3.10', '3.11', '3.12']
 
-        
+
     steps:
     - uses: actions/checkout@v4
     - name: Set up Python ${{ matrix.python-version }}
@@ -62,7 +62,10 @@ jobs:
       run: |
         python -m pip install --upgrade pip
         pip install wheel
-        pip install --upgrade-strategy eager -e .[testing]
+        pip install --upgrade-strategy eager -e .[dev]
+    - name: Run pre-commit hooks
+      run: |
+        pre-commit run --all-files
     - name: Build
       run: |
         pip install build
@@ -96,7 +99,10 @@ jobs:
       run: |
         python -m pip install --upgrade pip
         pip install wheel
-        pip install --upgrade-strategy eager -e .[testing]
+        pip install --upgrade-strategy eager -e .[dev]
+    - name: Run pre-commit hooks
+      run: |
+        pre-commit run --all-files
     - name: Build
       run: |
         pip install build
@@ -105,7 +111,7 @@ jobs:
       run: |
         python -m pip install --upgrade setuptools
         pytest
-        
+
   publish:
       name: Publish to PyPi
       needs: [linux, windows, test-with-cov]
@@ -129,4 +135,4 @@ jobs:
           run: |
             python -m build
         - name: Publish
-          uses: pypa/gh-action-pypi-publish@v1.12.3
\ No newline at end of file
+          uses: pypa/gh-action-pypi-publish@v1.12.3
diff --git a/.gitignore b/.gitignore
index ce294f0f..6a77d873 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,4 +6,5 @@ env/
 *~lock*
 docs/build/**
 gptables/examples/*.xlsx
-.vscode/
\ No newline at end of file
+gptables/test/actual_workbook.xlsx
+.vscode/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..bfd346c9
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,43 @@
+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v5.0.0
+    hooks:
+      - id: check-added-large-files
+        name: Check for files larger than 5 MB
+        args: [ "--maxkb=5120" ]
+      - id: end-of-file-fixer
+        name: Check for a blank line at the end of scripts (auto-fixes)
+      - id: trailing-whitespace
+        name: Check for trailing whitespaces (auto-fixes)
+  - repo: https://github.com/pycqa/isort
+    rev: 6.0.1
+    hooks:
+      - id: isort
+        name: isort - Sort Python imports (auto-fixes)
+        args: [ "--profile", "black", "--filter-files" ]
+  - repo: https://github.com/psf/black
+    rev: 24.8.0 # Replace by any tag/version: https://github.com/psf/black/tags
+    hooks:
+      - id: black
+        name: black - consistent Python code formatting (auto-fixes)
+        language_version: python # Should be a command that runs python3.6+
+  - repo: https://github.com/PyCQA/flake8
+    rev: 7.1.2
+    hooks:
+      - id: flake8
+        name: flake8 - Python linting
+  - repo: https://github.com/Yelp/detect-secrets
+    rev: v1.5.0
+    hooks:
+      - id: detect-secrets
+        name: detect-secrets - Detect secrets in staged code
+        exclude: .*/tests/.*
+  - repo: https://github.com/PyCQA/bandit
+    rev: 1.8.3
+    hooks:
+      - id: bandit
+        name: bandit - Checks for vulnerabilities
+        args: ["-c", "pyproject.toml"]
+        additional_dependencies: ["bandit[toml]"]
diff --git a/.vscode/settings.json b/.vscode/settings.json
index c8e47193..ec90b7b3 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -4,4 +4,4 @@
     ],
     "python.testing.unittestEnabled": false,
     "python.testing.pytestEnabled": true
-}
\ No newline at end of file
+}
diff --git a/LICENSE b/LICENSE
index 9d4ac131..77526e91 100644
--- a/LICENSE
+++ b/LICENSE
@@ -20,7 +20,7 @@ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 SOFTWARE.
 
--------------------------------------------------------------------------------    
+-------------------------------------------------------------------------------
 
 For code from the XlsxWriter package, where used:
 
diff --git a/MANIFEST.in b/MANIFEST.in
index 33d64ace..3598e229 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -5,4 +5,4 @@ include requirements.txt
 recursive-include gptables/examples *.csv *.py
 recursive-include gptables/theme_pickles *.pickle
 recursive-include gptables/themes *.yaml
-recursive-include gptables/test test*.py
\ No newline at end of file
+recursive-include gptables/test test*.py
diff --git a/README.rst b/README.rst
index b02aea4d..42249601 100644
--- a/README.rst
+++ b/README.rst
@@ -4,7 +4,7 @@ Good Practice Tables (gptables)
 .. image:: https://github.com/best-practice-and-impact/gptables/workflows/continuous-integration/badge.svg
     :target: https://github.com/best-practice-and-impact/gptables/actions
     :alt: Actions build status
-    
+
 .. image:: https://badge.fury.io/py/gptables.svg
     :target: https://badge.fury.io/py/gptables
     :alt: PyPI release
@@ -42,8 +42,9 @@ As a developer:
 
 - Navigate to the directory where this repo is cloned.
 - Use `pip install -e .` to install an editable version of the package.
-- Use `pip install .[testing]`to install the dependencies for testing.
-- For working on docs, also use `pip install .[docs]`
+- Use `pip install .[dev]`to install the dependencies for developers.
+- For working on docs, also use `pip install .[docs]`.
+- Set up pre-commit to run automatically with `pre-commit install`.
 
 Usage
 -----
@@ -76,4 +77,4 @@ Requests and fixes are managed according to resource capacity, and we aim to ack
 .. _`PyPI`: https://pypi.org/project/gptables/
 .. _`aftables`: https://best-practice-and-impact.github.io/aftables/index.html
 .. _`csvcubed`: https://onsdigital.github.io/csvcubed-docs/external/
-.. _`issue`: https://github.com/best-practice-and-impact/gptables/issues
\ No newline at end of file
+.. _`issue`: https://github.com/best-practice-and-impact/gptables/issues
diff --git a/VERSION b/VERSION
index 867e5243..26aaba0e 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-1.2.0
\ No newline at end of file
+1.2.0
diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
index afd56e21..5cd38268 100644
--- a/docs/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -18,8 +18,10 @@ Unreleased
 
 **Added**
 
+* Merged pull request templates to create new one
 * Added a 'closed issue log'
 * Requirements and installation steps to README
+* Pre-commit hooks
 
 **Changed**
 
@@ -238,7 +240,7 @@ v0.3.1
 
 **Fixed**
 
-* incorrect ``if __name__ == "__main__"`` in example files 
+* incorrect ``if __name__ == "__main__"`` in example files
 * minor typos in docs
 
 
@@ -290,7 +292,7 @@ v0.1.3
 
 * missing files in binary distribution. v0.1.1 and v0.1.2 will be deleted from
   PyPI to prevent use of broken distributions.
-  
+
 **Added**
 
 * this changelog to the documentation!
diff --git a/docs/source/checklist.rst b/docs/source/checklist.rst
index 61824984..d7280569 100644
--- a/docs/source/checklist.rst
+++ b/docs/source/checklist.rst
@@ -153,7 +153,7 @@ Formatting
       - Desirable
       - Implemented
       - The gptables default theme does not apply a background fill.
-    * - Do not use colour as the only way to convey a message 
+    * - Do not use colour as the only way to convey a message
       - Essential
       - Implemented
       - The default theme without additional formatting does not apply colour.
diff --git a/docs/source/conf.py b/docs/source/conf.py
index ef573c27..09ed71e7 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -12,14 +12,14 @@
 #
 import os
 import sys
-import alabaster
-sys.path.insert(0, os.path.abspath('../'))
+
+sys.path.insert(0, os.path.abspath("../"))
 
 # -- Project information -----------------------------------------------------
 
-project = 'gptables'
-copyright = ' Crown Copyright'
-author = 'David Foster, Alexander Newton, Rowan Hemsi, Jacob Cole, Dan Shiloh and Jaehee Ryoo'
+project = "gptables"
+copyright = " Crown Copyright"
+author = "David Foster, Alexander Newton, Rowan Hemsi, Jacob Cole, Dan Shiloh and Jaehee Ryoo"
 
 # The full version, including alpha/beta/rc tags
 with open(os.path.abspath("../../VERSION")) as f:
@@ -31,18 +31,18 @@
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
-        'sphinx.ext.autodoc',
-        'sphinx.ext.viewcode',
-        'sphinx.ext.todo',
-        'sphinx.ext.githubpages',
-        'sphinx.ext.napoleon'
-        ]
+    "sphinx.ext.autodoc",
+    "sphinx.ext.viewcode",
+    "sphinx.ext.todo",
+    "sphinx.ext.githubpages",
+    "sphinx.ext.napoleon",
+]
 
 
 todo_include_todos = False
 
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ['_templates']
+templates_path = ["_templates"]
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
@@ -51,21 +51,23 @@
 
 
 # The master toctree document.
-master_doc = 'index'
+master_doc = "index"
 
 # -- Options for HTML output -------------------------------------------------
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
-html_theme = 'alabaster'
+html_theme = "alabaster"
 
-custom_fonts = '"Raleway", "HelveticaNeue", "Helvetica Neue", Helvetica, Arial, sans-serif'
+custom_fonts = (
+    '"Raleway", "HelveticaNeue", "Helvetica Neue", Helvetica, Arial, sans-serif'
+)
 html_theme_options = {
     "description": "An opinionated python package for spreadsheet production.",
-    'fixed_sidebar': 'true',
-    'caption_font_family': custom_fonts,
-    'font_family': custom_fonts,
-    'head_font_family': custom_fonts,
+    "fixed_sidebar": "true",
+    "caption_font_family": custom_fonts,
+    "font_family": custom_fonts,
+    "head_font_family": custom_fonts,
     "github_user": "best-practice-and-impact",
     "github_repo": "gptables",
     "github_button": True,
@@ -75,21 +77,14 @@
     "show_relbar_bottom": True,
     "page_width": "60rem",
     "sidebar_width": "15rem",
-    }
+}
 
 html_show_sourcelink = False
 
 
 html_sidebars = {
-        '**': [
-            'about.html',
-            'navigation.html',
-            'relations.html',
-            'searchbox.html'
-            ]
-
-        }
-
+    "**": ["about.html", "navigation.html", "relations.html", "searchbox.html"]
+}
 
 
 # Add any paths that contain custom static files (such as style sheets) here,
diff --git a/docs/source/contributers.rst b/docs/source/contributers.rst
index b210863b..aa4d81c8 100644
--- a/docs/source/contributers.rst
+++ b/docs/source/contributers.rst
@@ -16,4 +16,4 @@ Code was contributed to this package by:
 * Daniel Shiloh
 
 Thanks also goes to Hannah Thomas and the users and stakeholders who gave
-feedback on how to improve ``gptables``.
\ No newline at end of file
+feedback on how to improve ``gptables``.
diff --git a/docs/source/doc.gptable.rst b/docs/source/doc.gptable.rst
index 0717c1d0..f66954d3 100644
--- a/docs/source/doc.gptable.rst
+++ b/docs/source/doc.gptable.rst
@@ -139,7 +139,7 @@ Formatting methods
 ^^^^^
 
 The following tables show the Excel format categories, along with an example demonstrating the syntax required
-for use in gptables. Some formatting methods use indexing to map to Excel's built-in formats. This information 
+for use in gptables. Some formatting methods use indexing to map to Excel's built-in formats. This information
 can be found in the applicable sections below.
 
 ^^^^
@@ -175,12 +175,12 @@ for `underline styles in the XlsxWriter documentation`_.
     * - Super/Subscript
       - | {"font_script": 1} # Superscript
         | {"font_script": 2} # Subscript
-..  
+..
 ^^^^^^
 Number formatting
 ^^^^^^
 
-This table demonstrates how to set the numeric format using indexing and string arguments. You can find all 
+This table demonstrates how to set the numeric format using indexing and string arguments. You can find all
 options for `numeric formats in the XlsxWriter documentation`_.
 
 .. _`numeric formats in the XlsxWriter documentation`: https://xlsxwriter.readthedocs.io/format.html#format-set-num-format
@@ -193,9 +193,9 @@ options for `numeric formats in the XlsxWriter documentation`_.
     * - Description
       - Example usage
     * - Numeric format
-      - | {"num_format": 1} # Format index 
+      - | {"num_format": 1} # Format index
         | {"num_format": "d mmm yyyy"} # Format string
-.. 
+..
 
 ^^^^^^^^^^^
 Protection formatting
@@ -214,13 +214,13 @@ This table demonstrates the protection methods available.
       - {"locked": True}
     * - Hide formulas
       - {"hidden": True}
-.. 
+..
 
 ^^^^^^^^^^^^
 Alignment formatting
 ^^^^^^^^^^^^
 
-This table demonstrates the alignment formatting options available. You can find all options for 
+This table demonstrates the alignment formatting options available. You can find all options for
 `horizontal and vertical alignment in the XlsxWriter documentation`_.
 
 .. _`horizontal and vertical alignment in the XlsxWriter documentation`: https://xlsxwriter.readthedocs.io/format.html#format-set-align
@@ -246,7 +246,7 @@ This table demonstrates the alignment formatting options available. You can find
       - {"indentation":2}
     * - Shrink to fit
       - {"shrink": True}
-.. 
+..
 
 ^^^^^^^^^^^^^^^^
 Pattern formatting
@@ -260,20 +260,20 @@ This table demonstrates the pattern formatting options available.
     :align: left
 
     * - Description
-      - Example usage  
+      - Example usage
     * - Cell pattern
       - {"pattern": 1}
     * - Background colour
       - {"bg_color": "white"}
     * - Foreground colour
       - {"fg_color": "white"}
-.. 
+..
 
 ^^^^^^^^^^^^^^^^^^
 Border formatting
 ^^^^^^^^^^^^^^^^^^
 
-This table demonstrates the border formatting options available. You can find all options 
+This table demonstrates the border formatting options available. You can find all options
 for `border styles in the XlsxWriter documentation`_.
 
 .. _`border styles in the XlsxWriter documentation`: https://xlsxwriter.readthedocs.io/format.html#format-set-border
@@ -285,14 +285,14 @@ for `border styles in the XlsxWriter documentation`_.
 
     * - Description
       - Example usage
-    * - Cell border 
+    * - Cell border
       - {"border": 1}
     * - Bottom border
       - {"bottom": 1}
     * - Top border
       - {"top": 1}
     * - Left border
-      - {"left": 1} 
+      - {"left": 1}
     * - Right border
       - {"right": 1}
     * - Border colour
diff --git a/docs/source/doc.wrappers.rst b/docs/source/doc.wrappers.rst
index bb561229..f6d1047c 100644
--- a/docs/source/doc.wrappers.rst
+++ b/docs/source/doc.wrappers.rst
@@ -28,4 +28,4 @@ free to check out the source code to see how ``gptables`` works under the hood.
 ``GPWorksheet`` Class
 ---------------------
 
-.. autoclass:: gptables.core.wrappers.GPWorksheet
\ No newline at end of file
+.. autoclass:: gptables.core.wrappers.GPWorksheet
diff --git a/docs/source/index.rst b/docs/source/index.rst
index db375e08..2c9f01bc 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -62,7 +62,7 @@ machine-readable CSV-W files.
 .. toctree::
    :maxdepth: 2
    :hidden:
-   
+
    doc.api.rst
    usage.rst
    doc.gptable.rst
@@ -72,4 +72,3 @@ machine-readable CSV-W files.
    checklist.rst
    changelog.rst
    contributers.rst
-   
diff --git a/docs/source/usage.rst b/docs/source/usage.rst
index fd67f3ca..6102e4cf 100644
--- a/docs/source/usage.rst
+++ b/docs/source/usage.rst
@@ -69,4 +69,4 @@ R Usage
 Use of ``gptables`` in R requires use of python via the `reticulate <https://rstudio.github.io/reticulate/>`_ package.
 
 However we recommend use of the `aftables <https://github.com/best-practice-and-impact/aftables>`_
-R package, maintained by the Presentation Champions Data Visualisation Tools subgroup.
\ No newline at end of file
+R package, maintained by the Presentation Champions Data Visualisation Tools subgroup.
diff --git a/gptables/__init__.py b/gptables/__init__.py
index 396da316..d239dff8 100644
--- a/gptables/__init__.py
+++ b/gptables/__init__.py
@@ -1,17 +1,15 @@
-from gptables.core.theme import Theme
+# flake8: noqa
+
+from gptables.core.api import (
+    produce_workbook,
+    write_workbook,
+)
 from gptables.core.cover import Cover
 from gptables.core.gptable import GPTable
+from gptables.core.theme import Theme
 from gptables.core.wrappers import GPWorkbook
-
 from gptables.utils.unpickle_themes import gptheme
 
-
-from gptables.core.api import (
-        # API functions
-        produce_workbook,
-	    write_workbook,
-        )
-
 __doc__ = """
 *******************************
 Good Practice Tables (gptables)
diff --git a/gptables/core/api.py b/gptables/core/api.py
index d3deb224..ba0a2114 100644
--- a/gptables/core/api.py
+++ b/gptables/core/api.py
@@ -1,24 +1,23 @@
 import warnings
-import pandas as pd
 from pathlib import Path
 
-from gptables import GPWorkbook, GPTable
+from gptables.core.wrappers import GPWorkbook
 
 
 def produce_workbook(
-        filename,
-        sheets,
-        theme = None,
-        cover = None,
-        contentsheet_label = "Contents",
-        contentsheet_options = {},
-        notes_table = None,
-        notesheet_label = "Notes",
-        notesheet_options = {},
-        auto_width = True,
-        gridlines = "hide_all",
-        cover_gridlines = False
-        ):
+    filename,
+    sheets,
+    theme=None,
+    cover=None,
+    contentsheet_label="Contents",
+    contentsheet_options={},
+    notes_table=None,
+    notesheet_label="Notes",
+    notesheet_options={},
+    auto_width=True,
+    gridlines="hide_all",
+    cover_gridlines=False,
+):
     """
     Produces a GPWorkbook, ready to be written to the specified `.xlsx` file
     using the ``.close()`` method.
@@ -53,13 +52,13 @@ def produce_workbook(
         indicate if column widths should be automatically determined. True
         by default.
     gridlines : string, optional
-        option to hide or show gridlines on worksheets. "show_all" - don't 
-        hide gridlines, "hide_printed" - hide printed gridlines only, or 
+        option to hide or show gridlines on worksheets. "show_all" - don't
+        hide gridlines, "hide_printed" - hide printed gridlines only, or
         "hide_all" - hide screen and printed gridlines.
     cover_gridlines : bool, optional
-        indication if gridlines should apply to the cover worksheet. False 
+        indication if gridlines should apply to the cover worksheet. False
         by default.
-        
+
     Returns
     -------
     workbook : gptables.GPWorkbook
@@ -82,11 +81,19 @@ def produce_workbook(
     contentsheet = {}
     if contentsheet_label is not None:
         if contentsheet_options:
-            valid_keys = ["additional_elements", "column_names",
-                "table_name", "title", "subtitles", "instructions"]
+            valid_keys = [
+                "additional_elements",
+                "column_names",
+                "table_name",
+                "title",
+                "subtitles",
+                "instructions",
+            ]
             if not all(key in valid_keys for key in contentsheet_options.keys()):
-                msg = ("Valid `contentsheet_options` keys are 'additional_elements',"
-                    "'column_names', 'table_name', 'title', 'subtitles', 'instructions'")
+                msg = (
+                    "Valid `contentsheet_options` keys are 'additional_elements',"
+                    "'column_names', 'table_name', 'title', 'subtitles', 'instructions'"
+                )
                 raise ValueError(msg)
         contents_gptable = wb.make_table_of_contents(sheets, **contentsheet_options)
         contentsheet = {contentsheet_label: contents_gptable}
@@ -104,26 +111,25 @@ def produce_workbook(
     for label, gptable in sheets.items():
         ws = wb.add_worksheet(label, gridlines=gridlines)
         ws.write_gptable(gptable, auto_width, wb._annotations)
-    
+
     return wb
 
 
 def write_workbook(
-        filename,
-        sheets,
-        theme = None,
-        cover = None,
-        contentsheet = None,
-        contentsheet_label = "Contents",
-        contentsheet_options = {},
-        notes_table = None,
-        notesheet_label = "Notes",
-        notesheet_options = {},
-        auto_width = True,
-        gridlines = "hide_all",
-        cover_gridlines = False
-        ):
-
+    filename,
+    sheets,
+    theme=None,
+    cover=None,
+    contentsheet=None,
+    contentsheet_label="Contents",
+    contentsheet_options={},
+    notes_table=None,
+    notesheet_label="Notes",
+    notesheet_options={},
+    auto_width=True,
+    gridlines="hide_all",
+    cover_gridlines=False,
+):
     """
     Writes a GPWorkbook to the specified `.xlsx` file.
 
@@ -164,11 +170,11 @@ def write_workbook(
         indicate if column widths should be automatically determined. True by
         default.
     gridlines : string, optional
-        option to hide or show gridlines on worksheets. "show_all" - don't 
-        hide gridlines, "hide_printed" - hide printed gridlines only, or 
+        option to hide or show gridlines on worksheets. "show_all" - don't
+        hide gridlines, "hide_printed" - hide printed gridlines only, or
         "hide_all" - hide screen and printed gridlines.
     cover_gridlines : bool, optional
-        indication if gridlines should apply to the cover worksheet. False 
+        indication if gridlines should apply to the cover worksheet. False
         by default.
     contentsheet : str
         alias for contentsheet_label, deprecated in v1.1.0
@@ -192,6 +198,6 @@ def write_workbook(
         notesheet_options,
         auto_width,
         gridlines,
-        cover_gridlines
-        )
+        cover_gridlines,
+    )
     wb.close()
diff --git a/gptables/core/cover.py b/gptables/core/cover.py
index 02888d92..1f24b8a5 100644
--- a/gptables/core/cover.py
+++ b/gptables/core/cover.py
@@ -3,8 +3,9 @@
 
 from gptables.core.gptable import FormatList
 
+
 @dataclass
-class Cover():
+class Cover:
     """
     dataclass for storing cover sheet text.
 
@@ -18,15 +19,22 @@ class Cover():
         about/notes text
     contact : List[str, list], optional
         contact details text
-    cover_label : str 
+    cover_label : str
         cover page tab label, defaults to Cover
     width: int
         width of the column, defaults to 85
     """
-    
-    def __init__(self, title: str, intro: List = None, about: List = None,
-        contact: List = None, cover_label: str = "Cover", width: int = 85):
-    
+
+    def __init__(
+        self,
+        title: str,
+        intro: List = None,
+        about: List = None,
+        contact: List = None,
+        cover_label: str = "Cover",
+        width: int = 85,
+    ):
+
         self.title = title
         self.intro = self._parse_formatting(intro)
         self.about = self._parse_formatting(about)
@@ -35,7 +43,7 @@ def __init__(self, title: str, intro: List = None, about: List = None,
         self.width = width
 
         # TODO: Add input validation (e.g. empty list)
-    
+
     @staticmethod
     def _parse_formatting(attribute):
         """Check attribute for a list. If there is a list then cast the list to a FormatList in attribute.
@@ -43,12 +51,15 @@ def _parse_formatting(attribute):
         Parameters
         ----------
         attribute : List[str, list]
-        
+
         Returns
         -------
         List[str, FormatList]
         """
 
         if isinstance(attribute, list):
-            attribute = [FormatList(text) if isinstance(text, list) else text for text in attribute]
+            attribute = [
+                FormatList(text) if isinstance(text, list) else text
+                for text in attribute
+            ]
         return attribute
diff --git a/gptables/core/gptable.py b/gptables/core/gptable.py
index ff10bbe0..4b0aa431 100644
--- a/gptables/core/gptable.py
+++ b/gptables/core/gptable.py
@@ -1,7 +1,9 @@
-import pandas as pd
 import re
+
+import pandas as pd
 from xlsxwriter.format import Format
 
+
 class GPTable:
     """
     A Good Practice Table. Stores a table and metadata for writing a table
@@ -16,8 +18,8 @@ class GPTable:
     table : pandas.DataFrame
         table to be written to an Excel workbook
     table_name : str
-        name for table. Should be unique with no spaces and always begin with a 
-        letter, an underscore character, or a backslash. Use letters, numbers, 
+        name for table. Should be unique with no spaces and always begin with a
+        letter, an underscore character, or a backslash. Use letters, numbers,
         periods, and underscore characters for the rest of the name.
     title : str
         title of the table
@@ -42,52 +44,52 @@ class GPTable:
         table-specific formatting for columns, rows or individual cells
     """
 
-    def __init__(self,
-                 table,
-                 table_name,
-                 title,
-                 scope=None,
-                 source=None,
-                 units=None,
-                 table_notes=None,
-                 subtitles=[],
-                 instructions="",
-                 legend=[],
-                 index_columns={2:0},
-                 additional_formatting=[],
-                 ):
-        
+    def __init__(
+        self,
+        table,
+        table_name,
+        title,
+        scope=None,
+        source=None,
+        units=None,
+        table_notes=None,
+        subtitles=[],
+        instructions="",
+        legend=[],
+        index_columns={2: 0},
+        additional_formatting=[],
+    ):
+
         # Attributes
         self.title = None
         self.subtitles = []
-        
+
         self.units = None  # str or {units (str):column index (int)} dict
         self.table_notes = None  # str or {units (str):column index (int)} dict
-        
+
         self._VALID_INDEX_LEVELS = [1, 2, 3]
         self.index_levels = 0
         self.index_columns = {}  # {index level (int): column index (int)}
-        self._column_headings = set() # Non-index column headings
+        self._column_headings = set()  # Non-index column headings
         self.table = pd.DataFrame()
         self.table_name = None
         self.data_range = [0] * 4
-        
+
         self.scope = None
         self.source = None
         self.legend = []
         self._annotations = []
-        
+
         self.additional_formatting = []
-        
+
         # Valid format labels from XlsxWriter
         self._valid_format_labels = [
-                attr.replace("set_", "")
-                for attr in Format().__dir__() 
-                if attr.startswith('set_')
-                and callable(getattr(Format(), attr))
-                ]
-        
-        # Call methods to set attributes        
+            attr.replace("set_", "")
+            for attr in Format().__dir__()
+            if attr.startswith("set_") and callable(getattr(Format(), attr))
+        ]
+
+        # Call methods to set attributes
         self.set_title(title)
         self.set_subtitles(subtitles)
         self.set_instructions(instructions)
@@ -98,22 +100,25 @@ def __init__(self,
         self.set_source(source)
         self.set_legend(legend)
         self._set_data_range()
-        
 
-    def set_table(self, new_table, new_index_columns = None, new_units = None, new_table_notes = None):
+    def set_table(
+        self, new_table, new_index_columns=None, new_units=None, new_table_notes=None
+    ):
         """
         Set the `table`, `index_columns`, `units` and `table_notes` attributes. Overwrites
         existing values for these attributes.
         """
         if not isinstance(new_table, pd.DataFrame):
             raise TypeError("`table` must be a pandas DataFrame")
-        
+
         default_index = pd.Index(range(new_table.shape[0]))
         if not all(new_table.index == default_index) and not new_table.empty:
-            msg = ("`table` index must not contain index data. It can be reset"
-                   " before adding to a GPTable (see DataFrame.reset_index())."
-                   " Please ensure that index data is stored in the first 1-3"
-                   " columns of `table` and is indicated in `index_columns`.")
+            msg = (
+                "`table` index must not contain index data. It can be reset"
+                " before adding to a GPTable (see DataFrame.reset_index())."
+                " Please ensure that index data is stored in the first 1-3"
+                " columns of `table` and is indicated in `index_columns`."
+            )
             raise ValueError(msg)
 
         self.table = new_table.reset_index(drop=True)
@@ -133,7 +138,6 @@ def set_table(self, new_table, new_index_columns = None, new_units = None, new_t
             new_table_notes = self.table_notes
         self.set_table_notes(new_table_notes)
 
-
     def set_index_columns(self, new_index_columns):
         """
         Set the `index_columns` attribute. Overwrites any existing values.
@@ -143,44 +147,50 @@ def set_index_columns(self, new_index_columns):
         """
         if isinstance(new_index_columns, dict):
             # Check if levels and values are valid
-            valid_levels = all(level in self._VALID_INDEX_LEVELS for level in new_index_columns.keys())
+            valid_levels = all(
+                level in self._VALID_INDEX_LEVELS for level in new_index_columns.keys()
+            )
             if not valid_levels:
-                msg = ("`index_columns` dictionary keys must be valid index"
-                       f" levels: {self._VALID_INDEX_LEVELS}")
+                msg = (
+                    "`index_columns` dictionary keys must be valid index"
+                    f" levels: {self._VALID_INDEX_LEVELS}"
+                )
                 raise ValueError(msg)
-            
+
             if not all(isinstance(col, int) for col in new_index_columns.values()):
                 # Convert col name to numeric index
                 for key, value in new_index_columns.items():
                     col_iloc = self.table.columns.get_loc(value)
                     new_index_columns.update({key: col_iloc})
-                    
+
             column_indexes = [col for col in new_index_columns.values()]
-                
+
             valid_columns = all(self._valid_column_index(col) for col in column_indexes)
             if not valid_columns:
-                msg = ("Out of range - `index_columns` dictionary values must"
-                       "be valid, 0-indexed column numbers")
+                msg = (
+                    "Out of range - `index_columns` dictionary values must"
+                    "be valid, 0-indexed column numbers"
+                )
                 raise ValueError(msg)
-            
+
             self.index_levels = len(new_index_columns.keys())
-            
+
             self.index_columns = new_index_columns
             self._set_column_headings()
         else:
-            msg = ("`index_columns` must be a dict mapping a valid index level"
-                   " to a 0-indexed column number")
+            msg = (
+                "`index_columns` must be a dict mapping a valid index level"
+                " to a 0-indexed column number"
+            )
             raise ValueError(msg)
-    
 
     def _valid_column_index(self, column_index):
         """
         Check if `column_index` is valid, given the `table` shape.
         """
         return column_index in range(self.table.shape[1])
-        
 
-    def _set_column_headings(self): # TODO: check custom formatting in headers
+    def _set_column_headings(self):  # TODO: check custom formatting in headers
         """
         Sets the `column_headings` attribute to the set of column indexes that
         are not assigned to `index_columns`.
@@ -188,47 +198,43 @@ def _set_column_headings(self): # TODO: check custom formatting in headers
         index_cols = set(self.index_columns.values())
         self._column_headings = {x for x in range(self.table.shape[1])} - index_cols
 
-
     def _validate_all_column_names_have_text(self):
         """
         Validate that all column names in header row have text.
         """
         for column_name in self.table.columns:
             if pd.isna(column_name):
-                msg = ("Null column name found in table data - column names must all have text")
+                msg = "Null column name found in table data - column names must all have text"
                 raise ValueError(msg)
             elif len(column_name) > 0:
                 continue
             else:
-                msg = ("Empty column name found in table data - column names must all have text")
+                msg = "Empty column name found in table data - column names must all have text"
                 raise ValueError(msg)
 
-
     def _validate_no_duplicate_column_names(self):
         """
         Validate that there are no duplicate column names in table data.
         """
         if len(self.table.columns) != len(set(self.table.columns)):
-            msg = ("Duplicate column names found in table data - column names must be unique")
+            msg = "Duplicate column names found in table data - column names must be unique"
             raise ValueError(msg)
 
-
     def set_table_name(self, new_table_name):
         """
         Set the `table_name` attribute.
         """
         if not isinstance(new_table_name, str):
-            msg = ("table_name should be provided as a string")
+            msg = "table_name should be provided as a string"
             raise TypeError(msg)
 
         elif len(new_table_name) != len("".join(new_table_name.split())):
-            msg = ("Whitespace found in table_name, remove or replace with underscores")
+            msg = "Whitespace found in table_name, remove or replace with underscores"
             raise ValueError(msg)
 
         else:
             self.table_name = new_table_name
 
-
     def set_title(self, new_title):
         """
         Set the `title` attribute.
@@ -240,7 +246,6 @@ def set_title(self, new_title):
 
         self.title = new_title
 
-
     def add_subtitle(self, new_subtitle):
         """
         Add a single subtitle to the existing list of `subtitles`.
@@ -252,7 +257,6 @@ def add_subtitle(self, new_subtitle):
 
         self.subtitles.append(new_subtitle)
 
-
     def set_subtitles(self, new_subtitles, overwrite=True):
         """
         Set a list of subtitles to the `subtitles` attribute. Overwrites
@@ -263,21 +267,26 @@ def set_subtitles(self, new_subtitles, overwrite=True):
             new_subtitles = []
 
         if not isinstance(new_subtitles, (list)):
-            msg =("`subtitles` must be provided as a list containing strings"
-                  " and/or lists of strings and format dictionaries"
-                  " (rich text)")
+            msg = (
+                "`subtitles` must be provided as a list containing strings"
+                " and/or lists of strings and format dictionaries"
+                " (rich text)"
+            )
             raise TypeError(msg)
 
         for text in new_subtitles:
             self._validate_text(text, "subtitles")
 
-        new_subtitles = [FormatList(text) if isinstance(text, list) else text for text in new_subtitles]
+        new_subtitles = [
+            FormatList(text) if isinstance(text, list) else text
+            for text in new_subtitles
+        ]
 
         if overwrite:
             self.subtitles = new_subtitles
         else:
             self.subtitles += new_subtitles
-            
+
     def set_instructions(self, new_instructions):
         """
         Set `instructions` attribute.
@@ -291,12 +300,11 @@ def set_instructions(self, new_instructions):
         else:
             self.instructions = new_instructions
 
-
     def set_scope(self, new_scope):
         """
         Set the `scope` attribute.
         """
-        if new_scope == None:
+        if new_scope is None:
             new_scope = ""
             return
 
@@ -307,13 +315,12 @@ def set_scope(self, new_scope):
 
         self.scope = new_scope
 
-
-    def set_units(self, new_units): # TODO: custom formatting in units?
+    def set_units(self, new_units):  # TODO: custom formatting in units?
         """
         Adds units to column headers.
         Units should be in the format {column: units_text}. Column can be column name or 0-indexed column
-        number in `table`. 
-        """    
+        number in `table`.
+        """
         if isinstance(new_units, dict) and len(new_units) > 0:
             for value in new_units.values():
                 self._validate_text(value, "units")
@@ -329,19 +336,27 @@ def set_units(self, new_units): # TODO: custom formatting in units?
                     new_units[n] = new_units.pop(unmodified_headers[n])
 
             # Convert numeric keys to column names
-            new_headers_keys = [headers[key] if isinstance(key, int) else key for key in new_units.keys()]
-            new_headers_values = [f"{key}\n({value})" for key, value in zip(new_headers_keys, new_units.values())]
+            new_headers_keys = [
+                headers[key] if isinstance(key, int) else key
+                for key in new_units.keys()
+            ]
+            new_headers_values = [
+                f"{key}\n({value})"
+                for key, value in zip(new_headers_keys, new_units.values())
+            ]
             new_headers = dict(zip(new_headers_keys, new_headers_values))
 
-            self.table = self.table.rename(columns = new_headers)
+            self.table = self.table.rename(columns=new_headers)
 
             if len(self.additional_formatting) > 0:
                 self._update_column_names_in_additional_formatting(new_headers)
 
-        elif not new_units is None:
-            msg = ("`units` attribute must be a dictionary or None"
-                   " ({column: units_text})")
-            
+        elif new_units is not None:
+            msg = (
+                "`units` attribute must be a dictionary or None"
+                " ({column: units_text})"
+            )
+
             raise TypeError(msg)
 
         self.units = new_units
@@ -362,11 +377,16 @@ def _update_column_names_in_additional_formatting(self, col_names):
                 format = list(dictionary.values())[0]
 
                 # new_name if name==old_name else name for name in col_names
-                format["columns"] = [col_names[name] if name in list(col_names.keys()) else name for name in format["columns"]]
+                format["columns"] = [
+                    col_names[name] if name in list(col_names.keys()) else name
+                    for name in format["columns"]
+                ]
 
         self.additional_formatting = formatting_list
 
-    def set_table_notes(self, new_table_notes): # TODO: custom formatting in column headers?
+    def set_table_notes(
+        self, new_table_notes
+    ):  # TODO: custom formatting in column headers?
         """
         Adds note references to column headers.
         `table_notes` should be in the format {column: "$$note_reference$$"}.
@@ -387,28 +407,35 @@ def set_table_notes(self, new_table_notes): # TODO: custom formatting in column
                     new_table_notes[n] = new_table_notes.pop(unmodified_headers[n])
 
             # Convert numeric keys to column names
-            new_headers_keys = [headers[key] if isinstance(key, int) else key for key in new_table_notes.keys()]
-            new_headers_values = [f"{key}\n{value}" for key, value in zip(new_headers_keys, new_table_notes.values())]
+            new_headers_keys = [
+                headers[key] if isinstance(key, int) else key
+                for key in new_table_notes.keys()
+            ]
+            new_headers_values = [
+                f"{key}\n{value}"
+                for key, value in zip(new_headers_keys, new_table_notes.values())
+            ]
             new_headers = dict(zip(new_headers_keys, new_headers_values))
 
-            self.table = self.table.rename(columns = new_headers)
+            self.table = self.table.rename(columns=new_headers)
 
             if len(self.additional_formatting) > 0:
                 self._update_column_names_in_additional_formatting(new_headers)
 
-        elif not new_table_notes is None:
-            msg = ("`table_notes` attribute must be a dictionary or None"
-                   " ({column: '$$note_reference$$'})")
+        elif new_table_notes is not None:
+            msg = (
+                "`table_notes` attribute must be a dictionary or None"
+                " ({column: '$$note_reference$$'})"
+            )
             raise TypeError(msg)
 
         self.table_notes = new_table_notes
 
-
     def set_source(self, new_source):
         """
         Set the source attribute to the specified str.
         """
-        if new_source == None:
+        if new_source is None:
             new_source = ""
             return
 
@@ -418,7 +445,6 @@ def set_source(self, new_source):
             new_source = FormatList(new_source)
 
         self.source = new_source
-    
 
     def add_legend(self, new_legend):
         """
@@ -430,24 +456,25 @@ def add_legend(self, new_legend):
             new_legend = FormatList(new_legend)
 
         self.legend.append(new_legend)
-    
 
     def set_legend(self, new_legend, overwrite=True):
         """
         Set a list of legend entries to the `legend` attribute. Overwrites
-        existing legend entries by default. If overwrite is False, new entries 
+        existing legend entries by default. If overwrite is False, new entries
         are appended to the `legend` list.
         """
         if new_legend is None:
             self.legend = []
             return
         if not isinstance(new_legend, list):
-            msg = ("`legend` must be provided as a list of text elements")
+            msg = "`legend` must be provided as a list of text elements"
             raise TypeError(msg)
         for text in new_legend:
             self._validate_text(text, "legend")
 
-        new_legend = [FormatList(text) if isinstance(text, list) else text for text in new_legend]
+        new_legend = [
+            FormatList(text) if isinstance(text, list) else text for text in new_legend
+        ]
 
         if overwrite:
             self.legend = new_legend
@@ -459,12 +486,12 @@ def _set_annotations(self, description_order):
         Set a list of note references to the `_annotations` attribute.
         """
         elements = [
-                "title",
-                "subtitles",
-                *description_order,
-                "units",
-                "table_notes",
-                ]
+            "title",
+            "subtitles",
+            *description_order,
+            "units",
+            "table_notes",
+        ]
 
         ordered_refs = []
 
@@ -480,13 +507,12 @@ def _set_annotations(self, description_order):
         # remove duplicates from ordered_refs and assign to self._annotations
         self._annotations = list(dict.fromkeys(ordered_refs))
 
-
     def _get_references_from_attr(self, data):
         """
         Finds references in a string or list/dict of strings. Works
         recursively on list elements and dict values. Other types are ignored.
         Returns ordered list of references from attribute.
-        
+
         Parameters
         ----------
         data : string or list/dict of strings
@@ -519,7 +545,7 @@ def _get_references_from_table(self):
         Get note references in the table column headings and index columns.
         """
         table = self.table
-        
+
         ordered_refs = []
         column_references = self._get_references_from_attr(table.columns.to_list())
         ordered_refs.extend(column_references)
@@ -527,18 +553,19 @@ def _get_references_from_table(self):
         index_columns = self.index_columns.values()
         for col in index_columns:
             index_column = table.iloc[:, col]
-            index_column_references = self._get_references_from_attr(index_column.to_list())
+            index_column_references = self._get_references_from_attr(
+                index_column.to_list()
+            )
             ordered_refs.extend(index_column_references)
 
         return ordered_refs
 
-
     @staticmethod
     def _get_references(string):
         """
         Given a single string, return occurrences of note references (denoted by
         flanking dollar signs [$$reference$$]).
-        
+
         Parameters
         ----------
         string : str
@@ -556,62 +583,67 @@ def _get_references(string):
 
         return ordered_refs
 
-
     def set_additional_formatting(self, new_formatting):
         """
         Set a dictionary of additional formatting to be applied to this table.
         """
         if not isinstance(new_formatting, list):
-            msg = ("`additional_formatting` must be a list of dictionaries")
+            msg = "`additional_formatting` must be a list of dictionaries"
             raise TypeError(msg)
         keys = [key for item in new_formatting for key in item.keys()]
         for key in keys:
             if key not in ["column", "row", "cell"]:
-                msg = (f"`{key}` is not a supported format type. Please use"
-                       " `column`, `row` or `cell`")
+                msg = (
+                    f"`{key}` is not a supported format type. Please use"
+                    " `column`, `row` or `cell`"
+                )
                 raise ValueError(msg)
-        
+
         self._validate_format_labels(new_formatting)
-            
+
         self.additional_formatting = new_formatting
-    
 
     def _validate_format_labels(self, format_list):
         """
         Validate that format labels are valid property of XlsxWriter Format.
         """
-        labels = [label
-                  for item in format_list
-                  for key in item.keys()
-                  for label in item[key]["format"]
-                  ]
+        labels = [
+            label
+            for item in format_list
+            for key in item.keys()
+            for label in item[key]["format"]
+        ]
         for label in labels:
             if label not in self._valid_format_labels:
-                msg = (f"`{label}` is not a valid XlsxWriter Format property")
+                msg = f"`{label}` is not a valid XlsxWriter Format property"
                 raise ValueError(msg)
 
-
     def _set_data_range(self):
         """
         Get the top-left and bottom-right cell reference of the table data.
         """
-        #TODO: ugly code
-        row_offset = sum([
-            int(self.title is not None),
-            int(self.scope is not None),
-            int(self.source is not None),
-        ]) + 1 #corresponds to instructions which are included by default
+        # TODO: ugly code
+        row_offset = (
+            sum(
+                [
+                    int(self.title is not None),
+                    int(self.scope is not None),
+                    int(self.source is not None),
+                ]
+            )
+            + 1
+        )  # corresponds to instructions which are included by default
 
         if self.subtitles is not None:
             row_offset += len(self.subtitles)
         if self.legend is not None:
             row_offset += len(self.legend)
-        
+
         self.data_range = [
             row_offset,
             0,
             self.table.shape[0] + row_offset,
-            self.table.shape[1] - 1
+            self.table.shape[1] - 1,
         ]
 
     @staticmethod
@@ -626,22 +658,28 @@ def _validate_text(obj, attr):
         if isinstance(obj, list):
             for element in obj:
                 if not isinstance(element, (str, dict)):
-                    msg = (f"{attr} text should be provided as strings or"
-                           " lists of strings and dictionaries (rich-text)."
-                           f" {type(element)} are not valid rich text"
-                           " elements.")
+                    msg = (
+                        f"{attr} text should be provided as strings or"
+                        " lists of strings and dictionaries (rich-text)."
+                        f" {type(element)} are not valid rich text"
+                        " elements."
+                    )
                     raise TypeError(msg)
         else:
-            msg = (f"{attr} text should be provided as strings or lists of"
-                   f" strings and dictionaries (rich-text). {type(obj)} are"
-                   " not valid text elements.")
+            msg = (
+                f"{attr} text should be provided as strings or lists of"
+                f" strings and dictionaries (rich-text). {type(obj)} are"
+                " not valid text elements."
+            )
             raise TypeError(msg)
 
+
 class FormatList:
     """
     Class for storing list of alternating string and dictionary objects.
     Dictionaries specify additional formatting to be applied to the following string.
     """
+
     def __init__(self, list):
         self.list = list
         self._set_string_property()
diff --git a/gptables/core/theme.py b/gptables/core/theme.py
index e0cf93d1..79d66810 100644
--- a/gptables/core/theme.py
+++ b/gptables/core/theme.py
@@ -1,8 +1,9 @@
-from xlsxwriter.format import Format
-from gptables.core.gptable import GPTable
-import yaml
 from functools import wraps
 
+import yaml
+from xlsxwriter.format import Format
+
+
 def validate_single_format(f):
     @wraps(f)
     def wrapper(cls, format_dict):
@@ -11,15 +12,16 @@ def wrapper(cls, format_dict):
         """
         if not isinstance(format_dict, dict):
             actual_type = type(format_dict)
-            msg = ("Formats must be supplied as a dictionary, not"
-                   f"{actual_type}")
+            msg = "Formats must be supplied as a dictionary, not" f"{actual_type}"
             raise ValueError(msg)
-            
+
         for fmt in format_dict.keys():
             cls._validate_format_label(fmt)
         return f(cls, format_dict)
+
     return wrapper
 
+
 class Theme:
     """
     A class that defines a set of format attributes for use in xlsxwriter.
@@ -41,32 +43,32 @@ class Theme:
     title_format : dict
 
     subtitle_format : dict
-    
+
     instructions_format : dict
 
     scope_format : dict
-    
+
     column_heading_format : dict
-    
+
     index_1_format : dict
-    
+
     index_2_format : dict
-    
+
     index_3_format : dict
-    
+
     data_format : dict
 
     source_format : dict
-    
+
     legend_format : dict
 
     description_order : list
     """
 
     def __init__(
-            self,
-            config=None,
-            ):
+        self,
+        config=None,
+    ):
         """
         Initialise theme object.
 
@@ -75,7 +77,7 @@ def __init__(
         config : dict or .yaml/.yml file
           theme specification
         """
-        ## Formats
+        # Formats
         self._format_attributes = [
             "cover_title_format",
             "cover_subtitle_format",
@@ -91,31 +93,28 @@ def __init__(
             "data_format",
             "source_format",
             "legend_format",
-            ]
-        
+        ]
+
         for attr in self._format_attributes:
             setattr(self, attr, {})
-        
-        ## Other attributes
+
+        # Other attributes
         self.description_order = []
-        
+
         # Valid Them format attributes
         self._valid_attrs = [
-            x.replace("_format", "")
-            for x in self._format_attributes
-            ] + ["global"]
+            x.replace("_format", "") for x in self._format_attributes
+        ] + ["global"]
 
         # Valid XlsxWriter Format attributes
         self._valid_format_labels = [
-                attr.replace("set_", "")
-                for attr in Format().__dir__() 
-                if attr.startswith('set_')
-                and callable(getattr(Format(), attr))
-                ]
-            
+            attr.replace("set_", "")
+            for attr in Format().__dir__()
+            if attr.startswith("set_") and callable(getattr(Format(), attr))
+        ]
+
         if config:
             self.apply_config(config)
-    
 
     @staticmethod
     def _parse_config(config):
@@ -127,15 +126,14 @@ def _parse_config(config):
                 raise ValueError("Theme configuration files must be YAML")
             with open(config, "r") as file:
                 cfg = yaml.safe_load(file)
-                
+
         elif isinstance(config, dict):
             cfg = config
-            
+
         else:
             raise ValueError("Theme configuration must be a dict or YAML file")
-            
-        return cfg
 
+        return cfg
 
     def _validate_config(self, config):
         """
@@ -147,7 +145,6 @@ def _validate_config(self, config):
                 attr_config = config[attr] or {}
                 for fmt in attr_config.keys():
                     self._validate_format_label(fmt)
-     
 
     def _validate_format_label(self, format_name):
         """
@@ -155,7 +152,6 @@ def _validate_format_label(self, format_name):
         """
         if format_name not in self._valid_format_labels:
             raise ValueError(f"`{format_name}` is not a valid format label")
-    
 
     def apply_config(self, config):
         """
@@ -164,12 +160,12 @@ def apply_config(self, config):
         """
         cfg = self._parse_config(config)
         self._validate_config(cfg)
-        
+
         # Update all when global used
         if "global" in cfg.keys():
             default_format = cfg.pop("global")
             self._update_all_formats(default_format)
-        
+
         # Update with individual methods
         for key, value in cfg.items():
             if key == "description_order":
@@ -179,7 +175,6 @@ def apply_config(self, config):
                     getattr(self, "update_" + key + "_format")(value)
             else:
                 raise ValueError(f"`{key}` is not a valid Theme attribute")
-    
 
     def _update_all_formats(self, global_dict):
         """
@@ -189,7 +184,6 @@ def _update_all_formats(self, global_dict):
             if attr.endswith("_format"):
                 getattr(self, "update_" + attr)(global_dict)
 
-
     @validate_single_format
     def update_column_heading_format(self, format_dict):
         """
@@ -197,7 +191,6 @@ def update_column_heading_format(self, format_dict):
         existing items are replaced.
         """
         self.column_heading_format.update(format_dict)
-    
 
     @validate_single_format
     def update_index_1_format(self, format_dict):
@@ -207,8 +200,7 @@ def update_index_1_format(self, format_dict):
         """
         self.index_1_format.update(format_dict)
 
-
-    @validate_single_format    
+    @validate_single_format
     def update_index_2_format(self, format_dict):
         """
         Update the `index_2_format` attribute. Where keys already exist, existing
@@ -216,7 +208,6 @@ def update_index_2_format(self, format_dict):
         """
         self.index_2_format.update(format_dict)
 
-
     @validate_single_format
     def update_index_3_format(self, format_dict):
         """
@@ -225,7 +216,6 @@ def update_index_3_format(self, format_dict):
         """
         self.index_3_format.update(format_dict)
 
-
     @validate_single_format
     def update_data_format(self, format_dict):
         """
@@ -234,7 +224,6 @@ def update_data_format(self, format_dict):
         """
         self.data_format.update(format_dict)
 
-
     @validate_single_format
     def update_cover_title_format(self, format_dict):
         """
@@ -242,8 +231,7 @@ def update_cover_title_format(self, format_dict):
         items are replaced.
         """
         self.cover_title_format.update(format_dict)
-    
-    
+
     @validate_single_format
     def update_cover_subtitle_format(self, format_dict):
         """
@@ -252,7 +240,6 @@ def update_cover_subtitle_format(self, format_dict):
         """
         self.cover_subtitle_format.update(format_dict)
 
-
     @validate_single_format
     def update_cover_text_format(self, format_dict):
         """
@@ -261,7 +248,6 @@ def update_cover_text_format(self, format_dict):
         """
         self.cover_text_format.update(format_dict)
 
-
     @validate_single_format
     def update_title_format(self, format_dict):
         """
@@ -270,7 +256,6 @@ def update_title_format(self, format_dict):
         """
         self.title_format.update(format_dict)
 
-
     @validate_single_format
     def update_subtitle_format(self, format_dict):
         """
@@ -279,7 +264,6 @@ def update_subtitle_format(self, format_dict):
         """
         self.subtitle_format.update(format_dict)
 
-
     @validate_single_format
     def update_instructions_format(self, format_dict):
         """
@@ -288,8 +272,7 @@ def update_instructions_format(self, format_dict):
         """
         self.instructions_format.update(format_dict)
 
-
-    @validate_single_format    
+    @validate_single_format
     def update_scope_format(self, format_dict):
         """
         Update the `scope_format` attribute. Where keys already exist, existing
@@ -297,7 +280,6 @@ def update_scope_format(self, format_dict):
         """
         self.scope_format.update(format_dict)
 
-
     @validate_single_format
     def update_location_format(self, format_dict):
         """
@@ -306,7 +288,6 @@ def update_location_format(self, format_dict):
         """
         self.location_format.update(format_dict)
 
-
     @validate_single_format
     def update_source_format(self, format_dict):
         """
@@ -315,7 +296,6 @@ def update_source_format(self, format_dict):
         """
         self.source_format.update(format_dict)
 
-
     @validate_single_format
     def update_legend_format(self, format_dict):
         """
@@ -324,34 +304,31 @@ def update_legend_format(self, format_dict):
         """
         self.legend_format.update(format_dict)
 
-
     def update_description_order(self, order_list):
         """
         Update the `description_order` attribute. Overrides existing order.
         """
         if not isinstance(order_list, list):
-            msg = ("`description_order` must be a list of description element names")
+            msg = "`description_order` must be a list of description element names"
             raise TypeError(msg)
 
         valid_elements = ["instructions", "source", "legend", "scope"]
         if not all(element in valid_elements for element in order_list):
-            msg = (f"`description_order` elements must be in {valid_elements}")
+            msg = f"`description_order` elements must be in {valid_elements}"
             raise ValueError(msg)
         self.description_order = order_list
 
-
     def print_attributes(self):
         """
         Print all current format attributes and values to the console.
         """
         obj_attr = [
-                attr for attr in self.__dir__()
-                if not attr.startswith('_')
-                and not callable(getattr(self, attr))
-                ]
+            attr
+            for attr in self.__dir__()
+            if not attr.startswith("_") and not callable(getattr(self, attr))
+        ]
         for attr in obj_attr:
             print(attr, ":", getattr(self, attr))
-            
 
     def __eq__(self, other):
         """
@@ -360,14 +337,10 @@ def __eq__(self, other):
         # don't attempt to compare against unrelated types
         if not isinstance(other, Theme):
             return False
-        
+
         obj_attr = [
-                attr for attr in self.__dir__()
-                if not attr.startswith('_')
-                and not callable(getattr(self, attr))
-                ]
-        return all([
-                getattr(self, attr) == getattr(other, attr)
-                for attr in obj_attr
-                ])
-        
\ No newline at end of file
+            attr
+            for attr in self.__dir__()
+            if not attr.startswith("_") and not callable(getattr(self, attr))
+        ]
+        return all([getattr(self, attr) == getattr(other, attr) for attr in obj_attr])
diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 57068361..23a958cb 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -1,18 +1,17 @@
-import os
 import re
 import warnings
-import pandas as pd
-import numpy as np
 from copy import deepcopy
 
+import numpy as np
+import pandas as pd
 from xlsxwriter.workbook import Workbook
 from xlsxwriter.worksheet import Worksheet
 
 from gptables.core.cover import Cover
+from gptables.utils.unpickle_themes import gptheme
 
+from .gptable import FormatList, GPTable
 from .theme import Theme
-from .gptable import GPTable, FormatList
-from gptables.utils.unpickle_themes import gptheme
 
 
 class GPWorksheet(Worksheet):
@@ -20,6 +19,7 @@ class GPWorksheet(Worksheet):
     Wrapper for an XlsxWriter Worksheet object. Provides a method for writing
     a good practice table (GPTable) to a Worksheet.
     """
+
     def write_cover(self, cover):
         """
         Write a cover page to the Worksheet. Uses text from a Cover object and
@@ -38,24 +38,28 @@ def write_cover(self, cover):
         pos = self._write_element(pos, cover.title, theme.cover_title_format)
 
         if cover.intro is not None:
-            pos = self._write_element(pos, "Introductory information", theme.cover_subtitle_format)
+            pos = self._write_element(
+                pos, "Introductory information", theme.cover_subtitle_format
+            )
             pos = self._write_element_list(pos, cover.intro, theme.cover_text_format)
 
         if cover.about is not None:
-            pos = self._write_element(pos, "About these data", theme.cover_subtitle_format)
+            pos = self._write_element(
+                pos, "About these data", theme.cover_subtitle_format
+            )
             pos = self._write_element_list(pos, cover.about, theme.cover_text_format)
 
         if cover.contact is not None:
             pos = self._write_element(pos, "Contact", theme.cover_subtitle_format)
             pos = self._write_element_list(pos, cover.contact, theme.cover_text_format)
-                  
+
         self.set_column(0, 0, cover.width)
 
     def write_gptable(self, gptable, auto_width, reference_order=[]):
         """
         Write data from a GPTable object to the worksheet using the workbook
         Theme object for formatting.
-        
+
         Parameters
         ----------
         gptable : gptables.GPTable
@@ -70,11 +74,11 @@ def write_gptable(self, gptable, auto_width, reference_order=[]):
         """
         if not isinstance(gptable, GPTable):
             raise TypeError("`gptable` must be a gptables.GPTable object")
-        
-        if len(gptable._annotations)>0 and len(reference_order)==0:
+
+        if len(gptable._annotations) > 0 and len(reference_order) == 0:
             msg = "reference_order must be provided if gptable contains annotations"
             raise ValueError(msg)
-        
+
         theme = self.theme
 
         # Write each GPTable element using appropriate Theme attr
@@ -85,39 +89,28 @@ def write_gptable(self, gptable, auto_width, reference_order=[]):
 
         gptable = deepcopy(gptable)
 
-        pos = self._write_element(
-                pos,
-                gptable.title,
-                theme.title_format
-                )
+        pos = self._write_element(pos, gptable.title, theme.title_format)
 
-        pos = self._write_element_list(
-                pos,
-                gptable.subtitles,
-                theme.subtitle_format
-                )
+        pos = self._write_element_list(pos, gptable.subtitles, theme.subtitle_format)
 
         description = theme.description_order
         for element in description:
             pos = getattr(self, "_write_" + element)(
-                    pos,
-                    getattr(gptable, element),
-                    getattr(theme, element + "_format")
-                    )
+                pos, getattr(gptable, element), getattr(theme, element + "_format")
+            )
 
         pos = self._write_table_elements(
-                pos,
-                gptable,
-                auto_width,
-                )
-
+            pos,
+            gptable,
+            auto_width,
+        )
 
     def _reference_annotations(self, gptable, reference_order):
         """
         Replace note references with numbered references and move to end of element.
         Acts on `title`, `subtitles`, `table` and `notes` attributes of a GPTable.
         References are numbered from top left of spreadsheet, working across each row.
-        
+
         Parameters
         ----------
         gptable : gptables.GPTable
@@ -132,52 +125,46 @@ def _reference_annotations(self, gptable, reference_order):
         description_order = self.theme.description_order
 
         elements = [
-                "title",
-                "subtitles",
-                *description_order,
-                ]
+            "title",
+            "subtitles",
+            *description_order,
+        ]
 
         # Loop through elements, replacing references in strings
         for attr in elements:
             attr_current = getattr(gptable, attr)
             setattr(
-                    gptable,
-                    attr,
-                    self._replace_reference_in_attr(
-                            attr_current,
-                            reference_order
-                            )
-                    )
+                gptable,
+                attr,
+                self._replace_reference_in_attr(attr_current, reference_order),
+            )
         self._reference_table_annotations(gptable, reference_order)
 
-
     def _reference_table_annotations(self, gptable, reference_order):
         """
         Reference annotations in the table column headings and index columns.
         """
         table = getattr(gptable, "table")
-        
+
         table.columns = self._replace_reference_in_attr(
-                [x for x in table.columns],
-                reference_order
-                )
-        
+            [x for x in table.columns], reference_order
+        )
+
         index_columns = gptable.index_columns.values()
 
         for col in index_columns:
             table.iloc[:, col] = table.iloc[:, col].apply(
-                    lambda x: self._replace_reference_in_attr(x, reference_order)
-                    )
+                lambda x: self._replace_reference_in_attr(x, reference_order)
+            )
 
         setattr(gptable, "table", table)
 
-
     def _replace_reference_in_attr(self, data, reference_order):
         """
         Replaces references in a string or list/dict of strings. Works
         recursively on list elements and dict values. Other types are returned
         without modification.
-        
+
         Parameters
         ----------
         data : any type
@@ -195,27 +182,19 @@ def _replace_reference_in_attr(self, data, reference_order):
             data = self._replace_reference(data, reference_order)
         if isinstance(data, list):
             for n in range(len(data)):
-                data[n] = self._replace_reference_in_attr(
-                        data[n],
-                        reference_order
-                        )
+                data[n] = self._replace_reference_in_attr(data[n], reference_order)
         if isinstance(data, dict):
             for key in data.keys():
-                data[key] = self._replace_reference_in_attr(
-                        data[key],
-                        reference_order
-                        )
+                data[key] = self._replace_reference_in_attr(data[key], reference_order)
         if isinstance(data, FormatList):
             data_list = data.list
             for n in range(len(data_list)):
                 data_list[n] = self._replace_reference_in_attr(
-                        data_list[n],
-                        reference_order
-                        )
+                    data_list[n], reference_order
+                )
             data = FormatList(data_list)
 
         return data
-    
 
     @staticmethod
     def _replace_reference(string, reference_order):
@@ -223,7 +202,7 @@ def _replace_reference(string, reference_order):
         Given a single string, record occurrences of new references (denoted by
         flanking dollar signs [$$reference$$]) and replace with number
         reference reflecting order of detection.
-        
+
         Parameters
         ----------
         string : str
@@ -245,15 +224,14 @@ def _replace_reference(string, reference_order):
 
         return string
 
-
     def _parse_urls(self, sheet):
         """
         Convert markdown URL formatting into URL, string tuple
-        
+
         Parameters
         ----------
         sheet : gptables.GPTable, gptables.Cover
-            object containing data with urls        
+            object containing data with urls
         """
         if isinstance(sheet, GPTable):
             elements = [
@@ -263,7 +241,7 @@ def _parse_urls(self, sheet):
                 "source",
                 "scope",
                 "units",
-                ]
+            ]
         elif isinstance(sheet, Cover):
             elements = [
                 "title",
@@ -276,15 +254,15 @@ def _parse_urls(self, sheet):
         for attr in elements:
             attr_current = getattr(sheet, attr)
             setattr(
-                    sheet,
-                    attr,
-                    self._replace_url_in_attr(
-                            attr_current,
-                            )
-                    )
+                sheet,
+                attr,
+                self._replace_url_in_attr(
+                    attr_current,
+                ),
+            )
         if isinstance(sheet, GPTable):
             self._parse_table_urls(sheet)
-    
+
     def _parse_table_urls(self, gptable):
         """
         Parse URLs in table.
@@ -301,13 +279,13 @@ def _parse_table_urls(self, gptable):
                     table.iloc[r, c] = cell
 
         setattr(gptable, "table", table)
-    
+
     def _replace_url_in_attr(self, data):
         """
         Replaces urls in a string or list/dict of strings. Works
         recursively on list elements and dict values. Other types
         are returned without modification.
-        
+
         Parameters
         ----------
         data : any type
@@ -318,24 +296,23 @@ def _replace_url_in_attr(self, data):
         if isinstance(data, list):
             for n in range(len(data)):
                 data[n] = self._replace_url_in_attr(
-                        data[n],
-                        )
+                    data[n],
+                )
         if isinstance(data, dict):
             for key in data.keys():
                 data[key] = self._replace_url_in_attr(
-                        data[key],
-                        )
+                    data[key],
+                )
 
         return data
 
-
     @staticmethod
     def _replace_url(string):
         """
-        Given a single string, record occurrences of markdown 
-        style urls (formatted as `"[url](display_text)"`) and 
+        Given a single string, record occurrences of markdown
+        style urls (formatted as `"[url](display_text)"`) and
         replace with tuples of `(url, string)`
-        
+
         Parameters
         ----------
         string : str
@@ -346,16 +323,18 @@ def _replace_url(string):
         string or dict
             if no markdown style urls found, returns sting
             if found, return dictionary with key `string` and value `url`,
-            where markdown style url in `string` is replaced with `display_text`            
+            where markdown style url in `string` is replaced with `display_text`
         """
-        f_url_pattern = r"\[.+\]\(.+\)" # "[display_text](url)"
+        f_url_pattern = r"\[.+\]\(.+\)"  # "[display_text](url)"
         f_urls = re.findall(f_url_pattern, string)
-        
+
         if len(f_urls) == 0:
             return string
-        
+
         if len(f_urls) > 1:
-            msg = "More than one link found in cell. Excel only permits one link per cell"
+            msg = (
+                "More than one link found in cell. Excel only permits one link per cell"
+            )
             raise ValueError(msg)
         else:
             f_url = f_urls[0]
@@ -367,11 +346,10 @@ def _replace_url(string):
 
             return {string: url}
 
-
     def _write_element(self, pos, element, format_dict):
         """
         Write a single text element of a GPTable to the GPWorksheet.
-        
+
         Parameters
         ----------
         element : str or list
@@ -389,14 +367,13 @@ def _write_element(self, pos, element, format_dict):
         if element:
             self._smart_write(*pos, element, format_dict)
             pos[0] += 1
-        
-        return pos       
 
+        return pos
 
     def _write_element_list(self, pos, element_list, format_dict):
         """
         Writes a list of elements row-wise.
-        
+
         Parameters
         ----------
         element_list : list
@@ -415,9 +392,8 @@ def _write_element_list(self, pos, element_list, format_dict):
         if element_list:
             for element in element_list:
                 pos = self._write_element(pos, element, format_dict)
-        
-        return pos
 
+        return pos
 
     def _write_instructions(self, pos, element, format_dict):
         """
@@ -425,41 +401,36 @@ def _write_instructions(self, pos, element, format_dict):
         """
         return self._write_element(pos, element, format_dict)
 
-
     def _write_source(self, pos, element, format_dict):
         """
         Alias for writting description elements by name.
         """
         return self._write_element(pos, element, format_dict)
 
-    
     def _write_scope(self, pos, element, format_dict):
         """
         Alias for writting description elements by name.
         """
         return self._write_element(pos, element, format_dict)
 
-
     def _write_legend(self, pos, element_list, format_dict):
         """
         Alias for writting description elements by name.
         """
         return self._write_element_list(pos, element_list, format_dict)
 
-
     def _write_notes(self, pos, element_list, format_dict):
         """
         Alias for writting description elements by name.
         """
         return self._write_element_list(pos, element_list, format_dict)
 
-
     def _write_table_elements(self, pos, gptable, auto_width):
         """
         Writes the table and units elements of a GPTable. Uses the
         Workbook Theme, plus any additional formatting associated with the
         GPTable.
-        
+
         Parameters
         ----------
         gptable : gptables.GPTable
@@ -476,111 +447,104 @@ def _write_table_elements(self, pos, gptable, auto_width):
             new position to write next element from
         """
         # Convert whitespace only cells to None
-        gptable.table.replace({r'^\s*$': None}, inplace=True, regex=True)
+        gptable.table.replace({r"^\s*$": None}, inplace=True, regex=True)
 
         if gptable.table.isna().values.all():
-            msg = (f"""
+            msg = f"""
             {gptable.table_name} contains only null or whitespace cells.
             Please provide alternative table containing data.
-            """)
+            """
             raise ValueError(msg)
 
         if gptable.table.isna().all(axis=1).any():
-            msg = (f"""
+            msg = f"""
             Empty or null row found in {gptable.table_name}.
             Please remove blank rows before passing data to GPTable.
-            """)
+            """
             raise ValueError(msg)
 
         if gptable.table.isna().values.any():
-            msg = (f"""
+            msg = f"""
             Empty or null cell found in {gptable.table_name}. The reason for
             missingness should be included in the `GPTable.instructions` attribute.
             There should only be one reason otherwise a shorthand should be
             provided in the `instructions` or `legend` attribute.
             Guidance on shorthand can be found at:
             https://analysisfunction.civilservice.gov.uk/policy-store/symbols-in-tables-definitions-and-help/
-            """)
+            """
             warnings.warn(msg)
 
         # Raise error if any table element is only special characters
-        if gptable.table.astype("string").stack().str.contains('^[^a-zA-Z0-9]*$').any():
-            msg = (f"""
+        if gptable.table.astype("string").stack().str.contains("^[^a-zA-Z0-9]*$").any():
+            msg = f"""
             Cell found in {gptable.table_name} containing only special characters,
             replace with alphanumeric characters before inputting to GPTable.
             Guidance on symbols in tables can be found at:
             https://analysisfunction.civilservice.gov.uk/policy-store/symbols-in-tables-definitions-and-help/
-            """)
+            """
             raise ValueError(msg)
 
         # Get theme
         theme = self.theme
-                
+
         # Reset position to left col on next row
         pos[1] = 0
-        
-        ## Create data array
+
+        # Create data array
         index_levels = gptable.index_levels
         index_columns = [col for col in gptable.index_columns.values()]
         data = pd.DataFrame(gptable.table, copy=True)
-            
+
         # Create row containing column headings
         data.loc[-1] = data.columns
         data.index = data.index + 1
         data.sort_index(inplace=True)
-        
-        ## Create formats array
+
+        # Create formats array
         # pandas.DataFrame did NOT want to hold dictionaries, so be wary
         formats = pd.DataFrame().reindex_like(data)
         dict_row = [{} for n in range(formats.shape[1])]
         for row in range(formats.shape[0]):
             dict_row = [{} for n in range(formats.shape[1])]
             formats.iloc[row] = dict_row
-        
-        ## Add Theme formatting to formats dataframe
+
+        # Add Theme formatting to formats dataframe
         format_headings_from = 0
         self._apply_format(
-                formats.iloc[0, format_headings_from:],
-                theme.column_heading_format
-                )
-        
-        self._apply_format(
-                formats.iloc[1:, index_levels:],
-                theme.data_format
-                )
-        
+            formats.iloc[0, format_headings_from:], theme.column_heading_format
+        )
+
+        self._apply_format(formats.iloc[1:, index_levels:], theme.data_format)
+
         index_level_formats = [
-                theme.index_1_format,
-                theme.index_2_format,
-                theme.index_3_format
-                ]
+            theme.index_1_format,
+            theme.index_2_format,
+            theme.index_3_format,
+        ]
         for level, col in gptable.index_columns.items():
             self._apply_format(
                 formats.iloc[1:, col],
-                index_level_formats[level - 1]  # Account for 0-indexing
-                )
+                index_level_formats[level - 1],  # Account for 0-indexing
+            )
 
         self._apply_column_alignments(data, formats, index_columns)
 
-        ## Add additional table-specific formatting from GPTable
+        # Add additional table-specific formatting from GPTable
         self._apply_additional_formatting(
-                formats,
-                gptable.additional_formatting,
-                gptable.index_levels
-                )
-        
-        ## Write table
+            formats, gptable.additional_formatting, gptable.index_levels
+        )
+
+        # Write table
         pos = self._write_array(pos, data, formats)
 
-        ## Set columns widths
+        # Set columns widths
         if auto_width:
             widths = self._calculate_column_widths(data, formats)
             self._set_column_widths(widths)
 
         self._mark_data_as_worksheet_table(gptable, formats)
-        
-        return pos
 
+        return pos
 
     def _apply_column_alignments(self, data_table, formats_table, index_columns):
         """
@@ -600,7 +564,7 @@ def _apply_column_alignments(self, data_table, formats_table, index_columns):
         # Using np.nan instead on None for backwards compatibility with pandas <=1.4
         data_table_copy = data_table.replace(
             regex=r"\[[\w\s]+\]",
-            value = np.nan,
+            value=np.nan,
         )
 
         data_table_copy = data_table_copy.convert_dtypes()
@@ -612,27 +576,23 @@ def _apply_column_alignments(self, data_table, formats_table, index_columns):
                 alignment_dict = {"align": "left"}
 
             elif pd.api.types.is_numeric_dtype(column_types[column]):
-                alignment_dict = {"align" : "right"}
+                alignment_dict = {"align": "right"}
 
             else:
                 alignment_dict = {"align": "left"}
 
             self._apply_format(formats_table[column], alignment_dict)
 
-
     def _apply_additional_formatting(
-            self,
-            formats_table,
-            additional_formatting,
-            index_levels
-            ):
+        self, formats_table, additional_formatting, index_levels
+    ):
         """
         Apply row, column and cell formatting to dataframe of formats.
         """
         for item in additional_formatting:
             fmt_type = list(item.keys())[0]
             format_desc = item[fmt_type]
-            
+
             if fmt_type == "cell":
                 formatting = format_desc["format"]
                 cell_ilocs = format_desc["cells"]
@@ -640,24 +600,19 @@ def _apply_additional_formatting(
                     cell_ilocs = [cell_ilocs]
                 for row, col in cell_ilocs:
                     formats_table_slice = formats_table.iloc[row, col]
-                    
-                    self._apply_format(
-                        formats_table_slice,
-                        formatting
-                        )
+
+                    self._apply_format(formats_table_slice, formatting)
                 return None
-            
+
             if fmt_type == "column":
                 cols_iloc = [
-                        formats_table.columns.get_loc(col)
-                        if isinstance(col, str)
-                        else col
-                        for col in format_desc["columns"]
-                        ]
+                    formats_table.columns.get_loc(col) if isinstance(col, str) else col
+                    for col in format_desc["columns"]
+                ]
                 row_start = 0
                 if "include_names" in format_desc.keys():
                     row_start = 0 if format_desc["include_names"] else 1
-    
+
                 formats_table_slice = formats_table.iloc[row_start:, cols_iloc]
                 formatting = format_desc["format"]
 
@@ -666,21 +621,17 @@ def _apply_additional_formatting(
                 col_start = 0
                 if "include_names" in format_desc.keys():
                     col_start = 0 if format_desc["include_names"] else index_levels
-    
+
                 formats_table_slice = formats_table.iloc[rows_iloc, col_start:]
                 formatting = format_desc["format"]
-            
-            self._apply_format(
-                formats_table_slice,
-                formatting
-                )
 
+            self._apply_format(formats_table_slice, formatting)
 
     def _write_array(self, pos, data, formats):
         """
         Write a two-dimensional array to the current Worksheet, starting from
         the specified position.
-        
+
         Parameters
         ----------
         data : pandas.DataFrame
@@ -690,7 +641,7 @@ def _write_array(self, pos, data, formats):
             to each cell of data
         pos : list
             the position of the top left cell to start writing the array from
-            
+
         Returns
         -------
         pos : list
@@ -698,7 +649,7 @@ def _write_array(self, pos, data, formats):
         """
         if data.shape != formats.shape:
             raise ValueError("data and formats arrays must be of equal shape")
-        
+
         rows, cols = data.shape
         for row in range(rows):
             for col in range(cols):
@@ -706,16 +657,12 @@ def _write_array(self, pos, data, formats):
                 cell_format_dict = formats.iloc[row, col]
 
                 self._smart_write(
-                    pos[0] + row,
-                    pos[1] + col,
-                    cell_data,
-                    cell_format_dict
-                    )
-        
+                    pos[0] + row, pos[1] + col, cell_data, cell_format_dict
+                )
+
         pos = [pos[0] + rows, 0]
-        
-        return pos
 
+        return pos
 
     def _mark_data_as_worksheet_table(self, gptable, formats_dataframe):
         """
@@ -738,25 +685,27 @@ def _mark_data_as_worksheet_table(self, gptable, formats_dataframe):
         ]
 
         column_headers = [
-            {'header': header, 'header_format': header_format}
+            {"header": header, "header_format": header_format}
             for header, header_format in zip(column_list, formats_list)
         ]
 
-        self.add_table(*data_range,
-                       {'header_row': True,
-                        'autofilter': False,
-                        'columns': column_headers,
-                        'style': None,
-                        'name': gptable.table_name
-                        })
-
+        self.add_table(
+            *data_range,
+            {
+                "header_row": True,
+                "autofilter": False,
+                "columns": column_headers,
+                "style": None,
+                "name": gptable.table_name,
+            },
+        )
 
     def _smart_write(self, row, col, data, format_dict, *args):
         """
         Depending on the input data, this function will write rich strings or
         use the standard `write()` method. For rich strings, the base format is
         merged with each rich format supplied within data.
-        
+
         Parameters
         ----------
         row : int
@@ -772,7 +721,7 @@ def _smart_write(self, row, col, data, format_dict, *args):
             (first) value as URL.
         format_dict : dict
             Dictionary containing base format for the string.
-            
+
         Returns
         -------
         None
@@ -785,7 +734,9 @@ def _smart_write(self, row, col, data, format_dict, *args):
                 self._smart_write(row, col, data, format_dict, *args)
 
             elif any([isinstance(element, FormatList) for element in data]):
-                self._write_with_newlines_and_custom_formats(wb, row, col, data, format_dict, *args)
+                self._write_with_newlines_and_custom_formats(
+                    wb, row, col, data, format_dict, *args
+                )
 
             else:
                 self._write_with_newlines(wb, row, col, data, format_dict, *args)
@@ -801,7 +752,7 @@ def _smart_write(self, row, col, data, format_dict, *args):
 
         elif isinstance(data, dict):
             self._write_dict_as_url(wb, row, col, data, format_dict, *args)
-            
+
         elif pd.isna(data):
             self.write_blank(row, col, None, wb.add_format(format_dict))
 
@@ -809,8 +760,9 @@ def _smart_write(self, row, col, data, format_dict, *args):
             # Write handles all other write types dynamically
             self.write(row, col, data, wb.add_format(format_dict), *args)
 
-
-    def _write_with_newlines_and_custom_formats(self, wb, row, col, data, format_dict, *args):
+    def _write_with_newlines_and_custom_formats(
+        self, wb, row, col, data, format_dict, *args
+    ):
         """
         Take list of FormatList (and str), join with newline characters and smart write
         """
@@ -829,35 +781,24 @@ def _write_with_newlines_and_custom_formats(self, wb, row, col, data, format_dic
                 element_stings = [item for item in element if isinstance(item, str)]
                 first_string = element_stings[0]
                 new_string = "\n" + first_string
-                element_with_newline = [new_string if item == first_string else item for item in element]
+                element_with_newline = [
+                    new_string if item == first_string else item for item in element
+                ]
             else:
                 element_with_newline = ["\n" + str(element)]
             data_with_newlines.extend(element_with_newline)
 
         self._write_with_custom_formats(
-            wb,
-            row,
-            col,
-            FormatList(data_with_newlines),
-            format_dict,
-            *args
+            wb, row, col, FormatList(data_with_newlines), format_dict, *args
         )
 
-
     def _write_with_newlines(self, wb, row, col, data, format_dict, *args):
         """
         Take list of str, join with newline character and write
         """
         data_string = "\n".join(data)
 
-        self.write(
-            row,
-            col,
-            data_string,
-            wb.add_format(format_dict),
-            *args
-        )
-
+        self.write(row, col, data_string, wb.add_format(format_dict), *args)
 
     def _write_with_custom_formats(self, wb, row, col, data, format_dict, *args):
         data_with_custom_formats = []
@@ -871,22 +812,17 @@ def _write_with_custom_formats(self, wb, row, col, data, format_dict, *args):
                 data_with_custom_formats.append(item)
 
         data_with_all_formats = []
-        for n in range(len(data_with_custom_formats)-1):
+        for n in range(len(data_with_custom_formats) - 1):
             data_with_all_formats.append(data_with_custom_formats[n])
             if isinstance(data_with_custom_formats[n], str):
-                if isinstance(data_with_custom_formats[n+1], str):
+                if isinstance(data_with_custom_formats[n + 1], str):
                     data_with_all_formats.append(wb.add_format(format_dict))
         data_with_all_formats.append(data_with_custom_formats[-1])
 
         self.write_rich_string(
-            row,
-            col,
-            *data_with_all_formats,
-            wb.add_format(format_dict),
-            *args
+            row, col, *data_with_all_formats, wb.add_format(format_dict), *args
         )
 
-
     def _write_dict_as_url(self, workbook, row, col, data, format_dict, *args):
         url = list(data.values())[0]
         display_text = list(data.keys())[0]
@@ -895,15 +831,9 @@ def _write_dict_as_url(self, workbook, row, col, data, format_dict, *args):
         url_format.update({"underline": True, "font_color": "blue"})
 
         self.write_url(
-            row,
-            col,
-            url,
-            workbook.add_format(url_format),
-            display_text,
-            *args
+            row, col, url, workbook.add_format(url_format), display_text, *args
         )
 
-
     @staticmethod
     def _apply_format(format_table_slice, format_dict):
         """
@@ -911,29 +841,19 @@ def _apply_format(format_table_slice, format_dict):
         dictionary. Handles dict, series or dataframes.
         """
         if isinstance(format_table_slice, pd.Series):
-            (format_table_slice
-             .apply(lambda d: d.update(format_dict))
-             )
+            (format_table_slice.apply(lambda d: d.update(format_dict)))
         elif isinstance(format_table_slice, pd.DataFrame):
             # Vectorised for 2D
-            (format_table_slice
-             .apply(np.vectorize(lambda d: d.update(format_dict)))
-             )
+            (format_table_slice.apply(np.vectorize(lambda d: d.update(format_dict))))
         elif isinstance(format_table_slice, dict):
             format_table_slice.update(format_dict)
 
-
     def _set_column_widths(self, widths):
         """
         Set the column widths using a list of widths.
         """
         for col_number in range(len(widths)):
-            self.set_column(
-                col_number,
-                col_number,
-                widths[col_number]
-            )
-
+            self.set_column(col_number, col_number, widths[col_number])
 
     def _calculate_column_widths(self, table, formats_table):
         """
@@ -947,7 +867,7 @@ def _calculate_column_widths(self, table, formats_table):
         formats_table: pd.DataFrame
             formats table to retrieve font size from
 
-        Returns 
+        Returns
         -------
         col_widths : list
             width to apply to Excel columns
@@ -956,47 +876,44 @@ def _calculate_column_widths(self, table, formats_table):
         max_lengths = [
             table.iloc[:, col].apply(self._longest_line_length).max()
             for col in range(cols)
-            ]
+        ]
 
         max_font_sizes = [
-            formats_table.iloc[:, col]
-            .apply(lambda x: x.get("font_size") or 10).max()
+            formats_table.iloc[:, col].apply(lambda x: x.get("font_size") or 10).max()
             for col in range(cols)
-            ]
+        ]
 
         col_widths = [
-            self._excel_string_width(l, f)
-            for l, f in zip(max_lengths, max_font_sizes)
-            ]
+            self._excel_string_width(leng, f)
+            for leng, f in zip(max_lengths, max_font_sizes)
+        ]
         return col_widths
 
-        
     @staticmethod
     def _excel_string_width(string_len, font_size):
         """
         Calculate the rough length of a string in Excel character units.
         This crude estimate does not account for font name or other font format
         (e.g. wrapping).
-        
+
         Parameters
         ----------
         string_len : int
             length of string to calculate width in Excel for
         font_size : int
             size of font
-        
-        Returns 
+
+        Returns
         -------
         excel_width : float
             width of equivalent string in Excel
-        """    
+        """
         if string_len == 0:
             excel_width = 0
         else:
             excel_width = string_len * ((font_size * 0.12) - 0.09)
-        
-        return excel_width
 
+        return excel_width
 
     def _longest_line_length(self, cell_val):
         """
@@ -1009,7 +926,7 @@ def _longest_line_length(self, cell_val):
 
         Parameters
         ----------
-        cell_val: 
+        cell_val:
             cell value
 
         Returns
@@ -1055,16 +972,16 @@ def __init__(self, filename=None, options={}):
     def add_worksheet(self, name=None, gridlines="hide_all"):
         """
         Overwrite add_worksheet() to create a GPWorksheet object.
-        
+
         Parameters
         ----------
         name : str (optional)
             name of the the worksheet to be created
         gridlines : string, optional
-        option to hide or show gridlines on worksheets. "show_all" - don't 
-        hide gridlines, "hide_printed" - hide printed gridlines only, or 
+        option to hide or show gridlines on worksheets. "show_all" - don't
+        hide gridlines, "hide_printed" - hide printed gridlines only, or
         "hide_all" - hide screen and printed gridlines.
-        
+
         Returns
         -------
         worksheet : gptables.GPWorksheet
@@ -1073,33 +990,31 @@ def add_worksheet(self, name=None, gridlines="hide_all"):
         worksheet = super(GPWorkbook, self).add_worksheet(name, GPWorksheet)
         worksheet.theme = self.theme
         worksheet._workbook = self  # Create reference to wb, for formatting
-        
-        worksheet.hide_gridlines({
-            "show_all": 0,
-            "hide_printed": 1,
-            "hide_all": 2
-            }[gridlines]
+
+        worksheet.hide_gridlines(
+            {"show_all": 0, "hide_printed": 1, "hide_all": 2}[gridlines]
         )
-        
-        return worksheet
 
+        return worksheet
 
     def set_theme(self, theme):
         """
         Sets the theme for all GPTable objects written to the Workbook.
-        
+
         Parameters
         ----------
         theme : gptables.Theme
             a Theme object containing the formatting to be applied to GPTable
             objects written to Worksheets within this Workbook
-        
+
         Returns
         -------
         None
         """
         if not isinstance(theme, Theme):
-            raise TypeError(f"`theme` must be a gptables.Theme object, not: {type(theme)}")
+            raise TypeError(
+                f"`theme` must be a gptables.Theme object, not: {type(theme)}"
+            )
         self.theme = theme
 
     def _update_annotations(self, sheets):
@@ -1114,13 +1029,13 @@ def _update_annotations(self, sheets):
     def make_table_of_contents(
         self,
         sheets,
-        additional_elements = None,
-        column_names = None,
-        table_name = None,
-        title = None,
-        subtitles = None,
-        instructions = None,
-        ):
+        additional_elements=None,
+        column_names=None,
+        table_name=None,
+        title=None,
+        subtitles=None,
+        instructions=None,
+    ):
         """
         Generate table of contents from sheet and optional customisation parameters.
 
@@ -1160,12 +1075,14 @@ def make_table_of_contents(
         if additional_elements is not None:
             valid_elements = ["subtitles", "scope", "source", "instructions"]
             if not all(element in valid_elements for element in additional_elements):
-                msg = ("Cover `additional_elements` list can only contain"
-                    "'subtitles', 'scope', 'source' and 'instructions'")
+                msg = (
+                    "Cover `additional_elements` list can only contain"
+                    "'subtitles', 'scope', 'source' and 'instructions'"
+                )
                 raise ValueError(msg)
 
         contents_dict = {}
-        for label, gptable in sheets.items(): 
+        for label, gptable in sheets.items():
             contents_entry = []
             contents_entry.append(self._strip_annotation_references(gptable.title))
 
@@ -1173,24 +1090,33 @@ def make_table_of_contents(
                 for element in additional_elements:
                     content = getattr(gptable, element)
                     if element == "subtitles":
-                        [contents_entry.append(self._strip_annotation_references(element)) for element in content]
+                        [
+                            contents_entry.append(
+                                self._strip_annotation_references(element)
+                            )
+                            for element in content
+                        ]
                     else:
-                        contents_entry.append(self._strip_annotation_references(content))
+                        contents_entry.append(
+                            self._strip_annotation_references(content)
+                        )
 
             link = {label: f"internal:'{label}'!A1"}
 
             contents_dict[label] = [link, contents_entry]
 
-        contents_table = pd.DataFrame.from_dict(contents_dict, orient="index").reset_index(drop=True)
+        contents_table = pd.DataFrame.from_dict(
+            contents_dict, orient="index"
+        ).reset_index(drop=True)
 
         contents_table.columns = column_names
 
         return GPTable(
-            table=contents_table, 
-            table_name=table_name, 
-            title=title, 
-            subtitles=subtitles, 
-            instructions=instructions
+            table=contents_table,
+            table_name=table_name,
+            title=title,
+            subtitles=subtitles,
+            instructions=instructions,
         )
 
     @staticmethod
@@ -1202,28 +1128,27 @@ def _strip_annotation_references(text):
         if isinstance(text, str):
             no_annotations = re.sub(pattern, "", text)
         elif isinstance(text, FormatList):
-            no_annotations = FormatList([
-                re.sub(pattern, "", part)
-                if isinstance(part, str) else part
-                for part in text.list
-                ])
-        elif isinstance(text, list): # TODO: this shouldn't get used - check and delete
+            no_annotations = FormatList(
+                [
+                    re.sub(pattern, "", part) if isinstance(part, str) else part
+                    for part in text.list
+                ]
+            )
+        elif isinstance(text, list):  # TODO: this shouldn't get used - check and delete
             no_annotations = [
-                re.sub(pattern, "", part)
-                if isinstance(part, str) else part
+                re.sub(pattern, "", part) if isinstance(part, str) else part
                 for part in text
-                ]
-        
-        return no_annotations
+            ]
 
+        return no_annotations
 
     def make_notesheet(
         self,
         notes_table,
-        table_name = None,
-        title = None,
-        instructions = None,
-        ):
+        table_name=None,
+        title=None,
+        instructions=None,
+    ):
         """
         Generate notes table sheets from notes table and optional customisation parameters.
 
@@ -1257,22 +1182,24 @@ def make_notesheet(
         ordered_refs = self._annotations
 
         order_df = pd.DataFrame({"order": ordered_refs})
-        
+
         notes = notes_table.copy()
         notes = notes.rename(columns={notes.columns[0]: "order"})
 
         ordered_notes = order_df.merge(notes, on="order", how="left")
-        
+
         unreferenced_notes = notes[~notes["order"].isin(ordered_notes["order"])]
 
         if not unreferenced_notes.empty:
-            warnings.warn(f"The following notes are not referenced: {list(unreferenced_notes['order'])}")
+            warnings.warn(
+                f"The following notes are not referenced: {list(unreferenced_notes['order'])}"
+            )
 
             ordered_notes = pd.concat([ordered_notes, unreferenced_notes])
 
         # replace note references with note number
-        ordered_notes = (ordered_notes
-            .reset_index()
+        ordered_notes = (
+            ordered_notes.reset_index()
             .rename(columns={"index": "Note number"})
             .drop(columns=["order"])
         )
@@ -1281,9 +1208,9 @@ def make_notesheet(
         ordered_notes["Note number"] = ordered_notes["Note number"] + 1
 
         return GPTable(
-            table=ordered_notes, 
-            table_name=table_name, 
-            title=title, 
+            table=ordered_notes,
+            table_name=table_name,
+            title=title,
             instructions=instructions,
-            index_columns={}
+            index_columns={},
         )
diff --git a/gptables/examples/penguins_additional_formatting.py b/gptables/examples/penguins_additional_formatting.py
index fce3e67b..6f5fc464 100644
--- a/gptables/examples/penguins_additional_formatting.py
+++ b/gptables/examples/penguins_additional_formatting.py
@@ -22,31 +22,32 @@
 which can also be modified.
 """
 
-import gptables as gpt
-import pandas as pd
-import numpy as np
 from pathlib import Path
 
-## Read data and arrange
+import pandas as pd
+
+import gptables as gpt
+
+# Read data and arrange
 parent_dir = Path(__file__).parents[1]
 
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
-#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
 
-## Define table elements
+# Define table elements
 penguins_table_name = "penguins_statistics"
 penguins_title = "Penguins"
 
-#Individual words/phrases can have formatting applied without the use of the additional_formatting argument
+# Individual words/phrases can have formatting applied without the use of the additional_formatting argument
 penguins_subtitles = [
     "The first subtitle",
-    [{"bold": True}, "Just", " another subtitle"]
-    ]
-penguins_units = {key: "mm" for key in range(2,5)}
+    [{"bold": True}, "Just", " another subtitle"],
+]
+penguins_units = {key: "mm" for key in range(2, 5)}
 penguins_scope = "Penguins"
 
-## Define additional formatting
+# Define additional formatting
 # Columns can be referenced by name or number
 # Rows may only be referenced by number
 # Column and row numbers refer to the table elements, including indexes and column headings
@@ -54,17 +55,25 @@
     {
         "column": {
             "columns": ["Species", "Island"],  # str, int or list of either
-            "format": {"align": "center","italic":True}, #The "Species" and "Island" columns are centre-aligned and made italic
+            "format": {
+                "align": "center",
+                "italic": True,
+            },  # The "Species" and "Island" columns are centre-aligned and made italic
         }
     },
-    {"column": {"columns": [3], "format": {"left": 1}}}, #Gives the fourth column a left border
+    {
+        "column": {"columns": [3], "format": {"left": 1}}
+    },  # Gives the fourth column a left border
     {
         "row": {
             "rows": -1,  # Numbers only, but can refer to last row using -1
-            "format": {"bottom": 1, "indent":2},  # Give the last row a border at the bottom of each cell and indents two levels
+            "format": {
+                "bottom": 1,
+                "indent": 2,
+            },  # Give the last row a border at the bottom of each cell and indents two levels
         }
     },
-    ]
+]
 
 kwargs = {
     "table_name": penguins_table_name,
@@ -74,32 +83,31 @@
     "scope": penguins_scope,
     "source": None,
     "additional_formatting": penguins_additional_formatting,
-    }
+}
 
-## Define our GPTable
+# Define our GPTable
 penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
 
-## Use produce workbook to return GPWorkbook
+# Use produce workbook to return GPWorkbook
 if __name__ == "__main__":
     output_path = parent_dir / "python_penguins_additional_formatting_gptable.xlsx"
-    wb = gpt.produce_workbook(
-        filename=output_path, sheets={"Penguins": penguins_table}
-        )
+    wb = gpt.produce_workbook(filename=output_path, sheets={"Penguins": penguins_table})
 
     # Carry out additional modifications on the GPWorkbook or GPWorksheets
     # This supports all `XlsxWriter` package functionality
     ws = wb.worksheets()[0]
     ws.set_row(0, 30)  # Set the height of the first row
 
-    #To format cells using the set_row or set_column functions we must use a workbook to create a format object
-    italic_format=wb.add_format({"italic":True})
-    ws.set_column(2,3,10,italic_format) #Sets the width of the third and fourth column and makes them italic
-    
-    #Note that the first two arguments of set_column are the first and last columns (inclusive) you want to format as opposed
-    #to set_row which only affects a single row at a time (the first argument).
+    # To format cells using the set_row or set_column functions we must use a workbook to create a format object
+    italic_format = wb.add_format({"italic": True})
+    ws.set_column(
+        2, 3, 10, italic_format
+    )  # Sets the width of the third and fourth column and makes them italic
+
+    # Note that the first two arguments of set_column are the first and last columns (inclusive) you want to format as opposed
+    # to set_row which only affects a single row at a time (the first argument).
 
     # Finally use the close method to save the output
-    
+
     wb.close()
     print("Output written at: ", output_path)
-    
\ No newline at end of file
diff --git a/gptables/examples/penguins_cover.py b/gptables/examples/penguins_cover.py
index 5799063d..ff916312 100644
--- a/gptables/examples/penguins_cover.py
+++ b/gptables/examples/penguins_cover.py
@@ -2,32 +2,30 @@
 Penguins - Cover Page
 -----------------
 
-This example demonstrates use of the ``gptables.Cover`` class to create a cover page. This example also 
+This example demonstrates use of the ``gptables.Cover`` class to create a cover page. This example also
 demonstrates the usage of the ``index_columns``.
 
 A gptables cover page contains a range of custom text elements, along with a hyperlinked table of contents.
 Text elements are defined as a ``gptables.Cover`` instance, which is passed to the ``cover`` parameter of ``gptables.write_workbook()`` or ``gptables.produce_workbook()``.
 """
 
-import gptables as gpt
-import pandas as pd
-import numpy as np
 from pathlib import Path
 
-## Read data
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
 parent_dir = Path(__file__).parents[1]
 
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
-#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
 
-## Define table elements
+# Define table elements
 penguins_table_name = "penguins_statistics"
 penguins_title = "The Penguins Dataset"
-penguins_subtitles = [
-    "This is the first subtitle",
-    "Just another subtitle"
-    ]
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
 penguins_scope = "Penguins"
 penguins_source = "Palmer Station, Antarctica"
 
@@ -37,25 +35,31 @@
     "subtitles": penguins_subtitles,
     "scope": penguins_scope,
     "source": penguins_source,
-    "index_columns": {2: 0}  # The level 2 index from our Pandas dataframe is put in the first (zeroth with Python indexing) column of the spreadsheet
-    }
+    "index_columns": {
+        2: 0
+    },  # The level 2 index from our Pandas dataframe is put in the first (zeroth with Python indexing) column of the spreadsheet
+}
 
-## Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, table_name="penguins_statistics", **kwargs)
+# Define our GPTable
+penguins_table = gpt.GPTable(
+    table=penguins_data, table_name="penguins_statistics", **kwargs
+)
 
-penguins_sheets = {
-    "Penguins": penguins_table
-}
+penguins_sheets = {"Penguins": penguins_table}
 
 penguins_cover = gpt.Cover(
     cover_label="Cover",
     title="A Workbook containing two copies of the data",
     intro=["This is some introductory information", "And some more"],
     about=["Even more info about my data", "And a little more"],
-    contact=["John Doe", "Tel: 345345345", "Email: [john.doe@snailmail.com](mailto:john.doe@snailmail.com)"],
-    )
+    contact=[
+        "John Doe",
+        "Tel: 345345345",
+        "Email: [john.doe@snailmail.com](mailto:john.doe@snailmail.com)",
+    ],
+)
 
-## Use write_workbook to win!
+# Use write_workbook to win!
 if __name__ == "__main__":
     output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
     gpt.write_workbook(
diff --git a/gptables/examples/penguins_minimal.py b/gptables/examples/penguins_minimal.py
index 27441f9c..3e8650e9 100644
--- a/gptables/examples/penguins_minimal.py
+++ b/gptables/examples/penguins_minimal.py
@@ -13,41 +13,45 @@
 using the ``theme`` parameter. Or you can rely on our default - gptheme.
 """
 
-import gptables as gpt
-import pandas as pd
-import numpy as np
 from pathlib import Path
 
-## Read data
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
 parent_dir = Path(__file__).parents[1]
 
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
-#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
 
-## Define table elements
+# Define table elements
 penguins_table_name = "penguins_statistics"
 penguins_title = "The Penguins Dataset"
-penguins_subtitles = [
-    "This is the first subtitle",
-    "Just another subtitle"
-    ]
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
 penguins_scope = "Penguins"
 penguins_source = "Palmer Station, Antarctica"
 
-## Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, table_name=penguins_table_name, title=penguins_title, subtitles=penguins_subtitles,
-                         scope=penguins_scope, source=penguins_source)
-
-#Every table must be associated to a sheet name for writing
+# Define our GPTable
+penguins_table = gpt.GPTable(
+    table=penguins_data,
+    table_name=penguins_table_name,
+    title=penguins_title,
+    subtitles=penguins_subtitles,
+    scope=penguins_scope,
+    source=penguins_source,
+)
+
+# Every table must be associated to a sheet name for writing
 penguins_sheets = {"Penguins": penguins_table}
 
-## Use write_workbook to win!
+# Use write_workbook to win!
 if __name__ == "__main__":
     output_path = parent_dir / "python_penguins_gptable.xlsx"
     gpt.write_workbook(
-        filename=output_path, 
+        filename=output_path,
         sheets=penguins_sheets,
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]}
-        )
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
     print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_minimal_alternate.py b/gptables/examples/penguins_minimal_alternate.py
index 9803059d..ce37da84 100644
--- a/gptables/examples/penguins_minimal_alternate.py
+++ b/gptables/examples/penguins_minimal_alternate.py
@@ -6,48 +6,46 @@
 This code is equivalent to that in the above example.
 """
 
-import gptables as gpt
-import pandas as pd
-import numpy as np
 from pathlib import Path
 
-## Read data
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
 parent_dir = Path(__file__).parents[1]
 
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
-#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
 
-## Define table elements
+# Define table elements
 penguins_table_name = "penguins_statistics"
 penguins_title = "The Penguins Dataset"
-penguins_subtitles = [
-    "This is the first subtitle",
-    "Just another subtitle"
-    ]
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
 penguins_scope = "Penguins"
 penguins_source = "Palmer Station, Antarctica"
 
-#Use kwargs to pass these to the appropriate parameters
+# Use kwargs to pass these to the appropriate parameters
 kwargs = {
     "table_name": penguins_table_name,
     "title": penguins_title,
     "subtitles": penguins_subtitles,
     "scope": penguins_scope,
     "source": penguins_source,
-    }
+}
 
 penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
 
-#Every table must be associated to a sheet name for writing
+# Every table must be associated to a sheet name for writing
 penguins_sheets = {"Penguins": penguins_table}
 
-## Use write_workbook to win!
+# Use write_workbook to win!
 if __name__ == "__main__":
     output_path = parent_dir / "python_penguins_gptable.xlsx"
     gpt.write_workbook(
-        filename=output_path, 
+        filename=output_path,
         sheets=penguins_sheets,
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]}
-        )
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
     print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_multiple_sheets.py b/gptables/examples/penguins_multiple_sheets.py
index d1fcc867..6b86b85a 100644
--- a/gptables/examples/penguins_multiple_sheets.py
+++ b/gptables/examples/penguins_multiple_sheets.py
@@ -6,26 +6,24 @@
 will auto-generate a table of contents.
 """
 
-import gptables as gpt
-import pandas as pd
-import numpy as np
-from pathlib import Path
 from copy import deepcopy
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
 
-## Read data
+# Read data
 parent_dir = Path(__file__).parents[1]
 
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
-#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
 
-## Define table elements
+# Define table elements
 penguins_table_name = "penguins_statistics"
 penguins_title = "The Penguins Dataset"
-penguins_subtitles = [
-    "This is the first subtitle",
-    "Just another subtitle"
-    ]
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
 penguins_scope = "Penguins"
 penguins_source = "Palmer Station, Antarctica"
 
@@ -34,26 +32,24 @@
     "title": penguins_title,
     "subtitles": penguins_subtitles,
     "scope": penguins_scope,
-    "source": penguins_source
-    }
+    "source": penguins_source,
+}
 
-## Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, table_name="penguins_statistics", **kwargs)
+# Define our GPTable
+penguins_table = gpt.GPTable(
+    table=penguins_data, table_name="penguins_statistics", **kwargs
+)
 
 penguins_table_copy = deepcopy(penguins_table)
 penguins_table_copy.set_title("A copy of the first sheet")
-penguins_table_copy.set_table_name("penguins_statistics_copy") #All tables in a single workbook must have a unique name
+penguins_table_copy.set_table_name(
+    "penguins_statistics_copy"
+)  # All tables in a single workbook must have a unique name
 
-penguins_sheets = {
-    "Penguins": penguins_table,
-    "Copy of Penguins": penguins_table_copy
-}
+penguins_sheets = {"Penguins": penguins_table, "Copy of Penguins": penguins_table_copy}
 
-## Use write_workbook to win!
+# Use write_workbook to win!
 if __name__ == "__main__":
     output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets
-    )
+    gpt.write_workbook(filename=output_path, sheets=penguins_sheets)
     print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_notes.py b/gptables/examples/penguins_notes.py
index 3f3915af..9722bbae 100644
--- a/gptables/examples/penguins_notes.py
+++ b/gptables/examples/penguins_notes.py
@@ -2,42 +2,51 @@
 Penguins - Notes Example
 ----------------------
 
-This example demonstrates how to include notes in a GPTable. Notes cannot 
-be included in data cells but may appear either in column headers or in text such 
+This example demonstrates how to include notes in a GPTable. Notes cannot
+be included in data cells but may appear either in column headers or in text such
 as titles, subtitles, etc.
 
-Placeholders for notes are put in using the notation, $$note$$. The actual note text 
+Placeholders for notes are put in using the notation, $$note$$. The actual note text
 must be provided as a Pandas dataframe to the notes_table argument of the ``gptables.write_workbook`` function.
 This dataframe should contain the text of the placeholder, the actual text you want in the note and (optionally)
 any hyperlinks you want in the note.
 """
 
-import gptables as gpt
-import pandas as pd
-import numpy as np
 from pathlib import Path
 
-## Read data
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
 parent_dir = Path(__file__).parents[1]
 
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
-#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
 
-## Define table elements
+# Define table elements
 
 penguins_table_name = "penguins_statistics"
 
-#Notes are added by using $$note$$ in text
+# Notes are added by using $$note$$ in text
 penguins_title = "The Penguins Dataset$$noteabouty$$"
 penguins_subtitles = [
     "This is the first subtitle$$noteaboutx$$",
-    "Just another subtitle"
-    ]
+    "Just another subtitle",
+]
 
-#Notes can also be included in column headers, see below
-penguins_table_notes = {"species": "$$noteaboutx$$", 2: "$$noteaboutz$$"} #Columns can be referenced either by index or by name
-penguins_units = {2:"mm", "bill_depth_mm":"mm",4:"mm","body_mass_g":"g"} #As above for column referencing
+# Notes can also be included in column headers, see below
+penguins_table_notes = {
+    "species": "$$noteaboutx$$",
+    2: "$$noteaboutz$$",
+}  # Columns can be referenced either by index or by name
+penguins_units = {
+    2: "mm",
+    "bill_depth_mm": "mm",
+    4: "mm",
+    "body_mass_g": "g",
+}  # As above for column referencing
 penguins_scope = "Penguins"
 penguins_source = "Palmer Station, Antarctica"
 
@@ -49,29 +58,37 @@
     "table_notes": penguins_table_notes,
     "scope": penguins_scope,
     "source": penguins_source,
-    }
+}
 
-## Define our GPTable
+# Define our GPTable
 penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
 
 penguins_sheets = {"Penguins": penguins_table}
 
-# Notesheet - Note that the ordering of each list only matters with respect to the other lists in the "notes" dictionary. 
+# Notesheet - Note that the ordering of each list only matters with respect to the other lists in the "notes" dictionary.
 # GPTables will use the "Note reference" list to ensure the "Note text" is assigned correctly
 notes = {
     "Note reference": ["noteaboutz", "noteaboutx", "noteabouty"],
-    "Note text": ["This is a note about z linking to google.", "This is a note about x linking to duckduckgo.", "This is a note about y linking to the ONS website."],
-    "Useful link": ["[google](https://www.google.com)", "[duckduckgo](https://duckduckgo.com/)", "[ONS](https://www.ons.gov.uk)"],
-    }
+    "Note text": [
+        "This is a note about z linking to google.",
+        "This is a note about x linking to duckduckgo.",
+        "This is a note about y linking to the ONS website.",
+    ],
+    "Useful link": [
+        "[google](https://www.google.com)",
+        "[duckduckgo](https://duckduckgo.com/)",
+        "[ONS](https://www.ons.gov.uk)",
+    ],
+}
 penguins_notes_table = pd.DataFrame.from_dict(notes)
 
-## Use write_workbook to win!
+# Use write_workbook to win!
 if __name__ == "__main__":
     output_path = parent_dir / "python_penguins_gptable.xlsx"
     gpt.write_workbook(
-        filename=output_path, 
+        filename=output_path,
         sheets=penguins_sheets,
         notes_table=penguins_notes_table,
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]}
-        )
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
     print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_theme.py b/gptables/examples/penguins_theme.py
index d87cdf6f..4c0689a4 100644
--- a/gptables/examples/penguins_theme.py
+++ b/gptables/examples/penguins_theme.py
@@ -8,29 +8,27 @@
 object. Elements of metadata are provided to the corresponding parameters of the class.
 Where you wish to provide no metadata in required parameters, use ``None``.
 
-The theme parameter must take either a directory or a yaml file in the ``gptables.write_workbook`` function. 
+The theme parameter must take either a directory or a yaml file in the ``gptables.write_workbook`` function.
 The yaml file used in this example can be found in the themes folder as ''penguins_test_theme.yaml''.
 """
 
-import gptables as gpt
-import pandas as pd
-import numpy as np
 from pathlib import Path
 
-## Read data
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
 parent_dir = Path(__file__).parents[1]
 
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
-#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
 
-## Define table elements
+# Define table elements
 penguins_table_name = "penguins_statistics"
 penguins_title = "The Penguins Dataset"
-penguins_subtitles = [
-    "This is the first subtitle",
-    "Just another subtitle"
-    ]
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
 penguins_scope = "Penguins"
 penguins_source = "Palmer Station, Antarctica"
 
@@ -40,20 +38,20 @@
     "subtitles": penguins_subtitles,
     "scope": penguins_scope,
     "source": penguins_source,
-    }
+}
 penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
 
 penguins_sheets = {"Penguins": penguins_table}
 
-## Use write_workbook to win!
+# Use write_workbook to win!
 # Simply pass the filepath of the yaml file containing your theme to the GPTables Theme class and then to write_workbook
 if __name__ == "__main__":
     output_path = parent_dir / "python_penguins_gptable.xlsx"
     theme_path = str(Path(__file__).parent.parent / "themes/penguins_test_theme.yaml")
     gpt.write_workbook(
-        filename=output_path, 
+        filename=output_path,
         sheets=penguins_sheets,
-        theme = gpt.Theme(theme_path),
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]}
-        )
+        theme=gpt.Theme(theme_path),
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
     print("Output written at: ", output_path)
diff --git a/gptables/examples/survey_data.csv b/gptables/examples/survey_data.csv
index bc757ad5..465d7f3f 100644
--- a/gptables/examples/survey_data.csv
+++ b/gptables/examples/survey_data.csv
@@ -1,19 +1,19 @@
 Time period and dataset code row,"Number of people
-(thousands)","Economically active  
+(thousands)","Economically active
 (thousands)
-[note 1]","Employment level 
-(thousands) 
-[note 2]","Unemployment level 
-(thousands) 
-[note 2]","Economically inactive 
-(thousands) 
-[note 3]","Economically active rate 
+[note 1]","Employment level
+(thousands)
+[note 2]","Unemployment level
+(thousands)
+[note 2]","Economically inactive
+(thousands)
+[note 3]","Economically active rate
 (%)
 ","Employment rate
 (%)
-[note 4]","Unemployment rate 
+[note 4]","Unemployment rate
 (%)
-[note 4]","Economically inactive rate 
+[note 4]","Economically inactive rate
 (%)
 [note 4]"
 Dataset identifier code,MGSL,MGSF,MGRZ,MGSC,MGSI,MGWG,MGSR,MGSX,YBTC
diff --git a/gptables/examples/survey_data.py b/gptables/examples/survey_data.py
index f7b07ee9..13d0ee4f 100644
--- a/gptables/examples/survey_data.py
+++ b/gptables/examples/survey_data.py
@@ -1,53 +1,78 @@
 """
 Labour market overview, UK: December 2020 - Real Survey Data Example
 --------------------------------------------------------------------
-This example demonstrates how to replicate the Labour Market overview accessible 
+This example demonstrates how to replicate the Labour Market overview accessible
 example found at https://analysisfunction.civilservice.gov.uk/policy-store/further-resources-for-releasing-statistics-in-spreadsheets/
 """
 
-import gptables as gpt
-import pandas as pd
-import numpy as np
 from pathlib import Path
 
-## Read data and arrange
+import pandas as pd
+
+import gptables as gpt
+
+# Read data and arrange
 parent_dir = Path(__file__).parent
 
 labour_market_data = pd.read_csv(parent_dir / "survey_data.csv")
-labour_market_data.dropna(axis=0, how="all", inplace=True) # Remove empty rows in the data
-labour_market_data.dropna(axis=1, how="all", inplace=True) # Remove columns rows in the data
-col_names = ["Time period and dataset code row",
-             "Number of people", 
-             "Economically active",
-             "Employment level",
-             "Unemployment level",
-             "Economically inactive",
-             "Economically active rate",
-             "Employment rate",
-             "Unemployment rate",
-             "Economically inactive rate"]
+labour_market_data.dropna(
+    axis=0, how="all", inplace=True
+)  # Remove empty rows in the data
+labour_market_data.dropna(
+    axis=1, how="all", inplace=True
+)  # Remove columns rows in the data
+col_names = [
+    "Time period and dataset code row",
+    "Number of people",
+    "Economically active",
+    "Employment level",
+    "Unemployment level",
+    "Economically inactive",
+    "Economically active rate",
+    "Employment rate",
+    "Unemployment rate",
+    "Economically inactive rate",
+]
 labour_market_data.columns = col_names
 
 
-## Define table elements
+# Define table elements
 table_name = "Labour_market_overview_accessibility_example_Nov21"
 title = "Number and percentage of population aged 16 and over in each labour market activity group, UK, seasonally adjusted"
 subtitles = [
     "This worksheet contains one table. Some cells refer to notes which can be found on the notes worksheet."
-    ]
-units = {1:"thousands", 2:"thousands", 3:"thousands", 4:"thousands",
-         5:"thousands", 6:"%", 7:"%", 8:"%", 9:"%"}
-table_notes = {2:"$$note 1$$", 3:"$$note 2$$", 4:"$$note 2$$",5: "$$note 3$$",
-               7:"$$note 4$$", 8:"$$note 4$$", 9:"$$note 4$$"}
+]
+units = {
+    1: "thousands",
+    2: "thousands",
+    3: "thousands",
+    4: "thousands",
+    5: "thousands",
+    6: "%",
+    7: "%",
+    8: "%",
+    9: "%",
+}
+table_notes = {
+    2: "$$note 1$$",
+    3: "$$note 2$$",
+    4: "$$note 2$$",
+    5: "$$note 3$$",
+    7: "$$note 4$$",
+    8: "$$note 4$$",
+    9: "$$note 4$$",
+}
 scope = "Labour Market"
 source = "Source: Office for National Statistics"
 index = {2: 0}  # Column 0 is a level 2 index
-additional_formatting = [{
+additional_formatting = [
+    {
         "row": {
             "rows": [1],
             "format": {"bold": True, "font_size": 14},
         }
-    }]
+    }
+]
 
 
 # or use kwargs to pass these to the appropriate parameters
@@ -61,10 +86,10 @@
     "source": source,
     "index_columns": index,
     "additional_formatting": additional_formatting,
-    }
+}
 
 
-## Define our GPTable
+# Define our GPTable
 survey_table = gpt.GPTable(table=labour_market_data, **kwargs)
 
 sheets = {"sheet 1a": survey_table}
@@ -72,48 +97,58 @@
 cover = gpt.Cover(
     cover_label="Cover",
     title="Labour market overview data tables, UK, December 2020 (accessibility example)",
-    intro=["This spreadsheet contains a selection of the data tables published alongside the Office for National Statistics' Labour market overview for December 2020. We have edited these data tables and the accompanying cover sheet, table of contents and notes worksheet to meet the legal accessibility regulations. It is intended to be an example of an accessible spreadsheet. The data tables and accompanying information have not been quality assured. Please see the original statistical release if you are looking for accurate data.",
-           "[Labour market overview, UK: December 2020](https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/bulletins/uklabourmarket/december2020)"],
-    about=[[{"bold": True, "font_size": 14}, "Publication dates"],
-           "This data tables in this spreadsheet were originally published at 7:00am 15 December 2020",
-           "The next publication was published at 7:00am 26 January 2021.",
-           [{"bold": True, "font_size": 14}, "Note on weighting methodology"],
-           "Due to the coronavirus (COVID19) pandemic, all face to face interviewing for the Labour Force Survey was suspended and replaced with telephone interviewing. This change in mode for first interviews has changed the non-response bias of the survey, affecting interviews from March 2020 onwards. All data included in this spreadsheet have now been updated and are based on latest weighting methodology.",
-           "More information about the impact of COVID19 on the Labour Force Survey",
-           "Dataset identifier codes",
-           "The four-character identification codes appearing in the tables are the ONS' references for the data series.",
-           [{"bold": True, "font_size": 14}, "Comparing quarterly changes"],
-           "When comparing quarterly changes ONS recommends comparing with the previous non-overlapping three-month average time period, for example, compare Apr to Jun with Jan to Mar, not with Mar to May.",
-           [{"bold": True, "font_size": 14}, "Units, notes and no data"],
-           "Some cells in the tables refer to notes which can be found in the notes worksheet. Note markers are presented in square brackets, for example: [note 1].",
-           "Some cells have no data, when this is the case the words 'no data' are presented in square brackets, for example: '[no data]'. An explanation of why there is no data is given in the notes worksheet, see the column headings for which notes you should refer to.",
-           "Some column headings give units, when this is the case the units are presented in round brackets to differentiate them from note markers.",
-           [{"bold": True, "font_size": 14}, "Historic publication dates for labour market statistics", " "],
-           "The monthly labour market statistics release was first published in April 1998. Prior to April 1998 there was no integrated monthly release and the Labour Force Survey estimates were published separately, on different dates, from other labour market statistics. From April 2018 the usual publication day for the release was changed from Wednesday to Tuesday.",
-           [{"bold": True, "font_size": 14}, "More labour market data"],
-           "Other labour market datasets are available on the ONS website.",
-           "Labour market statistics time series dataset on the ONS website."
+    intro=[
+        "This spreadsheet contains a selection of the data tables published alongside the Office for National Statistics' Labour market overview for December 2020. We have edited these data tables and the accompanying cover sheet, table of contents and notes worksheet to meet the legal accessibility regulations. It is intended to be an example of an accessible spreadsheet. The data tables and accompanying information have not been quality assured. Please see the original statistical release if you are looking for accurate data.",
+        "[Labour market overview, UK: December 2020](https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/bulletins/uklabourmarket/december2020)",
+    ],
+    about=[
+        [{"bold": True, "font_size": 14}, "Publication dates"],
+        "This data tables in this spreadsheet were originally published at 7:00am 15 December 2020",
+        "The next publication was published at 7:00am 26 January 2021.",
+        [{"bold": True, "font_size": 14}, "Note on weighting methodology"],
+        "Due to the coronavirus (COVID19) pandemic, all face to face interviewing for the Labour Force Survey was suspended and replaced with telephone interviewing. This change in mode for first interviews has changed the non-response bias of the survey, affecting interviews from March 2020 onwards. All data included in this spreadsheet have now been updated and are based on latest weighting methodology.",
+        "More information about the impact of COVID19 on the Labour Force Survey",
+        "Dataset identifier codes",
+        "The four-character identification codes appearing in the tables are the ONS' references for the data series.",
+        [{"bold": True, "font_size": 14}, "Comparing quarterly changes"],
+        "When comparing quarterly changes ONS recommends comparing with the previous non-overlapping three-month average time period, for example, compare Apr to Jun with Jan to Mar, not with Mar to May.",
+        [{"bold": True, "font_size": 14}, "Units, notes and no data"],
+        "Some cells in the tables refer to notes which can be found in the notes worksheet. Note markers are presented in square brackets, for example: [note 1].",
+        "Some cells have no data, when this is the case the words 'no data' are presented in square brackets, for example: '[no data]'. An explanation of why there is no data is given in the notes worksheet, see the column headings for which notes you should refer to.",
+        "Some column headings give units, when this is the case the units are presented in round brackets to differentiate them from note markers.",
+        [
+            {"bold": True, "font_size": 14},
+            "Historic publication dates for labour market statistics",
+            " ",
+        ],
+        "The monthly labour market statistics release was first published in April 1998. Prior to April 1998 there was no integrated monthly release and the Labour Force Survey estimates were published separately, on different dates, from other labour market statistics. From April 2018 the usual publication day for the release was changed from Wednesday to Tuesday.",
+        [{"bold": True, "font_size": 14}, "More labour market data"],
+        "Other labour market datasets are available on the ONS website.",
+        "Labour market statistics time series dataset on the ONS website.",
+    ],
+    contact=[
+        "Tel: 01633455400",
+        "Email: [labour.market@ons.gov.uk](mailto:labour.market@ons.gov.uk)",
     ],
-    contact=["Tel: 01633455400", "Email: [labour.market@ons.gov.uk](mailto:labour.market@ons.gov.uk)"],
 )
 
-## Notesheet
+# Notesheet
 notes_table = pd.read_csv(parent_dir / "survey_data_notes.csv")
-notes_table.dropna(axis=0, how="all", inplace=True) # Remove empty rows in the data
-notes_table.dropna(axis=1, how="all", inplace=True) # Remove columns rows in the data
-notes_table.columns = ['Note reference', 'Note text']
+notes_table.dropna(axis=0, how="all", inplace=True)  # Remove empty rows in the data
+notes_table.dropna(axis=1, how="all", inplace=True)  # Remove columns rows in the data
+notes_table.columns = ["Note reference", "Note text"]
 
-## Use write_workbook to win!
+# Use write_workbook to win!
 if __name__ == "__main__":
     output_path = parent_dir / "python_survey_data_gptable.xlsx"
     gpt.write_workbook(
-        filename=output_path, 
+        filename=output_path,
         sheets=sheets,
         cover=cover,
         notes_table=notes_table,
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
         auto_width=True,
         gridlines="show_all",
-        cover_gridlines=True
-        )
-    print("Output written at: ", output_path)
\ No newline at end of file
+        cover_gridlines=True,
+    )
+    print("Output written at: ", output_path)
diff --git a/gptables/examples/survey_data_notes.csv b/gptables/examples/survey_data_notes.csv
index f7020fe9..a954260f 100644
--- a/gptables/examples/survey_data_notes.csv
+++ b/gptables/examples/survey_data_notes.csv
@@ -1,21 +1,21 @@
-Note number ,Note text 
-note 1,The economically active population is defined as those in employment plus those who are unemployed.   
+Note number ,Note text
+note 1,The economically active population is defined as those in employment plus those who are unemployed.
 note 2,"We publish two levels of employment and unemployment, one for those aged 16 and over and one for those aged 16 to 64. The headline levels are for those aged 16 and over. They measure all people in work or actively seeking and able to work.                                       "
 note 3,"We publish two levels of economic inactivity, one for those aged 16 and over and one for those aged 16 to 64. The headline level is for those aged 16 to 64. The inactivity level for those aged 16 and over is less meaningful as it includes elderly people who have retired from the labour force.  "
-note 4,"The headline employment rate is the number of people aged 16 to 64 in employment divided by the population aged 16 to 64.   
+note 4,"The headline employment rate is the number of people aged 16 to 64 in employment divided by the population aged 16 to 64.
 
-The headline unemployment rate is the number of unemployed people (aged 16 and over) divided by the economically active population (aged 16 and over).  
+The headline unemployment rate is the number of unemployed people (aged 16 and over) divided by the economically active population (aged 16 and over).
 
-The headline inactivity rate is the number of economically inactive people aged 16 to 64 divided by the population aged 16 to 64.         
+The headline inactivity rate is the number of economically inactive people aged 16 to 64 divided by the population aged 16 to 64.
 
-The employment and inactivity rates for those aged 16 and over are affected by the inclusion of the retired population in the denominators and are therefore less meaningful than the rates for those aged from 16 to 64. 
+The employment and inactivity rates for those aged 16 and over are affected by the inclusion of the retired population in the denominators and are therefore less meaningful than the rates for those aged from 16 to 64.
 
 However, for the unemployment rate for those aged 16 and over, no such effect occurs as the denominator for the unemployment rate is the economically active population which only includes people in work or actively seeking and able to work.    "
-note 5,The total series does not equal the sum of the 'UK' and 'Non UK' series as it includes people who do not state their country of birth or nationality. 
+note 5,The total series does not equal the sum of the 'UK' and 'Non UK' series as it includes people who do not state their country of birth or nationality.
 note 6,A more detailed country breakdown for employment is available at Dataset EMP06.
-note 7,EU27 refers to the 27 member states of the European Union. 
+note 7,EU27 refers to the 27 member states of the European Union.
 note 8,"This series consists of those people whose main reason for being economically inactive was because they were students. It does not include all students as some students will be included in the employment and unemployment estimates.
 "
 note 9,"As the estimates are not seasonally adjusted, it is best practice to only compare the same quarter for different years e.g. compare Jan to Mar 2018 with Jan to Mar 2019 but do not compare Jul to Sep 2018 with Jan to Mar 2019."
-note 10,Data for workers is only available from January 1986. 
+note 10,Data for workers is only available from January 1986.
 note 11,Due to rounding the working days lost for the public and private sector may not add up to the working days lost.
diff --git a/gptables/test/conftest.py b/gptables/test/conftest.py
new file mode 100644
index 00000000..f1ce0ca4
--- /dev/null
+++ b/gptables/test/conftest.py
@@ -0,0 +1,21 @@
+import pandas as pd
+import pytest
+
+from gptables.core.gptable import GPTable
+
+
+@pytest.fixture(scope="function")
+def create_gptable_with_kwargs():
+
+    def generate_gptable(format_dict=None):
+        base_gptable = {
+            "table": pd.DataFrame(),
+            "table_name": "table_name",
+            "title": "",
+            "index_columns": {},  # Override default, as no columns in table
+        }
+        if format_dict is not None:
+            base_gptable.update(format_dict)
+        return GPTable(**base_gptable)
+
+    return generate_gptable
diff --git a/gptables/test/test_additional_formatting_syntax.py b/gptables/test/test_additional_formatting_syntax.py
index 06625175..3082cd9e 100644
--- a/gptables/test/test_additional_formatting_syntax.py
+++ b/gptables/test/test_additional_formatting_syntax.py
@@ -1,25 +1,38 @@
+from pathlib import Path
 
+import pandas as pd
 
 import gptables as gpt
-import pandas as pd
-import numpy as np
-from pathlib import Path
 
-## Read data and arrange
+# Read data and arrange
 parent_dir = Path(__file__).parent
 
 penguin_data = pd.read_csv(parent_dir / "data/penguins.csv")
 
-## Define table elements
+# Define table elements
 table_name = "penguin_statistics"
 title = "Penguins"
 subtitles = [
-    [{"font_name": "Chiller"}, "The", {"font_size": 30}, " first", {"font_color": "red"}, " subtitle"],
-    [{"bold": True}, "The", {"italic": True}, " second", {"underline": True}, " subtitle"],
+    [
+        {"font_name": "Chiller"},
+        "The",
+        {"font_size": 30},
+        " first",
+        {"font_color": "red"},
+        " subtitle",
+    ],
+    [
+        {"bold": True},
+        "The",
+        {"italic": True},
+        " second",
+        {"underline": True},
+        " subtitle",
+    ],
     [{"font_script": 1}, "Ignore", {"font_script": 2}, " this"],
-    [{"font_strikeout": True}, "bye", " "] 
-     ]   # checking font formatting 
-units = {key: "mm" for key in range(2,5)}
+    [{"font_strikeout": True}, "bye", " "],
+]  # checking font formatting
+units = {key: "mm" for key in range(2, 5)}
 scope = "Penguins"
 index = {1: 0, 2: 1}
 
@@ -28,38 +41,60 @@
 additional_formatting = [
     {
         "column": {
-            "columns": ["Species", "Island"], 
-            "format": {"align": "vcenter"}, #checking vertical alignment
-            "include_names": False, 
+            "columns": ["Species", "Island"],
+            "format": {"align": "vcenter"},  # checking vertical alignment
+            "include_names": False,
         }
     },
-    {"column": {"columns": [0], "format": {"indent": 2, "rotation": 90}, "include_names": True}}, #checking alignment formatting
+    {
+        "column": {
+            "columns": [0],
+            "format": {"indent": 2, "rotation": 90},
+            "include_names": True,
+        }
+    },  # checking alignment formatting
     {
         "row": {
-            "rows": -1, 
-            "format": {"bottom": 1, "top": 2, "bottom_color": "blue", "top_color": "yellow",
-                       "pattern": 6, "bg_color": "lime", "fg_color": "pink"}, # checking pattern formatting
+            "rows": -1,
+            "format": {
+                "bottom": 1,
+                "top": 2,
+                "bottom_color": "blue",
+                "top_color": "yellow",
+                "pattern": 6,
+                "bg_color": "lime",
+                "fg_color": "pink",
+            },  # checking pattern formatting
         }
     },
     {
         "row": {
             "rows": 3,
-            "format": {"num_format": 3, "locked": True, "left": 3, "left_color": "navy"}, #checking number & protection formatting
+            "format": {
+                "num_format": 3,
+                "locked": True,
+                "left": 3,
+                "left_color": "navy",
+            },  # checking number & protection formatting
         }
     },
     {
         "row": {
             "rows": 5,
-            "format": {"num_format": "0.00", "right": 2, "right_color": "silver"}, #checking number formatting
+            "format": {
+                "num_format": "0.00",
+                "right": 2,
+                "right_color": "silver",
+            },  # checking number formatting
         }
     },
     {
         "cell": {
-            "cells": (1,1),
+            "cells": (1, 1),
             "format": {"text_wrap": True},
         }
-    }
-    ]
+    },
+]
 
 # or just use kwargs
 kwargs = {
@@ -71,17 +106,15 @@
     "source": None,
     "index_columns": index,
     "additional_formatting": additional_formatting,
-    }
+}
 
-## Define our GPTable
+# Define our GPTable
 penguin_table = gpt.GPTable(table=penguin_data, **kwargs)
 
-## Use produce workbook to return GPWorkbook
+# Use produce workbook to return GPWorkbook
 if __name__ == "__main__":
     output_path = parent_dir / "test_additional_formatting_gptable.xlsx"
-    wb = gpt.produce_workbook(
-        filename=output_path, sheets={"Penguins": penguin_table}
-        )
+    wb = gpt.produce_workbook(filename=output_path, sheets={"Penguins": penguin_table})
 
     # Carry out additional modifications on the GPWorkbook or GPWorksheets
     # This supports all `XlsxWriter` package functionality
@@ -90,4 +123,4 @@
 
     # Finally use the close method to save the output
     wb.close()
-    print("Output written at: ", output_path)
\ No newline at end of file
+    print("Output written at: ", output_path)
diff --git a/gptables/test/test_api.py b/gptables/test/test_api.py
index 3d8683e6..8b96202f 100644
--- a/gptables/test/test_api.py
+++ b/gptables/test/test_api.py
@@ -1,8 +1,9 @@
-import pytest
-import pandas as pd
-import gptables as gpt
 from pathlib import Path
 
+import pandas as pd
+import pytest
+
+import gptables as gpt
 from gptables.test.test_utils.excel_comparison_test import ExcelComparisonTest
 
 
@@ -26,31 +27,33 @@ def generate_gpworkbook(output_path):
             source="My imagination",
             units={0: "Latin alphabet", "columnB": "real numbers"},
             table_notes={1: "$$ref2$$"},
-            index_columns={2:0},
-            additional_formatting=[{
-                "column":{
-                    "columns": ["columnA"],
-                    "format": {"bold": True}
-                }
-            }]
+            index_columns={2: 0},
+            additional_formatting=[
+                {"column": {"columns": ["columnA"], "format": {"bold": True}}}
+            ],
         )
 
-        notes_table = pd.DataFrame({
-            "Note reference": ["ref1", "ref2"],
-            "Note text": ["Some text", "Some more text"],
-            "Link": ["[gov.uk](https://www.gov.uk)", "[Wikipedia](https://en.wikipedia.org)"]
-        })
+        notes_table = pd.DataFrame(
+            {
+                "Note reference": ["ref1", "ref2"],
+                "Note text": ["Some text", "Some more text"],
+                "Link": [
+                    "[gov.uk](https://www.gov.uk)",
+                    "[Wikipedia](https://en.wikipedia.org)",
+                ],
+            }
+        )
 
         cover = gpt.Cover(
             title="Cover title",
             intro=["Introduction"],
             about=["About"],
             contact=["Me", "[please.dont@contact.me](mailto:please.dont@contact.me)"],
-            cover_label="Cover"
+            cover_label="Cover",
         )
 
-        gpt.write_workbook( # Use defaults for theme and autowidth
-            filename=output_path/"actual_workbook.xlsx",
+        gpt.write_workbook(  # Use defaults for theme and autowidth
+            filename=output_path / "actual_workbook.xlsx",
             sheets={"Label": gptable},
             cover=cover,
             contentsheet_label="Table of contents",
@@ -59,7 +62,7 @@ def generate_gpworkbook(output_path):
             notesheet_label="Notes table",
             notesheet_options={"title": "Table with notes"},
             gridlines="show_all",
-            cover_gridlines=False
+            cover_gridlines=False,
         )
 
     return generate_gpworkbook
diff --git a/gptables/test/test_cover.py b/gptables/test/test_cover.py
index 5cca9c0d..bc4a8f0b 100644
--- a/gptables/test/test_cover.py
+++ b/gptables/test/test_cover.py
@@ -1,27 +1,35 @@
 import pytest
 
 from gptables.core.cover import Cover
-from gptables.core.gptable import FormatList
+
 
 class TestCover:
-    
-    @pytest.mark.parametrize("input_data", [
-        None,
-        ["text"],
-        [[{"bold":True}, "richtext"]],
-        [[{"bold":True}, "richtext", " "]],
-        [[{"bold":True}, "richtext", " "], "text"],
-        "text",
-        42,
-        [15]
-    ])
-    
+
+    @pytest.mark.parametrize(
+        "input_data",
+        [
+            None,
+            ["text"],
+            [[{"bold": True}, "richtext"]],
+            [[{"bold": True}, "richtext", " "]],
+            [[{"bold": True}, "richtext", " "], "text"],
+            "text",
+            42,
+            [15],
+        ],
+    )
     def test_parse_formatting(self, input_data):
-        
+
         got = Cover._parse_formatting(input_data)
-        
+
         if isinstance(input_data, list):
-            assert all([got_element.list == input_element for input_element, got_element in zip(input_data, got) if isinstance(input_element, list)])
-            
+            assert all(
+                [
+                    got_element.list == input_element
+                    for input_element, got_element in zip(input_data, got)
+                    if isinstance(input_element, list)
+                ]
+            )
+
         else:
             assert got == input_data
diff --git a/gptables/test/test_gptable.py b/gptables/test/test_gptable.py
index f75183ce..8129ff43 100644
--- a/gptables/test/test_gptable.py
+++ b/gptables/test/test_gptable.py
@@ -1,12 +1,8 @@
-import numpy as np
+from contextlib import contextmanager
+
 import pandas as pd
 import pytest
 from pandas.testing import assert_frame_equal
-from contextlib import contextmanager
-
-
-from gptables import GPTable
-
 
 # TODO: These should be stored in GPTable
 gptable_compulsory_text_attrs = ["title", "instructions"]
@@ -20,8 +16,8 @@
     {},
     {1: "one"},
     {1: "one", 2: "two"},
-    {1: "one", 2: "two", 3: "three"}
-    ]
+    {1: "one", 2: "two", 3: "three"},
+]
 
 valid_text_elements_excl_none = [
     "This is a string",
@@ -31,39 +27,17 @@
 valid_text_elements_incl_none = valid_text_elements_excl_none.copy()
 valid_text_elements_incl_none.append(None)
 
-invalid_text_elements_excl_none = [
-    dict(),
-    set(),
-    42,
-    3.14,
-    True
-]
+invalid_text_elements_excl_none = [dict(), set(), 42, 3.14, True]
 
 invalid_text_elements_incl_none = invalid_text_elements_excl_none.copy()
 invalid_text_elements_incl_none.append(None)
 
+
 @contextmanager
 def does_not_raise():
     yield
 
 
-@pytest.fixture(scope="function")
-def create_gptable_with_kwargs():
-
-    def generate_gptable(format_dict=None):
-        base_gptable = {
-            "table": pd.DataFrame(),
-            "table_name": "table_name",
-            "title": "",
-            "index_columns": {}  # Override default, as no columns in table
-            }
-        if format_dict is not None:
-            base_gptable.update(format_dict)
-        return GPTable(**base_gptable)
-
-    return generate_gptable
-
-
 def test_init_defaults(create_gptable_with_kwargs):
     """
     Test that given a minimal input, default attributes are correct types.
@@ -74,19 +48,20 @@ def test_init_defaults(create_gptable_with_kwargs):
     assert empty_gptable.title == ""
     assert empty_gptable.table_name == "table_name"
 
-    assert_frame_equal(
-            empty_gptable.table, pd.DataFrame().reset_index(drop=True)
-            )
+    assert_frame_equal(empty_gptable.table, pd.DataFrame().reset_index(drop=True))
 
     # Optional args
-    assert empty_gptable.scope == None
-    assert empty_gptable.source == None
-    assert empty_gptable.units == None
+    assert empty_gptable.scope is None
+    assert empty_gptable.source is None
+    assert empty_gptable.units is None
     assert empty_gptable.index_columns == {}
     assert empty_gptable.subtitles == []
     assert empty_gptable.legend == []
     assert empty_gptable.additional_formatting == []
-    assert empty_gptable.instructions == "This worksheet contains one table. Some cells may refer to notes, which can be found on the notes worksheet."
+    assert (
+        empty_gptable.instructions
+        == "This worksheet contains one table. Some cells may refer to notes, which can be found on the notes worksheet."
+    )
 
     # Other
     assert empty_gptable.index_levels == 0
@@ -104,55 +79,59 @@ def test_invalid_index_level(self, level, create_gptable_with_kwargs):
         invalid.
         """
         with pytest.raises(ValueError):
-            create_gptable_with_kwargs({
-                "table": pd.DataFrame(columns=["one", "two", "three"]),
-                # Valid column index, but invalid level
-                "index_columns": {level: 0}
-                })
-                
-
-    @pytest.mark.parametrize("idx,expectation", [
-        (0, does_not_raise()),
-        (1, does_not_raise()),
-        (3, pytest.raises(ValueError)),
-        (-1, pytest.raises(ValueError))
-    ])
+            create_gptable_with_kwargs(
+                {
+                    "table": pd.DataFrame(columns=["one", "two", "three"]),
+                    # Valid column index, but invalid level
+                    "index_columns": {level: 0},
+                }
+            )
+
+    @pytest.mark.parametrize(
+        "idx,expectation",
+        [
+            (0, does_not_raise()),
+            (1, does_not_raise()),
+            (3, pytest.raises(ValueError)),
+            (-1, pytest.raises(ValueError)),
+        ],
+    )
     def test_invalid_column_index(self, idx, expectation, create_gptable_with_kwargs):
         """
         Test that GPTable index_columns raises error when a column index number
         is invalid.
         """
         with expectation:
-            create_gptable_with_kwargs({
-                "table": pd.DataFrame(columns=["one", "two", "three"]),  
-                # Valid index level, but non existent column
-                "index_columns": {1: idx}
-                })
-            
-
-    @pytest.mark.parametrize("index_cols,col_headings", zip(
-        valid_index_columns, [
-            {0, 1, 2, 3},
-            {1, 2, 3},
-            {2, 3},
-            {3}
-            ]
-        ))
-    def test_set_column_index(self, index_cols, col_headings, create_gptable_with_kwargs):
+            create_gptable_with_kwargs(
+                {
+                    "table": pd.DataFrame(columns=["one", "two", "three"]),
+                    # Valid index level, but non existent column
+                    "index_columns": {1: idx},
+                }
+            )
+
+    @pytest.mark.parametrize(
+        "index_cols,col_headings",
+        zip(valid_index_columns, [{0, 1, 2, 3}, {1, 2, 3}, {2, 3}, {3}]),
+    )
+    def test_set_column_index(
+        self, index_cols, col_headings, create_gptable_with_kwargs
+    ):
         """
         Test that setting GPTable index_columns with valid column index works
         as expected.
         """
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(columns=["one", "two", "three", "four"]),
-            "index_columns": index_cols
-            })
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": pd.DataFrame(columns=["one", "two", "three", "four"]),
+                "index_columns": index_cols,
+            }
+        )
         assert gptable.index_columns == index_cols
         assert gptable.index_levels == len(index_cols)
         assert gptable._column_headings == col_headings
-        
 
-    @pytest.mark.parametrize("not_a_table", [1, "?", [1,3,5,6]])
+    @pytest.mark.parametrize("not_a_table", [1, "?", [1, 3, 5, 6]])
     def test_invalid_table_type(self, not_a_table, create_gptable_with_kwargs):
         """
         Test that setting GPTable table to object that is not a
@@ -161,7 +140,6 @@ def test_invalid_table_type(self, not_a_table, create_gptable_with_kwargs):
         with pytest.raises(TypeError):
             create_gptable_with_kwargs({"table": not_a_table})
 
-
     def test_set_table_name(self, create_gptable_with_kwargs):
         """
         Test that setting GPTable table name with a valid string works as expected
@@ -169,7 +147,6 @@ def test_set_table_name(self, create_gptable_with_kwargs):
         gptable = create_gptable_with_kwargs({"table_name": "table_name"})
         assert gptable.table_name == "table_name"
 
-
     @pytest.mark.parametrize("invalid_name", invalid_text_elements_incl_none)
     def test_invalid_type_table_name(self, invalid_name, create_gptable_with_kwargs):
         """
@@ -179,7 +156,6 @@ def test_invalid_type_table_name(self, invalid_name, create_gptable_with_kwargs)
         with pytest.raises(TypeError):
             create_gptable_with_kwargs({"table_name": invalid_name})
 
-
     def test_table_name_not_list(self, create_gptable_with_kwargs):
         """
         Test that setting GPTable table name to a list, eg with rich text,
@@ -188,9 +164,10 @@ def test_table_name_not_list(self, create_gptable_with_kwargs):
         with pytest.raises(TypeError):
             create_gptable_with_kwargs({"table_name": []})
 
-
     @pytest.mark.parametrize("invalid_name", [" ", "  "])
-    def test_invalid_characters_table_name(self, invalid_name, create_gptable_with_kwargs):
+    def test_invalid_characters_table_name(
+        self, invalid_name, create_gptable_with_kwargs
+    ):
         """
         Test that setting GPTable table name to string with whitespace raises
         an error.
@@ -198,10 +175,11 @@ def test_invalid_characters_table_name(self, invalid_name, create_gptable_with_k
         with pytest.raises(ValueError):
             create_gptable_with_kwargs({"table_name": invalid_name})
 
-
     @pytest.mark.parametrize("attr", gptable_compulsory_text_attrs)
     @pytest.mark.parametrize("not_text", invalid_text_elements_incl_none)
-    def test_invalid_text_in_compulsory_str_attrs(self, attr, not_text, create_gptable_with_kwargs):
+    def test_invalid_text_in_compulsory_str_attrs(
+        self, attr, not_text, create_gptable_with_kwargs
+    ):
         """
         Test that setting an invalid GPTable text types raises a TypeError for
         each attribute that holds a string.
@@ -211,18 +189,21 @@ def test_invalid_text_in_compulsory_str_attrs(self, attr, not_text, create_gptab
 
     @pytest.mark.parametrize("attr", gptable_optional_text_attrs)
     @pytest.mark.parametrize("not_text", invalid_text_elements_excl_none)
-    def test_invalid_text_in_optional_str_attrs(self, attr, not_text, create_gptable_with_kwargs):
+    def test_invalid_text_in_optional_str_attrs(
+        self, attr, not_text, create_gptable_with_kwargs
+    ):
         """
         Test that setting an invalid GPTable text types raises a TypeError for
         each attribute that holds a string.
         """
         with pytest.raises(TypeError):
             create_gptable_with_kwargs({attr: not_text})
-    
 
     @pytest.mark.parametrize("attr", gptable_compulsory_text_attrs)
     @pytest.mark.parametrize("text", valid_text_elements_excl_none)
-    def test_valid_text_in_compulsory_str_attrs(self, attr, text, create_gptable_with_kwargs):
+    def test_valid_text_in_compulsory_str_attrs(
+        self, attr, text, create_gptable_with_kwargs
+    ):
         """
         Test that setting valid GPTable text elements works as expected. Test
         strings and list containing strings and format dicts (rich text).
@@ -237,7 +218,9 @@ def test_valid_text_in_compulsory_str_attrs(self, attr, text, create_gptable_wit
 
     @pytest.mark.parametrize("attr", gptable_optional_text_attrs)
     @pytest.mark.parametrize("text", valid_text_elements_incl_none)
-    def test_valid_text_in_compulsory_str_attrs(self, attr, text, create_gptable_with_kwargs):
+    def test_valid_text_in_optional_str_attrs(
+        self, attr, text, create_gptable_with_kwargs
+    ):
         """
         Test that setting valid GPTable text elements works as expected. Test
         strings and list containing strings and format dicts (rich text).
@@ -250,7 +233,6 @@ def test_valid_text_in_compulsory_str_attrs(self, attr, text, create_gptable_wit
         else:
             assert getattr(gptable, attr) == text
 
-
     @pytest.mark.parametrize("attr", gptable_list_text_attrs)
     @pytest.mark.parametrize("text", invalid_text_elements_incl_none)
     def test_invalid_text_in_list_attrs(self, attr, text, create_gptable_with_kwargs):
@@ -262,7 +244,6 @@ def test_invalid_text_in_list_attrs(self, attr, text, create_gptable_with_kwargs
         with pytest.raises(TypeError):
             create_gptable_with_kwargs({attr: text})
 
-
     @pytest.mark.parametrize("attr", gptable_list_text_attrs)
     @pytest.mark.parametrize("text", valid_text_elements_excl_none)
     def test_valid_text_in_list_attrs(self, attr, text, create_gptable_with_kwargs):
@@ -278,18 +259,18 @@ def test_valid_text_in_list_attrs(self, attr, text, create_gptable_with_kwargs):
         else:
             assert getattr(gptable, attr) == text_list
 
-
-    @pytest.mark.parametrize("key", invalid_text_elements_incl_none[2:] + ["invalid_key"])
+    @pytest.mark.parametrize(
+        "key", invalid_text_elements_incl_none[2:] + ["invalid_key"]
+    )
     def test_invalid_additional_format_keys(self, key, create_gptable_with_kwargs):
         """
         Test that adding additional formatting with an invalid key raises an
         error.
         """
         with pytest.raises(ValueError):
-            create_gptable_with_kwargs({
-            "additional_formatting": [{key: {"format": {"bold": True}}}]
-            })
-        
+            create_gptable_with_kwargs(
+                {"additional_formatting": [{key: {"format": {"bold": True}}}]}
+            )
 
     @pytest.mark.parametrize("key", ["cell", "row", "column"])
     def test_valid_additional_format_keys(self, key, create_gptable_with_kwargs):
@@ -297,58 +278,55 @@ def test_valid_additional_format_keys(self, key, create_gptable_with_kwargs):
         Test that adding additional formatting with a valid key (column, row or
         cell) works as expected.
         """
-        gptable = create_gptable_with_kwargs({
-            "additional_formatting": [
-                    {key: {"format": {"bold": True}}}]
-            })
-        assert getattr(gptable, "additional_formatting") == [{key: {"format": {"bold": True}}}]
-    
+        gptable = create_gptable_with_kwargs(
+            {"additional_formatting": [{key: {"format": {"bold": True}}}]}
+        )
+        assert getattr(gptable, "additional_formatting") == [
+            {key: {"format": {"bold": True}}}
+        ]
 
-    @pytest.mark.parametrize("format_label", invalid_text_elements_incl_none[2:] + ["not_a_format"])
-    def test_invalid_additional_format_labels(self, format_label, create_gptable_with_kwargs):
+    @pytest.mark.parametrize(
+        "format_label", invalid_text_elements_incl_none[2:] + ["not_a_format"]
+    )
+    def test_invalid_additional_format_labels(
+        self, format_label, create_gptable_with_kwargs
+    ):
         """
         Test that adding additional formatting with a format parameter that is
         not supported by XlsxWriter raises an error.
         """
         with pytest.raises(ValueError):
-            create_gptable_with_kwargs({
-                "additional_formatting": 
-                    [
-                        {"cell":
-                            {"format": {format_label: True},
-                                "cells": (0, 0)
-                                }
-                        }
+            create_gptable_with_kwargs(
+                {
+                    "additional_formatting": [
+                        {"cell": {"format": {format_label: True}, "cells": (0, 0)}}
                     ]
-                })
-    
+                }
+            )
 
     @pytest.mark.parametrize(
-        "format_dict",[
+        "format_dict",
+        [
             {"bold": True},
             {"font_size": 17},
             {"align": "center"},
             {"font_color": "red"},
-            {"bottom": 1}
-            ])
-    def test_valid_additional_format_labels(self, format_dict, create_gptable_with_kwargs):
+            {"bottom": 1},
+        ],
+    )
+    def test_valid_additional_format_labels(
+        self, format_dict, create_gptable_with_kwargs
+    ):
         """
         Test that adding additional formatting with a format parameter that is
          supported by XlsxWriter works as expected.
         """
-        additional_formatting = [
-                    {"cell":
-                        {"format": format_dict,
-                            "cells": (0, 0)
-                            }
-                        }
-                    ]
-        gptable = create_gptable_with_kwargs({
-             "additional_formatting": additional_formatting
-            })
+        additional_formatting = [{"cell": {"format": format_dict, "cells": (0, 0)}}]
+        gptable = create_gptable_with_kwargs(
+            {"additional_formatting": additional_formatting}
+        )
         assert getattr(gptable, "additional_formatting") == additional_formatting
 
-
     @pytest.mark.parametrize("unit_text", valid_text_elements_excl_none)
     @pytest.mark.parametrize("column_id", ["columnA", 0])
     def test_units_placement(self, unit_text, column_id, create_gptable_with_kwargs):
@@ -357,187 +335,185 @@ def test_units_placement(self, unit_text, column_id, create_gptable_with_kwargs)
         """
         table_with_units = pd.DataFrame(columns=[f"columnA\n({unit_text})"])
 
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(columns=["columnA"]),
-        })
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": pd.DataFrame(columns=["columnA"]),
+            }
+        )
 
-        gptable.set_units(new_units = {column_id: unit_text})
+        gptable.set_units(new_units={column_id: unit_text})
 
         assert gptable.table.columns == table_with_units.columns
 
-
     @pytest.mark.parametrize("column_id", ["columnA", 0])
     def test_table_notes_placement(self, column_id, create_gptable_with_kwargs):
         """
         Test that units are placed correctly under column headers.
         """
-        table_with_notes = pd.DataFrame(columns=[f"columnA\n$$note_reference$$"])
+        table_with_notes = pd.DataFrame(columns=["columnA\n$$note_reference$$"])
 
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(columns=["columnA"])
-        })
-
-        gptable.set_table_notes(
-            new_table_notes = {column_id: "$$note_reference$$"}
+        gptable = create_gptable_with_kwargs(
+            {"table": pd.DataFrame(columns=["columnA"])}
         )
 
-        assert gptable.table.columns == table_with_notes.columns
+        gptable.set_table_notes(new_table_notes={column_id: "$$note_reference$$"})
 
+        assert gptable.table.columns == table_with_notes.columns
 
     @pytest.mark.parametrize("column_id", ["columnA", 0])
-    def test_table_units_and_notes_placement(self, column_id, create_gptable_with_kwargs):
+    def test_table_units_and_notes_placement(
+        self, column_id, create_gptable_with_kwargs
+    ):
         """
         Test that units and notes are placed correctly under column headers.
         """
         table_with_units_and_notes = pd.DataFrame(
-            columns=[f"columnA\n(unit)\n$$note_reference$$"]
+            columns=["columnA\n(unit)\n$$note_reference$$"]
         )
 
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(columns=["columnA"])
-        })
+        gptable = create_gptable_with_kwargs(
+            {"table": pd.DataFrame(columns=["columnA"])}
+        )
 
-        gptable.set_units(new_units = {column_id: "unit"})
-        gptable.set_table_notes(new_table_notes = {column_id: "$$note_reference$$"})
+        gptable.set_units(new_units={column_id: "unit"})
+        gptable.set_table_notes(new_table_notes={column_id: "$$note_reference$$"})
 
         assert gptable.table.columns == table_with_units_and_notes.columns
 
-
     def test_additional_formatting_with_units(self, create_gptable_with_kwargs):
         """
         Test that units are placed correctly under column headers.
         """
 
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(columns=["columnA"]),
-            "units": {"columnA": "unit"},
-            "additional_formatting": [{"column": {
-                    "columns": ["columnA"],
-                    "format": {"bold": True}
-                    }}]
-        })
-
-        assert gptable.additional_formatting == [{"column": {
-            "columns": ["columnA\n(unit)"],
-            "format": {"bold": True}
-        }}]
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": pd.DataFrame(columns=["columnA"]),
+                "units": {"columnA": "unit"},
+                "additional_formatting": [
+                    {"column": {"columns": ["columnA"], "format": {"bold": True}}}
+                ],
+            }
+        )
 
+        assert gptable.additional_formatting == [
+            {"column": {"columns": ["columnA\n(unit)"], "format": {"bold": True}}}
+        ]
 
     def test_additional_formatting_with_table_notes(self, create_gptable_with_kwargs):
         """
         Test that units are placed correctly under column headers.
         """
 
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(columns=["columnA"]),
-            "table_notes": {"columnA": "$$ref$$"},
-            "additional_formatting": [{"column": {
-                    "columns": ["columnA"],
-                    "format": {"bold": True}
-                    }}]
-        })
-
-        assert gptable.additional_formatting == [{"column": {
-            "columns": ["columnA\n$$ref$$"],
-            "format": {"bold": True}
-        }}]
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": pd.DataFrame(columns=["columnA"]),
+                "table_notes": {"columnA": "$$ref$$"},
+                "additional_formatting": [
+                    {"column": {"columns": ["columnA"], "format": {"bold": True}}}
+                ],
+            }
+        )
 
+        assert gptable.additional_formatting == [
+            {"column": {"columns": ["columnA\n$$ref$$"], "format": {"bold": True}}}
+        ]
 
-    def test_additional_formatting_with_units_and_table_notes(self, create_gptable_with_kwargs):
+    def test_additional_formatting_with_units_and_table_notes(
+        self, create_gptable_with_kwargs
+    ):
         """
         Test that units are placed correctly under column headers.
         """
 
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(columns=["columnA"]),
-            "units": {"columnA": "unit"},
-            "table_notes": {"columnA": "$$ref$$"},
-            "additional_formatting": [{"column": {
-                    "columns": ["columnA"],
-                    "format": {"bold": True}
-                    }}]
-        })
-
-        assert gptable.additional_formatting == [{"column": {
-            "columns": ["columnA\n(unit)\n$$ref$$"],
-            "format": {"bold": True}
-        }}]
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": pd.DataFrame(columns=["columnA"]),
+                "units": {"columnA": "unit"},
+                "table_notes": {"columnA": "$$ref$$"},
+                "additional_formatting": [
+                    {"column": {"columns": ["columnA"], "format": {"bold": True}}}
+                ],
+            }
+        )
 
+        assert gptable.additional_formatting == [
+            {
+                "column": {
+                    "columns": ["columnA\n(unit)\n$$ref$$"],
+                    "format": {"bold": True},
+                }
+            }
+        ]
 
-    @pytest.mark.parametrize("column_names,expectation", [
-        (["columnA", "columnB"], does_not_raise()),
-        (["columnA", ""], pytest.raises(ValueError)),
-        ([None, "columnB"], pytest.raises(ValueError))
-    ])
-    def test__validate_all_column_names_have_text(self, column_names, expectation, create_gptable_with_kwargs):
+    @pytest.mark.parametrize(
+        "column_names,expectation",
+        [
+            (["columnA", "columnB"], does_not_raise()),
+            (["columnA", ""], pytest.raises(ValueError)),
+            ([None, "columnB"], pytest.raises(ValueError)),
+        ],
+    )
+    def test__validate_all_column_names_have_text(
+        self, column_names, expectation, create_gptable_with_kwargs
+    ):
         """
         Test that GPTable raises error when there are null values or empty strings for column names.
         """
         with expectation:
-            create_gptable_with_kwargs({
-                "table": pd.DataFrame(columns=column_names)
-                })
+            create_gptable_with_kwargs({"table": pd.DataFrame(columns=column_names)})
 
-
-    @pytest.mark.parametrize("column_names,expectation", [
-        (["columnA", "columnB", "columnC"], does_not_raise()),
-        (["columnA", "columnB", "columnB"], pytest.raises(ValueError))
-    ])
-    def test__validate_no_duplicate_column_names(self, column_names, expectation, create_gptable_with_kwargs):
+    @pytest.mark.parametrize(
+        "column_names,expectation",
+        [
+            (["columnA", "columnB", "columnC"], does_not_raise()),
+            (["columnA", "columnB", "columnB"], pytest.raises(ValueError)),
+        ],
+    )
+    def test__validate_no_duplicate_column_names(
+        self, column_names, expectation, create_gptable_with_kwargs
+    ):
         """
         Test that GPTable raises error when there are duplicate column names in table data.
         """
         with expectation:
-            create_gptable_with_kwargs({
-                "table": pd.DataFrame(columns=column_names)
-                })
-
+            create_gptable_with_kwargs({"table": pd.DataFrame(columns=column_names)})
 
 
 class TestIndirectAttrs:
     """
     Test that non-formatting create_gptable_with_kwargs attributes are indirectly set correctly.
     """
+
     @pytest.mark.parametrize("index_cols", valid_index_columns)
     def test_index_levels_set(self, index_cols, create_gptable_with_kwargs):
         """
         Test that number of index levels are set, when one, two or three
         indexes are used.
         """
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(
-                columns = [
-                    "one",
-                    "two",
-                    "three",
-                    "four"
-                    ]),
-            "index_columns": index_cols
-            })
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": pd.DataFrame(columns=["one", "two", "three", "four"]),
+                "index_columns": index_cols,
+            }
+        )
         assert getattr(gptable, "index_levels") == len(index_cols)
 
-
     @pytest.mark.parametrize("index_cols", valid_index_columns)
     def test_column_headings_set(self, index_cols, create_gptable_with_kwargs):
         """
         Test that non-index columns are set as column headings.
         """
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame(
-                columns = [
-                    "one",
-                    "two",
-                    "three",
-                    "four"
-                    ]),
-            "index_columns": index_cols
-            })
-        
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": pd.DataFrame(columns=["one", "two", "three", "four"]),
+                "index_columns": index_cols,
+            }
+        )
+
         # Expect all column numbers that have no index level assigned
         exp = set(range(4)) - set(range(len(index_cols)))
-        
-        assert getattr(gptable, "_column_headings") == exp
 
+        assert getattr(gptable, "_column_headings") == exp
 
     def test__annotations_set(self, create_gptable_with_kwargs):
         """
@@ -555,7 +531,7 @@ def test__annotations_set(self, create_gptable_with_kwargs):
             "legend": ["Legend$$6$$"],
             "units": {0: "Unit$$7$$"},
             "table_notes": {0: "Note$$8$$"},
-            "table": table
+            "table": table,
         }
 
         gptable = create_gptable_with_kwargs(kwargs)
diff --git a/gptables/test/test_theme.py b/gptables/test/test_theme.py
index 060e3cba..af3aed3e 100644
--- a/gptables/test/test_theme.py
+++ b/gptables/test/test_theme.py
@@ -1,20 +1,18 @@
-import pytest
-import os
 from contextlib import redirect_stdout
-from pkg_resources import resource_filename
 from itertools import chain, combinations
 
-from gptables import Theme
-from gptables import gptheme
-
+import importlib_resources
+import pytest
 
+from gptables import Theme, gptheme
 
 valid_description_elements = ["legend", "instructions", "scope", "source"]
 
 
 def powerset(iterable):
     s = list(iterable)
-    return chain.from_iterable(combinations(s, r) for r in range(len(s)+1))
+    return chain.from_iterable(combinations(s, r) for r in range(len(s) + 1))
+
 
 @pytest.fixture()
 def empty_theme():
@@ -24,19 +22,18 @@ def empty_theme():
 class TestCleanInitTheme:
     """
     Test initialisation of the Theme class without config.
-    """ 
+    """
+
     @pytest.mark.parametrize("attr", Theme()._format_attributes)
-    def test_default_format_attrs(self, attr, empty_theme):  
+    def test_default_format_attrs(self, attr, empty_theme):
         """Test Theme attribute default types"""
         exp = {}
         got = getattr(empty_theme, attr)
         assert exp == got
-    
 
     def test_default_other_attrs(self, empty_theme):
         assert empty_theme.description_order == []
 
-
     def test_print_attributes(self, empty_theme):
         """Test Theme print_attributes()"""
         from io import StringIO
@@ -44,11 +41,10 @@ def test_print_attributes(self, empty_theme):
         file_handler = StringIO()
         with redirect_stdout(file_handler):
             empty_theme.print_attributes()
-        
+
         got = file_handler.getvalue()
 
-        exp = (
-"""cover_title_format : {}
+        exp = """cover_title_format : {}
 cover_subtitle_format : {}
 cover_text_format : {}
 title_format : {}
@@ -64,107 +60,69 @@ def test_print_attributes(self, empty_theme):
 legend_format : {}
 description_order : []
 """
-                )
 
         assert got == exp
 
+
 class TestConfigInitTheme:
     """
     Test initialisation of the Theme class using a config dictionary.
     """
+
     def test_dict_init(self):
         config = {
-            "global":
-                {
-                    "font_size": 12,
-                    "font_name": "Arial",
-                    "font_color": "automatic"                                 
-                },
-
-            "cover_title":
-                {
-                    'font_size': 16,
-                    'bold': True,
-                    'text_wrap': True,
-                },
-            
-            "cover_subtitle":
-                {
-                    'font_size': 14,
-                    'bold': True,
-                    'text_wrap': True,
-                },
-
-            "cover_text":
-                {
-                    'text_wrap': True,
-                },
-
-            "title":
-                {
-                 "bold": True,
-                "font_size": 16
-                },
-     
-            "subtitle":
-                {"font_size": 14},
-
+            "global": {
+                "font_size": 12,
+                "font_name": "Arial",
+                "font_color": "automatic",
+            },
+            "cover_title": {
+                "font_size": 16,
+                "bold": True,
+                "text_wrap": True,
+            },
+            "cover_subtitle": {
+                "font_size": 14,
+                "bold": True,
+                "text_wrap": True,
+            },
+            "cover_text": {
+                "text_wrap": True,
+            },
+            "title": {"bold": True, "font_size": 16},
+            "subtitle": {"font_size": 14},
             "instructions": None,
-
             "scope": None,
-
-            "column_heading":
-                {
+            "column_heading": {
                 "bold": True,
                 "bottom": 1,
                 "text_wrap": 1,
-                "valign": "top"
-                },
-            
-            "index_1":
-                {
-                "bold": True,
-                "text_wrap": 1
-                },
-            
+                "valign": "top",
+            },
+            "index_1": {"bold": True, "text_wrap": 1},
             "index_2": {"text_wrap": 1},
-            
             "index_3": {"text_wrap": 1},
-            
             "data": {"text_wrap": 1},
-            
-            "source":
-                {"font_size": 12},
-            
-            "legend":
-                {"font_size": 12},
-            
-            "description_order":
-                [
-                    "instructions",
-                    "legend",
-                    "source",
-                    "scope"
-                ],
-                }
+            "source": {"font_size": 12},
+            "legend": {"font_size": 12},
+            "description_order": ["instructions", "legend", "source", "scope"],
+        }
         got = Theme(config)
-        
+
         exp = gptheme
-            
+
         assert exp == got
-        
+
     def test_file_init(self):
         """
         Test initialisation of Theme using default theme yaml config file.
         """
-        config_file = resource_filename(
-            "gptables",
-            "themes/gptheme.yaml"
-            )
-        got = Theme(config_file)
-        
+        config_file = importlib_resources.files("gptables") / "themes/gptheme.yaml"
+
+        got = Theme(str(config_file))
+
         exp = gptheme
-                
+
         assert exp == got
 
 
@@ -172,6 +130,7 @@ class TestFormatValidationTheme:
     """
     Test validation of format dictionaries.
     """
+
     def test_invalid_attribute_config(self, empty_theme):
         """
         Test that invalid attribute names in config raises a ValueError.
@@ -180,7 +139,6 @@ def test_invalid_attribute_config(self, empty_theme):
         with pytest.raises(ValueError):
             empty_theme.apply_config(config)
 
-
     def test_invalid_format_label_config(self, empty_theme):
         """
         Test that invalid format labels in config raises a ValueError.
@@ -188,7 +146,6 @@ def test_invalid_format_label_config(self, empty_theme):
         config = {"notes": {"not_a_format": 5}}
         with pytest.raises(ValueError):
             empty_theme.apply_config(config)
-        
 
     @pytest.mark.parametrize("attr", Theme()._format_attributes)
     def test_invalid_format_label_single_attr(self, attr, empty_theme):
@@ -199,7 +156,6 @@ def test_invalid_format_label_single_attr(self, attr, empty_theme):
         format_dict = {"not_a_format": 5}
         with pytest.raises(ValueError):
             getattr(empty_theme, "update_" + attr)(format_dict)
-    
 
     @pytest.mark.parametrize("attr", Theme()._format_attributes)
     def test_valid_format_label(self, attr, empty_theme):
@@ -208,13 +164,12 @@ def test_valid_format_label(self, attr, empty_theme):
         is used.
         """
         getattr(empty_theme, "update_" + attr)({"font_size": 9})
-        
+
         exp = {"font_size": 9}
         got = getattr(empty_theme, attr)
-        
+
         assert exp == got
 
-    
     def test_valid_format_label_config(self, empty_theme):
         """
         Test that valid format labels in config changes specified format attr
@@ -223,14 +178,14 @@ def test_valid_format_label_config(self, empty_theme):
         """
         config = {"source": {"font_size": 5}}
         empty_theme.apply_config(config)
-        
+
         exp = {"font_size": 5}
         got = empty_theme.source_format
-        
+
         assert exp == got
-        
+
         got2 = empty_theme.title_format
-        
+
         assert {} == got2
 
 
@@ -238,16 +193,10 @@ class TestOtherValidationTheme:
     """
     Test validation of non-format Theme attributes.
     """
+
     @pytest.mark.parametrize(
-        "format_order",[
-            "notes",
-            {"annotations": 2},
-            1,
-            3.14,
-            False,
-            None
-            ]
-        )
+        "format_order", ["notes", {"annotations": 2}, 1, 3.14, False, None]
+    )
     def test_invalid_description_order_type(self, format_order, empty_theme):
         """
         Test that non-list description_order entries raise a TypeError.
@@ -255,16 +204,7 @@ def test_invalid_description_order_type(self, format_order, empty_theme):
         with pytest.raises(TypeError):
             empty_theme.update_description_order(format_order)
 
-
-    @pytest.mark.parametrize(
-        "format_order",[
-            ["potato"],
-            [1],
-            [3.14],
-            [dict()],
-            [[]]
-            ]
-        )             
+    @pytest.mark.parametrize("format_order", [["potato"], [1], [3.14], [dict()], [[]]])
     def test_invalid_description_order_values(self, format_order, empty_theme):
         """
         Test that list description_order entries containing invalid elements raises
@@ -272,7 +212,6 @@ def test_invalid_description_order_values(self, format_order, empty_theme):
         """
         with pytest.raises(ValueError):
             empty_theme.update_description_order(format_order)
-    
 
     @pytest.mark.parametrize("description_order", powerset(valid_description_elements))
     def test_valid_description_order_values(self, description_order, empty_theme):
diff --git a/gptables/test/test_utils/excel_comparison_test.py b/gptables/test/test_utils/excel_comparison_test.py
index 28c73f77..2896392b 100644
--- a/gptables/test/test_utils/excel_comparison_test.py
+++ b/gptables/test/test_utils/excel_comparison_test.py
@@ -6,8 +6,9 @@
 # Copyright (c), 2013-2022, John McNamara, jmcnamara@cpan.org
 #
 
-import unittest
 import os
+import unittest
+
 from .helperfunctions import _compare_xlsx_files
 
 
@@ -18,34 +19,36 @@ class ExcelComparisonTest(unittest.TestCase):
 
     """
 
+    maxDiff = None
+
     def set_filename(self, filename):
         # Set the filename and paths for the test xlsx files.
-        self.maxDiff = None
-        self.got_filename = ''
-        self.exp_filename = ''
+        self.got_filename = ""
+        self.exp_filename = ""
         self.ignore_files = []
         self.ignore_elements = {}
-        self.test_dir = 'xlsxwriter/test/comparison/'
-        self.vba_dir = self.test_dir + 'xlsx_files/'
-        self.image_dir = self.test_dir + 'images/'
+        self.test_dir = "xlsxwriter/test/comparison/"
+        self.vba_dir = self.test_dir + "xlsx_files/"
+        self.image_dir = self.test_dir + "images/"
 
         # The reference Excel generated file.
-        self.exp_filename = self.test_dir + 'xlsx_files/' + filename
+        self.exp_filename = self.test_dir + "xlsx_files/" + filename
 
         # The generated XlsxWriter file.
-        self.got_filename = self.test_dir + '_test_' + filename
-
+        self.got_filename = self.test_dir + "_test_" + filename
 
     def set_text_file(self, filename):
         # Set the filename and path for text files used in tests.
-        self.txt_filename = self.test_dir + 'actual_' + filename
+        self.txt_filename = self.test_dir + "actual_" + filename
 
     def assertExcelEqual(self):
         # Compare the generate file and the reference Excel file.
-        got, exp = _compare_xlsx_files(self.got_filename,
-                                       self.exp_filename,
-                                       self.ignore_files,
-                                       self.ignore_elements)
+        got, exp = _compare_xlsx_files(
+            self.got_filename,
+            self.exp_filename,
+            self.ignore_files,
+            self.ignore_elements,
+        )
 
         self.assertEqual(exp, got)
 
diff --git a/gptables/test/test_utils/helperfunctions.py b/gptables/test/test_utils/helperfunctions.py
index 1f379b18..46587d7e 100644
--- a/gptables/test/test_utils/helperfunctions.py
+++ b/gptables/test/test_utils/helperfunctions.py
@@ -6,28 +6,26 @@
 # Copyright (c), 2013-2022, John McNamara, jmcnamara@cpan.org
 #
 
-import re
 import os.path
-from zipfile import ZipFile
-from zipfile import BadZipfile
-from zipfile import LargeZipFile
+import re
+from zipfile import BadZipfile, LargeZipFile, ZipFile
 
 
 def _xml_to_list(xml_str):
     # Convert test generated XML strings into lists for comparison testing.
 
     # Split the XML string at tag boundaries.
-    parser = re.compile(r'>\s*<')
+    parser = re.compile(r">\s*<")
     elements = parser.split(xml_str.strip())
 
     elements = [s.replace("\r", "") for s in elements]
 
     # Add back the removed brackets.
     for index, element in enumerate(elements):
-        if not element[0] == '<':
-            elements[index] = '<' + elements[index]
-        if not element[-1] == '>':
-            elements[index] = elements[index] + '>'
+        if not element[0] == "<":
+            elements[index] = "<" + elements[index]
+        if not element[-1] == ">":
+            elements[index] = elements[index] + ">"
 
     return elements
 
@@ -42,7 +40,7 @@ def _vml_to_list(vml_str):
     vml_str = vml_str.replace("\r", "")
 
     vml = vml_str.split("\n")
-    vml_str = ''
+    vml_str = ""
 
     for line in vml:
         # Skip blank lines.
@@ -60,11 +58,11 @@ def _vml_to_list(vml_str):
             line += " "
 
         # Add newline after element end.
-        if re.search('>$', line):
+        if re.search(">$", line):
             line += "\n"
 
         # Split multiple elements.
-        line = line.replace('><', ">\n<")
+        line = line.replace("><", ">\n<")
 
         # Put all of Anchor on one line.
         if line == "<x:Anchor>\n":
@@ -97,7 +95,9 @@ def _sort_rel_file_data(xml_elements):
     return xml_elements
 
 
-def _compare_xlsx_files(got_file, exp_file, ignore_files, ignore_elements):
+def _compare_xlsx_files(
+    got_file, exp_file, ignore_files, ignore_elements, ignore_auto_colour=True
+):
     # Compare two XLSX files by extracting the XML files from each
     # zip archive and comparing them.
     #
@@ -106,25 +106,26 @@ def _compare_xlsx_files(got_file, exp_file, ignore_files, ignore_elements):
     #
     # In order to compare the XLSX files we convert the data in each
     # XML file into an list of XML elements.
+    #
     try:
         # Open the XlsxWriter as a zip file for testing.
-        got_zip = ZipFile(got_file, 'r')
+        got_zip = ZipFile(got_file, "r")
     except IOError as e:
         error = "XlsxWriter file error: " + str(e)
-        return error, ''
+        return error, ""
     except (BadZipfile, LargeZipFile) as e:
         error = "XlsxWriter zipfile error, '" + exp_file + "': " + str(e)
-        return error, ''
+        return error, ""
 
     try:
         # Open the Excel as a zip file for testing.
-        exp_zip = ZipFile(exp_file, 'r')
+        exp_zip = ZipFile(exp_file, "r")
     except IOError as e:
         error = "Excel file error: " + str(e)
-        return error, ''
+        return error, ""
     except (BadZipfile, LargeZipFile) as e:
         error = "Excel zipfile error, '" + exp_file + "': " + str(e)
-        return error, ''
+        return error, ""
 
     # Get the filenames from the zip files.
     got_files = sorted(got_zip.namelist())
@@ -145,50 +146,54 @@ def _compare_xlsx_files(got_file, exp_file, ignore_files, ignore_elements):
 
         # Compare binary files with string comparison based on extension.
         extension = os.path.splitext(filename)[1]
-        if extension in ('.png', '.jpeg', '.gif', '.bmp', '.wmf', '.emf', '.bin'):
+        if extension in (".png", ".jpeg", ".gif", ".bmp", ".wmf", ".emf", ".bin"):
             if got_xml_str != exp_xml_str:
-                return 'got: %s' % filename, 'exp: %s' % filename
+                return "got: %s" % filename, "exp: %s" % filename
             continue
 
-        got_xml_str = got_xml_str.decode('utf-8')
-        exp_xml_str = exp_xml_str.decode('utf-8')
+        got_xml_str = got_xml_str.decode("utf-8")
+        exp_xml_str = exp_xml_str.decode("utf-8")
 
         # Remove dates and user specific data from the core.xml data.
-        if filename == 'docProps/core.xml':
-            exp_xml_str = re.sub(r' ?John', '', exp_xml_str)
-            exp_xml_str = re.sub(r'\d\d\d\d-\d\d-\d\dT\d\d\:\d\d:\d\dZ',
-                                 '', exp_xml_str)
-            got_xml_str = re.sub(r'\d\d\d\d-\d\d-\d\dT\d\d\:\d\d:\d\dZ',
-                                 '', got_xml_str)
+        if filename == "docProps/core.xml":
+            exp_xml_str = re.sub(r" ?John", "", exp_xml_str)
+            exp_xml_str = re.sub(
+                r"\d\d\d\d-\d\d-\d\dT\d\d\:\d\d:\d\dZ", "", exp_xml_str
+            )
+            got_xml_str = re.sub(
+                r"\d\d\d\d-\d\d-\d\dT\d\d\:\d\d:\d\dZ", "", got_xml_str
+            )
 
         # Remove workbookView dimensions which are almost always different
         # and calcPr which can have different Excel version ids.
-        if filename == 'xl/workbook.xml':
-            exp_xml_str = re.sub(r'<workbookView[^>]*>',
-                                 '<workbookView/>', exp_xml_str)
-            got_xml_str = re.sub(r'<workbookView[^>]*>',
-                                 '<workbookView/>', got_xml_str)
-            exp_xml_str = re.sub(r'<calcPr[^>]*>',
-                                 '<calcPr/>', exp_xml_str)
-            got_xml_str = re.sub(r'<calcPr[^>]*>',
-                                 '<calcPr/>', got_xml_str)
+        if filename == "xl/workbook.xml":
+            exp_xml_str = re.sub(r"<workbookView[^>]*>", "<workbookView/>", exp_xml_str)
+            got_xml_str = re.sub(r"<workbookView[^>]*>", "<workbookView/>", got_xml_str)
+            exp_xml_str = re.sub(r"<calcPr[^>]*>", "<calcPr/>", exp_xml_str)
+            got_xml_str = re.sub(r"<calcPr[^>]*>", "<calcPr/>", got_xml_str)
 
         # Remove printer specific settings from Worksheet pageSetup elements.
-        if re.match(r'xl/worksheets/sheet\d.xml', filename):
-            exp_xml_str = re.sub(r'horizontalDpi="200" ', '', exp_xml_str)
-            exp_xml_str = re.sub(r'verticalDpi="200" ', '', exp_xml_str)
-            exp_xml_str = re.sub(r'(<pageSetup[^>]*) r:id="rId1"',
-                                 r'\1', exp_xml_str)
+        if re.match(r"xl/worksheets/sheet\d.xml", filename):
+            exp_xml_str = re.sub(r'horizontalDpi="200" ', "", exp_xml_str)
+            exp_xml_str = re.sub(r'verticalDpi="200" ', "", exp_xml_str)
+            exp_xml_str = re.sub(r'(<pageSetup[^>]*) r:id="rId1"', r"\1", exp_xml_str)
 
         # Remove Chart pageMargin dimensions which are almost always different.
-        if re.match(r'xl/charts/chart\d.xml', filename):
-            exp_xml_str = re.sub(r'<c:pageMargins[^>]*>',
-                                 '<c:pageMargins/>', exp_xml_str)
-            got_xml_str = re.sub(r'<c:pageMargins[^>]*>',
-                                 '<c:pageMargins/>', got_xml_str)
+        if re.match(r"xl/charts/chart\d.xml", filename):
+            exp_xml_str = re.sub(
+                r"<c:pageMargins[^>]*>", "<c:pageMargins/>", exp_xml_str
+            )
+            got_xml_str = re.sub(
+                r"<c:pageMargins[^>]*>", "<c:pageMargins/>", got_xml_str
+            )
+
+        # Remove automatic color tags
+        if ignore_auto_colour:
+            exp_xml_str = re.sub(r'<color rgb="FFAUTOMATIC"\s*/>', "", exp_xml_str)
+            got_xml_str = re.sub(r'<color rgb="FFAUTOMATIC"\s*/>', "", got_xml_str)
 
         # Convert the XML string to lists for comparison.
-        if re.search('.vml$', filename):
+        if re.search(".vml$", filename):
             got_xml = _xml_to_list(got_xml_str)
             exp_xml = _vml_to_list(exp_xml_str)
         else:
@@ -204,7 +209,7 @@ def _compare_xlsx_files(got_file, exp_file, ignore_files, ignore_elements):
                 got_xml = [tag for tag in got_xml if not re.match(pattern, tag)]
 
         # Reorder the XML elements in the XLSX relationship files.
-        if filename == '[Content_Types].xml' or re.search('.rels$', filename):
+        if filename == "[Content_Types].xml" or re.search(".rels$", filename):
             got_xml = _sort_rel_file_data(got_xml)
             exp_xml = _sort_rel_file_data(exp_xml)
 
@@ -215,7 +220,7 @@ def _compare_xlsx_files(got_file, exp_file, ignore_files, ignore_elements):
             return got_xml, exp_xml
 
     # If we got here the files are the same.
-    return 'Ok', 'Ok'
+    return "Ok", "Ok"
 
 
 # External wrapper function to allow simplified equality testing of two Excel
diff --git a/gptables/test/test_wrappers.py b/gptables/test/test_wrappers.py
index cb083604..9608dd96 100644
--- a/gptables/test/test_wrappers.py
+++ b/gptables/test/test_wrappers.py
@@ -1,51 +1,40 @@
-import pytest
 from collections import namedtuple
-import pandas as pd
-from pandas.testing import assert_frame_equal, assert_series_equal
 
+import pandas as pd
+import pytest
 import xlsxwriter
+from pandas.testing import assert_frame_equal, assert_series_equal
 
 import gptables
-from gptables.core.wrappers import GPWorkbook
-from gptables.core.wrappers import GPWorksheet
+from gptables import Theme, gptheme
 from gptables.core.gptable import FormatList
-from gptables import Theme
-from gptables import gptheme
-from gptables.test.test_gptable import create_gptable_with_kwargs, does_not_raise
+from gptables.core.wrappers import GPWorkbook, GPWorksheet
+from gptables.test.test_gptable import does_not_raise
 
 Tb = namedtuple("Testbook", "wb ws")
 
 valid_text_elements = [  # Not None
     "This is a string",
     FormatList(["More than ", {"italic": True}, "just ", "a string"]),
-    FormatList([{"bold":True}, "text"])
+    FormatList([{"bold": True}, "text"]),
 ]
 
 test_text_list = [
     "This has a $$reference$$",
     "This one doesn't",
-    "Here's $$another$$one"
-    ]
+    "Here's $$another$$one",
+]
 
-exp_text_list = [
-    "This has a [note 1]",
-    "This one doesn't",
-    "Here's one[note 2]"
-    ]
+exp_text_list = ["This has a [note 1]", "This one doesn't", "Here's one[note 2]"]
 
 
-invalid_text_elements = [
-    dict(),
-    set(),
-    42,
-    3.14,
-    True
-]
+invalid_text_elements = [dict(), set(), 42, 3.14, True]
+
 
 @pytest.fixture()
 def testbook():
     # See https://github.com/jmcnamara/XlsxWriter/issues/746#issuecomment-685869888
-    wb = GPWorkbook(options={'in_memory': True})
+    wb = GPWorkbook(options={"in_memory": True})
     ws = wb.add_worksheet()
     yield Tb(wb, ws)
     wb.fileclosed = 1
@@ -55,24 +44,19 @@ class TestGPWorksheetInit:
     """
     Test that default attributes are set when GPWorksheets are created.
     """
-    
+
     def test_subclass(self):
         """
         Test that the GPWorksheet class is a subclass of the XlsxWriter
         Worksheet class.
         """
-        assert issubclass(
-                        GPWorksheet,
-                        xlsxwriter.worksheet.Worksheet
-                        )
-    
+        assert issubclass(GPWorksheet, xlsxwriter.worksheet.Worksheet)
 
     def test_default_theme_set(self, testbook):
         """
         Test that the default theme (gptheme) is used when no theme is set.
         """
         assert testbook.wb.theme == gptheme
-    
 
     def test_default_gridlines(self, testbook):
         """
@@ -80,24 +64,16 @@ def test_default_gridlines(self, testbook):
         """
         assert testbook.ws.print_gridlines == 0
         assert testbook.ws.screen_gridlines == 0
-        
 
     def test_wb_reference(self, testbook):
         """
         Test that GPWorksheets reference their parent GPWorkbook.
         """
         assert testbook.ws._workbook == testbook.wb
-    
-
-    @pytest.mark.parametrize("not_a_gptable", [
-        dict(),
-        set(),
-        [],
-        1,
-        3.14,
-        "test_string",
-        pd.DataFrame()
-    ])
+
+    @pytest.mark.parametrize(
+        "not_a_gptable", [dict(), set(), [], 1, 3.14, "test_string", pd.DataFrame()]
+    )
     def test_invalid_write_gptable(self, not_a_gptable, testbook):
         """
         Test that write_gptable() raises a TypeError when argument is not a
@@ -121,77 +97,76 @@ def test__smart_write_str(self, testbook):
         got_string = testbook.ws.str_table.string_table
         exp_string = {valid_text_elements[0]: 0}
         assert got_string == exp_string
-        
+
         # String is referenced using a named tuple (string, Format)
         # Here we get first element, which references string lookup location
         got_lookup = testbook.ws.table[0][0][0]
         exp_lookup = 0
         assert got_lookup == exp_lookup
 
-
     def test__smart_write_formatted_str(self, testbook):
         testbook.ws._smart_write(1, 2, valid_text_elements[0], {"bold": True})
         # Strings are stored in a lookup table for efficiency
         got_string = testbook.ws.str_table.string_table
         exp_string = {valid_text_elements[0]: 0}
         assert got_string == exp_string
-        
+
         # String is referenced using a named tuple (string, Format)
         # Here we get first element, which references string lookup location
-        cell = testbook.ws.table[1][2] 
+        cell = testbook.ws.table[1][2]
         got_lookup = cell[0]
         exp_lookup = 0
         assert got_lookup == exp_lookup
-        
+
         format_obj = cell[1]
         assert format_obj.bold
-        
 
     def test__smart_write_rich_text(self, testbook):
         testbook.wb.set_theme(Theme({}))
-        
+
         testbook.ws._smart_write(0, 0, valid_text_elements[1], {})
         # Strings are stored in a lookup table for efficiency
         got_string = testbook.ws.str_table.string_table
-        exp_string = {'<r><t xml:space="preserve">More than </t></r><r><rPr><i'
-                      '/><sz val="11"/><color theme="1"/><rFont val="Calibri"/'
-                      '><family val="2"/><scheme val="minor"/></rPr><t xml:spa'
-                      'ce="preserve">just </t></r><r><rPr><sz val="11"/><color'
-                      ' theme="1"/><rFont val="Calibri"/><family val="2"/><sch'
-                      'eme val="minor"/></rPr><t>a string</t></r>': 0}
+        exp_string = {
+            '<r><t xml:space="preserve">More than </t></r><r><rPr><i'
+            '/><sz val="11"/><color theme="1"/><rFont val="Calibri"/'
+            '><family val="2"/><scheme val="minor"/></rPr><t xml:spa'
+            'ce="preserve">just </t></r><r><rPr><sz val="11"/><color'
+            ' theme="1"/><rFont val="Calibri"/><family val="2"/><sch'
+            'eme val="minor"/></rPr><t>a string</t></r>': 0
+        }
         assert got_string == exp_string
-        
+
         # String is referenced using a named tuple (string, Format)
         # Here we get first element, which references string lookup location
         got_lookup = testbook.ws.table[0][0][0]
         exp_lookup = 0
         assert got_lookup == exp_lookup
-    
-
 
     def test__smart_write_formatted_rich_text(self, testbook):
         testbook.wb.set_theme(Theme({}))
-        
+
         testbook.ws._smart_write(1, 2, valid_text_elements[1], {})
         # Strings are stored in a lookup table for efficiency
         got_string = testbook.ws.str_table.string_table
-        exp_string = {'<r><t xml:space="preserve">More than </t></r><r><rPr>'
-                      '<i/><sz val="11"/><color theme="1"/><rFont val="Calib'
-                      'ri"/><family val="2"/><scheme val="minor"/></rPr><t xml'
-                      ':space="preserve">just </t></r><r><rPr><sz val="11"'
-                      '/><color theme="1"/><rFont val="Calibri"/><family val="'
-                      '2"/><scheme val="minor"/></rPr><t>a string</t></r>': 0}
+        exp_string = {
+            '<r><t xml:space="preserve">More than </t></r><r><rPr>'
+            '<i/><sz val="11"/><color theme="1"/><rFont val="Calib'
+            'ri"/><family val="2"/><scheme val="minor"/></rPr><t xml'
+            ':space="preserve">just </t></r><r><rPr><sz val="11"'
+            '/><color theme="1"/><rFont val="Calibri"/><family val="'
+            '2"/><scheme val="minor"/></rPr><t>a string</t></r>': 0
+        }
 
         assert got_string == exp_string
-        
+
         # String is referenced using a named tuple (string, Format)
         # Here we get first element, which references string lookup location
-        cell = testbook.ws.table[1][2] 
+        cell = testbook.ws.table[1][2]
         got_lookup = cell[0]
         exp_lookup = 0
         assert got_lookup == exp_lookup
 
-
     def test__smart_write_link(self, testbook):
         testbook.wb.set_theme(Theme({}))
 
@@ -204,7 +179,7 @@ def test__smart_write_link(self, testbook):
         exp_string = {display_text: 0}
         assert got_string == exp_string
 
-        got_hyperlink = testbook.ws.hyperlinks[0][0]["url"]
+        got_hyperlink = testbook.ws.hyperlinks[0][0]._link
         exp_hyperlink = url
         assert got_hyperlink == exp_hyperlink
 
@@ -217,9 +192,8 @@ def test__smart_write_link(self, testbook):
         assert got_lookup == exp_lookup
 
         format_obj = cell[1]
-        assert format_obj.underline == True
-        assert format_obj.font_color == "#0000FF" # aka Blue
-
+        assert format_obj.underline is True
+        assert format_obj.font_color._rgb_hex_value() == "0000FF"  # aka Blue
 
     def test__smart_write_null_cell(self, testbook):
         testbook.ws._smart_write(0, 0, None, {})
@@ -233,80 +207,100 @@ def test__smart_write_null_cell(self, testbook):
         cell = testbook.ws.table[0][0]
         assert len(cell) == 1
 
-
     def test__write_empty_table(self, testbook, create_gptable_with_kwargs):
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame({"col": [None]})
-        })
+        gptable = create_gptable_with_kwargs({"table": pd.DataFrame({"col": [None]})})
         with pytest.raises(ValueError):
-            testbook.ws._write_table_elements([0,0], gptable, auto_width=True)
+            testbook.ws._write_table_elements([0, 0], gptable, auto_width=True)
 
     def test__write_integer_table(self, testbook, create_gptable_with_kwargs):
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame({"a": [0], "b": [1]})
-        })
-
-        #Testing that this function executes with no errors
-        testbook.ws._write_table_elements([0,0], gptable, auto_width=True)
-
-
-    @pytest.mark.parametrize("cell_value1,cell_value2,expectation", [
-        (None, "valid text", pytest.warns(UserWarning)),
-        ("", "valid text", pytest.warns(UserWarning)),
-        (" ", "valid text", pytest.warns(UserWarning)),
-        ("    ", "valid text", pytest.warns(UserWarning)),
-        ("_", "valid text", pytest.raises(ValueError)),
-        (" *", "valid text", pytest.raises(ValueError)),
-        (" Hello_World! ", "valid text", does_not_raise()),
-    ])
-    def test__write_table_elements_cell_validation(self, testbook,
-        create_gptable_with_kwargs, cell_value1, cell_value2, expectation):
-        gptable = create_gptable_with_kwargs({
-            "table": pd.DataFrame({
-                "colA": [cell_value1, cell_value2],
-                "colB": ["valid text", "valid text"]
-            })
-        })
+        gptable = create_gptable_with_kwargs(
+            {"table": pd.DataFrame({"a": [0], "b": [1]})}
+        )
+
+        # Testing that this function executes with no errors
+        testbook.ws._write_table_elements([0, 0], gptable, auto_width=True)
+
+    @pytest.mark.parametrize(
+        "cell_value1,cell_value2,expectation",
+        [
+            (None, "valid text", pytest.warns(UserWarning)),
+            ("", "valid text", pytest.warns(UserWarning)),
+            (" ", "valid text", pytest.warns(UserWarning)),
+            ("    ", "valid text", pytest.warns(UserWarning)),
+            ("_", "valid text", pytest.raises(ValueError)),
+            (" *", "valid text", pytest.raises(ValueError)),
+            (" Hello_World! ", "valid text", does_not_raise()),
+        ],
+    )
+    def test__write_table_elements_cell_validation(
+        self,
+        testbook,
+        create_gptable_with_kwargs,
+        cell_value1,
+        cell_value2,
+        expectation,
+    ):
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": pd.DataFrame(
+                    {
+                        "colA": [cell_value1, cell_value2],
+                        "colB": ["valid text", "valid text"],
+                    }
+                )
+            }
+        )
         with expectation:
-            testbook.ws._write_table_elements([0,0], gptable, auto_width=True)
+            testbook.ws._write_table_elements([0, 0], gptable, auto_width=True)
 
+    def test__apply_column_alignments(self, testbook):
+        data_table = pd.DataFrame(
+            {
+                "index_column": [1, 2],
+                "integer_column": [1, 2],
+                "float_column": [1.1, 2.2],
+                "string_column": ["A", "B"],
+                "url_column": [{"display_text": "link"}, {"display_text": "link"}],
+                "integer_with_confidential_shorthand": [1, "[c]"],
+                "float_with_significant_shorthand": ["1.1[sss]", 2.2],
+            }
+        )
 
+        format_table = pd.DataFrame(
+            {
+                "index_column": [{}, {}],
+                "integer_column": [{}, {}],
+                "float_column": [{}, {}],
+                "string_column": [{}, {}],
+                "url_column": [{}, {}],
+                "integer_with_confidential_shorthand": [{}, {}],
+                "float_with_significant_shorthand": [{}, {}],
+            }
+        )
 
-    def test__apply_column_alignments(self, testbook):
-        data_table = pd.DataFrame({
-            "index_column": [1, 2],
-            "integer_column": [1, 2],
-            "float_column": [1.1, 2.2],
-            "string_column": ["A", "B"],
-            "url_column": [{"display_text": "link"}, {"display_text": "link"}],
-            "integer_with_confidential_shorthand": [1, "[c]"],
-            "float_with_significant_shorthand": ["1.1[sss]", 2.2],
-        })
-
-        format_table = pd.DataFrame({
-            "index_column": [{}, {}],
-            "integer_column": [{}, {}],
-            "float_column": [{}, {}],
-            "string_column": [{}, {}],
-            "url_column": [{}, {}],
-            "integer_with_confidential_shorthand": [{}, {}],
-            "float_with_significant_shorthand": [{}, {}],
-        })
-
-        testbook.ws._apply_column_alignments(data_table, format_table, index_columns=[0])
-
-        exp_format_table = pd.DataFrame({
-            "index_column": [{"align": "left"}, {"align": "left"}],
-            "integer_column": [{"align": "right"}, {"align": "right"}],
-            "float_column": [{"align": "right"}, {"align": "right"}],
-            "string_column": [{"align": "left"}, {"align": "left"}],
-            "url_column": [{"align": "left"}, {"align": "left"}],
-            "integer_with_confidential_shorthand": [{"align": "right"}, {"align": "right"}],
-            "float_with_significant_shorthand": [{"align": "right"}, {"align": "right"}],
-        })
+        testbook.ws._apply_column_alignments(
+            data_table, format_table, index_columns=[0]
+        )
 
-        assert_frame_equal(format_table, exp_format_table)
+        exp_format_table = pd.DataFrame(
+            {
+                "index_column": [{"align": "left"}, {"align": "left"}],
+                "integer_column": [{"align": "right"}, {"align": "right"}],
+                "float_column": [{"align": "right"}, {"align": "right"}],
+                "string_column": [{"align": "left"}, {"align": "left"}],
+                "url_column": [{"align": "left"}, {"align": "left"}],
+                "integer_with_confidential_shorthand": [
+                    {"align": "right"},
+                    {"align": "right"},
+                ],
+                "float_with_significant_shorthand": [
+                    {"align": "right"},
+                    {"align": "right"},
+                ],
+            }
+        )
 
+        assert_frame_equal(format_table, exp_format_table)
 
 
 class TestGPWorksheetReferences:
@@ -314,6 +308,7 @@ class TestGPWorksheetReferences:
     Test that GPTable note references are modified correctly by GPWorksheet
     during write_gptable().
     """
+
     @pytest.mark.parametrize("text", test_text_list)
     def test__replace_reference(self, text, testbook):
         """
@@ -323,60 +318,60 @@ def test__replace_reference(self, text, testbook):
         got_output = []
         reference_order = ["reference", "another"]
 
-        got_output = [testbook.ws._replace_reference(text, reference_order) for text in test_text_list]
-    
+        got_output = [
+            testbook.ws._replace_reference(text, reference_order)
+            for text in test_text_list
+        ]
+
         exp_refs = ["reference", "another"]
         assert reference_order == exp_refs
         assert got_output == exp_text_list
 
-
-    @pytest.mark.parametrize("text,refs,output",
-        zip(test_text_list,
-        [["reference"], [], ["another"]],
-        ["This has a [note 1]", "This one doesn't", "Here's one[note 2]"]
-        ))
+    @pytest.mark.parametrize(
+        "text,refs,output",
+        zip(
+            test_text_list,
+            [["reference"], [], ["another"]],
+            ["This has a [note 1]", "This one doesn't", "Here's one[note 2]"],
+        ),
+    )
     def test__replace_reference_in_attr_str(self, text, refs, output, testbook):
         """
         Test that references are replaced in a single string.
         """
         reference_order = ["reference", "another"]
-        got_text = testbook.ws._replace_reference_in_attr(
-                text,
-                reference_order
-                )
+        got_text = testbook.ws._replace_reference_in_attr(text, reference_order)
 
         assert got_text == output
 
-
     def test__replace_reference_in_attr_dict(self, testbook):
         """
         Test that references are replaced in dictionary values, but not keys.
         """
         reference_order = ["reference", "another"]
         test_text_dict = {
-                "$$key$$": "This is a value with a $$reference$$",
-                "second_key": "Second value",
-                "another_key": "$$another$$reference"
-                }
+            "$$key$$": "This is a value with a $$reference$$",
+            "second_key": "Second value",
+            "another_key": "$$another$$reference",
+        }
         got_text = testbook.ws._replace_reference_in_attr(
-                test_text_dict,
-                reference_order
-                )
-                
+            test_text_dict, reference_order
+        )
+
         exp_text_dict = {
-                "$$key$$": "This is a value with a [note 1]",
-                "second_key": "Second value",
-                "another_key": "reference[note 2]"
-                }
-        
-        assert got_text == exp_text_dict
+            "$$key$$": "This is a value with a [note 1]",
+            "second_key": "Second value",
+            "another_key": "reference[note 2]",
+        }
 
+        assert got_text == exp_text_dict
 
 
 class TestGPWorksheetFormatUpdate:
     """
     Test that GPWorksheet format updating methods work as expected.
     """
+
     def test__apply_format_dict(self, testbook):
         test = dict()
         format_dict = {"bold": True}
@@ -384,7 +379,6 @@ def test__apply_format_dict(self, testbook):
         exp = {"bold": True}
         assert test == exp
 
-
     def test__apply_format_series(self, testbook):
         test = pd.Series([{} for n in range(3)])
         format_dict = {"bold": True}
@@ -392,37 +386,38 @@ def test__apply_format_series(self, testbook):
         exp = pd.Series([{"bold": True} for n in range(3)])
         assert_series_equal(test, exp)
 
-
     def test__apply_format_dataframe(self, testbook):
-        test = pd.DataFrame(columns=[0, 1, 2], index = [0, 1])
+        test = pd.DataFrame(columns=[0, 1, 2], index=[0, 1])
         test.iloc[0] = [{} for n in range(3)]
         test.iloc[1] = [{} for n in range(3)]
-        
+
         format_dict = {"bold": True}
         testbook.ws._apply_format(test, format_dict)
-        exp = pd.DataFrame(columns=[0, 1, 2], index = [0, 1])
+        exp = pd.DataFrame(columns=[0, 1, 2], index=[0, 1])
         exp.iloc[0] = [{"bold": True} for n in range(3)]
         exp.iloc[1] = [{"bold": True} for n in range(3)]
         assert_frame_equal(test, exp)
 
 
-
 class TestGPWorksheetTable:
     """
     Test that the table property inherited from `xlsxwriter.Worksheet` is set correctly.
     """
-    def test__mark_data_as_worksheet_table(
-        self, testbook, create_gptable_with_kwargs
-    ):
+
+    def test__mark_data_as_worksheet_table(self, testbook, create_gptable_with_kwargs):
         df = pd.DataFrame({"col1": ["x", "y"], "col2": [0, 1]})
-        gptable = create_gptable_with_kwargs({
-            "table": df,
-        })
+        gptable = create_gptable_with_kwargs(
+            {
+                "table": df,
+            }
+        )
         gptable._set_data_range()
 
         table_format = pd.DataFrame({"col1": [{}, {}], "col2": [{}, {}]})
 
-        testbook.ws._write_array([0, 2], df, table_format) # First two rows reserved for title and instructions
+        testbook.ws._write_array(
+            [0, 2], df, table_format
+        )  # First two rows reserved for title and instructions
 
         testbook.ws._mark_data_as_worksheet_table(gptable, table_format)
 
@@ -450,31 +445,40 @@ def test__mark_data_as_worksheet_table(
             exp_heading_format = testbook.wb.add_format(table_format.iloc[0, n])
             assert got_heading_format.__dict__ == exp_heading_format.__dict__
 
-
-    @pytest.mark.parametrize("cell_val,exp_length",[
-        ("string", 6),
-        (42, 2),
-        (3.14, 4),
-        ({"gov.uk": "https://www.gov.uk"}, 6),
-        (FormatList(["Partially ", {"bold": True}, "bold", " string"]), 21),
-        (["string", "another string"], 14),
-        ("string\nwith\nnewlines", 8),
-        (FormatList(["string\r\n", {"bold": True}, "bold string"]), 11),
-        (set(), 0)
-    ])
+    @pytest.mark.parametrize(
+        "cell_val,exp_length",
+        [
+            ("string", 6),
+            (42, 2),
+            (3.14, 4),
+            ({"gov.uk": "https://www.gov.uk"}, 6),
+            (FormatList(["Partially ", {"bold": True}, "bold", " string"]), 21),
+            (["string", "another string"], 14),
+            ("string\nwith\nnewlines", 8),
+            (FormatList(["string\r\n", {"bold": True}, "bold string"]), 11),
+            (set(), 0),
+        ],
+    )
     def test__longest_line_length(self, testbook, cell_val, exp_length):
         got_length = testbook.ws._longest_line_length(cell_val)
 
         assert got_length == exp_length
 
-
-    @pytest.mark.parametrize("data", [
-        ["string", "longer string"],
-        ["longer string", "longer string"],
-        ["string\nstring\nstring", "longer string"]])
-    @pytest.mark.parametrize("format", [
-        [{"font_size": 12}, {"font_size": 12}],
-        [{"font_size": 10}, {"font_size": 12}]])
+    @pytest.mark.parametrize(
+        "data",
+        [
+            ["string", "longer string"],
+            ["longer string", "longer string"],
+            ["string\nstring\nstring", "longer string"],
+        ],
+    )
+    @pytest.mark.parametrize(
+        "format",
+        [
+            [{"font_size": 12}, {"font_size": 12}],
+            [{"font_size": 10}, {"font_size": 12}],
+        ],
+    )
     def test__calculate_column_widths(self, testbook, data, format):
         table = pd.DataFrame({"col": data})
         table_format = pd.DataFrame({"col": format})
@@ -485,44 +489,42 @@ def test__calculate_column_widths(self, testbook, data, format):
         assert got_width == exp_width
 
 
-
 class TestGPWorkbookStatic:
     """
     Test that the GPWorkbook static methods work as expected.
     """
-    @pytest.mark.parametrize("input, expected", [
-        ("no references", "no references"),
-        ("ref at end$$1$$", "ref at end"),
-        ("$$1$$ref at start", "ref at start"),
-        ("two$$1$$ refs$$2$$", "two refs"),
-        ("three$$1$$ refs$$2$$, wow$$3$$", "three refs, wow")
-    ])
+
+    @pytest.mark.parametrize(
+        "input, expected",
+        [
+            ("no references", "no references"),
+            ("ref at end$$1$$", "ref at end"),
+            ("$$1$$ref at start", "ref at start"),
+            ("two$$1$$ refs$$2$$", "two refs"),
+            ("three$$1$$ refs$$2$$, wow$$3$$", "three refs, wow"),
+        ],
+    )
     def test__strip_annotation_references(self, input, expected):
         assert GPWorkbook._strip_annotation_references(input) == expected
 
 
-
 class TestGPWorkbook:
     """
     Test that GPWorkbook initialisation and methods work as expected.
-    """ 
+    """
+
     def test_subclass(self):
         """
         Test that the GPWorkbook class is a subclass of the XlsxWriter
         Workbook class.
         """
-        assert issubclass(
-                        GPWorkbook,
-                        xlsxwriter.Workbook
-                        )
-    
+        assert issubclass(GPWorkbook, xlsxwriter.Workbook)
 
     def test_default_theme_set(self, testbook):
         """
         Test that the workbook theme is set to gptheme by default.
-        """        
+        """
         assert testbook.wb.theme == gptheme
-    
 
     def test_valid_set_theme(self, testbook):
         """
@@ -532,19 +534,12 @@ def test_valid_set_theme(self, testbook):
         theme_config = {"title": {"bold": True}}
         theme = gptables.Theme(theme_config)
         testbook.wb.set_theme(theme)
-        
-        assert testbook.wb.theme == gptables.Theme(theme_config)
 
+        assert testbook.wb.theme == gptables.Theme(theme_config)
 
-    @pytest.mark.parametrize("not_a_theme", [
-        dict(),
-        set(),
-        [],
-        1,
-        3.14,
-        "test_string",
-        pd.DataFrame()
-    ])
+    @pytest.mark.parametrize(
+        "not_a_theme", [dict(), set(), [], 1, 3.14, "test_string", pd.DataFrame()]
+    )
     def test_invalid_set_theme(self, not_a_theme, testbook):
         """
         Test that setting theme with an object that is not a gptables.Theme
@@ -553,7 +548,6 @@ def test_invalid_set_theme(self, not_a_theme, testbook):
         with pytest.raises(TypeError):
             testbook.wb.set_theme(not_a_theme)
 
-
     def test__update_annotations(self, testbook, create_gptable_with_kwargs):
         """
         Test that _update_annotations produces a correctly ordered list of
@@ -566,7 +560,7 @@ def test__update_annotations(self, testbook, create_gptable_with_kwargs):
             "subtitles": ["Subtitle$$2$$"],
             "units": {0: "Unit$$3$$"},
             "table_notes": {0: "Note$$4$$"},
-            "table": table
+            "table": table,
         }
 
         kwargs2 = {
@@ -574,7 +568,7 @@ def test__update_annotations(self, testbook, create_gptable_with_kwargs):
             "subtitles": ["Subtitle$$3$$"],
             "units": {0: "Unit$$5$$"},
             "table_notes": {0: "Note$4$$"},
-            "table": table
+            "table": table,
         }
 
         gptable1 = create_gptable_with_kwargs(kwargs1)
@@ -586,17 +580,20 @@ def test__update_annotations(self, testbook, create_gptable_with_kwargs):
 
         assert gpworkbook._annotations == ["1", "2", "3", "4", "5"]
 
-
-    @pytest.mark.parametrize("additional_elements,values", [
-        (None, None),
-        (["scope"], ["scope"]),
-        (
-            ["subtitles", "instructions", "scope", "source"],
-            [["subtitles"], "instructions", "scope", "source"]
-        )
-    ])
-    def test_make_table_of_contents(self, testbook, create_gptable_with_kwargs,
-        additional_elements, values):
+    @pytest.mark.parametrize(
+        "additional_elements,values",
+        [
+            (None, None),
+            (["scope"], ["scope"]),
+            (
+                ["subtitles", "instructions", "scope", "source"],
+                [["subtitles"], "instructions", "scope", "source"],
+            ),
+        ],
+    )
+    def test_make_table_of_contents(
+        self, testbook, create_gptable_with_kwargs, additional_elements, values
+    ):
         """
         Test that attributes are set as expected when contentsheet is created.
         """
@@ -604,24 +601,27 @@ def test_make_table_of_contents(self, testbook, create_gptable_with_kwargs,
         if additional_elements:
             kwargs.update(dict(zip(additional_elements, values)))
 
-        exp_toc = pd.DataFrame({
-            "Sheet name": [{"sheet": "internal:'sheet'!A1"}],
-            "Table description": [["Sheet title", *kwargs.keys()]]
-        })
-        exp_contentsheet = create_gptable_with_kwargs({
-            "table_name": "contents_table",
-            "title": "Table of contents",
-            "instructions": "This worksheet contains one table.",
-            "table": exp_toc,
-            "index_columns": {2: 0}
-        })
+        exp_toc = pd.DataFrame(
+            {
+                "Sheet name": [{"sheet": "internal:'sheet'!A1"}],
+                "Table description": [["Sheet title", *kwargs.keys()]],
+            }
+        )
+        exp_contentsheet = create_gptable_with_kwargs(
+            {
+                "table_name": "contents_table",
+                "title": "Table of contents",
+                "instructions": "This worksheet contains one table.",
+                "table": exp_toc,
+                "index_columns": {2: 0},
+            }
+        )
 
         got_contentsheet = testbook.wb.make_table_of_contents(
             sheets={
-                "sheet": create_gptable_with_kwargs({
-                    "title": "Sheet title", **kwargs
-                })
-            }, additional_elements=list(kwargs.keys())
+                "sheet": create_gptable_with_kwargs({"title": "Sheet title", **kwargs})
+            },
+            additional_elements=list(kwargs.keys()),
         )
 
         assert_frame_equal(got_contentsheet.table, exp_contentsheet.table)
@@ -631,7 +631,6 @@ def test_make_table_of_contents(self, testbook, create_gptable_with_kwargs,
 
         assert got_contentsheet.__dict__ == exp_contentsheet.__dict__
 
-
     def test_make_notesheet(self, testbook, create_gptable_with_kwargs):
         """
         Test that creating a notes table sheet using `make_notesheet` generates
@@ -639,7 +638,9 @@ def test_make_notesheet(self, testbook, create_gptable_with_kwargs):
         """
         gpworkbook = testbook.wb
         gpworkbook._annotations = [1, 2]
-        dummy_table = pd.DataFrame(data={"Note number":[1, 2], "Note text":["text", "more text"]})
+        dummy_table = pd.DataFrame(
+            data={"Note number": [1, 2], "Note text": ["text", "more text"]}
+        )
 
         notes_name = "Just_a_notesheet"
         notes_title = "Are these the notes you're looking for?"
@@ -649,14 +650,16 @@ def test_make_notesheet(self, testbook, create_gptable_with_kwargs):
             notes_table=dummy_table,
             table_name=notes_name,
             title=notes_title,
-            instructions=notes_instructions
+            instructions=notes_instructions,
+        )
+        exp_notesheet = create_gptable_with_kwargs(
+            {
+                "table": dummy_table,
+                "table_name": notes_name,
+                "title": notes_title,
+                "instructions": notes_instructions,
+            }
         )
-        exp_notesheet = create_gptable_with_kwargs({
-            "table": dummy_table,
-            "table_name": notes_name,
-            "title": notes_title,
-            "instructions": notes_instructions
-        })
 
         assert_frame_equal(got_notesheet.table, exp_notesheet.table)
 
@@ -665,7 +668,6 @@ def test_make_notesheet(self, testbook, create_gptable_with_kwargs):
 
         assert got_notesheet.__dict__ == exp_notesheet.__dict__
 
-
     def test_notesheet_defaults(self, testbook, create_gptable_with_kwargs):
         """
         Test that creating a notes table sheet with arguments set to defaults generates
@@ -673,19 +675,23 @@ def test_notesheet_defaults(self, testbook, create_gptable_with_kwargs):
         """
         gpworkbook = testbook.wb
         gpworkbook._annotations = [1, 2]
-        dummy_table = pd.DataFrame(data={"Note number":[1, 2], "Note text":["text", "more text"]})
+        dummy_table = pd.DataFrame(
+            data={"Note number": [1, 2], "Note text": ["text", "more text"]}
+        )
 
         notes_name = "notes_table"
         notes_title = "Notes"
         notes_instructions = "This worksheet contains one table."
 
         got_notesheet = gpworkbook.make_notesheet(notes_table=dummy_table)
-        exp_notesheet = create_gptable_with_kwargs({
-            "table": dummy_table,
-            "table_name": notes_name,
-            "title": notes_title,
-            "instructions": notes_instructions
-        })
+        exp_notesheet = create_gptable_with_kwargs(
+            {
+                "table": dummy_table,
+                "table_name": notes_name,
+                "title": notes_title,
+                "instructions": notes_instructions,
+            }
+        )
 
         assert_frame_equal(got_notesheet.table, exp_notesheet.table)
 
diff --git a/gptables/themes/gptheme.yaml b/gptables/themes/gptheme.yaml
index f5f2e3ba..0da11def 100644
--- a/gptables/themes/gptheme.yaml
+++ b/gptables/themes/gptheme.yaml
@@ -19,7 +19,7 @@ cover_text:
 title:
     bold: True
     font_size: 16
-    
+
 subtitle:
     font_size: 14
 
@@ -56,4 +56,4 @@ description_order:
     - instructions
     - legend
     - source
-    - scope
\ No newline at end of file
+    - scope
diff --git a/gptables/themes/penguins_test_theme.yaml b/gptables/themes/penguins_test_theme.yaml
index f89fb3af..40126b76 100644
--- a/gptables/themes/penguins_test_theme.yaml
+++ b/gptables/themes/penguins_test_theme.yaml
@@ -13,7 +13,7 @@ cover_text:
 
 title:
     font_size: 16
-    
+
 subtitle:
     font_size: 15
 
@@ -47,4 +47,4 @@ description_order:
     - instructions
     - source
     - legend
-    - scope
\ No newline at end of file
+    - scope
diff --git a/gptables/utils/pickle_themes.py b/gptables/utils/pickle_themes.py
index 607894e0..9aa2d0bf 100644
--- a/gptables/utils/pickle_themes.py
+++ b/gptables/utils/pickle_themes.py
@@ -1,19 +1,16 @@
-import gptables.core.theme
-import pickle
 import glob
-from os.path import abspath, dirname, join, basename, splitext
+import pickle  # nosec B403
+from os.path import abspath, basename, dirname, join, splitext
+
+import gptables.core.theme
+
 
 def pickle_themes():
     """
     Utility function for updating theme pickles.
     """
     package_dir = dirname(dirname(dirname(abspath(__file__))))
-    theme_configs = glob.glob(join(
-            package_dir,
-            "gptables",
-            "themes",
-            "*.yaml")
-    )
+    theme_configs = glob.glob(join(package_dir, "gptables", "themes", "*.yaml"))
 
     pickled_output_dir = join(package_dir, "gptables", "theme_pickles")
 
@@ -23,10 +20,8 @@ def pickle_themes():
 
         theme = gptables.core.theme.Theme(cfg)
 
-        pickle.dump(
-            theme,
-            open(out_file, "wb")
-            )
+        pickle.dump(theme, open(out_file, "wb"))
+
 
 if __name__ == "__main__":
     pickle_themes()
diff --git a/gptables/utils/unpickle_themes.py b/gptables/utils/unpickle_themes.py
index e399d5a9..679c4554 100644
--- a/gptables/utils/unpickle_themes.py
+++ b/gptables/utils/unpickle_themes.py
@@ -1,20 +1,23 @@
-import pickle
-from pkg_resources import resource_filename
+import pickle  # nosec B403
+
+import importlib_resources
+
 
 class ThemeUnpickler(pickle.Unpickler):
     """
     Points the unpickler to the Theme class. Allows unpickling for package
     init.
     """
+
     def find_class(self, module, name):
-        if name =="Theme":
+        if name == "Theme":
             from gptables.core.theme import Theme
+
             return Theme
         return super().find_class(module, name)
 
-gptheme = ThemeUnpickler(
-        open(
-            resource_filename("gptables", "theme_pickles/gptheme.pickle"),
-            "rb"
-            )
-        ).load()
+
+file = importlib_resources.files("gptables") / "theme_pickles/gptheme.pickle"
+
+with importlib_resources.as_file(file) as path:
+    gptheme = ThemeUnpickler(open(path, "rb")).load()
diff --git a/pyproject.toml b/pyproject.toml
index 77e832cc..24674b7b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,7 @@ maintainers = [
   {name = "Analysis Standards and Pipelines", email = "ASAP@ons.gov.uk"}
 ]
 version = "1.2.0"
-requires-python = '>=3.7'
+requires-python = '>=3.9'
 description = 'Simplifying good practice in statistical tables.'
 readme = "README.rst"
 license = {text = "MIT License"}
@@ -26,7 +26,7 @@ classifiers = [
 dependencies = [
     "pandas>=0.25.3",
     "xlrd>=1.2.0",
-    "XlsxWriter>=1.2.6",
+    "XlsxWriter>=3.2.5",
     "pyyaml>=3.12"
 ]
 
@@ -35,12 +35,14 @@ docs = [
     "sphinx>=2",
     "sphinx_rtd_theme"
 ]
-testing = [
+dev = [
     "sphinx>=2",
     "sphinx_rtd_theme",
     "coverage",
     "pytest>=6.2.5",
-    "pytest-cov"
+    "pytest-cov",
+    "pre-commit",
+    "importlib_resources"
 ]
 
 [version]
@@ -48,4 +50,7 @@ file = "VERSION"
 
 [project.urls]
 Homepage = "https://github.com/best-practice-and-impact/gptables"
-Documentation = "https://gptables.readthedocs.io/en/latest/"
\ No newline at end of file
+Documentation = "https://gptables.readthedocs.io/en/latest/"
+
+[tool.bandit.assert_used]
+skips = ['*_test.py', '*/test_*.py']

From cc39d8a3aff4f21bb8ad1b172e343aa912973dc2 Mon Sep 17 00:00:00 2001
From: daviel9 <Luke.Davies@ons.gov.uk>
Date: Tue, 23 Sep 2025 12:16:23 +0100
Subject: [PATCH 13/75] Use cell_autofit_width to calculate column widths

---
 gptables/core/wrappers.py | 97 +++++++++++++--------------------------
 1 file changed, 31 insertions(+), 66 deletions(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 23a958cb..5ed0299f 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -857,8 +857,8 @@ def _set_column_widths(self, widths):
 
     def _calculate_column_widths(self, table, formats_table):
         """
-        Calculate Excel column widths using maximum length of strings
-        and the maximum font size in each column of the data table.
+        Calculate Excel column widths using xlsxwriter's cell_autofit_width for each cell,
+        and take the maximum per column.
 
         Parameters
         ----------
@@ -867,93 +867,58 @@ def _calculate_column_widths(self, table, formats_table):
         formats_table: pd.DataFrame
             formats table to retrieve font size from
 
-        Returns
+        Returns 
         -------
         col_widths : list
             width to apply to Excel columns
         """
         cols = table.shape[1]
-        max_lengths = [
-            table.iloc[:, col].apply(self._longest_line_length).max()
-            for col in range(cols)
-        ]
-
-        max_font_sizes = [
-            formats_table.iloc[:, col].apply(lambda x: x.get("font_size") or 10).max()
-            for col in range(cols)
-        ]
-
-        col_widths = [
-            self._excel_string_width(leng, f)
-            for leng, f in zip(max_lengths, max_font_sizes)
-        ]
+        wb = self._workbook
+        col_widths = []
+        for col in range(cols):
+            cell_widths = []
+            for row in range(table.shape[0]):
+                cell_val = table.iloc[row, col]
+                cell_format_dict = formats_table.iloc[row, col]
+                fmt = wb.add_format(cell_format_dict)
+                cell_val_str = self._cell_string_for_width(cell_val)
+                width = wb.cell_autofit_width(cell_val_str, fmt)
+                cell_widths.append(width)
+            col_widths.append(max(cell_widths) if cell_widths else 0)
         return col_widths
 
-    @staticmethod
-    def _excel_string_width(string_len, font_size):
-        """
-        Calculate the rough length of a string in Excel character units.
-        This crude estimate does not account for font name or other font format
-        (e.g. wrapping).
-
-        Parameters
-        ----------
-        string_len : int
-            length of string to calculate width in Excel for
-        font_size : int
-            size of font
-
-        Returns
-        -------
-        excel_width : float
-            width of equivalent string in Excel
-        """
-        if string_len == 0:
-            excel_width = 0
-        else:
-            excel_width = string_len * ((font_size * 0.12) - 0.09)
-
-        return excel_width
-
-    def _longest_line_length(self, cell_val):
+    def _cell_string_for_width(self, cell_val):
         """
-        Calculate the length of the longest line within a cell.
-        If the cell contains a string, the longest length between line breaks is returned.
-        If the cell contains a float or integer, the longest length is calculated from the cell_value cast to a string.
-        If the cell contains a link formatted as {display_text: link}, the longest length is calculated from the display text.
-        If the cell contains a list of strings, the length of the longest string in the list is returned.
-        Expects new lines to be marked with "\n", "\r\n" or new lines in multiline strings.
+        Return a string representation of a cell value suitable for width calculation.
+        Handles strings, numbers, dicts (display text), FormatList, and lists (joins strings with newlines).
 
         Parameters
         ----------
-        cell_val:
+        cell_val: 
             cell value
 
         Returns
         -------
-        max_length: int
-            the length of the longest line within the string
+        str
+            String representation for width calculation
         """
-        split_strings = """
-|\r\n|\n"""
-
         if isinstance(cell_val, str):
-            max_length = max([len(line) for line in re.split(split_strings, cell_val)])
+            return cell_val
         elif isinstance(cell_val, (float, int)):
-            max_length = self._longest_line_length(str(cell_val))
+            return str(cell_val)
         elif isinstance(cell_val, dict):
-            max_length = self._longest_line_length(list(cell_val)[0])
+            return list(cell_val.keys())[0]
         elif isinstance(cell_val, FormatList):
-            max_length = self._longest_line_length(cell_val.string)
+            return str(cell_val.string)
         elif isinstance(cell_val, list):
-            if isinstance(cell_val[0], (dict, FormatList)):
-                max_length = self._longest_line_length(cell_val[0])
+            if all(isinstance(x, str) for x in cell_val):
+                return "\n".join(cell_val)
+            elif isinstance(cell_val[0], (dict, FormatList)):
+                return str(cell_val[0])
             else:
-                max_length = max([len(line) for line in cell_val])
+                return str(cell_val)
         else:
-            max_length = 0
-
-        return max_length
+            return str(cell_val) if cell_val is not None else ""
 
 
 class GPWorkbook(Workbook):

From c4e3b173c58753930ac237dd59d653c23671f904 Mon Sep 17 00:00:00 2001
From: daviel9 <Luke.Davies@ons.gov.uk>
Date: Tue, 23 Sep 2025 12:27:51 +0100
Subject: [PATCH 14/75] Run pre-commits

---
 gptables/core/wrappers.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 5ed0299f..34c90709 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -867,7 +867,7 @@ def _calculate_column_widths(self, table, formats_table):
         formats_table: pd.DataFrame
             formats table to retrieve font size from
 
-        Returns 
+        Returns
         -------
         col_widths : list
             width to apply to Excel columns
@@ -894,7 +894,7 @@ def _cell_string_for_width(self, cell_val):
 
         Parameters
         ----------
-        cell_val: 
+        cell_val:
             cell value
 
         Returns

From a523b1ee274fb195d4d8e45c3b5db2d400db50a7 Mon Sep 17 00:00:00 2001
From: daviel9 <Luke.Davies@ons.gov.uk>
Date: Tue, 23 Sep 2025 12:50:07 +0100
Subject: [PATCH 15/75] Import cell_autofit_width

---
 gptables/core/wrappers.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 34c90709..980d0726 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -4,6 +4,7 @@
 
 import numpy as np
 import pandas as pd
+from xlsxwriter.utility import cell_autofit_width
 from xlsxwriter.workbook import Workbook
 from xlsxwriter.worksheet import Worksheet
 
@@ -873,16 +874,13 @@ def _calculate_column_widths(self, table, formats_table):
             width to apply to Excel columns
         """
         cols = table.shape[1]
-        wb = self._workbook
         col_widths = []
         for col in range(cols):
             cell_widths = []
             for row in range(table.shape[0]):
                 cell_val = table.iloc[row, col]
-                cell_format_dict = formats_table.iloc[row, col]
-                fmt = wb.add_format(cell_format_dict)
                 cell_val_str = self._cell_string_for_width(cell_val)
-                width = wb.cell_autofit_width(cell_val_str, fmt)
+                width = cell_autofit_width(cell_val_str)
                 cell_widths.append(width)
             col_widths.append(max(cell_widths) if cell_widths else 0)
         return col_widths

From 640dee6cace8bbf5bc711e7f6e84d9798d03d431 Mon Sep 17 00:00:00 2001
From: daviel9 <Luke.Davies@ons.gov.uk>
Date: Tue, 23 Sep 2025 16:17:00 +0100
Subject: [PATCH 16/75] Update test__calculate_column_widths and remove
 test__longest_line_length

---
 gptables/test/test_wrappers.py | 22 ++--------------------
 1 file changed, 2 insertions(+), 20 deletions(-)

diff --git a/gptables/test/test_wrappers.py b/gptables/test/test_wrappers.py
index 9608dd96..1aa3fe60 100644
--- a/gptables/test/test_wrappers.py
+++ b/gptables/test/test_wrappers.py
@@ -4,6 +4,7 @@
 import pytest
 import xlsxwriter
 from pandas.testing import assert_frame_equal, assert_series_equal
+from xlsxwriter.utility import cell_autofit_width
 
 import gptables
 from gptables import Theme, gptheme
@@ -445,25 +446,6 @@ def test__mark_data_as_worksheet_table(self, testbook, create_gptable_with_kwarg
             exp_heading_format = testbook.wb.add_format(table_format.iloc[0, n])
             assert got_heading_format.__dict__ == exp_heading_format.__dict__
 
-    @pytest.mark.parametrize(
-        "cell_val,exp_length",
-        [
-            ("string", 6),
-            (42, 2),
-            (3.14, 4),
-            ({"gov.uk": "https://www.gov.uk"}, 6),
-            (FormatList(["Partially ", {"bold": True}, "bold", " string"]), 21),
-            (["string", "another string"], 14),
-            ("string\nwith\nnewlines", 8),
-            (FormatList(["string\r\n", {"bold": True}, "bold string"]), 11),
-            (set(), 0),
-        ],
-    )
-    def test__longest_line_length(self, testbook, cell_val, exp_length):
-        got_length = testbook.ws._longest_line_length(cell_val)
-
-        assert got_length == exp_length
-
     @pytest.mark.parametrize(
         "data",
         [
@@ -484,7 +466,7 @@ def test__calculate_column_widths(self, testbook, data, format):
         table_format = pd.DataFrame({"col": format})
 
         got_width = testbook.ws._calculate_column_widths(table, table_format)
-        exp_width = [testbook.ws._excel_string_width(string_len=13, font_size=12)]
+        exp_width = [max(cell_autofit_width(s) for s in data)]
 
         assert got_width == exp_width
 

From ec80782b76815242edce5d6f48b33eb98642d5e9 Mon Sep 17 00:00:00 2001
From: Luke Davies <117165341+ldavies99@users.noreply.github.com>
Date: Mon, 29 Sep 2025 10:58:13 +0100
Subject: [PATCH 17/75] Add CODEOWNERS file (#281)

* Add CODEOWNERS file

* add whitespace

---------

Co-authored-by: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
---
 .github/CODEOWNERS | 7 +++++++
 1 file changed, 7 insertions(+)
 create mode 100644 .github/CODEOWNERS

diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 00000000..e36a86cf
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1,7 @@
+# https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-code-owners
+#
+# These owners will be the default owners for everything in
+# the repo (*). Unless a later match takes precedence,
+# the following will be requested for
+# review when someone opens a pull request.
+* @gisellerosetta

From 3f09ff97ac7c43666b5d6106eccd4a1d018a2fe5 Mon Sep 17 00:00:00 2001
From: daviel9 <Luke.Davies@ons.gov.uk>
Date: Mon, 29 Sep 2025 15:50:41 +0100
Subject: [PATCH 18/75] Make column widths adjust for font size and bold
 formatting, and update tests

---
 gptables/core/wrappers.py      | 50 +++++++++----------
 gptables/test/test_wrappers.py | 90 ++++++++++++++++++++++++++++------
 2 files changed, 101 insertions(+), 39 deletions(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 980d0726..73c4d30a 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -1,6 +1,7 @@
 import re
 import warnings
 from copy import deepcopy
+from math import ceil
 
 import numpy as np
 import pandas as pd
@@ -854,7 +855,7 @@ def _set_column_widths(self, widths):
         Set the column widths using a list of widths.
         """
         for col_number in range(len(widths)):
-            self.set_column(col_number, col_number, widths[col_number])
+            self.set_column_pixels(col_number, col_number, widths[col_number])
 
     def _calculate_column_widths(self, table, formats_table):
         """
@@ -879,44 +880,43 @@ def _calculate_column_widths(self, table, formats_table):
             cell_widths = []
             for row in range(table.shape[0]):
                 cell_val = table.iloc[row, col]
-                cell_val_str = self._cell_string_for_width(cell_val)
-                width = cell_autofit_width(cell_val_str)
+                longest_line = self._get_longest_line(cell_val)
+                format_dict = formats_table.iloc[row, col]
+                scaling_factor = self._get_scaling_factor(format_dict)
+                width = ceil(cell_autofit_width(longest_line) * scaling_factor)
                 cell_widths.append(width)
             col_widths.append(max(cell_widths) if cell_widths else 0)
         return col_widths
 
-    def _cell_string_for_width(self, cell_val):
-        """
-        Return a string representation of a cell value suitable for width calculation.
-        Handles strings, numbers, dicts (display text), FormatList, and lists (joins strings with newlines).
+    def _get_scaling_factor(self, format_dict):
+        """Return scaling factor for width based on font size and bold formatting."""
+        font_size = (
+            format_dict.get("font_size", 11) if isinstance(format_dict, dict) else 11
+        )
+        bold = (
+            format_dict.get("bold", False) if isinstance(format_dict, dict) else False
+        )
+        return (font_size / 11) * (1.1 if bold else 1.0)
 
-        Parameters
-        ----------
-        cell_val:
-            cell value
+    def _get_longest_line(self, cell_val):
+        """Return the longest line in a cell value split by newline."""
+        cell_val_str = self._get_cell_string(cell_val)
+        return max(cell_val_str.split("\n"), key=len)
 
-        Returns
-        -------
-        str
-            String representation for width calculation
-        """
+    def _get_cell_string(self, cell_val):
+        """Return the contents from any cell value as a string."""
         if isinstance(cell_val, str):
             return cell_val
         elif isinstance(cell_val, (float, int)):
             return str(cell_val)
         elif isinstance(cell_val, dict):
-            return list(cell_val.keys())[0]
+            return "\n".join([self._get_cell_string(k) for k in cell_val.keys()])
         elif isinstance(cell_val, FormatList):
-            return str(cell_val.string)
+            return self._get_cell_string(cell_val.string)
         elif isinstance(cell_val, list):
-            if all(isinstance(x, str) for x in cell_val):
-                return "\n".join(cell_val)
-            elif isinstance(cell_val[0], (dict, FormatList)):
-                return str(cell_val[0])
-            else:
-                return str(cell_val)
+            return "\n".join([self._get_cell_string(item) for item in cell_val])
         else:
-            return str(cell_val) if cell_val is not None else ""
+            return str(cell_val) if cell_val else ""
 
 
 class GPWorkbook(Workbook):
diff --git a/gptables/test/test_wrappers.py b/gptables/test/test_wrappers.py
index 1aa3fe60..9b19eb34 100644
--- a/gptables/test/test_wrappers.py
+++ b/gptables/test/test_wrappers.py
@@ -4,7 +4,6 @@
 import pytest
 import xlsxwriter
 from pandas.testing import assert_frame_equal, assert_series_equal
-from xlsxwriter.utility import cell_autofit_width
 
 import gptables
 from gptables import Theme, gptheme
@@ -447,28 +446,91 @@ def test__mark_data_as_worksheet_table(self, testbook, create_gptable_with_kwarg
             assert got_heading_format.__dict__ == exp_heading_format.__dict__
 
     @pytest.mark.parametrize(
-        "data",
+        "data,format,exp_width",
         [
-            ["string", "longer string"],
-            ["longer string", "longer string"],
-            ["string\nstring\nstring", "longer string"],
+            # Single column, normal case
+            (["string", "longer string"], [{"font_size": 12}, {"font_size": 12}], [93]),
+            # Multiple columns
+            (
+                pd.DataFrame({"col1": ["a", "bb"], "col2": ["ccc", "dddd"]}),
+                pd.DataFrame(
+                    {
+                        "col1": [{"font_size": 11}, {"font_size": 12}],
+                        "col2": [{"font_size": 10}, {"font_size": 14}],
+                    }
+                ),
+                [26, 50],
+            ),
+            # Bold formatting
+            (
+                ["bold", "bolder"],
+                [{"font_size": 11, "bold": True}, {"font_size": 12, "bold": True}],
+                [58],
+            ),
+            # Multi-line cell
+            (
+                ["short\nlongest\nmid", "tiny"],
+                [{"font_size": 11}, {"font_size": 11}],
+                [53],
+            ),
+            # Empty string
+            (["", ""], [{"font_size": 11}, {"font_size": 11}], [0]),
+            # Number cell
+            ([123, 4567], [{"font_size": 11}, {"font_size": 11}], [35]),
         ],
     )
+    def test__calculate_column_widths(self, testbook, data, format, exp_width):
+        if isinstance(data, pd.DataFrame):
+            table = data
+            table_format = format
+        else:
+            table = pd.DataFrame({"col": data})
+            table_format = pd.DataFrame({"col": format})
+
+        got_width = testbook.ws._calculate_column_widths(table, table_format)
+        assert got_width == exp_width
+        assert all(isinstance(w, int) for w in got_width)
+
     @pytest.mark.parametrize(
-        "format",
+        "format_dict,expected",
         [
-            [{"font_size": 12}, {"font_size": 12}],
-            [{"font_size": 10}, {"font_size": 12}],
+            ({"font_size": 11, "bold": False}, 1.0),
+            ({"font_size": 12, "bold": False}, 12 / 11),
+            ({"font_size": 11, "bold": True}, 1.1),
+            ({"font_size": 12, "bold": True}, (12 / 11) * 1.1),
+            ({}, 1.0),
         ],
     )
-    def test__calculate_column_widths(self, testbook, data, format):
-        table = pd.DataFrame({"col": data})
-        table_format = pd.DataFrame({"col": format})
+    def test__get_scaling_factor(self, testbook, format_dict, expected):
+        got = testbook.ws._get_scaling_factor(format_dict)
+        assert got == expected
 
-        got_width = testbook.ws._calculate_column_widths(table, table_format)
-        exp_width = [max(cell_autofit_width(s) for s in data)]
+    @pytest.mark.parametrize(
+        "cell_val,expected",
+        [
+            ("short\nlongest\nmid", "longest"),
+            ("one line", "one line"),
+            (["a", "bb", "ccc"], "ccc"),
+            ("a\nbb\nccc", "ccc"),
+        ],
+    )
+    def test__get_longest_line(self, testbook, cell_val, expected):
+        got = testbook.ws._get_longest_line(cell_val)
+        assert got == expected
 
-        assert got_width == exp_width
+    @pytest.mark.parametrize(
+        "cell_val,expected",
+        [
+            ("abc", "abc"),
+            (123, "123"),
+            (["a", "b", "c"], "a\nb\nc"),
+            ({"x": 1, "y": 2}, "x\ny"),
+        ],
+    )
+    def test__get_cell_string(self, testbook, cell_val, expected):
+        # Patch FormatList handling if needed
+        got = testbook.ws._get_cell_string(cell_val)
+        assert got == expected
 
 
 class TestGPWorkbookStatic:

From 8fc94de403a17bd499a196e381772112a44ab7d7 Mon Sep 17 00:00:00 2001
From: Sara-Jade-O <sara-jade.oman@ons.gov.uk>
Date: Mon, 29 Sep 2025 16:13:12 +0100
Subject: [PATCH 19/75] Update requirements in .toml (#283)

---
 pyproject.toml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 24674b7b..484bbbca 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,22 +24,22 @@ classifiers = [
         "Operating System :: OS Independent"
 ]
 dependencies = [
-    "pandas>=0.25.3",
-    "xlrd>=1.2.0",
-    "XlsxWriter>=3.2.5",
-    "pyyaml>=3.12"
+    "pandas>=2.3.2",
+    "xlrd>=2.0.2",
+    "XlsxWriter>=3.2.9",
+    "pyyaml>=6.0.2"
 ]
 
 [project.optional-dependencies]
 docs = [
-    "sphinx>=2",
+    "sphinx>=4",
     "sphinx_rtd_theme"
 ]
 dev = [
-    "sphinx>=2",
+    "sphinx>=4",
     "sphinx_rtd_theme",
     "coverage",
-    "pytest>=6.2.5",
+    "pytest>=8.4.2",
     "pytest-cov",
     "pre-commit",
     "importlib_resources"

From 2242c8df01c95b3f4b4cec74b235165535af65e9 Mon Sep 17 00:00:00 2001
From: daviel9 <Luke.Davies@ons.gov.uk>
Date: Tue, 30 Sep 2025 10:41:52 +0100
Subject: [PATCH 20/75] Make auto_width parameter able to be a dict to specify
 which sheets to apply auto_width to

---
 gptables/core/api.py | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/gptables/core/api.py b/gptables/core/api.py
index ba0a2114..4284a13b 100644
--- a/gptables/core/api.py
+++ b/gptables/core/api.py
@@ -48,9 +48,8 @@ def produce_workbook(
     notesheet_options : dict, optional
         dictionary of notesheet customisation parameters. Valid keys are
         `table_name`, `title` and `instructions`.
-    auto_width : bool, optional
-        indicate if column widths should be automatically determined. True
-        by default.
+    auto_width : bool or dict, optional
+        If bool, applies to all sheets. If dict, should map sheet labels to bools.
     gridlines : string, optional
         option to hide or show gridlines on worksheets. "show_all" - don't
         hide gridlines, "hide_printed" - hide printed gridlines only, or
@@ -110,7 +109,11 @@ def produce_workbook(
     sheets = {**contentsheet, **notesheet, **sheets}
     for label, gptable in sheets.items():
         ws = wb.add_worksheet(label, gridlines=gridlines)
-        ws.write_gptable(gptable, auto_width, wb._annotations)
+        if isinstance(auto_width, dict):
+            sheet_auto_width = auto_width.get(label, True)
+        else:
+            sheet_auto_width = auto_width
+        ws.write_gptable(gptable, sheet_auto_width, wb._annotations)
 
     return wb
 

From 6dafb89d5d122920aa41db9d9e7ac12abe4b1bbd Mon Sep 17 00:00:00 2001
From: daviel9 <Luke.Davies@ons.gov.uk>
Date: Tue, 30 Sep 2025 13:04:53 +0100
Subject: [PATCH 21/75] Add datetime test input

---
 gptables/test/test_wrappers.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/gptables/test/test_wrappers.py b/gptables/test/test_wrappers.py
index 9b19eb34..9cb009e8 100644
--- a/gptables/test/test_wrappers.py
+++ b/gptables/test/test_wrappers.py
@@ -525,6 +525,7 @@ def test__get_longest_line(self, testbook, cell_val, expected):
             (123, "123"),
             (["a", "b", "c"], "a\nb\nc"),
             ({"x": 1, "y": 2}, "x\ny"),
+            (pd.Timestamp("2023-09-30 12:34:56"), "2023-09-30 12:34:56"),
         ],
     )
     def test__get_cell_string(self, testbook, cell_val, expected):

From ff59c93f4abd3872ed411af864ca6daf5705b26f Mon Sep 17 00:00:00 2001
From: Luke Davies <117165341+ldavies99@users.noreply.github.com>
Date: Wed, 1 Oct 2025 11:34:50 +0100
Subject: [PATCH 22/75] 232 pytest regressions plugin (#285)

* Update test_end_to_end to use pytest-regressions plugin

* Add pytest-regressions to dev requirements
---
 gptables/test/test_api.py                     |  31 ++++++++++++------
 .../test_end_to_end.xlsx}                     | Bin 10646 -> 10624 bytes
 pyproject.toml                                |   3 +-
 3 files changed, 23 insertions(+), 11 deletions(-)
 rename gptables/test/{expected_workbook.xlsx => test_api/test_end_to_end.xlsx} (78%)

diff --git a/gptables/test/test_api.py b/gptables/test/test_api.py
index 8b96202f..f62fd466 100644
--- a/gptables/test/test_api.py
+++ b/gptables/test/test_api.py
@@ -53,7 +53,7 @@ def generate_gpworkbook(output_path):
         )
 
         gpt.write_workbook(  # Use defaults for theme and autowidth
-            filename=output_path / "actual_workbook.xlsx",
+            filename=output_path / "test_end_to_end.obtained.xlsx",
             sheets={"Label": gptable},
             cover=cover,
             contentsheet_label="Table of contents",
@@ -68,21 +68,32 @@ def generate_gpworkbook(output_path):
     return generate_gpworkbook
 
 
-def test_end_to_end(create_gpworkbook):
+def test_end_to_end(create_gpworkbook, file_regression):
     """
-    Test that runs the API functions with example input to check for errors and
-    expected output.
+    Test that runs the API functions with example input and checks the generated Excel
+    file using a manually managed expected_workbook.xlsx and ExcelComparisonTest.
     """
-    output_path = Path(__file__).parent
-
+    output_path = Path(__file__).parent / "test_api"
+    output_path.mkdir(parents=True, exist_ok=True)
     create_gpworkbook(output_path)
+    actual_file = output_path / "test_end_to_end.obtained.xlsx"
+
+    # Use file_regression to manage the regression file, but ignore its assertion
+    try:
+        file_regression.check(actual_file.read_bytes(), extension=".xlsx", binary=True)
+    except AssertionError:
+        pass
+
+    regression_file = output_path / "test_end_to_end.xlsx"
+    if not regression_file.exists():
+        raise FileNotFoundError(
+            f"Could not find regression file for comparison: {regression_file}"
+        )
 
     ect = ExcelComparisonTest()
-
-    ect.exp_filename = output_path / "expected_workbook.xlsx"
-    ect.got_filename = output_path / "actual_workbook.xlsx"
+    ect.got_filename = str(actual_file)
+    ect.exp_filename = str(regression_file)
     ect.ignore_files = []
     ect.ignore_elements = {}
-
     ect.assertExcelEqual()
     ect.tearDown()
diff --git a/gptables/test/expected_workbook.xlsx b/gptables/test/test_api/test_end_to_end.xlsx
similarity index 78%
rename from gptables/test/expected_workbook.xlsx
rename to gptables/test/test_api/test_end_to_end.xlsx
index 9ea668a515302af07d3f87c274148dc276ad6936..b8b81b2171a498ef745e15297a284b7bb804c09b 100644
GIT binary patch
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delta 993
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diff --git a/pyproject.toml b/pyproject.toml
index 484bbbca..f582f6fe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,7 +42,8 @@ dev = [
     "pytest>=8.4.2",
     "pytest-cov",
     "pre-commit",
-    "importlib_resources"
+    "importlib_resources",
+    "pytest-regressions"
 ]
 
 [version]

From f58b38dad0468b7b7a2ab90c38f00ee2f7e837c6 Mon Sep 17 00:00:00 2001
From: daviel9 <Luke.Davies@ons.gov.uk>
Date: Mon, 6 Oct 2025 13:18:48 +0100
Subject: [PATCH 23/75] Add capitalisation into _get_scaling_factor

---
 gptables/core/wrappers.py      | 16 ++++++++++++----
 gptables/test/test_wrappers.py | 25 +++++++++++++++++--------
 2 files changed, 29 insertions(+), 12 deletions(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 73c4d30a..0c18b8b9 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -882,21 +882,29 @@ def _calculate_column_widths(self, table, formats_table):
                 cell_val = table.iloc[row, col]
                 longest_line = self._get_longest_line(cell_val)
                 format_dict = formats_table.iloc[row, col]
-                scaling_factor = self._get_scaling_factor(format_dict)
+                scaling_factor = self._get_scaling_factor(format_dict, longest_line)
                 width = ceil(cell_autofit_width(longest_line) * scaling_factor)
                 cell_widths.append(width)
             col_widths.append(max(cell_widths) if cell_widths else 0)
         return col_widths
 
-    def _get_scaling_factor(self, format_dict):
-        """Return scaling factor for width based on font size and bold formatting."""
+    def _get_scaling_factor(self, format_dict, text):
+        """Return scaling factor for width based on font size, bold formatting,
+        and capitalisation."""
         font_size = (
             format_dict.get("font_size", 11) if isinstance(format_dict, dict) else 11
         )
         bold = (
             format_dict.get("bold", False) if isinstance(format_dict, dict) else False
         )
-        return (font_size / 11) * (1.1 if bold else 1.0)
+
+        if text and isinstance(text, str):
+            num_upper = sum(1 for c in text if c.isupper())
+            upper_ratio = num_upper / len(text) if len(text) > 0 else 0
+        else:
+            upper_ratio = 0
+        capitalisation_factor = 1.0 + 0.15 * upper_ratio
+        return (font_size / 11) * (1.1 if bold else 1.0) * capitalisation_factor
 
     def _get_longest_line(self, cell_val):
         """Return the longest line in a cell value split by newline."""
diff --git a/gptables/test/test_wrappers.py b/gptables/test/test_wrappers.py
index 9cb009e8..1fd60b81 100644
--- a/gptables/test/test_wrappers.py
+++ b/gptables/test/test_wrappers.py
@@ -492,17 +492,26 @@ def test__calculate_column_widths(self, testbook, data, format, exp_width):
         assert all(isinstance(w, int) for w in got_width)
 
     @pytest.mark.parametrize(
-        "format_dict,expected",
+        "format_dict,longest_line,expected",
         [
-            ({"font_size": 11, "bold": False}, 1.0),
-            ({"font_size": 12, "bold": False}, 12 / 11),
-            ({"font_size": 11, "bold": True}, 1.1),
-            ({"font_size": 12, "bold": True}, (12 / 11) * 1.1),
-            ({}, 1.0),
+            ({"font_size": 11, "bold": False}, "abc", 1.0),
+            ({"font_size": 12, "bold": False}, "abc", 12 / 11),
+            ({"font_size": 11, "bold": True}, "abc", 1.1),
+            ({"font_size": 12, "bold": True}, "abc", (12 / 11) * 1.1),
+            ({}, "abc", 1.0),
+            ({"font_size": 11, "bold": False}, "ABC", 1.0 * (1 + 0.15 * 1)),
+            ({"font_size": 11, "bold": False}, "AbC", 1.0 * (1 + 0.15 * (2 / 3))),
+            ({"font_size": 11, "bold": True}, "ALLCAPS", 1.1 * (1 + 0.15 * 1)),
+            (
+                {"font_size": 12, "bold": True},
+                "MiXeD",
+                (12 / 11) * 1.1 * (1 + 0.15 * (3 / 5)),
+            ),
+            ({"font_size": 11, "bold": False}, "lower", 1.0),
         ],
     )
-    def test__get_scaling_factor(self, testbook, format_dict, expected):
-        got = testbook.ws._get_scaling_factor(format_dict)
+    def test__get_scaling_factor(self, testbook, format_dict, longest_line, expected):
+        got = testbook.ws._get_scaling_factor(format_dict, longest_line)
         assert got == expected
 
     @pytest.mark.parametrize(

From 8d35cfd6abada462764509fdbb2d200331427c26 Mon Sep 17 00:00:00 2001
From: Sara-Jade-O <sara-jade.oman@ons.gov.uk>
Date: Mon, 6 Oct 2025 13:24:41 +0100
Subject: [PATCH 24/75] Add two examples to demonstrate end to end process and
 wide vs long format (#288)

* add two examples to demonstrae end to end process and wide vs long format

* Run pre-commits

---------

Co-authored-by: daviel9 <Luke.Davies@ons.gov.uk>
---
 gptables/examples/penguins_data_end_to_end.py | 96 +++++++++++++++++++
 gptables/examples/penguins_wide_vs_long.py    | 76 +++++++++++++++
 2 files changed, 172 insertions(+)
 create mode 100644 gptables/examples/penguins_data_end_to_end.py
 create mode 100644 gptables/examples/penguins_wide_vs_long.py

diff --git a/gptables/examples/penguins_data_end_to_end.py b/gptables/examples/penguins_data_end_to_end.py
new file mode 100644
index 00000000..b33cbe66
--- /dev/null
+++ b/gptables/examples/penguins_data_end_to_end.py
@@ -0,0 +1,96 @@
+"""
+Penguins - End-to-End Example
+--------------------------------------------
+
+This example demonstrates a full workflow:
+- Data loading
+- Cleaning (handling missing values, renaming columns, recoding values)
+- Rounding measurement columns
+- Converting between wide and long formats
+- Preparing data for gptables
+- Applying additional formatting
+
+"""
+
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
+parent_dir = Path(__file__).parents[1]
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# --- Data Cleaning ---
+# Drop rows with missing values in columns other than "Comments"
+cols_to_check = [col for col in penguins_data.columns if col != "Comments"]
+cleaned = penguins_data.dropna(subset=cols_to_check)
+
+# Rename columns
+cleaned = cleaned.rename(
+    columns={
+        "Culmen Length (mm)": "Bill Length (mm)",
+        "Culmen Depth (mm)": "Bill Depth (mm)",
+    }
+)
+
+# Recode Sex column
+cleaned["Sex"] = cleaned["Sex"].replace({"MALE": "M", "FEMALE": "F"})
+
+# --- Rounding ---
+# Round measurement columns to nearest integer
+measurement_cols = [
+    "Bill Length (mm)",
+    "Bill Depth (mm)",
+    "Flipper Length (mm)",
+    "Body Mass (g)",
+]
+for col in measurement_cols:
+    if col in cleaned.columns:
+        cleaned[col] = cleaned[col].round(0).astype("Int64")
+
+# --- Wide to Long Conversion ---
+# Example: melt measurements into a long format
+long_df = pd.melt(
+    cleaned,
+    id_vars=["Species", "Island", "Sex"],
+    value_vars=[
+        "Bill Length (mm)",
+        "Bill Depth (mm)",
+        "Flipper Length (mm)",
+        "Body Mass (g)",
+    ],
+    var_name="Measurement",
+    value_name="Value",
+)
+# --- Prepare for gptables ---
+table_name = "penguins_long_format"
+title = "Penguins Dataset (Long Format Example)"
+subtitles = ["Demonstrates data cleaning, rounding, and wide-to-long conversion."]
+scope = "Penguins"
+source = "Palmer Station, Antarctica"
+
+# Additional formatting: highlight 'Value' column
+additional_formatting = [
+    {"column": {"columns": ["Value"], "format": {"bg_color": "#DDEEFF"}}}
+]
+
+penguins_table = gpt.GPTable(
+    table=long_df,
+    table_name=table_name,
+    title=title,
+    subtitles=subtitles,
+    scope=scope,
+    source=source,
+    additional_formatting=additional_formatting,
+)
+
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_end_to_end_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets={"Penguins (Long Format)": penguins_table},
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_wide_vs_long.py b/gptables/examples/penguins_wide_vs_long.py
new file mode 100644
index 00000000..a3c39f4a
--- /dev/null
+++ b/gptables/examples/penguins_wide_vs_long.py
@@ -0,0 +1,76 @@
+"""
+Penguins - Wide vs Long Data Example
+------------------------------------
+
+This example demonstrates:
+- The difference between wide and long data formats
+- How to convert between them using pandas
+- How to use gptables with both formats
+
+See https://www.statology.org/long-vs-wide-data/ for an
+overview of wide vs long data formats.
+Also see https://tidyr.tidyverse.org/articles/tidy-data.html
+for more on tidy data principles.
+"""
+
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
+parent_dir = Path(__file__).parents[1]
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# --- Wide Format ---
+# The original penguins_data is in wide format: each measurement is a separate column
+
+wide_table = gpt.GPTable(
+    table=penguins_data,
+    table_name="penguins_wide",
+    title="Penguins Dataset (Wide Format)",
+    subtitles=[
+        "Each measurement is a separate column.",
+        "Wide format is common for spreadsheets and some analyses.",
+    ],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+
+# --- Long Format ---
+# Convert to long format using melt
+# This example combines measurements into a single column
+long_df = pd.melt(
+    penguins_data,
+    id_vars=["Species", "Island", "Sex"],
+    value_vars=[
+        "Culmen Length (mm)",
+        "Culmen Depth (mm)",
+        "Flipper Length (mm)",
+        "Body Mass (g)",
+    ],
+    var_name="Measurement",
+    value_name="Value",
+)
+
+long_table = gpt.GPTable(
+    table=long_df,
+    table_name="penguins_long",
+    title="Penguins Dataset (Long Format)",
+    subtitles=[
+        "Measurements are stacked in a single column.",
+        "Long format is preferred for tidy data and many analyses.",
+    ],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_wide_long_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets={"Wide Format": wide_table, "Long Format": long_table},
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)

From a5fa60021724199e62d1764f67a84e1cff2be826 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Wed, 8 Oct 2025 11:28:05 +0100
Subject: [PATCH 25/75] 271 mkdocs dev (#291)

* Add issue 265 to closed issues

* Update closed_issue_log.md

* Update closed_issue_log.md

* Bump pypa/gh-action-pypi-publish in /.github/workflows (#279)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.13.0.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.13.0)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-version: 1.13.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update closed_issue_log.md

* Update closed_issue_log.md

* Update closed_issue_log.md

* convering rst to md

* update reqs

* clear up files, map existing layout

* remove sphinx docs, restructure docs folder, fix anchors

* add auto docstrings

* reconfigure pages, fix anchors

* run pre-commit hooks

* update changelog

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: jday7879 <57715292+Jday7879@users.noreply.github.com>
---
 .github/workflows/ci.yml                      |   2 +-
 closed_issue_log.md                           |  25 +-
 docs/Makefile                                 |  20 -
 docs/api.md                                   |  54 ++
 docs/changelog.md                             | 308 +++++++++
 docs/checklist.md                             |  70 ++
 .../contributers.rst => contributors.md}      |  10 +-
 docs/cover.md                                 |  21 +
 docs/gptable.md                               | 218 ++++++
 .../{source/static => imgs}/table_mapping.png | Bin
 docs/index.md                                 |  32 +
 docs/make.bat                                 |  35 -
 docs/requirements.txt                         |   3 -
 docs/source/changelog.rst                     | 315 ---------
 docs/source/checklist.rst                     | 251 -------
 docs/source/conf.py                           |  93 ---
 docs/source/doc.api.rst                       |  59 --
 docs/source/doc.cover.rst                     |  26 -
 docs/source/doc.gptable.rst                   | 323 ---------
 docs/source/doc.theme.rst                     |  54 --
 docs/source/doc.wrappers.rst                  |  31 -
 docs/source/index.rst                         |  74 --
 docs/source/usage.rst                         |  72 --
 docs/theme.md                                 | 104 +++
 docs/usage.md                                 | 649 ++++++++++++++++++
 docs/wrappers.md                              |  24 +
 gptables/core/api.py                          |   2 +-
 gptables/core/theme.py                        |   2 +-
 gptables/core/wrappers.py                     |   6 +-
 mkdocs.yml                                    |  27 +
 pyproject.toml                                |   9 +-
 readthedocs.yml                               |  22 -
 32 files changed, 1541 insertions(+), 1400 deletions(-)
 delete mode 100644 docs/Makefile
 create mode 100644 docs/api.md
 create mode 100644 docs/changelog.md
 create mode 100644 docs/checklist.md
 rename docs/{source/contributers.rst => contributors.md} (74%)
 create mode 100644 docs/cover.md
 create mode 100644 docs/gptable.md
 rename docs/{source/static => imgs}/table_mapping.png (100%)
 create mode 100644 docs/index.md
 delete mode 100644 docs/make.bat
 delete mode 100644 docs/requirements.txt
 delete mode 100644 docs/source/changelog.rst
 delete mode 100644 docs/source/checklist.rst
 delete mode 100644 docs/source/conf.py
 delete mode 100644 docs/source/doc.api.rst
 delete mode 100644 docs/source/doc.cover.rst
 delete mode 100644 docs/source/doc.gptable.rst
 delete mode 100644 docs/source/doc.theme.rst
 delete mode 100644 docs/source/doc.wrappers.rst
 delete mode 100644 docs/source/index.rst
 delete mode 100644 docs/source/usage.rst
 create mode 100644 docs/theme.md
 create mode 100644 docs/usage.md
 create mode 100644 docs/wrappers.md
 create mode 100644 mkdocs.yml
 delete mode 100644 readthedocs.yml

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 71d32d9c..33e26ec4 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -135,4 +135,4 @@ jobs:
           run: |
             python -m build
         - name: Publish
-          uses: pypa/gh-action-pypi-publish@v1.12.3
+          uses: pypa/gh-action-pypi-publish@v1.13.0
diff --git a/closed_issue_log.md b/closed_issue_log.md
index f8e414dc..95b148ed 100644
--- a/closed_issue_log.md
+++ b/closed_issue_log.md
@@ -1,12 +1,29 @@
 # Closed Issue Log
 
-This log documents feature requests that we do not currently intend to implement in gptables.
-This is due to the request being non-compliant with Analysis Function [spreadsheet accessibility guidance][guidance].
+This log documents feature requests that we do not currently intend to offer in gptables.
+This is due to the request being non-compliant with Analysis Function [spreadsheet accessibility guidance][guidance],
+or otherwise being out of scope of the package, designed for implementing this guidance.
 These issues may be re-opened in future if guidance changes - please contribute to the discussion by heading to
 the GitHub issue.
 
-## [180][issue-180]: Multiple tables in a single spreadsheet
-Section 13 of the guidance, 'Worksheets with multiple tables', dissuades this.\w
+## [180][issue-180]: Multiple tables in a single spreadsheet (05/08/2025)
+Section 13 of the guidance, 'Worksheets with multiple tables', dissuades this.
+
+## [265][issue-265]: Rounding decimals (02/09/2025)
+A user requested the ability to round a column to a given number of decimal places. This issue was closed because it can be handled by [pandas][pandas-decimal-rounding].
+
+## [136][issue-136]: Add hyperlinks to Theme format elements (05/09/2025)
+Section 7 of the guidance, under 'Making hyperlinks accessible' says links should be underlined and in a colour of suitable
+contrast. Further advice was sought from the Presentation Champions group, with the feedback that users expect links to be blue.
+
+## [104][issue-104]: Support table formatting as one unit (05/09/2025)
+Interpreted as requesting the ability to add a line above and below a table. Section 7 of the guidance, under
+'Other pointers for formatting that should be followed in terms of best practice', mentions that gridlines and borders
+should be avoided in favour of keeping things simple. This is also on advice from the Presentation Champions.
 
 [guidance]: https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/
+[issue-104]: https://github.com/best-practice-and-impact/gptables/issues/104
+[issue-136]: https://github.com/best-practice-and-impact/gptables/issues/136
 [issue-180]: https://github.com/best-practice-and-impact/gptables/issues/180
+[issue-265]: https://github.com/best-practice-and-impact/gptables/issues/265
+[pandas-decimal-rounding]: https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.round.html
diff --git a/docs/Makefile b/docs/Makefile
deleted file mode 100644
index d0c3cbf1..00000000
--- a/docs/Makefile
+++ /dev/null
@@ -1,20 +0,0 @@
-# Minimal makefile for Sphinx documentation
-#
-
-# You can set these variables from the command line, and also
-# from the environment for the first two.
-SPHINXOPTS    ?=
-SPHINXBUILD   ?= sphinx-build
-SOURCEDIR     = source
-BUILDDIR      = build
-
-# Put it first so that "make" without argument is like "make help".
-help:
-	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
-
-.PHONY: help Makefile
-
-# Catch-all target: route all unknown targets to Sphinx using the new
-# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
-%: Makefile
-	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
diff --git a/docs/api.md b/docs/api.md
new file mode 100644
index 00000000..731ebcf5
--- /dev/null
+++ b/docs/api.md
@@ -0,0 +1,54 @@
+# API functions
+
+#### NOTE
+`auto_width` functionality is experimental - any feedback is welcome!
+It currently does not account for alternative fonts, font sizes or font wrapping.
+
+## Table of contents
+
+By default, the API functions will add a table of contents sheet to your
+Excel workbook. This will contain a single table with two columns. The first
+column will contain the worksheet label and link for each worksheet in the
+workbook. The second column will contain a description of the sheet contents.
+By default, this is the title of the `GPTable` in that sheet. This
+description can be customised by passing additional elements from the
+`GPTable` into the `contentsheet_options` parameter. This parameter also
+allows for customisation of the table of contents `title`, `subtitles`,
+`table_name`, `instructions` and `column_names`.
+
+To customise the worksheet label, pass the new label into the
+`contentsheet_label` parameter. This table of contents functionality can be
+disabled by setting this parameter to `False`.
+
+See this in practice under [Example Usage](usage.md#example-usage).
+
+## Notes sheet
+
+A notes sheet will be generated if the API functions are provided with a
+`notes_table`. The first column of the `notes_table` should contain a
+meaningful reference for each note. This reference can then be used in the
+worksheets - see the GPTable documentation for more details. When the notes
+sheet is produced, this column will be replaced by the order the notes are
+referenced in throughout the workbook.
+
+The second column should contain the text for each note. Optional additional
+columns can be used for useful links, formatted as `"[display text](link)"`.
+
+The notes sheet can be customised using the `notesheet_options` parameter.
+Values for the `title`, `table_name` and `instructions` can be provided
+here. To customise the worksheet label, pass the new label into the
+`notesheet_label` parameter.
+
+If a `notes_table` is not provided, the notes sheet will not be generated.
+
+See this in practice under [Example Usage](usage.md#example-usage).
+
+::: gptables.core.api.write_workbook
+    options:
+        heading: "write_workbook()"
+
+&nbsp;
+
+::: gptables.core.api.produce_workbook
+    options:
+        heading: "produce_workbook()"
diff --git a/docs/changelog.md b/docs/changelog.md
new file mode 100644
index 00000000..a949d9bb
--- /dev/null
+++ b/docs/changelog.md
@@ -0,0 +1,308 @@
+# Changelog
+
+All notable changes to the main branch of this project should be documented
+clearly in this file. In progress (or intended changes) can also be listed
+below under Unreleased.
+
+The changelog format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
+and this project tries its very best to adhere to
+[Semantic Versioning](https://semver.org/spec/v2.0.0.html).
+
+---
+
+## Unreleased
+
+* **Date:**
+  2025-10-08
+
+**Added**
+
+* Merged pull request templates to create new one
+* Added a ‘closed issue log’
+* Requirements and installation steps to README
+* Pre-commit hooks
+
+**Changed**
+
+* a11ytables renamed to aftables throughout
+* Updated README
+* Updated pull request template
+* Docs moved from readthedocs to mkdocs
+
+## Released (PyPI)
+
+### v1.2.0
+
+* **Date:**
+  2025-01-07
+
+**Added**
+
+* Column width customisation to cover sheet
+* Incorporated rich text functionaliy into the cover page by using List[dict, str] to format text in the intro, about, and contact sections.
+* Rich text format lists can now be of length 2.
+* gptables now supports python 3.11
+* Official disclaimer included at the bottom of the README and PyPI index
+* pyproject.toml is now used to manage the packaging
+* Bugfix to allow writing of tables containing only integers
+* New examples to more simply explain things to new users
+* Update documentation for additional formatting
+
+**Removed**
+
+* CI for Python 3.6 - 3.8 on Linux, as no longer supported by GitHub action `setup-python`
+* Dataclasses as a dependency due to no longer supporting Python 3.6
+* setup.py as this has been replaced by the more modern pyproject.toml
+
+**Changed**
+
+* Default theme now includes cover sheet text wrapping set to True
+* CI changed for trusted publishing
+
+### v1.1.0
+
+* **Date:**
+  2022-07-27
+
+**Added**
+
+* New tests for `gptables`
+* Validation for tables with null or whitespace rows, cells or column names
+* Support for note references in `GPTable.instructions` attribute
+* Accessibility checklist based on [Analysis Function guidance](https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/) and [a11ytables documentation](https://co-analysis.github.io/a11ytables/articles/checklist.html)
+* Contributers page in documentation
+
+**Changed**
+
+* Validation of GPTable text attributes. Error will be raised if `title` or
+  `instructions` is `None`, or if an entry in the `subtitle` or
+  `legend` lists is `None`.
+* Running package tests now requires pytest 6.2.5+, to support Python 3.10
+* CI configuration to run tests on both Linux and Windows with Python 3.6-3.10
+  and calculate coverage based on core functionality and utilites
+* Restructure and rewording of changelog
+* Package author and maintainer information
+
+**Deprecated**
+
+* `contentsheet` parameter of `write_workbook` will be removed in v2 of
+  gptables. Please use `contentsheet_label` instead.
+* Ability to reference notes within `GPTable.table.columns` will be removed
+  in v2 of gptables. Please use `GPTable.table_notes` to ensure references
+  are correctly placed and ordered.
+
+**Fixed**
+
+* `contentsheet_label` parameter added to `write_workbook`. Previously
+  parameter was included in documentation but was misnamed in function.
+* `auto_width` now functions as expected for columns with links or rich text
+  columns using Python 3.6 and 3.7, as well as for numeric columns using
+  Python 3.6+
+* Trailing whitespace is no longer added when `units` or `table_notes` are
+  added to column headers
+* Providing `table_notes` will no longer break additional formatting
+* Rich text in `instructions` property will no longer raise an error
+* Note order now takes into account custom `description_order` in `Theme`
+* Special character only cell validation now includes underscores
+* Image alt text appears when building user documentation
+* CI deploys documentation in full
+
+### v1.0.0
+
+* **Date:**
+  2022-06-04
+
+**Added**
+
+Cover:
+
+* links formatted using the markdown format of `"[display text](link)"` will be rendered with the display text showing and the link applying for the corresponding cell. Links must start with `http://`, `https://`, `ftp://`, `mailto:`, `internal:` or `external:`
+
+Table of contents:
+
+* contents page added to workbook by default. Can be disabled or customised by supplying `contentsheet_label` and `contentsheet_options` parameters to `produce_workbook` or `write_workbook`.
+* links can be used in text elements passed to `contentsheet_options`, see above
+
+Notes:
+
+* notes page added to workbook if `notes_table` is provided. Can be customised by supplying `notesheet_label` and `notesheet_options` parameters to `produce_workbook` or `write_workbook`.
+* links can be used in `notes_table` and text elements passed to `notesheet_options`, see above
+
+Data tables:
+
+* `GPTable.table` will be marked up as a worksheet table in Excel
+* `table_name` property added to `GPTable` class. This must be provided for accessibility.
+* `instructions` property added to `GPTable` class. If this is not provided, a default value will be used.
+* `table_notes` property added to `GPTable` class. This allows note references to be added to the column header row. If used, they will be positioned below the column name and units.
+* validation for `GPTable.table` column names - all columns must be named and the names must be unique
+* links can be used in `GPTable.table` and text elements
+
+Theme:
+
+* `instructions_format` added to `Theme`. This can be used to customise the format of the `GPTable.instructions` element.
+
+Examples:
+
+* example added to demonstrate the use of a custom theme YAML
+
+**Changed**
+
+API functions:
+
+* `auto_width` property of `produce_workbook` and `write_workbook` now defaults to `True` rather than `False`
+
+Notes:
+
+* notes are now numbered according to position in workbook, starting from cell A1 of the first data sheet. Previously, notes were ordered independently for each worksheet
+* note references in text elements are moved to the end of the text. This is to make them more accessible and avoid disrupting the text.
+
+Data tables:
+
+* `units` are now written on a new line with the the corresponding column heading cell, instead of above the table
+* `units` property of `GPTable` is now optional, and should be provided as `dict` (`str` no longer supported)
+* `scope` property of `GPTable` is now optional, as this information may be included in title or subtitles
+* `source` property of `GPTable` is now optional, as this information should be included in cover sheet if it is the same across sheets
+* `legend` property as `GPTable` is now optional
+
+Theme:
+
+* default theme changed to be more accessible, inparticular, font sizes increased to at least 12pt and font colour set to automatic. Note: compatibility issues with LibreOffice and automatic font colour
+* `footer_order` property of `Theme` replaced by `description_order`, as corresponding metadata have been moved from below to above table. Valid elements are now `instructions`, `source`, `legend` and `scope`.
+
+Examples:
+
+* examples updated to reflect new functionality
+
+**Removed**
+
+API functions:
+
+* `quick_and_dirty` function removed, as it is inaccessible and does not demonstrate good practice
+* `disable_footer_parentheses` removed, as footer is inaccessible and parenetheses not good practice
+
+Cover:
+
+* `additional_elements` property removed from `Cover` class. This is because table of contents is now generated on contentsheet not cover.
+
+Notes:
+
+* `notes` and `annotations` properties removed from `GPTable` class. Notes are no longer displayed on data worksheets
+
+Data tables:
+
+* `include_index_column_headings` property removed from `GPTable` class, index column headers now always written, for accessibility
+
+Theme:
+
+* `annotations_format` and `notes_format` options removed from `Theme`, as `annotations` and `notes` no longer written to data worksheets
+* `missing_value` option removed from `Theme`. Unavailable or white-space table entries are now written as blank cells, and the user is invited to consider the GSS guidance on symbols and shorthand in spreadsheets
+
+**Fixed**
+
+* incorrect version numbers in changelog
+* minor typos in docs
+
+### v0.4.0
+
+* **Date:**
+  2021-01-30
+
+**Fixed**
+
+* bug where setting a GPTable’s scope to `None` resulted in the units also not being displayed
+* depreciation warning when running tests
+
+**Added**
+
+* `include_index_column_headings` option to `GPTable`, so that users can display index column headers if they wish. Defaults to `False` for backwards compatibility.
+
+### v0.3.2
+
+* **Date:**
+  2020-08-24
+
+**Fixed**
+
+* bug in Cover post_init where `additional_elements` is None (it’s default value…)
+* more minor typos in docs
+* incorrect version numbers in changelog
+
+### v0.3.1
+
+* **Date:**
+  2020-08-24
+
+**Fixed**
+
+* incorrect `if __name__ == "__main__"` in example files
+* minor typos in docs
+
+### v0.3.0
+
+* **Date:**
+  2020-08-24
+
+**Added**
+
+* `Cover` dataclass, to provide text elements for cover pages. Provided via `cover` parameter of API functions.
+* `write_cover` and associated `GPWorksheet` methods, for writing a cover page as the first sheet in a GPWorkbook
+* additional `Theme` attributes for `Cover` text elements
+* documentation for `Cover` class and example usage
+
+**Fixed**
+
+* loads of typos in documentation
+* broken CI deployment of docs - code includes were not working
+
+### v0.2.0
+
+* **Date:**
+  2020-07-10
+
+**Fixed**
+
+* stacking of parentheses around footer elements when a `GPTable` was used more than once
+* duplication of `missing_value` in legend when multiple missing values were present
+* rst syntax in docs and readme (some bits of Markdown were hanging around)
+
+**Added**
+
+* “quick and dirty” API function, for when you just want tables and you want them now
+* functionality to automatically determine column widths - available via `auto_width` parameter in API functions
+* ability to disable addition of parenetheses to footer element text
+
+**Changed**
+
+* removed `num_format` property from `data` element of default theme
+* Updated documentation of examples
+* Completely updated online documentation, so that the package might actually be usable
+
+### v0.1.3
+
+* **Date:**
+  2020-03-06
+
+**Fixed**
+
+* missing files in binary distribution. v0.1.1 and v0.1.2 will be deleted from
+  PyPI to prevent use of broken distributions.
+
+**Added**
+
+* this changelog to the documentation!
+
+**Changed**
+
+* README to reflect description of package. Dropped developer install
+  instructions.
+
+### v0.1.1
+
+* **Date:**
+  2020-03-05
+
+**Added**
+
+* gptables package - see README and documentation for usage
+* build and deployment of [documentation](https://best-practice-and-impact.github.io/gptables/)
+* deployment to [PyPI](https://pypi.org/project/gptables/)
diff --git a/docs/checklist.md b/docs/checklist.md
new file mode 100644
index 00000000..5838b811
--- /dev/null
+++ b/docs/checklist.md
@@ -0,0 +1,70 @@
+# Accessibility checklist
+
+The tables below indicate your accessibility responsibilities when publishing
+statistics in spreadsheets. It is based on the Analysis Function [checklist of
+the basics](https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/) and heavily inspired by the [aftables documentation](https://best-practice-and-impact.github.io/aftables/articles/checklist.html).
+
+#### NOTE
+The tables show which checklist items are automatically met by
+gptables. This applies to workbooks created using the default `gptheme`
+and may not apply if custom themes or additional formatting are used.
+
+## Table
+
+| Description                                                  | Essential?   | Status                | Explanation                                                                                                                                                                                                                                                                                                                                                 |
+|--------------------------------------------------------------|--------------|-----------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| Mark up tables                                               | Essential    | Implemented           | Tables in a `GPWorkbook`, including notes table and table of contents<br/>are marked as tables by default.                                                                                                                                                                                                                                                  |
+| Give tables meaningful names                                 | Desirable    | Partially implemented | Pass a meaningful name to the `GPTable.table_name` property.                                                                                                                                                                                                                                                                                                |
+| Remove merged cells, split cells and nested tables           | Essential    | Implemented           | Merged cell, split cells and nested tables are not supported by gptables.                                                                                                                                                                                                                                                                                   |
+| Remove blank rows and columns within tables                  | Essential    | Partially implemented | Blank rows or columns in a column will raise an error. User should<br/>remove them and any apply any desired additional formatting.                                                                                                                                                                                                                         |
+| All tables should have one tagged header row                 | Essential    | Implemented           | The column names in a `GPTable.table` will be tagged as the header.                                                                                                                                                                                                                                                                                         |
+| Wrap text within cells                                       | Essential    | Partially implemented | Using `auto_width = True` (default value) will enable all text to be<br/>visible. This feature is experimental and some customisation may be<br/>desired.                                                                                                                                                                                                   |
+| Avoid adding filters and freeze panes                        | Desirable    | Implemented           | Filters and freeze panes are not supported by gptables.                                                                                                                                                                                                                                                                                                     |
+| Only leave cells with no data empty in certain circumstances | Essential    | Partially implemented | If cells are null or whitespace, users are prompted to explain why in the<br/>`GPTables.instructions` property. If there is more than one reason<br/>for missingness, use the [appropriate shorthand](https://analysisfunction.civilservice.gov.uk/policy-store/symbols-in-tables-definitions-and-help/) and explain in the<br/>`GPTables.legend` property. |
+| Avoid hiding rows or columns                                 | Desirable    | Implemented           | Hiding rows or columns is not supported by gptables.                                                                                                                                                                                                                                                                                                        |
+
+## Footnotes
+
+| Description                                            | Essential?   | Status                | Explanation                                                                                                                                                     |
+|--------------------------------------------------------|--------------|-----------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| Do not use symbols or superscript to signpost to notes | Essential    | Implemented           | Notes marked with `$$note_ref$$` will be formatted as `[note n]`,<br/>where `n` is the order the note appears in the workbook.                                  |
+| Use the word ‘note’ when referring to footnotes        | Desirable    | Implemented           | As mentioned above, notes are formatted as `[note n]`.                                                                                                          |
+| Avoid putting note markers in specific cells           | Desirable    | Partially implemented | The `$$note_ref$$` functionality is not supported within data cells<br/>in tables. It is the user’s responsibility to not add notes manually to<br/>data cells. |
+| Put note text in a notes table on a notes worksheet    | Desirable    | Implemented           | If users provide a `notes_table` when producing or writing a workbook,<br/>a notes worksheet will be created.                                                   |
+
+## Formatting
+
+| Description                                                                               | Essential?   | Status                | Explanation                                                                                                                                                                                                                                                       |
+|-------------------------------------------------------------------------------------------|--------------|-----------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| All written content needs to meet the accessibility guidelines                            | Essential    | Not implemented       | It is the package user’s responsibility to make sure that text follows<br/>the Analysis Function guidance on [making written content accessible](https://analysisfunction.civilservice.gov.uk/policy-store/making-analytical-publications-accessible/#section-3). |
+| Links must be accessible                                                                  | Essential    | Partially implemented | Users should provide descriptive hyperlink text using the<br/>`(display text)[link]` syntax.                                                                                                                                                                      |
+| Format text to make it accessible                                                         | Desirable    | Implemented           | The default theme meets the accessibility guidance on formatting text.                                                                                                                                                                                            |
+| All worksheets should have descriptive titles which are properly tagged<br/>and formatted | Essential    | Partially implemented | Provide descriptive titles to the `GPTable.title` and `subtitles`<br/>properties. Note: heading tagging in Excel does not meet the standard<br/>required of webpage heading tagging.                                                                              |
+| Avoid using symbols in general                                                            | Desirable    | Partially implemented | An error will be raised if table cells only contain symbols. It is the<br/>user’s responsibility to make sure symbol use within text is appropriate.                                                                                                              |
+| Do not use headers and footers, floating text boxes or floating toolbars                  | Essential    | Implemented           | These components are not supported by gptables.                                                                                                                                                                                                                   |
+| Do not use visual devices to divide data regions                                          | Desirable    | Implemented           | Using gptables without additional formatting does not use such visual devices.                                                                                                                                                                                    |
+| Do not use a background fill                                                              | Desirable    | Implemented           | The gptables default theme does not apply a background fill.                                                                                                                                                                                                      |
+| Do not use colour as the only way to convey a message                                     | Essential    | Implemented           | The default theme without additional formatting does not apply colour.                                                                                                                                                                                            |
+| When using colour for emphasis check the contrast                                         | Essential    | Not implemented       | If using colour via additional formatting or a custom theme, it is the<br/>user’s responsibility to check the colour contrast.                                                                                                                                    |
+| Avoid images in spreadsheets                                                              | Desirable    | Implemented           | Adding images is not supported by gptables.                                                                                                                                                                                                                       |
+| Remove macros                                                                             | Desirable    | Implemented           | Macros are not supported by gptables.                                                                                                                                                                                                                             |
+
+## Structure
+
+| Description                                               | Essential?   | Status      | Explanation                                                                                                                                                                                                               |
+|-----------------------------------------------------------|--------------|-------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| Give worksheets unique names or numbers                   | Essential    | Implemented | Worksheet names come from the `sheets = {"label": gptable}` property.<br/>If names are duplicated, the final `label: gptable` pair will be used.                                                                          |
+| Remove blank worksheets                                   | Essential    | Implemented | Blank worksheets are not supported by gptables.                                                                                                                                                                           |
+| Use cells in column A wisely                              | Essential    | Implemented | `GPTable` attributes are written to column A. Title and subtitles are<br/>first. The order of the remaining descriptive attributes can be<br/>customised by creating a custom theme with a different `description_order`. |
+| Position tables against the left-hand edges of each sheet | Essential    | Implemented | gptables writes tables starting in column A.                                                                                                                                                                              |
+| Avoid putting content below a table                       | Desirable    | Implemented | Writing content below a table is not supported in gptables>=1.0.0.                                                                                                                                                        |
+| Avoid worksheets with multiple tables                     | Desirable    | Implemented | Writing multiple tables per sheet is not supported in gptables.                                                                                                                                                           |
+
+## Before publishing
+
+| Description                                                                       | Essential?   | Status          | Explanation                                                                                                                                                                                                                                                 |
+|-----------------------------------------------------------------------------------|--------------|-----------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| Run a spelling and grammar check                                                  | Essential    | Not implemented | gptables does not check spelling and grammar, this is the user’s<br/>responsibility.                                                                                                                                                                        |
+| Use the accessibility checker                                                     | Desirable    | Not implemented | gptables does not have a built-in accessibility checker. Whilst all<br/>efforts have been taken to make outputs accessible, the final<br/>responsibility sits with the user.                                                                                |
+| Add document information                                                          | Essential    | Not implemented | gptables does not add title or language information to the document,<br/>this responsibility sits with the user. Note: the document properties<br/>available depend on the user’s operating system and may not meet<br/>the standard required for webpages. |
+| Ensure the cursor is in cell A1 of the first worksheet when doing your final save | Essential    | Implemented     | Workbooks written using gptables will have the cursor in the first cell.<br/>Note: if the workbook is subsequently opened and saved, it is the user’s<br/>responsibility to check that the cursor has not been moved.                                       |
diff --git a/docs/source/contributers.rst b/docs/contributors.md
similarity index 74%
rename from docs/source/contributers.rst
rename to docs/contributors.md
index aa4d81c8..a75d7935 100644
--- a/docs/source/contributers.rst
+++ b/docs/contributors.md
@@ -1,19 +1,13 @@
-Contributers
-============
+# Contributers
 
 Code was contributed to this package by:
 
 * David Foster
-
 * Alexander Newton
-
 * Rowan Hemsi
-
 * Jaehee Ryoo
-
 * Jacob Cole
-
 * Daniel Shiloh
 
 Thanks also goes to Hannah Thomas and the users and stakeholders who gave
-feedback on how to improve ``gptables``.
+feedback on how to improve `gptables`.
diff --git a/docs/cover.md b/docs/cover.md
new file mode 100644
index 00000000..dac27d7c
--- /dev/null
+++ b/docs/cover.md
@@ -0,0 +1,21 @@
+# Cover
+
+Cover sheets can be used to provide information that is general to all tables in a Workbook.
+
+#### NOTE
+Cover sheets are added as the first sheet in the Worbook when written by `gptables`.
+This is important when applying additional formatting to other Worksheets by their index in the Workbook.
+
+## Mapping
+
+To include a cover sheet, map your text elements to the attributes of a `Cover` object and pass this object to the `cover` parameter of either [`produce_workbook()`](api.md#gptables.core.api.produce_workbook) or [`write_workbook()`](api.md#gptables.core.api.write_workbook).
+Text attributes which take a list (most except for title) will write one element per cell vertically in the Worksheet.
+
+## Formatting
+
+Formatting of cover sheet text is managed by the `cover_` attributes of the Workbook’s [`Theme`](theme.md#gptables.core.theme.Theme).
+
+
+::: gptables.core.cover.Cover
+    options:
+        heading: "Cover"
diff --git a/docs/gptable.md b/docs/gptable.md
new file mode 100644
index 00000000..4db1dcaa
--- /dev/null
+++ b/docs/gptable.md
@@ -0,0 +1,218 @@
+# GPTable
+
+## Mapping
+
+The `GPTable` Class is used to map your data and metadata to table elements.
+The supported table elements are represented like this in the output .xlsx file:
+
+![Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.](imgs/table_mapping.png)
+
+## Notes
+
+Notes are text elements that appear on the separately generated `Notesheet`.
+
+Notes can be referenced in the `title`, `subtitles`, `scope`, `source`
+and `legend` elements. Notes corresponding to entries in the data can be
+referenced using the `table_notes` element. This will add a note reference to
+the relevant column heading. Note references cannot be added to data cells, as
+inserting references here would reduce the usability of the data. We use double
+dollar symbols (`$$`) to denote notes in text. For example, a note could be
+referenced as `"My table title $$Reference$$"`.
+
+References in text are replaced with numbers, in increasing order from the top-
+left corner of the first sheet containing a data table.
+
+See this in practice under [Example Usage](usage.md#example-usage).
+
+#### NOTE
+Deprecated in v1.1.0: Ability to reference notes within
+`GPTable.table.columns` will be removed in v2 of gptables. Please use
+`GPTable.table_notes` to ensure references are correctly placed and ordered.
+
+## Links
+
+Links can added to text using the format `[display text](link)`. Links are
+supported in the `title`, `subtitles`, `scope`, `source``and ``legend`
+elements. They will also be applied to cells within the data table that use
+this format. Links should start with one of the following prefixes:
+`http://`, `https://`, `ftp://`, `mailto:`, `internal:` or
+`external:`. For more information about the usage of the local URIs, see the
+[XlsxWriter documentation](https://xlsxwriter.readthedocs.io/worksheet.html#worksheet-write-url).
+
+#### NOTE
+Excel does not support links being applied to specific words within
+cells. The link will be applied to the whole cell, not just the
+display text.
+
+## Rich Text
+
+Rich text is text that contains mixed formatting. You shouldn’t use formatting
+to represent data or important information, as most formatting is neither
+accessible nor machine readable. You can still use to make things look
+appealing for sighted people.
+
+Rich text is supported in the `title`, `subtitles`, `scope`, `source`
+and `legend` elements. Where you would normally provide a string to a
+parameter, you can instead provide a list of strings and dictionaries.
+Dictionaries in this list should contain valid [XlsxWriter format properties](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties)
+and values. The formatting defined in these dictionaries will be applied to the
+next string in the list. This formatting is applied in addition to the
+formatting of that element specified in the [`Theme`](theme.md#gptables.core.theme.Theme).
+
+`["It is ", {"bold": True}, "inevitable"]` would give you “It is **inevitable**”.
+
+See this in practice under [Example Usage](usage.md#example-usage).
+
+#### NOTE
+Rich text is not currently supported if the cell also contains note
+references or links. This may be changed in the future if there is
+sufficient user need, so please raise an issue if this is functionality
+you need.
+
+## Additional formatting
+
+In some cases you may want to apply one-off formatting on specific rows, columns or cells of the data.
+As mentioned above, this formatting should not be used to represent data or important information.
+
+Bespoke formatting can be applied to an individual `GPTable` via the `additional_formatting` parameter,
+when creating a `GPTable` instance. This parameter takes a list of dictionaries, where each dictionary
+defines formatting for one or more rows, columns or cells.
+
+These dictionaries have a single key indicating the type of selection, from “column”, “row” or “cell”.
+Their value is another dictionary, which specifies the indexing, formatting and whether row and column
+indexes are included in the selection.
+
+Indexing supports selection of columns by name or 0-indexed number, but rows and cells can only
+be indexed by number. Numeric indexing refers to position within the data element of the table (column
+headings, row indexes and data), not position in the output Excel sheet.
+
+This `additional_formatting` parameter is best demonstrated by example:
+
+```python
+additional_formatting = [
+      # Align data center, but not column indexes
+      {"column":
+            {"columns": ["some_column", "another_column"],  # str, int or list of either
+            "format": {"align": "center"},
+            "include_names": False  # Whether to include column headings (optional)
+            }
+      },
+
+      # Align column left, including column index
+      {"column":
+            {"columns": [3],
+            "format": {"left": 1},
+            "include_names": True
+            }
+      },
+
+      # Underline the bottom of the table, including row index
+      {"row":
+            {"rows": -1,  # Numbers only, but can refer to last row using -1
+            "format": {"bottom": 1},  # Underline row
+            "include_names": True  # Whether to include row indexes
+            }
+      },
+
+      # A bad example, turning a single cell's font red
+      {"cell":
+            {"cells": (3, 3),  # tuple or list of tuples (numbers only)
+            "format": {"font_color": "red"}
+            }
+      }
+]
+```
+
+### Formatting methods
+
+The following tables show the Excel format categories, along with an example demonstrating the syntax required
+for use in gptables. Some formatting methods use indexing to map to Excel’s built-in formats. This information
+can be found in the applicable sections below.
+
+#### Font formatting
+
+This table demonstrates the font formatting methods available. You can find all options
+for [underline styles in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-underline).
+
+| Description     | Example usage                                                                           |
+|-----------------|-----------------------------------------------------------------------------------------|
+| Font type       | {“font_name”: “Arial”}                                                                  |
+| Font size       | {“font_size”: 30}                                                                       |
+| Font colour     | {“font_color”: “red”}                                                                   |
+| Bold            | {“bold”: True}                                                                          |
+| Italic          | {“italic”: True}                                                                        |
+| Underline       | {“underline”: 1}                                                                        |
+| Strikeout       | {“font_strikeout”: True}                                                                |
+| Super/Subscript | {“font_script”: 1} # Superscript<br/><br/><br/>{“font_script”: 2} # Subscript<br/><br/> |
+
+#### Number formatting
+
+This table demonstrates how to set the numeric format using indexing and string arguments. You can find all
+options for [numeric formats in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-num-format).
+
+| Description    | Example usage                                                                                         |
+|----------------|-------------------------------------------------------------------------------------------------------|
+| Numeric format | {“num_format”: 1} # Format index<br/><br/><br/>{“num_format”: “d mmm yyyy”} # Format string<br/><br/> |
+
+#### Protection formatting
+
+This table demonstrates the protection methods available.
+
+| Description   | Example usage    |
+|---------------|------------------|
+| Lock cells    | {“locked”: True} |
+| Hide formulas | {“hidden”: True} |
+
+#### Alignment formatting
+
+This table demonstrates the alignment formatting options available. You can find all options for
+[horizontal and vertical alignment in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-align).
+
+| Description      | Example usage               |
+|------------------|-----------------------------|
+| Horizontal align | {“align”: “center”}         |
+| Vertical align   | {“align”: “vcenter”}        |
+| Rotation         | {“rotation”: 30}            |
+| Text wrap        | {“text_wrap”: True}         |
+| Center across    | {“set_center_across”: True} |
+| Indentation      | {“indentation”:2}           |
+| Shrink to fit    | {“shrink”: True}            |
+
+#### Pattern formatting
+
+This table demonstrates the pattern formatting options available.
+
+| Description       | Example usage         |
+|-------------------|-----------------------|
+| Cell pattern      | {“pattern”: 1}        |
+| Background colour | {“bg_color”: “white”} |
+| Foreground colour | {“fg_color”: “white”} |
+
+#### Border formatting
+
+This table demonstrates the border formatting options available. You can find all options
+for [border styles in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-border).
+
+| Description   | Example usage              |
+|---------------|----------------------------|
+| Cell border   | {“border”: 1}              |
+| Bottom border | {“bottom”: 1}              |
+| Top border    | {“top”: 1}                 |
+| Left border   | {“left”: 1}                |
+| Right border  | {“right”: 1}               |
+| Border colour | {“border_color”: “red”}    |
+| Bottom colour | {“bottom_color”:”#FF0000”} |
+| Top colour    | {“top_color”: “red”}       |
+| Left colour   | {“left_color”: “#FF0000”}  |
+| Right colour  | {“right_color”: “red”}     |
+
+For any formatting beyond this, if the package should support it then please raise an issue
+or create a pull request. Otherwise, you will need to modify the underlying
+[`GPWorkbook`](wrappers.md#gptables.core.wrappers.GPWorkbook) or [`GPWorksheet`](wrappers.md#gptables.core.wrappers.GPWorksheet) objects
+before they are written to Excel.
+
+See this in practice under [Example Usage](usage.md#example-usage).
+
+::: gptables.core.gptable.GPTable
+      options:
+            heading: "GPTable"
diff --git a/docs/source/static/table_mapping.png b/docs/imgs/table_mapping.png
similarity index 100%
rename from docs/source/static/table_mapping.png
rename to docs/imgs/table_mapping.png
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 00000000..0c5fed37
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,32 @@
+# Good Practice Tables (gptables)
+
+[![Actions build status](https://github.com/best-practice-and-impact/gptables/workflows/continuous-integration/badge.svg)](https://github.com/best-practice-and-impact/gptables/actions)[![PyPI release](https://badge.fury.io/py/gptables.svg)](https://badge.fury.io/py/gptables)
+
+`gptables` produces .xlsx files from your `pandas` dataframes in
+either python or R (using [reticulate](https://rstudio.github.io/reticulate/)). You define the mapping from your
+data to elements of the table and `gptables` does the rest.
+
+Table element mapping:
+
+![Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.](imgs/table_mapping.png)
+
+`gptables` uses the official [guidance on good practice spreadsheets](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/).
+It advocates a strong adherence to the guidance by restricting the range of possible operations.
+The default formatting theme `gptheme` accommodates many use cases.
+However, the [`Theme`](theme.md#gptables.core.theme.Theme) Class allows development of custom themes, where alternative formatting is required.
+
+`gptables` is developed and maintained by the [Analysis Function](https://analysisfunction.civilservice.gov.uk/). It can be
+installed from [PyPI](https://pypi.org/project/gptables/) or [GitHub](https://github.com/best-practice-and-impact/gptables). The source code is maintained on GitHub.
+Users may also be interested in [aftables](https://best-practice-and-impact.github.io/aftables/), an R native equivalent to
+`gptables`, and [csvcubed](https://gss-cogs.github.io/csvcubed-docs/external/), a package for turning data and metadata into
+machine-readable CSV-W files.
+
+## 5 Simple Steps
+
+1. You map your data to the elements of a [`GPTable`](gptable.md#gptables.core.gptable.GPTable).
+2. You can define the format of each element with a custom [`Theme`](theme.md#gptables.core.theme.Theme), or simply use the default - gptheme.
+3. Optionally design a [`Cover`](cover.md#gptables.core.cover.Cover) to provide information that relates to all of the tables in your Workbook.
+4. Optionally upload a `notes_table` with information about any notes.
+5. You [`write_workbook()`](api.md#gptables.core.api.write_workbook) to win.
+
+**Note**: This package is not intending to create perfectly accessible spreadsheets but will help with the bulk of the work needed. Users of this packages should refer back to the [main spreadsheet guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) or the [spreadsheet accessibility checklist](https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/) after using it to make sure nothing has been missed. Please email [Analysis.Function@ons.gov.uk](mailto:Analysis.Function@ons.gov.uk) if you use the package so we can monitor use and the outputs produced.
diff --git a/docs/make.bat b/docs/make.bat
deleted file mode 100644
index 6247f7e2..00000000
--- a/docs/make.bat
+++ /dev/null
@@ -1,35 +0,0 @@
-@ECHO OFF
-
-pushd %~dp0
-
-REM Command file for Sphinx documentation
-
-if "%SPHINXBUILD%" == "" (
-	set SPHINXBUILD=sphinx-build
-)
-set SOURCEDIR=source
-set BUILDDIR=build
-
-if "%1" == "" goto help
-
-%SPHINXBUILD% >NUL 2>NUL
-if errorlevel 9009 (
-	echo.
-	echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
-	echo.installed, then set the SPHINXBUILD environment variable to point
-	echo.to the full path of the 'sphinx-build' executable. Alternatively you
-	echo.may add the Sphinx directory to PATH.
-	echo.
-	echo.If you don't have Sphinx installed, grab it from
-	echo.http://sphinx-doc.org/
-	exit /b 1
-)
-
-%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
-goto end
-
-:help
-%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
-
-:end
-popd
diff --git a/docs/requirements.txt b/docs/requirements.txt
deleted file mode 100644
index 9a44861f..00000000
--- a/docs/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-gptables
-sphinx>=2
-sphinx_rtd_theme
diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
deleted file mode 100644
index 5cd38268..00000000
--- a/docs/source/changelog.rst
+++ /dev/null
@@ -1,315 +0,0 @@
-*********
-Changelog
-*********
-
-All notable changes to the master branch of this project should be documented
-clearly in this file. In progress (or intended changes) can also be listed
-below under Unreleased.
-
-The changelog format is based on `Keep a Changelog <https://keepachangelog.com/en/1.0.0/>`_,
-and this project tries its very best to adhere to
-`Semantic Versioning <https://semver.org/spec/v2.0.0.html>`_.
-
-------------------------------------------------------------------------
-
-Unreleased
-===================
-:Date: 2025-08-06
-
-**Added**
-
-* Merged pull request templates to create new one
-* Added a 'closed issue log'
-* Requirements and installation steps to README
-* Pre-commit hooks
-
-**Changed**
-
-* a11ytables renamed to aftables throughout
-* Updated README
-* Updated pull request template
-
-Released (PyPI)
-===============
-
-v1.2.0
-------
-:Date: 2025-01-07
-
-**Added**
-
-* Column width customisation to cover sheet
-* Incorporated rich text functionaliy into the cover page by using List[dict, str] to format text in the intro, about, and contact sections.
-* Rich text format lists can now be of length 2.
-* gptables now supports python 3.11
-* Official disclaimer included at the bottom of the README and PyPI index
-* pyproject.toml is now used to manage the packaging
-* Bugfix to allow writing of tables containing only integers
-* New examples to more simply explain things to new users
-* Update documentation for additional formatting
-
-**Removed**
-
-* CI for Python 3.6 - 3.8 on Linux, as no longer supported by GitHub action ``setup-python``
-* Dataclasses as a dependency due to no longer supporting Python 3.6
-* setup.py as this has been replaced by the more modern pyproject.toml
-
-**Changed**
-
-* Default theme now includes cover sheet text wrapping set to True
-* CI changed for trusted publishing
-
-
-v1.1.0
-------
-:Date: 2022-07-27
-
-**Added**
-
-* New tests for ``gptables``
-* Validation for tables with null or whitespace rows, cells or column names
-* Support for note references in ``GPTable.instructions`` attribute
-* Accessibility checklist based on `Analysis Function guidance`_ and `a11ytables documentation`_
-* Contributers page in documentation
-
-.. _`Analysis Function guidance`: https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/
-.. _`a11ytables documentation`: https://co-analysis.github.io/a11ytables/articles/checklist.html
-
-**Changed**
-
-* Validation of GPTable text attributes. Error will be raised if ``title`` or
-  ``instructions`` is ``None``, or if an entry in the ``subtitle`` or
-  ``legend`` lists is ``None``.
-* Running package tests now requires pytest 6.2.5+, to support Python 3.10
-* CI configuration to run tests on both Linux and Windows with Python 3.6-3.10
-  and calculate coverage based on core functionality and utilites
-* Restructure and rewording of changelog
-* Package author and maintainer information
-
-**Deprecated**
-
-* ``contentsheet`` parameter of ``write_workbook`` will be removed in v2 of
-  gptables. Please use ``contentsheet_label`` instead.
-* Ability to reference notes within ``GPTable.table.columns`` will be removed
-  in v2 of gptables. Please use ``GPTable.table_notes`` to ensure references
-  are correctly placed and ordered.
-
-**Fixed**
-
-* ``contentsheet_label`` parameter added to ``write_workbook``. Previously
-  parameter was included in documentation but was misnamed in function.
-* ``auto_width`` now functions as expected for columns with links or rich text
-  columns using Python 3.6 and 3.7, as well as for numeric columns using
-  Python 3.6+
-* Trailing whitespace is no longer added when ``units`` or ``table_notes`` are
-  added to column headers
-* Providing ``table_notes`` will no longer break additional formatting
-* Rich text in ``instructions`` property will no longer raise an error
-* Note order now takes into account custom ``description_order`` in ``Theme``
-* Special character only cell validation now includes underscores
-* Image alt text appears when building user documentation
-* CI deploys documentation in full
-
-
-v1.0.0
-------
-:Date: 2022-06-04
-
-**Added**
-
-Cover:
-
-* links formatted using the markdown format of ``"[display text](link)"`` will be rendered with the display text showing and the link applying for the corresponding cell. Links must start with ``http://``, ``https://``, ``ftp://``, ``mailto:``, ``internal:`` or ``external:``
-
-Table of contents:
-
-* contents page added to workbook by default. Can be disabled or customised by supplying ``contentsheet_label`` and ``contentsheet_options`` parameters to ``produce_workbook`` or ``write_workbook``.
-* links can be used in text elements passed to ``contentsheet_options``, see above
-
-Notes:
-
-* notes page added to workbook if ``notes_table`` is provided. Can be customised by supplying ``notesheet_label`` and ``notesheet_options`` parameters to ``produce_workbook`` or ``write_workbook``.
-* links can be used in ``notes_table`` and text elements passed to ``notesheet_options``, see above
-
-Data tables:
-
-* ``GPTable.table`` will be marked up as a worksheet table in Excel
-* ``table_name`` property added to ``GPTable`` class. This must be provided for accessibility.
-* ``instructions`` property added to ``GPTable`` class. If this is not provided, a default value will be used.
-* ``table_notes`` property added to ``GPTable`` class. This allows note references to be added to the column header row. If used, they will be positioned below the column name and units.
-* validation for ``GPTable.table`` column names - all columns must be named and the names must be unique
-* links can be used in ``GPTable.table`` and text elements
-
-Theme:
-
-* ``instructions_format`` added to ``Theme``. This can be used to customise the format of the ``GPTable.instructions`` element.
-
-Examples:
-
-* example added to demonstrate the use of a custom theme YAML
-
-
-**Changed**
-
-API functions:
-
-* ``auto_width`` property of ``produce_workbook`` and ``write_workbook`` now defaults to ``True`` rather than ``False``
-
-Notes:
-
-* notes are now numbered according to position in workbook, starting from cell A1 of the first data sheet. Previously, notes were ordered independently for each worksheet
-* note references in text elements are moved to the end of the text. This is to make them more accessible and avoid disrupting the text.
-
-Data tables:
-
-* ``units`` are now written on a new line with the the corresponding column heading cell, instead of above the table
-* ``units`` property of ``GPTable`` is now optional, and should be provided as ``dict`` (``str`` no longer supported)
-* ``scope`` property of ``GPTable`` is now optional, as this information may be included in title or subtitles
-* ``source`` property of ``GPTable`` is now optional, as this information should be included in cover sheet if it is the same across sheets
-* ``legend`` property as ``GPTable`` is now optional
-
-Theme:
-
-* default theme changed to be more accessible, inparticular, font sizes increased to at least 12pt and font colour set to automatic. Note: compatibility issues with LibreOffice and automatic font colour
-* ``footer_order`` property of ``Theme`` replaced by ``description_order``, as corresponding metadata have been moved from below to above table. Valid elements are now ``instructions``, ``source``, ``legend`` and ``scope``.
-
-Examples:
-
-* examples updated to reflect new functionality
-
-**Removed**
-
-API functions:
-
-* ``quick_and_dirty`` function removed, as it is inaccessible and does not demonstrate good practice
-* ``disable_footer_parentheses`` removed, as footer is inaccessible and parenetheses not good practice
-
-Cover:
-
-* ``additional_elements`` property removed from ``Cover`` class. This is because table of contents is now generated on contentsheet not cover.
-
-Notes:
-
-* ``notes`` and ``annotations`` properties removed from ``GPTable`` class. Notes are no longer displayed on data worksheets
-
-Data tables:
-
-* ``include_index_column_headings`` property removed from ``GPTable`` class, index column headers now always written, for accessibility
-
-Theme:
-
-* ``annotations_format`` and ``notes_format`` options removed from ``Theme``, as ``annotations`` and ``notes`` no longer written to data worksheets
-* ``missing_value`` option removed from ``Theme``. Unavailable or white-space table entries are now written as blank cells, and the user is invited to consider the GSS guidance on symbols and shorthand in spreadsheets
-
-**Fixed**
-
-* incorrect version numbers in changelog
-* minor typos in docs
-
-
-v0.4.0
-------
-:Date: 2021-01-30
-
-**Fixed**
-
-* bug where setting a GPTable's scope to ``None`` resulted in the units also not being displayed
-* depreciation warning when running tests
-
-**Added**
-
-* ``include_index_column_headings`` option to ``GPTable``, so that users can display index column headers if they wish. Defaults to ``False`` for backwards compatibility.
-
-
-v0.3.2
-------
-:Date: 2020-08-24
-
-
-**Fixed**
-
-* bug in Cover post_init where ``additional_elements`` is None (it's default value...)
-* more minor typos in docs
-* incorrect version numbers in changelog
-
-
-v0.3.1
-------
-:Date: 2020-08-24
-
-
-**Fixed**
-
-* incorrect ``if __name__ == "__main__"`` in example files
-* minor typos in docs
-
-
-v0.3.0
-------
-:Date: 2020-08-24
-
-**Added**
-
-* ``Cover`` dataclass, to provide text elements for cover pages. Provided via ``cover`` parameter of API functions.
-* ``write_cover`` and associated ``GPWorksheet`` methods, for writing a cover page as the first sheet in a GPWorkbook
-* additional ``Theme`` attributes for ``Cover`` text elements
-* documentation for ``Cover`` class and example usage
-
-**Fixed**
-
-* loads of typos in documentation
-* broken CI deployment of docs - code includes were not working
-
-
-v0.2.0
-------
-:Date: 2020-07-10
-
-**Fixed**
-
-* stacking of parentheses around footer elements when a ``GPTable`` was used more than once
-* duplication of ``missing_value`` in legend when multiple missing values were present
-* rst syntax in docs and readme (some bits of Markdown were hanging around)
-
-**Added**
-
-* "quick and dirty" API function, for when you just want tables and you want them now
-* functionality to automatically determine column widths - available via ``auto_width`` parameter in API functions
-* ability to disable addition of parenetheses to footer element text
-
-**Changed**
-
-* removed ``num_format`` property from ``data`` element of default theme
-* Updated documentation of examples
-* Completely updated online documentation, so that the package might actually be usable
-
-
-v0.1.3
-------
-:Date: 2020-03-06
-
-**Fixed**
-
-* missing files in binary distribution. v0.1.1 and v0.1.2 will be deleted from
-  PyPI to prevent use of broken distributions.
-
-**Added**
-
-* this changelog to the documentation!
-
-
-**Changed**
-
-* README to reflect description of package. Dropped developer install
-  instructions.
-
-
-v0.1.1
-------
-:Date: 2020-03-05
-
-**Added**
-
-* gptables package - see README and documentation for usage
-* build and deployment of `documentation <https://best-practice-and-impact.github.io/gptables/>`_
-* deployment to `PyPI <https://pypi.org/project/gptables/>`_
diff --git a/docs/source/checklist.rst b/docs/source/checklist.rst
deleted file mode 100644
index d7280569..00000000
--- a/docs/source/checklist.rst
+++ /dev/null
@@ -1,251 +0,0 @@
-***********************
-Accessibility checklist
-***********************
-
-The tables below indicate your accessibility responsibilities when publishing
-statistics in spreadsheets. It is based on the Analysis Function `checklist of
-the basics`_ and heavily inspired by the `aftables documentation`_.
-
-.. _`checklist of the basics`: https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/
-.. _`aftables documentation`: https://best-practice-and-impact.github.io/aftables/articles/checklist.html
-
-.. note:: The tables show which checklist items are automatically met by
-    gptables. This applies to workbooks created using the default ``gptheme``
-    and may not apply if custom themes or additional formatting are used.
-
-Table
------
-
-.. list-table::
-    :header-rows: 1
-    :widths: 24 17 19 40
-
-    * - Description
-      - Essential?
-      - Status
-      - Explanation
-    * - Mark up tables
-      - Essential
-      - Implemented
-      - Tables in a ``GPWorkbook``, including notes table and table of contents
-        are marked as tables by default.
-    * - Give tables meaningful names
-      - Desirable
-      - Partially implemented
-      - Pass a meaningful name to the ``GPTable.table_name`` property.
-    * - Remove merged cells, split cells and nested tables
-      - Essential
-      - Implemented
-      - Merged cell, split cells and nested tables are not supported by gptables.
-    * - Remove blank rows and columns within tables
-      - Essential
-      - Partially implemented
-      - Blank rows or columns in a column will raise an error. User should
-        remove them and any apply any desired additional formatting.
-    * - All tables should have one tagged header row
-      - Essential
-      - Implemented
-      - The column names in a ``GPTable.table`` will be tagged as the header.
-    * - Wrap text within cells
-      - Essential
-      - Partially implemented
-      - Using ``auto_width = True`` (default value) will enable all text to be
-        visible. This feature is experimental and some customisation may be
-        desired.
-    * - Avoid adding filters and freeze panes
-      - Desirable
-      - Implemented
-      - Filters and freeze panes are not supported by gptables.
-    * - Only leave cells with no data empty in certain circumstances
-      - Essential
-      - Partially implemented
-      - If cells are null or whitespace, users are prompted to explain why in the
-        ``GPTables.instructions`` property. If there is more than one reason
-        for missingness, use the `appropriate shorthand`_ and explain in the
-        ``GPTables.legend`` property.
-    * - Avoid hiding rows or columns
-      - Desirable
-      - Implemented
-      - Hiding rows or columns is not supported by gptables.
-
-.. _`appropriate shorthand`: https://analysisfunction.civilservice.gov.uk/policy-store/symbols-in-tables-definitions-and-help/
-
-
-Footnotes
----------
-
-.. list-table::
-    :header-rows: 1
-    :widths: 24 17 19 40
-
-    * - Description
-      - Essential?
-      - Status
-      - Explanation
-    * - Do not use symbols or superscript to signpost to notes
-      - Essential
-      - Implemented
-      - Notes marked with ``$$note_ref$$`` will be formatted as ``[note n]``,
-        where ``n`` is the order the note appears in the workbook.
-    * - Use the word 'note' when referring to footnotes
-      - Desirable
-      - Implemented
-      - As mentioned above, notes are formatted as ``[note n]``.
-    * - Avoid putting note markers in specific cells
-      - Desirable
-      - Partially implemented
-      - The ``$$note_ref$$`` functionality is not supported within data cells
-        in tables. It is the user's responsibility to not add notes manually to
-        data cells.
-    * - Put note text in a notes table on a notes worksheet
-      - Desirable
-      - Implemented
-      - If users provide a ``notes_table`` when producing or writing a workbook,
-        a notes worksheet will be created.
-
-
-Formatting
-----------
-
-.. list-table::
-    :header-rows: 1
-    :widths: 24 17 19 40
-
-    * - Description
-      - Essential?
-      - Status
-      - Explanation
-    * - All written content needs to meet the accessibility guidelines
-      - Essential
-      - Not implemented
-      - It is the package user's responsibility to make sure that text follows
-        the Analysis Function guidance on `making written content accessible`_.
-    * - Links must be accessible
-      - Essential
-      - Partially implemented
-      - Users should provide descriptive hyperlink text using the
-        ``(display text)[link]`` syntax.
-    * - Format text to make it accessible
-      - Desirable
-      - Implemented
-      - The default theme meets the accessibility guidance on formatting text.
-    * - All worksheets should have descriptive titles which are properly tagged
-        and formatted
-      - Essential
-      - Partially implemented
-      - Provide descriptive titles to the ``GPTable.title`` and ``subtitles``
-        properties. Note: heading tagging in Excel does not meet the standard
-        required of webpage heading tagging.
-    * - Avoid using symbols in general
-      - Desirable
-      - Partially implemented
-      - An error will be raised if table cells only contain symbols. It is the
-        user's responsibility to make sure symbol use within text is appropriate.
-    * - Do not use headers and footers, floating text boxes or floating toolbars
-      - Essential
-      - Implemented
-      - These components are not supported by gptables.
-    * - Do not use visual devices to divide data regions
-      - Desirable
-      - Implemented
-      - Using gptables without additional formatting does not use such visual devices.
-    * - Do not use a background fill
-      - Desirable
-      - Implemented
-      - The gptables default theme does not apply a background fill.
-    * - Do not use colour as the only way to convey a message
-      - Essential
-      - Implemented
-      - The default theme without additional formatting does not apply colour.
-    * - When using colour for emphasis check the contrast
-      - Essential
-      - Not implemented
-      - If using colour via additional formatting or a custom theme, it is the
-        user's responsibility to check the colour contrast.
-    * - Avoid images in spreadsheets
-      - Desirable
-      - Implemented
-      - Adding images is not supported by gptables.
-    * - Remove macros
-      - Desirable
-      - Implemented
-      - Macros are not supported by gptables.
-
-.. _`making written content accessible`: https://analysisfunction.civilservice.gov.uk/policy-store/making-analytical-publications-accessible/#section-3
-
-
-Structure
----------
-
-.. list-table::
-    :header-rows: 1
-    :widths: 24 17 19 40
-
-    * - Description
-      - Essential?
-      - Status
-      - Explanation
-    * - Give worksheets unique names or numbers
-      - Essential
-      - Implemented
-      - Worksheet names come from the ``sheets = {"label": gptable}`` property.
-        If names are duplicated, the final ``label: gptable`` pair will be used.
-    * - Remove blank worksheets
-      - Essential
-      - Implemented
-      - Blank worksheets are not supported by gptables.
-    * - Use cells in column A wisely
-      - Essential
-      - Implemented
-      - ``GPTable`` attributes are written to column A. Title and subtitles are
-        first. The order of the remaining descriptive attributes can be
-        customised by creating a custom theme with a different ``description_order``.
-    * - Position tables against the left-hand edges of each sheet
-      - Essential
-      - Implemented
-      - gptables writes tables starting in column A.
-    * - Avoid putting content below a table
-      - Desirable
-      - Implemented
-      - Writing content below a table is not supported in gptables>=1.0.0.
-    * - Avoid worksheets with multiple tables
-      - Desirable
-      - Implemented
-      - Writing multiple tables per sheet is not supported in gptables.
-
-
-Before publishing
------------------
-
-.. list-table::
-    :header-rows: 1
-    :widths: 24 17 19 40
-
-    * - Description
-      - Essential?
-      - Status
-      - Explanation
-    * - Run a spelling and grammar check
-      - Essential
-      - Not implemented
-      - gptables does not check spelling and grammar, this is the user's
-        responsibility.
-    * - Use the accessibility checker
-      - Desirable
-      - Not implemented
-      - gptables does not have a built-in accessibility checker. Whilst all
-        efforts have been taken to make outputs accessible, the final
-        responsibility sits with the user.
-    * - Add document information
-      - Essential
-      - Not implemented
-      - gptables does not add title or language information to the document,
-        this responsibility sits with the user. Note: the document properties
-        available depend on the user's operating system and may not meet
-        the standard required for webpages.
-    * - Ensure the cursor is in cell A1 of the first worksheet when doing your final save
-      - Essential
-      - Implemented
-      - Workbooks written using gptables will have the cursor in the first cell.
-        Note: if the workbook is subsequently opened and saved, it is the user's
-        responsibility to check that the cursor has not been moved.
diff --git a/docs/source/conf.py b/docs/source/conf.py
deleted file mode 100644
index 09ed71e7..00000000
--- a/docs/source/conf.py
+++ /dev/null
@@ -1,93 +0,0 @@
-# Configuration file for the Sphinx documentation builder.
-#
-# This file only contains a selection of the most common options. For a full
-# list see the documentation:
-# https://www.sphinx-doc.org/en/master/usage/configuration.html
-
-# -- Path setup --------------------------------------------------------------
-
-# If extensions (or modules to document with autodoc) are in another directory,
-# add these directories to sys.path here. If the directory is relative to the
-# documentation root, use os.path.abspath to make it absolute, like shown here.
-#
-import os
-import sys
-
-sys.path.insert(0, os.path.abspath("../"))
-
-# -- Project information -----------------------------------------------------
-
-project = "gptables"
-copyright = " Crown Copyright"
-author = "David Foster, Alexander Newton, Rowan Hemsi, Jacob Cole, Dan Shiloh and Jaehee Ryoo"
-
-# The full version, including alpha/beta/rc tags
-with open(os.path.abspath("../../VERSION")) as f:
-    release = f.read()
-
-# -- General configuration ---------------------------------------------------
-
-# Add any Sphinx extension module names here, as strings. They can be
-# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
-# ones.
-extensions = [
-    "sphinx.ext.autodoc",
-    "sphinx.ext.viewcode",
-    "sphinx.ext.todo",
-    "sphinx.ext.githubpages",
-    "sphinx.ext.napoleon",
-]
-
-
-todo_include_todos = False
-
-# Add any paths that contain templates here, relative to this directory.
-templates_path = ["_templates"]
-
-# List of patterns, relative to source directory, that match files and
-# directories to ignore when looking for source files.
-# This pattern also affects html_static_path and html_extra_path.
-exclude_patterns = []
-
-
-# The master toctree document.
-master_doc = "index"
-
-# -- Options for HTML output -------------------------------------------------
-
-# The theme to use for HTML and HTML Help pages.  See the documentation for
-# a list of builtin themes.
-html_theme = "alabaster"
-
-custom_fonts = (
-    '"Raleway", "HelveticaNeue", "Helvetica Neue", Helvetica, Arial, sans-serif'
-)
-html_theme_options = {
-    "description": "An opinionated python package for spreadsheet production.",
-    "fixed_sidebar": "true",
-    "caption_font_family": custom_fonts,
-    "font_family": custom_fonts,
-    "head_font_family": custom_fonts,
-    "github_user": "best-practice-and-impact",
-    "github_repo": "gptables",
-    "github_button": True,
-    "github_type": "watch",
-    "github_count": False,
-    "sidebar_includehidden": True,
-    "show_relbar_bottom": True,
-    "page_width": "60rem",
-    "sidebar_width": "15rem",
-}
-
-html_show_sourcelink = False
-
-
-html_sidebars = {
-    "**": ["about.html", "navigation.html", "relations.html", "searchbox.html"]
-}
-
-
-# Add any paths that contain custom static files (such as style sheets) here,
-# relative to this directory. They are copied after the builtin static files,
-# so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = []
diff --git a/docs/source/doc.api.rst b/docs/source/doc.api.rst
deleted file mode 100644
index e53ed585..00000000
--- a/docs/source/doc.api.rst
+++ /dev/null
@@ -1,59 +0,0 @@
-API functions
-=============
-
-.. note:: ``auto_width`` functionality is experimental - any feedback is welcome!
-    It currently does not account for alternative fonts, font sizes or font wrapping.
-
-
-Table of contents
------------------
-
-By default, the API functions will add a table of contents sheet to your
-Excel workbook. This will contain a single table with two columns. The first
-column will contain the worksheet label and link for each worksheet in the
-workbook. The second column will contain a description of the sheet contents.
-By default, this is the title of the ``GPTable`` in that sheet. This
-description can be customised by passing additional elements from the
-``GPTable`` into the ``contentsheet_options`` parameter. This parameter also
-allows for customisation of the table of contents ``title``, ``subtitles``,
-``table_name``, ``instructions`` and ``column_names``.
-
-To customise the worksheet label, pass the new label into the
-``contentsheet_label`` parameter. This table of contents functionality can be
-disabled by setting this parameter to ``False``.
-
-See this in practice under :ref:`Example Usage`.
-
-
-Notes sheet
------------
-A notes sheet will be generated if the API functions are provided with a
-``notes_table``. The first column of the ``notes_table`` should contain a
-meaningful reference for each note. This reference can then be used in the
-worksheets - see the GPTable documentation for more details. When the notes
-sheet is produced, this column will be replaced by the order the notes are
-referenced in throughout the workbook.
-
-The second column should contain the text for each note. Optional additional
-columns can be used for useful links, formatted as ``"[display text](link)"``.
-
-The notes sheet can be customised using the ``notesheet_options`` parameter.
-Values for the ``title``, ``table_name`` and ``instructions`` can be provided
-here. To customise the worksheet label, pass the new label into the
-``notesheet_label`` parameter.
-
-If a ``notes_table`` is not provided, the notes sheet will not be generated.
-
-See this in practice under :ref:`Example Usage`.
-
-
-``write_workbook`` function
----------------------------
-
-.. autofunction:: gptables.core.api.write_workbook
-
-
-``produce_workbook`` function
------------------------------
-
-.. autofunction:: gptables.core.api.produce_workbook
diff --git a/docs/source/doc.cover.rst b/docs/source/doc.cover.rst
deleted file mode 100644
index 948f0533..00000000
--- a/docs/source/doc.cover.rst
+++ /dev/null
@@ -1,26 +0,0 @@
-Cover
-=====
-
-Cover sheets can be used to provide information that is general to all tables in a Workbook.
-
-.. note::
-
-   Cover sheets are added as the first sheet in the Worbook when written by ``gptables``.
-   This is important when applying additional formatting to other Worksheets by their index in the Workbook.
-
-Mapping
--------
-
-To include a cover sheet, map your text elements to the attributes of a ``Cover`` object and pass this object to the ``cover`` parameter of either :func:`~.core.api.produce_workbook` or :func:`~.core.api.write_workbook`.
-Text attributes which take a list (most except for title) will write one element per cell vertically in the Worksheet.
-
-Formatting
-----------
-
-Formatting of cover sheet text is managed by the ``cover_`` attributes of the Workbook's :class:`~.core.theme.Theme`.
-
-``Cover`` Class
----------------
-
-.. automodule:: gptables.core.cover
-    :members:
diff --git a/docs/source/doc.gptable.rst b/docs/source/doc.gptable.rst
deleted file mode 100644
index f66954d3..00000000
--- a/docs/source/doc.gptable.rst
+++ /dev/null
@@ -1,323 +0,0 @@
-GPTable
-=======
-
-Mapping
--------
-
-The ``GPTable`` Class is used to map your data and metadata to table elements.
-The supported table elements are represented like this in the output `.xlsx` file:
-
-.. figure:: static/table_mapping.png
-   :figclass: align-center
-   :alt: Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.
-
-
-Notes
----------------------
-
-Notes are text elements that appear on the separately generated ``Notesheet``.
-
-Notes can be referenced in the ``title``, ``subtitles``, ``scope``, ``source``
-and ``legend`` elements. Notes corresponding to entries in the data can be
-referenced using the ``table_notes`` element. This will add a note reference to
-the relevant column heading. Note references cannot be added to data cells, as
-inserting references here would reduce the usability of the data. We use double
-dollar symbols (``$$``) to denote notes in text. For example, a note could be
-referenced as ``"My table title $$Reference$$"``.
-
-References in text are replaced with numbers, in increasing order from the top-
-left corner of the first sheet containing a data table.
-
-See this in practice under :ref:`Example Usage`.
-
-.. note:: Deprecated in v1.1.0: Ability to reference notes within
-      ``GPTable.table.columns`` will be removed in v2 of gptables. Please use
-      ``GPTable.table_notes`` to ensure references are correctly placed and ordered.
-
-Links
------
-
-Links can added to text using the format ``[display text](link)``. Links are
-supported in the ``title``, ``subtitles``, ``scope``, ``source``and ``legend``
-elements. They will also be applied to cells within the data table that use
-this format. Links should start with one of the following prefixes:
-``http://``, ``https://``, ``ftp://``, ``mailto:``, ``internal:`` or
-``external:``. For more information about the usage of the local URIs, see the
-`XlsxWriter documentation`_.
-
-.. _`XlsxWriter documentation`: https://xlsxwriter.readthedocs.io/worksheet.html#worksheet-write-url
-
-.. note:: Excel does not support links being applied to specific words within
-      cells. The link will be applied to the whole cell, not just the
-      display text.
-
-Rich Text
----------
-
-Rich text is text that contains mixed formatting. You shouldn't use formatting
-to represent data or important information, as most formatting is neither
-accessible nor machine readable. You can still use to make things look
-appealing for sighted people.
-
-Rich text is supported in the ``title``, ``subtitles``, ``scope``, ``source``
-and ``legend`` elements. Where you would normally provide a string to a
-parameter, you can instead provide a list of strings and dictionaries.
-Dictionaries in this list should contain valid `XlsxWriter format properties`_
-and values. The formatting defined in these dictionaries will be applied to the
-next string in the list. This formatting is applied in addition to the
-formatting of that element specified in the :class:`~.core.theme.Theme`.
-
-.. _`XlsxWriter format properties`: https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties
-
-``["It is ", {"bold": True}, "inevitable"]`` would give you "It is **inevitable**".
-
-See this in practice under :ref:`Example Usage`.
-
-.. note:: Rich text is not currently supported if the cell also contains note
-      references or links. This may be changed in the future if there is
-      sufficient user need, so please raise an issue if this is functionality
-      you need.
-
-
-Additional formatting
----------------------
-
-In some cases you may want to apply one-off formatting on specific rows, columns or cells of the data.
-As mentioned above, this formatting should not be used to represent data or important information.
-
-Bespoke formatting can be applied to an individual ``GPTable`` via the ``additional_formatting`` parameter,
-when creating a ``GPTable`` instance. This parameter takes a list of dictionaries, where each dictionary
-defines formatting for one or more rows, columns or cells.
-
-These dictionaries have a single key indicating the type of selection, from "column", "row" or "cell".
-Their value is another dictionary, which specifies the indexing, formatting and whether row and column
-indexes are included in the selection.
-
-Indexing supports selection of columns by name or 0-indexed number, but rows and cells can only
-be indexed by number. Numeric indexing refers to position within the data element of the table (column
-headings, row indexes and data), not position in the output Excel sheet.
-
-
-This ``additional_formatting`` parameter is best demonstrated by example:
-
-.. code:: python
-
-   additional_formatting = [
-         # Align data center, but not column indexes
-         {"column":
-               {"columns": ["some_column", "another_column"],  # str, int or list of either
-               "format": {"align": "center"},
-               "include_names": False  # Whether to include column headings (optional)
-               }
-         },
-
-         # Align column left, including column index
-         {"column":
-               {"columns": [3],
-               "format": {"left": 1},
-               "include_names": True
-               }
-         },
-
-         # Underline the bottom of the table, including row index
-         {"row":
-               {"rows": -1,  # Numbers only, but can refer to last row using -1
-               "format": {"bottom": 1},  # Underline row
-               "include_names": True  # Whether to include row indexes
-               }
-         },
-
-         # A bad example, turning a single cell's font red
-         {"cell":
-               {"cells": (3, 3),  # tuple or list of tuples (numbers only)
-               "format": {"font_color": "red"}
-               }
-         }
-   ]
-
-Formatting methods
-^^^^^
-
-The following tables show the Excel format categories, along with an example demonstrating the syntax required
-for use in gptables. Some formatting methods use indexing to map to Excel's built-in formats. This information
-can be found in the applicable sections below.
-
-^^^^
-Font formatting
-^^^^
-
-This table demonstrates the font formatting methods available. You can find all options
-for `underline styles in the XlsxWriter documentation`_.
-
-.. _`underline styles in the XlsxWriter documentation`: https://xlsxwriter.readthedocs.io/format.html#format-set-underline
-
-.. list-table::
-    :header-rows: 1
-    :widths: 19 30
-    :align: left
-
-    * - Description
-      - Example usage
-    * - Font type
-      - {"font_name": "Arial"}
-    * - Font size
-      - {"font_size": 30}
-    * - Font colour
-      - {"font_color": "red"}
-    * - Bold
-      - {"bold": True}
-    * - Italic
-      - {"italic": True}
-    * - Underline
-      - {"underline": 1}
-    * -  Strikeout
-      - {"font_strikeout": True}
-    * - Super/Subscript
-      - | {"font_script": 1} # Superscript
-        | {"font_script": 2} # Subscript
-..
-^^^^^^
-Number formatting
-^^^^^^
-
-This table demonstrates how to set the numeric format using indexing and string arguments. You can find all
-options for `numeric formats in the XlsxWriter documentation`_.
-
-.. _`numeric formats in the XlsxWriter documentation`: https://xlsxwriter.readthedocs.io/format.html#format-set-num-format
-
-.. list-table::
-    :header-rows: 1
-    :widths: 19 30
-    :align: left
-
-    * - Description
-      - Example usage
-    * - Numeric format
-      - | {"num_format": 1} # Format index
-        | {"num_format": "d mmm yyyy"} # Format string
-..
-
-^^^^^^^^^^^
-Protection formatting
-^^^^^^^^^^^
-
-This table demonstrates the protection methods available.
-
-.. list-table::
-    :header-rows: 1
-    :widths: 19 30
-    :align: left
-
-    * - Description
-      - Example usage
-    * - Lock cells
-      - {"locked": True}
-    * - Hide formulas
-      - {"hidden": True}
-..
-
-^^^^^^^^^^^^
-Alignment formatting
-^^^^^^^^^^^^
-
-This table demonstrates the alignment formatting options available. You can find all options for
-`horizontal and vertical alignment in the XlsxWriter documentation`_.
-
-.. _`horizontal and vertical alignment in the XlsxWriter documentation`: https://xlsxwriter.readthedocs.io/format.html#format-set-align
-
-.. list-table::
-    :header-rows: 1
-    :widths: 19 30
-    :align: left
-
-    * - Description
-      - Example usage
-    * - Horizontal align
-      - {"align": "center"}
-    * - Vertical align
-      - {"align": "vcenter"}
-    * - Rotation
-      - {"rotation": 30}
-    * - Text wrap
-      - {"text_wrap": True}
-    * - Center across
-      - {"set_center_across": True}
-    * - Indentation
-      - {"indentation":2}
-    * - Shrink to fit
-      - {"shrink": True}
-..
-
-^^^^^^^^^^^^^^^^
-Pattern formatting
-^^^^^^^^^^^^^^^^
-
-This table demonstrates the pattern formatting options available.
-
-.. list-table::
-    :header-rows: 1
-    :widths: 19 30
-    :align: left
-
-    * - Description
-      - Example usage
-    * - Cell pattern
-      - {"pattern": 1}
-    * - Background colour
-      - {"bg_color": "white"}
-    * - Foreground colour
-      - {"fg_color": "white"}
-..
-
-^^^^^^^^^^^^^^^^^^
-Border formatting
-^^^^^^^^^^^^^^^^^^
-
-This table demonstrates the border formatting options available. You can find all options
-for `border styles in the XlsxWriter documentation`_.
-
-.. _`border styles in the XlsxWriter documentation`: https://xlsxwriter.readthedocs.io/format.html#format-set-border
-
-.. list-table::
-    :header-rows: 1
-    :widths: 19 30
-    :align: left
-
-    * - Description
-      - Example usage
-    * - Cell border
-      - {"border": 1}
-    * - Bottom border
-      - {"bottom": 1}
-    * - Top border
-      - {"top": 1}
-    * - Left border
-      - {"left": 1}
-    * - Right border
-      - {"right": 1}
-    * - Border colour
-      - {"border_color": "red"}
-    * - Bottom colour
-      - {"bottom_color":"#FF0000"}
-    * - Top colour
-      - {"top_color": "red"}
-    * - Left colour
-      - {"left_color": "#FF0000"}
-    * - Right colour
-      - {"right_color": "red"}
-
-..
-
-For any formatting beyond this, if the package should support it then please raise an issue
-or create a pull request. Otherwise, you will need to modify the underlying
-:class:`~.core.wrappers.GPWorkbook` or :class:`~.core.wrappers.GPWorksheet` objects
-before they are written to Excel.
-
-See this in practice under :ref:`Example Usage`.
-
-
-``GPTable`` Class
------------------
-
-.. automodule:: gptables.core.gptable
-    :members: GPTable
diff --git a/docs/source/doc.theme.rst b/docs/source/doc.theme.rst
deleted file mode 100644
index f8dad035..00000000
--- a/docs/source/doc.theme.rst
+++ /dev/null
@@ -1,54 +0,0 @@
-Theme
-=====
-
-``Theme`` Configuration
------------------------
-
-The easiest way to design your own theme is to create a
-YAML configuration file. You should take a copy of our default theme
-configuration file and adjust it to suit your needs.
-When designing a theme, please consult the `Analysis Function guidance`_ to
-ensure your new formatting is accessible.
-
-.. _`Analysis Function guidance`: https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/
-
-Most of the top level names in the config file represent table elements or their metadata.
-The parameters passed below these names are `XlsxWriter format properties`_, so you
-should check out their documentation to find the appropriate properties and valid
-options for your formatting.
-
-``global`` refers to the base format that all others will be built upon.
-Any format parameter that is repeated for a specific element will override the global format for that element.
-The three ``cover_`` format names refer to elements of the cover page generated from a :class:`~.core.cover.Cover`.
-
-.. _`XlsxWriter format properties`: https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties
-
-.. note:: All top levels names must exist in the config file. Where no properties need to be passed, leave empty after the colon.
-
-The final name in the config file is a special attribute which doed not take
-XlsxWriter properties. It does the following:
-
-* ``description_order`` - specify the order of description elements.
-  Must contain a list including ``instructions``, ``legend``, ``source`` and ``scope``,
-  in the order that you would like them to appear.
-
-The configuration file for our default theme looks like this:
-
-.. literalinclude:: ../../gptables/themes/gptheme.yaml
-    :language: yaml
-
-
-For minor adjustments to a theme, a deepcopy can be taken before using the
-``Theme`` methods below to update the ``Theme``'s attributes.
-
-``Theme`` objects can altenatively be configured using dictionaries, with the same
-structure as the configuration files.
-
-An example using a personalised theme YAML file can be found under :ref:`Example Usage`.
-
-
-``Theme`` Class
----------------
-
-.. automodule:: gptables.core.theme
-    :members:
diff --git a/docs/source/doc.wrappers.rst b/docs/source/doc.wrappers.rst
deleted file mode 100644
index f6d1047c..00000000
--- a/docs/source/doc.wrappers.rst
+++ /dev/null
@@ -1,31 +0,0 @@
-XlsxWriter wrappers
-===================
-
-These Classes are only likely used following use
-of the :func:`~.core.api.produce_workbook` API function,
-which returns a :class:`~.core.wrappers.GPWorkbook` object.
-
-You may use these objects to carry out modification of any aspects of the
-workbook or individual worksheets that are outside of the scope of ``GPTables``.
-To see this in practice, see the additional formatting example under `usage`.
-Please also see the XlsxWriter documentation on their Workbook_ and Worksheet_ Classes,
-which are super-classses of those below, for details on further modfication.
-
-.. _Workbook: https://xlsxwriter.readthedocs.io/workbook.html
-.. _Worksheet: https://xlsxwriter.readthedocs.io/worksheet.html
-
-
-The methods which we've extended these Classes with are not shown here, but feel
-free to check out the source code to see how ``gptables`` works under the hood.
-
-
-``GPWorkbook`` Class
---------------------
-
-.. autoclass:: gptables.core.wrappers.GPWorkbook
-
-
-``GPWorksheet`` Class
----------------------
-
-.. autoclass:: gptables.core.wrappers.GPWorksheet
diff --git a/docs/source/index.rst b/docs/source/index.rst
deleted file mode 100644
index 2c9f01bc..00000000
--- a/docs/source/index.rst
+++ /dev/null
@@ -1,74 +0,0 @@
-*******************************
-Good Practice Tables (gptables)
-*******************************
-
-.. image:: https://github.com/best-practice-and-impact/gptables/workflows/continuous-integration/badge.svg
-    :target: https://github.com/best-practice-and-impact/gptables/actions
-    :alt: Actions build status
-
-.. image:: https://badge.fury.io/py/gptables.svg
-    :target: https://badge.fury.io/py/gptables
-    :alt: PyPI release
-
-``gptables`` produces `.xlsx` files from your ``pandas`` dataframes in
-either python or R (using reticulate_). You define the mapping from your
-data to elements of the table and ``gptables`` does the rest.
-
-.. _reticulate: https://rstudio.github.io/reticulate/
-
-Table element mapping:
-
-.. figure:: static/table_mapping.png
-   :figclass: align-center
-   :alt: Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.
-
-
-``gptables`` uses the official `guidance on good practice spreadsheets`_.
-It advocates a strong adherence to the guidance by restricting the range of possible operations.
-The default formatting theme ``gptheme`` accommodates many use cases.
-However, the :class:`~.core.theme.Theme` Class allows development of custom themes, where alternative formatting is required.
-
-``gptables`` is developed and maintained by the `Analysis Function`_. It can be
-installed from `PyPI`_ or `GitHub`_. The source code is maintained on GitHub.
-Users may also be interested in `aftables`_, an R native equivalent to
-``gptables``, and `csvcubed`_, a package for turning data and metadata into
-machine-readable CSV-W files.
-
-.. _`guidance on good practice spreadsheets`: https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/
-.. _`Analysis Function`: https://analysisfunction.civilservice.gov.uk/
-.. _`PyPI`: https://pypi.org/project/gptables/
-.. _`GitHub`: https://github.com/best-practice-and-impact/gptables
-.. _`aftables`: https://best-practice-and-impact.github.io/aftables/
-.. _`csvcubed`: https://gss-cogs.github.io/csvcubed-docs/external/
-
-
-5 Simple Steps
---------------
-
-1. You map your data to the elements of a :class:`~.core.gptable.GPTable`.
-
-2. You can define the format of each element with a custom :class:`~.core.theme.Theme`, or simply use the default - gptheme.
-
-3. Optionally design a :class:`~.core.cover.Cover` to provide information that relates to all of the tables in your Workbook.
-
-4. Optionally upload a ``notes_table`` with information about any notes.
-
-5. You :func:`~.core.api.write_workbook` to win.
-
-
-**Note**: This package is not intending to create perfectly accessible spreadsheets but will help with the bulk of the work needed. Users of this packages should refer back to the `main spreadsheet guidance <https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/>`_ or the `spreadsheet accessibility checklist <https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/>`_ after using it to make sure nothing has been missed. Please email `Analysis.Function@ons.gov.uk <mailto:Analysis.Function@ons.gov.uk>`_ if you use the package so we can monitor use and the outputs produced.
-
-
-.. toctree::
-   :maxdepth: 2
-   :hidden:
-
-   doc.api.rst
-   usage.rst
-   doc.gptable.rst
-   doc.theme.rst
-   doc.cover.rst
-   doc.wrappers.rst
-   checklist.rst
-   changelog.rst
-   contributers.rst
diff --git a/docs/source/usage.rst b/docs/source/usage.rst
deleted file mode 100644
index 6102e4cf..00000000
--- a/docs/source/usage.rst
+++ /dev/null
@@ -1,72 +0,0 @@
-.. _Example Usage:
-
-Example Usage
-=============
-
-This section demonstrates usage of the gptables API functions and core Classes.
-
-For source code and data used in these examples, please see the
-examples_ directory of the package.
-
-.. _examples: https://github.com/best-practice-and-impact/gptables/tree/main/gptables/examples
-
-.. todo:: Replace datasets in examples with open online datasets
-
-
-.. automodule:: gptables.examples.penguins_minimal
-
-.. literalinclude:: ../../gptables/examples/penguins_minimal.py
-    :language: python
-    :lines: 16-
-
-.. automodule:: gptables.examples.penguins_minimal_alternate
-
-.. literalinclude:: ../../gptables/examples/penguins_minimal_alternate.py
-    :language: python
-    :lines: 16-
-
-.. literalinclude:: ../../gptables/examples/penguins_multiple_sheets.py
-    :language: python
-    :lines: 16-
-
-.. automodule:: gptables.examples.penguins_theme
-
-.. literalinclude:: ../../gptables/examples/penguins_theme.py
-    :language: python
-    :lines: 16-
-
-.. automodule:: gptables.examples.penguins_cover
-
-.. literalinclude:: ../../gptables/examples/penguins_cover.py
-    :language: python
-    :lines: 14-
-
-.. automodule:: gptables.examples.penguins_notes
-
-.. literalinclude:: ../../gptables/examples/penguins_notes.py
-    :language: python
-    :lines: 15-
-
-.. automodule:: gptables.examples.penguins_additional_formatting
-
-.. literalinclude:: ../../gptables/examples/penguins_additional_formatting.py
-    :language: python
-    :lines: 25-
-
-
-
-
-.. automodule:: gptables.examples.survey_data
-
-.. literalinclude:: ../../gptables/examples/survey_data.py
-    :language: python
-    :lines: 8-
-
-
-R Usage
--------
-
-Use of ``gptables`` in R requires use of python via the `reticulate <https://rstudio.github.io/reticulate/>`_ package.
-
-However we recommend use of the `aftables <https://github.com/best-practice-and-impact/aftables>`_
-R package, maintained by the Presentation Champions Data Visualisation Tools subgroup.
diff --git a/docs/theme.md b/docs/theme.md
new file mode 100644
index 00000000..7bf4b777
--- /dev/null
+++ b/docs/theme.md
@@ -0,0 +1,104 @@
+# Theme
+
+## `Theme` Configuration
+
+The easiest way to design your own theme is to create a
+YAML configuration file. You should take a copy of our default theme
+configuration file and adjust it to suit your needs.
+When designing a theme, please consult the [Analysis Function guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) to
+ensure your new formatting is accessible.
+
+Most of the top level names in the config file represent table elements or their metadata.
+The parameters passed below these names are [XlsxWriter format properties](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties), so you
+should check out their documentation to find the appropriate properties and valid
+options for your formatting.
+
+`global` refers to the base format that all others will be built upon.
+Any format parameter that is repeated for a specific element will override the global format for that element.
+The three `cover_` format names refer to elements of the cover page generated from a [`Cover`](cover.md#gptables.core.cover.Cover).
+
+#### NOTE
+All top levels names must exist in the config file. Where no properties need to be passed, leave empty after the colon.
+
+The final name in the config file is a special attribute which doed not take
+XlsxWriter properties. It does the following:
+
+* `description_order` - specify the order of description elements.
+  Must contain a list including `instructions`, `legend`, `source` and `scope`,
+  in the order that you would like them to appear.
+
+The configuration file for our default theme looks like this:
+
+```yaml
+global:
+    font_size: 12
+    font_name: Arial
+    font_color: 'automatic'
+
+cover_title:
+    bold: True
+    font_size: 16
+    text_wrap: True
+
+cover_subtitle:
+    bold: True
+    font_size: 14
+    text_wrap: True
+
+cover_text:
+    text_wrap: True
+
+title:
+    bold: True
+    font_size: 16
+
+subtitle:
+    font_size: 14
+
+instructions:
+
+scope:
+
+column_heading:
+    bold: True
+    bottom: 1
+    text_wrap: 1
+    valign: top
+
+index_1:
+    bold: True
+    text_wrap: 1
+
+index_2:
+    text_wrap: 1
+
+index_3:
+    text_wrap: 1
+
+data:
+    text_wrap: 1
+
+source:
+    font_size: 12
+
+legend:
+    font_size: 12
+
+description_order:
+    - instructions
+    - legend
+    - source
+    - scope
+```
+
+For minor adjustments to a theme, a deepcopy can be taken before using the
+`Theme` methods below to update the `Theme`’s attributes.
+
+`Theme` objects can altenatively be configured using dictionaries, with the same
+structure as the configuration files.
+
+An example using a personalised theme YAML file can be found under [Example Usage](usage.md#example-usage).
+
+::: gptables.core.theme.Theme
+    options:
+        heading: "Theme"
diff --git a/docs/usage.md b/docs/usage.md
new file mode 100644
index 00000000..9f3a5980
--- /dev/null
+++ b/docs/usage.md
@@ -0,0 +1,649 @@
+<a id="example-usage"></a>
+
+# Example Usage
+
+This section demonstrates usage of the gptables API functions and core Classes.
+
+For source code and data used in these examples, please see the
+[examples](https://github.com/best-practice-and-impact/gptables/tree/main/gptables/examples) directory of the package.
+
+<a id="module-gptables.examples.penguins_minimal"></a>
+
+## Penguins - Minimal Example
+
+This example demonstrates use of the `gptables.write_workbook` function.
+This API function is designed for production of consistently structured and formatted tables.
+
+Summary statistics from the penguins dataset are used to build a `gptables.GPTable`
+object. Elements of metadata are provided to the corresponding parameters of the class.
+Where you wish to provide no metadata in required parameters, use `None`.
+
+Table formatting can be defined as a `gptable.Theme`, which is passed to the API functions
+using the `theme` parameter. Or you can rely on our default - gptheme.
+
+```python
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "The Penguins Dataset"
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+# Define our GPTable
+penguins_table = gpt.GPTable(
+    table=penguins_data,
+    table_name=penguins_table_name,
+    title=penguins_title,
+    subtitles=penguins_subtitles,
+    scope=penguins_scope,
+    source=penguins_source,
+)
+
+# Every table must be associated to a sheet name for writing
+penguins_sheets = {"Penguins": penguins_table}
+
+# Use write_workbook to win!
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
+```
+
+<a id="module-gptables.examples.penguins_minimal_alternate"></a>
+
+## Penguins - Minimal Example
+
+This example demonstrates  another way to use the `gptables.write_workbook` function.
+This code is equivalent to that in the above example.
+
+```python
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "The Penguins Dataset"
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+# Use kwargs to pass these to the appropriate parameters
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "scope": penguins_scope,
+    "source": penguins_source,
+}
+
+penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+
+# Every table must be associated to a sheet name for writing
+penguins_sheets = {"Penguins": penguins_table}
+
+# Use write_workbook to win!
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
+```
+
+```python
+# Read data
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "The Penguins Dataset"
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "scope": penguins_scope,
+    "source": penguins_source,
+}
+
+# Define our GPTable
+penguins_table = gpt.GPTable(
+    table=penguins_data, table_name="penguins_statistics", **kwargs
+)
+
+penguins_table_copy = deepcopy(penguins_table)
+penguins_table_copy.set_title("A copy of the first sheet")
+penguins_table_copy.set_table_name(
+    "penguins_statistics_copy"
+)  # All tables in a single workbook must have a unique name
+
+penguins_sheets = {"Penguins": penguins_table, "Copy of Penguins": penguins_table_copy}
+
+# Use write_workbook to win!
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
+    gpt.write_workbook(filename=output_path, sheets=penguins_sheets)
+    print("Output written at: ", output_path)
+```
+
+<a id="module-gptables.examples.penguins_theme"></a>
+
+## Penguins - Theme Example
+
+This example demonstrates how to use a custom theme in the production of a workbook.
+
+Summary statistics from the penguins dataset are used to build a `gptables.GPTable`
+object. Elements of metadata are provided to the corresponding parameters of the class.
+Where you wish to provide no metadata in required parameters, use `None`.
+
+The theme parameter must take either a directory or a yaml file in the `gptables.write_workbook` function.
+The yaml file used in this example can be found in the themes folder as ‘’penguins_test_theme.yaml’’.
+
+```python
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "The Penguins Dataset"
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "scope": penguins_scope,
+    "source": penguins_source,
+}
+penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+# Use write_workbook to win!
+# Simply pass the filepath of the yaml file containing your theme to the GPTables Theme class and then to write_workbook
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_gptable.xlsx"
+    theme_path = str(Path(__file__).parent.parent / "themes/penguins_test_theme.yaml")
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        theme=gpt.Theme(theme_path),
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
+```
+
+```python
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "The Penguins Dataset"
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "scope": penguins_scope,
+    "source": penguins_source,
+    "index_columns": {
+        2: 0
+    },  # The level 2 index from our Pandas dataframe is put in the first (zeroth with Python indexing) column of the spreadsheet
+}
+
+# Define our GPTable
+penguins_table = gpt.GPTable(
+    table=penguins_data, table_name="penguins_statistics", **kwargs
+)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+penguins_cover = gpt.Cover(
+    cover_label="Cover",
+    title="A Workbook containing two copies of the data",
+    intro=["This is some introductory information", "And some more"],
+    about=["Even more info about my data", "And a little more"],
+    contact=[
+        "John Doe",
+        "Tel: 345345345",
+        "Email: [john.doe@snailmail.com](mailto:john.doe@snailmail.com)",
+    ],
+)
+
+# Use write_workbook to win!
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        cover=penguins_cover,
+    )
+    print("Output written at: ", output_path)
+```
+
+<a id="module-gptables.examples.penguins_notes"></a>
+
+## Penguins - Notes Example
+
+This example demonstrates how to include notes in a GPTable. Notes cannot
+be included in data cells but may appear either in column headers or in text such
+as titles, subtitles, etc.
+
+Placeholders for notes are put in using the notation, $$note$$. The actual note text
+must be provided as a Pandas dataframe to the notes_table argument of the `gptables.write_workbook` function.
+This dataframe should contain the text of the placeholder, the actual text you want in the note and (optionally)
+any hyperlinks you want in the note.
+
+```python
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+
+penguins_table_name = "penguins_statistics"
+
+# Notes are added by using $$note$$ in text
+penguins_title = "The Penguins Dataset$$noteabouty$$"
+penguins_subtitles = [
+    "This is the first subtitle$$noteaboutx$$",
+    "Just another subtitle",
+]
+
+# Notes can also be included in column headers, see below
+penguins_table_notes = {
+    "species": "$$noteaboutx$$",
+    2: "$$noteaboutz$$",
+}  # Columns can be referenced either by index or by name
+penguins_units = {
+    2: "mm",
+    "bill_depth_mm": "mm",
+    4: "mm",
+    "body_mass_g": "g",
+}  # As above for column referencing
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "units": penguins_units,
+    "table_notes": penguins_table_notes,
+    "scope": penguins_scope,
+    "source": penguins_source,
+}
+
+# Define our GPTable
+penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+# Notesheet - Note that the ordering of each list only matters with respect to the other lists in the "notes" dictionary.
+# GPTables will use the "Note reference" list to ensure the "Note text" is assigned correctly
+notes = {
+    "Note reference": ["noteaboutz", "noteaboutx", "noteabouty"],
+    "Note text": [
+        "This is a note about z linking to google.",
+        "This is a note about x linking to duckduckgo.",
+        "This is a note about y linking to the ONS website.",
+    ],
+    "Useful link": [
+        "[google](https://www.google.com)",
+        "[duckduckgo](https://duckduckgo.com/)",
+        "[ONS](https://www.ons.gov.uk)",
+    ],
+}
+penguins_notes_table = pd.DataFrame.from_dict(notes)
+
+# Use write_workbook to win!
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        notes_table=penguins_notes_table,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
+```
+
+<a id="module-gptables.examples.penguins_additional_formatting"></a>
+
+## Penguins - Additional Formatting Example
+
+This example demonstrates additional formatting that is not supported in
+the `gptable.Theme`.
+
+Specific columns, rows and cells of the table elements (indexes, column headings and data)
+can be formatted using the `gptable.GPTable(..., additional_formatting = ...)` parameter.
+This parameter takes a list of dictionaries, allowing you to select as many rows, columns
+or cells as you like.
+
+As with all formatting, supported arguments are desribed in the
+[XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties).
+
+Any formatting not possible through this means can be achieved using
+`XlsxWriter` [Workbook](https://xlsxwriter.readthedocs.io/workbook.html)
+and [Worksheet](https://xlsxwriter.readthedocs.io/worksheet.html) functionality.
+A `gptable.GPWorkbook` object is returned when using the
+`gptables.produce_workbook` API function.
+The `GPWorkbook.worksheets()` function returns a list of `GPWorksheet` objects,
+which can also be modified.
+
+```python
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data and arrange
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "Penguins"
+
+# Individual words/phrases can have formatting applied without the use of the additional_formatting argument
+penguins_subtitles = [
+    "The first subtitle",
+    [{"bold": True}, "Just", " another subtitle"],
+]
+penguins_units = {key: "mm" for key in range(2, 5)}
+penguins_scope = "Penguins"
+
+# Define additional formatting
+# Columns can be referenced by name or number
+# Rows may only be referenced by number
+# Column and row numbers refer to the table elements, including indexes and column headings
+penguins_additional_formatting = [
+    {
+        "column": {
+            "columns": ["Species", "Island"],  # str, int or list of either
+            "format": {
+                "align": "center",
+                "italic": True,
+            },  # The "Species" and "Island" columns are centre-aligned and made italic
+        }
+    },
+    {
+        "column": {"columns": [3], "format": {"left": 1}}
+    },  # Gives the fourth column a left border
+    {
+        "row": {
+            "rows": -1,  # Numbers only, but can refer to last row using -1
+            "format": {
+                "bottom": 1,
+                "indent": 2,
+            },  # Give the last row a border at the bottom of each cell and indents two levels
+        }
+    },
+]
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "units": penguins_units,
+    "scope": penguins_scope,
+    "source": None,
+    "additional_formatting": penguins_additional_formatting,
+}
+
+# Define our GPTable
+penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+
+# Use produce workbook to return GPWorkbook
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_additional_formatting_gptable.xlsx"
+    wb = gpt.produce_workbook(filename=output_path, sheets={"Penguins": penguins_table})
+
+    # Carry out additional modifications on the GPWorkbook or GPWorksheets
+    # This supports all `XlsxWriter` package functionality
+    ws = wb.worksheets()[0]
+    ws.set_row(0, 30)  # Set the height of the first row
+
+    # To format cells using the set_row or set_column functions we must use a workbook to create a format object
+    italic_format = wb.add_format({"italic": True})
+    ws.set_column(
+        2, 3, 10, italic_format
+    )  # Sets the width of the third and fourth column and makes them italic
+
+    # Note that the first two arguments of set_column are the first and last columns (inclusive) you want to format as opposed
+    # to set_row which only affects a single row at a time (the first argument).
+
+    # Finally use the close method to save the output
+
+    wb.close()
+    print("Output written at: ", output_path)
+```
+
+<a id="module-gptables.examples.survey_data"></a>
+
+## Labour market overview, UK: December 2020 - Real Survey Data Example
+
+This example demonstrates how to replicate the Labour Market overview accessible
+example found at [https://analysisfunction.civilservice.gov.uk/policy-store/further-resources-for-releasing-statistics-in-spreadsheets/](https://analysisfunction.civilservice.gov.uk/policy-store/further-resources-for-releasing-statistics-in-spreadsheets/)
+
+```python
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data and arrange
+parent_dir = Path(__file__).parent
+
+labour_market_data = pd.read_csv(parent_dir / "survey_data.csv")
+labour_market_data.dropna(
+    axis=0, how="all", inplace=True
+)  # Remove empty rows in the data
+labour_market_data.dropna(
+    axis=1, how="all", inplace=True
+)  # Remove columns rows in the data
+col_names = [
+    "Time period and dataset code row",
+    "Number of people",
+    "Economically active",
+    "Employment level",
+    "Unemployment level",
+    "Economically inactive",
+    "Economically active rate",
+    "Employment rate",
+    "Unemployment rate",
+    "Economically inactive rate",
+]
+labour_market_data.columns = col_names
+
+
+# Define table elements
+table_name = "Labour_market_overview_accessibility_example_Nov21"
+title = "Number and percentage of population aged 16 and over in each labour market activity group, UK, seasonally adjusted"
+subtitles = [
+    "This worksheet contains one table. Some cells refer to notes which can be found on the notes worksheet."
+]
+units = {
+    1: "thousands",
+    2: "thousands",
+    3: "thousands",
+    4: "thousands",
+    5: "thousands",
+    6: "%",
+    7: "%",
+    8: "%",
+    9: "%",
+}
+table_notes = {
+    2: "$$note 1$$",
+    3: "$$note 2$$",
+    4: "$$note 2$$",
+    5: "$$note 3$$",
+    7: "$$note 4$$",
+    8: "$$note 4$$",
+    9: "$$note 4$$",
+}
+scope = "Labour Market"
+source = "Source: Office for National Statistics"
+index = {2: 0}  # Column 0 is a level 2 index
+additional_formatting = [
+    {
+        "row": {
+            "rows": [1],
+            "format": {"bold": True, "font_size": 14},
+        }
+    }
+]
+
+
+# or use kwargs to pass these to the appropriate parameters
+kwargs = {
+    "table_name": table_name,
+    "title": title,
+    "subtitles": subtitles,
+    "units": units,
+    "table_notes": table_notes,
+    "scope": scope,
+    "source": source,
+    "index_columns": index,
+    "additional_formatting": additional_formatting,
+}
+
+
+# Define our GPTable
+survey_table = gpt.GPTable(table=labour_market_data, **kwargs)
+
+sheets = {"sheet 1a": survey_table}
+
+cover = gpt.Cover(
+    cover_label="Cover",
+    title="Labour market overview data tables, UK, December 2020 (accessibility example)",
+    intro=[
+        "This spreadsheet contains a selection of the data tables published alongside the Office for National Statistics' Labour market overview for December 2020. We have edited these data tables and the accompanying cover sheet, table of contents and notes worksheet to meet the legal accessibility regulations. It is intended to be an example of an accessible spreadsheet. The data tables and accompanying information have not been quality assured. Please see the original statistical release if you are looking for accurate data.",
+        "[Labour market overview, UK: December 2020](https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/bulletins/uklabourmarket/december2020)",
+    ],
+    about=[
+        [{"bold": True, "font_size": 14}, "Publication dates"],
+        "This data tables in this spreadsheet were originally published at 7:00am 15 December 2020",
+        "The next publication was published at 7:00am 26 January 2021.",
+        [{"bold": True, "font_size": 14}, "Note on weighting methodology"],
+        "Due to the coronavirus (COVID19) pandemic, all face to face interviewing for the Labour Force Survey was suspended and replaced with telephone interviewing. This change in mode for first interviews has changed the non-response bias of the survey, affecting interviews from March 2020 onwards. All data included in this spreadsheet have now been updated and are based on latest weighting methodology.",
+        "More information about the impact of COVID19 on the Labour Force Survey",
+        "Dataset identifier codes",
+        "The four-character identification codes appearing in the tables are the ONS' references for the data series.",
+        [{"bold": True, "font_size": 14}, "Comparing quarterly changes"],
+        "When comparing quarterly changes ONS recommends comparing with the previous non-overlapping three-month average time period, for example, compare Apr to Jun with Jan to Mar, not with Mar to May.",
+        [{"bold": True, "font_size": 14}, "Units, notes and no data"],
+        "Some cells in the tables refer to notes which can be found in the notes worksheet. Note markers are presented in square brackets, for example: [note 1].",
+        "Some cells have no data, when this is the case the words 'no data' are presented in square brackets, for example: '[no data]'. An explanation of why there is no data is given in the notes worksheet, see the column headings for which notes you should refer to.",
+        "Some column headings give units, when this is the case the units are presented in round brackets to differentiate them from note markers.",
+        [
+            {"bold": True, "font_size": 14},
+            "Historic publication dates for labour market statistics",
+            " ",
+        ],
+        "The monthly labour market statistics release was first published in April 1998. Prior to April 1998 there was no integrated monthly release and the Labour Force Survey estimates were published separately, on different dates, from other labour market statistics. From April 2018 the usual publication day for the release was changed from Wednesday to Tuesday.",
+        [{"bold": True, "font_size": 14}, "More labour market data"],
+        "Other labour market datasets are available on the ONS website.",
+        "Labour market statistics time series dataset on the ONS website.",
+    ],
+    contact=[
+        "Tel: 01633455400",
+        "Email: [labour.market@ons.gov.uk](mailto:labour.market@ons.gov.uk)",
+    ],
+)
+
+# Notesheet
+notes_table = pd.read_csv(parent_dir / "survey_data_notes.csv")
+notes_table.dropna(axis=0, how="all", inplace=True)  # Remove empty rows in the data
+notes_table.dropna(axis=1, how="all", inplace=True)  # Remove columns rows in the data
+notes_table.columns = ["Note reference", "Note text"]
+
+# Use write_workbook to win!
+if __name__ == "__main__":
+    output_path = parent_dir / "python_survey_data_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=sheets,
+        cover=cover,
+        notes_table=notes_table,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+        auto_width=True,
+        gridlines="show_all",
+        cover_gridlines=True,
+    )
+    print("Output written at: ", output_path)
+```
+
+## R Usage
+
+Use of `gptables` in R requires use of python via the [reticulate](https://rstudio.github.io/reticulate/) package.
+
+However we recommend use of the [aftables](https://github.com/best-practice-and-impact/aftables)
+R package, maintained by the Presentation Champions Data Visualisation Tools subgroup.
diff --git a/docs/wrappers.md b/docs/wrappers.md
new file mode 100644
index 00000000..d352adf0
--- /dev/null
+++ b/docs/wrappers.md
@@ -0,0 +1,24 @@
+# XlsxWriter wrappers
+
+These Classes are only likely used following use
+of the [`produce_workbook()`](api.md#gptables.core.api.produce_workbook) API function,
+which returns a [`GPWorkbook`](wrappers.md#gptables.core.wrappers.GPWorkbook) object.
+
+You may use these objects to carry out modification of any aspects of the
+workbook or individual worksheets that are outside of the scope of `GPTables`.
+To see this in practice, see the additional formatting example under usage.
+Please also see the XlsxWriter documentation on their [Workbook](https://xlsxwriter.readthedocs.io/workbook.html) and [Worksheet](https://xlsxwriter.readthedocs.io/worksheet.html) Classes,
+which are super-classses of those below, for details on further modfication.
+
+The methods which we’ve extended these Classes with are not shown here, but feel
+free to check out the source code to see how `gptables` works under the hood.
+
+::: gptables.core.wrappers.GPWorkbook
+    options:
+        heading: "GPWorkbook"
+
+&nbsp;
+
+::: gptables.core.wrappers.GPWorksheet
+    options:
+        heading: "GPWorksheet"
diff --git a/gptables/core/api.py b/gptables/core/api.py
index 4284a13b..65be3c29 100644
--- a/gptables/core/api.py
+++ b/gptables/core/api.py
@@ -161,7 +161,7 @@ def write_workbook(
         dictionary of contentsheet customisation parameters. Valid keys are
         `additional_elements`, `column_names`, `table_name`, `title`,
         `subtitles` and `instructions`
-    note_table : pd.DataFrame, optional
+    notes_table : pd.DataFrame, optional
         table with notes reference, text and (optional) link columns. If None,
         notes sheet will not be generated.
     notesheet_label : str, optional
diff --git a/gptables/core/theme.py b/gptables/core/theme.py
index 79d66810..b5373b56 100644
--- a/gptables/core/theme.py
+++ b/gptables/core/theme.py
@@ -75,7 +75,7 @@ def __init__(
         Parameters
         ----------
         config : dict or .yaml/.yml file
-          theme specification
+            theme specification
         """
         # Formats
         self._format_attributes = [
diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 23a958cb..c769b68c 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -978,9 +978,9 @@ def add_worksheet(self, name=None, gridlines="hide_all"):
         name : str (optional)
             name of the the worksheet to be created
         gridlines : string, optional
-        option to hide or show gridlines on worksheets. "show_all" - don't
-        hide gridlines, "hide_printed" - hide printed gridlines only, or
-        "hide_all" - hide screen and printed gridlines.
+            option to hide or show gridlines on worksheets. "show_all" - don't
+            hide gridlines, "hide_printed" - hide printed gridlines only, or
+            "hide_all" - hide screen and printed gridlines.
 
         Returns
         -------
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 00000000..7e012a10
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,27 @@
+site_name: gptables
+nav:
+  - Home: index.md
+  - Navigation:
+    - API functions: api.md
+    - Example usage: usage.md
+    - GPTable: gptable.md
+    - Theme: theme.md
+    - Cover: cover.md
+    - XlsxWriter wrappers: wrappers.md
+    - Accessibility checklist: checklist.md
+    - Changelog: changelog.md
+    - Contributors: contributors.md
+
+plugins:
+- mkdocstrings:
+    handlers:
+      python:
+        options:
+          docstring_style: numpy
+          show_source: false
+          show_signature: true
+          show_root_heading: true
+
+          filters:
+              - "!^__" # Hide methods like __init__()
+              - "!^_" # Hide non-public facing methods
diff --git a/pyproject.toml b/pyproject.toml
index f582f6fe..81c4a2d1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,12 +32,13 @@ dependencies = [
 
 [project.optional-dependencies]
 docs = [
-    "sphinx>=4",
-    "sphinx_rtd_theme"
+  "mkdocs",
+  "mkdocs-material",
+  "mkdocs-git-revision-date-localized-plugin",
+  "mkdocs-print-site-plugin",
+  "mkdocstrings-python"
 ]
 dev = [
-    "sphinx>=4",
-    "sphinx_rtd_theme",
     "coverage",
     "pytest>=8.4.2",
     "pytest-cov",
diff --git a/readthedocs.yml b/readthedocs.yml
deleted file mode 100644
index a7c06341..00000000
--- a/readthedocs.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-# Read the Docs configuration file
-# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
-
-# Required
-version: 2
-
-build:
-  os: ubuntu-22.04
-  tools:
-    python: "3.9"
-
-# Build documentation in the docs/ directory with Sphinx
-sphinx:
-   configuration: docs/source/conf.py
-
-# Optionally set the version of Python and requirements required to build your docs
-python:
-  install:
-    - method: pip
-      path: .
-      extra_requirements:
-        - docs

From fb6c67642a6e8bb228fc9fbe9d900265a2f647bf Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Wed, 8 Oct 2025 15:52:15 +0100
Subject: [PATCH 26/75] Add gh pages ci (#293)

* add docs workflow, add docs build folder to gitignore

* change dependencies file

* run pre-commit hooks
---
 .github/workflows/deploy-docs.yml | 28 ++++++++++++++++++++++++++++
 .gitignore                        |  1 +
 2 files changed, 29 insertions(+)
 create mode 100644 .github/workflows/deploy-docs.yml

diff --git a/.github/workflows/deploy-docs.yml b/.github/workflows/deploy-docs.yml
new file mode 100644
index 00000000..c1d2d901
--- /dev/null
+++ b/.github/workflows/deploy-docs.yml
@@ -0,0 +1,28 @@
+name: Deploy docs
+
+on:
+  push:
+    branches:
+      - 'main'
+
+jobs:
+  deploy-docs:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v5
+      - name: Set up Python 3.12
+        uses: actions/setup-python@v6
+        with:
+          python-version: '3.12'
+      - name: Install reqs
+        run: pip install .[docs]
+      - name: Build docs
+        run: mkdocs build
+      - name: Deploy to GitHub Pages
+        uses: JamesIves/github-pages-deploy-action@v4.7.3
+        with:
+          branch: gh-pages
+          folder: site
+
+permissions:
+  contents: write
diff --git a/.gitignore b/.gitignore
index 6a77d873..2d3a5132 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,3 +8,4 @@ docs/build/**
 gptables/examples/*.xlsx
 gptables/test/actual_workbook.xlsx
 .vscode/
+site/

From bd9c28c2d8e10d0dd5b02a648b105acd6c0c66bd Mon Sep 17 00:00:00 2001
From: Charlotte Rowley <92380396+CHCRowley@users.noreply.github.com>
Date: Mon, 13 Oct 2025 14:53:04 +0100
Subject: [PATCH 27/75] fix bug to allow formatting of multiple individual
 cells (#296)

* fix bug to allow formatting of multiple individual cells

* update cell format loop

---------

Co-authored-by: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
---
 gptables/core/wrappers.py | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index c769b68c..411cb20c 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -601,10 +601,7 @@ def _apply_additional_formatting(
                 for row, col in cell_ilocs:
                     formats_table_slice = formats_table.iloc[row, col]
 
-                    self._apply_format(formats_table_slice, formatting)
-                return None
-
-            if fmt_type == "column":
+            elif fmt_type == "column":
                 cols_iloc = [
                     formats_table.columns.get_loc(col) if isinstance(col, str) else col
                     for col in format_desc["columns"]

From 16f1d30744524b67e172a13f0a54bc498af9d98d Mon Sep 17 00:00:00 2001
From: Sara-Jade-O <Sara-Jade.Oman@ons.gov.uk>
Date: Mon, 13 Oct 2025 14:53:47 +0100
Subject: [PATCH 28/75] Update expected_workbook.xlsx

---
 gptables/test/expected_workbook.xlsx | Bin 10646 -> 10618 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/gptables/test/expected_workbook.xlsx b/gptables/test/expected_workbook.xlsx
index 9ea668a515302af07d3f87c274148dc276ad6936..74ae6cd57549e796bd77f862cfb17266d3c0cc7e 100644
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From 45a8d84957fd0f192b7fe8ae9a46ada1653db066 Mon Sep 17 00:00:00 2001
From: Sara-Jade-O <Sara-Jade.Oman@ons.gov.uk>
Date: Mon, 13 Oct 2025 16:06:58 +0100
Subject: [PATCH 29/75] Update  gptables/test/test_api/test_end_to_end.xlsx
 file

---
 gptables/test/test_api/test_end_to_end.xlsx | Bin 10624 -> 10618 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/gptables/test/test_api/test_end_to_end.xlsx b/gptables/test/test_api/test_end_to_end.xlsx
index b8b81b2171a498ef745e15297a284b7bb804c09b..d3152d7ffedb4d0036be42081ed84d7051b4f7c3 100644
GIT binary patch
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SDLw&4lTj%n1`Z?u00019oB_!I


From fe5cf728983ba8f248c3111535ea9728f0bc33d3 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 14 Oct 2025 09:15:55 +0100
Subject: [PATCH 30/75] 287 restructure docs (#297)

* template restructure

* restructure docs

* run hooks

* update changelog

* add mkdocs-material for subheading support, add multi sheets example

* run hooks
---
 docs/api.md                                  |  54 ----
 docs/{ => api}/cover.md                      |   2 +-
 docs/api/functions.md                        |  11 +
 docs/{ => api}/gptable.md                    |   8 +-
 docs/api/notes_sheet.md                      |  20 ++
 docs/api/table_of_contents.md                |  17 ++
 docs/{ => api}/theme.md                      |   2 +-
 docs/{ => api}/wrappers.md                   |   2 +-
 docs/getting_started/elements.md             |   3 +
 docs/{ => getting_started}/usage.md          | 278 ++-----------------
 docs/how_to/additional_formatting.md         | 112 ++++++++
 docs/how_to/custom_theme.md                  | 117 ++++++++
 docs/how_to/customisation.md                 |   4 +
 docs/how_to/in_r.md                          |   6 +
 docs/how_to/multiple_sheets.md               |  58 ++++
 docs/index.md                                |  16 +-
 docs/{ => info}/changelog.md                 |   1 +
 CONTRIBUTING.md => docs/info/contributing.md |  80 +++---
 docs/{ => info}/contributors.md              |   0
 docs/info/examples.md                        |   1 +
 docs/{ => reference}/checklist.md            |   0
 docs/reference/glossary.md                   |   7 +
 docs/{imgs => static}/table_mapping.png      | Bin
 mkdocs.yml                                   |  46 ++-
 pyproject.toml                               |   3 +-
 25 files changed, 467 insertions(+), 381 deletions(-)
 delete mode 100644 docs/api.md
 rename docs/{ => api}/cover.md (83%)
 create mode 100644 docs/api/functions.md
 rename docs/{ => api}/gptable.md (96%)
 create mode 100644 docs/api/notes_sheet.md
 create mode 100644 docs/api/table_of_contents.md
 rename docs/{ => api}/theme.md (98%)
 rename docs/{ => api}/wrappers.md (91%)
 create mode 100644 docs/getting_started/elements.md
 rename docs/{ => getting_started}/usage.md (60%)
 create mode 100644 docs/how_to/additional_formatting.md
 create mode 100644 docs/how_to/custom_theme.md
 create mode 100644 docs/how_to/customisation.md
 create mode 100644 docs/how_to/in_r.md
 create mode 100644 docs/how_to/multiple_sheets.md
 rename docs/{ => info}/changelog.md (99%)
 rename CONTRIBUTING.md => docs/info/contributing.md (97%)
 rename docs/{ => info}/contributors.md (100%)
 create mode 100644 docs/info/examples.md
 rename docs/{ => reference}/checklist.md (100%)
 create mode 100644 docs/reference/glossary.md
 rename docs/{imgs => static}/table_mapping.png (100%)

diff --git a/docs/api.md b/docs/api.md
deleted file mode 100644
index 731ebcf5..00000000
--- a/docs/api.md
+++ /dev/null
@@ -1,54 +0,0 @@
-# API functions
-
-#### NOTE
-`auto_width` functionality is experimental - any feedback is welcome!
-It currently does not account for alternative fonts, font sizes or font wrapping.
-
-## Table of contents
-
-By default, the API functions will add a table of contents sheet to your
-Excel workbook. This will contain a single table with two columns. The first
-column will contain the worksheet label and link for each worksheet in the
-workbook. The second column will contain a description of the sheet contents.
-By default, this is the title of the `GPTable` in that sheet. This
-description can be customised by passing additional elements from the
-`GPTable` into the `contentsheet_options` parameter. This parameter also
-allows for customisation of the table of contents `title`, `subtitles`,
-`table_name`, `instructions` and `column_names`.
-
-To customise the worksheet label, pass the new label into the
-`contentsheet_label` parameter. This table of contents functionality can be
-disabled by setting this parameter to `False`.
-
-See this in practice under [Example Usage](usage.md#example-usage).
-
-## Notes sheet
-
-A notes sheet will be generated if the API functions are provided with a
-`notes_table`. The first column of the `notes_table` should contain a
-meaningful reference for each note. This reference can then be used in the
-worksheets - see the GPTable documentation for more details. When the notes
-sheet is produced, this column will be replaced by the order the notes are
-referenced in throughout the workbook.
-
-The second column should contain the text for each note. Optional additional
-columns can be used for useful links, formatted as `"[display text](link)"`.
-
-The notes sheet can be customised using the `notesheet_options` parameter.
-Values for the `title`, `table_name` and `instructions` can be provided
-here. To customise the worksheet label, pass the new label into the
-`notesheet_label` parameter.
-
-If a `notes_table` is not provided, the notes sheet will not be generated.
-
-See this in practice under [Example Usage](usage.md#example-usage).
-
-::: gptables.core.api.write_workbook
-    options:
-        heading: "write_workbook()"
-
-&nbsp;
-
-::: gptables.core.api.produce_workbook
-    options:
-        heading: "produce_workbook()"
diff --git a/docs/cover.md b/docs/api/cover.md
similarity index 83%
rename from docs/cover.md
rename to docs/api/cover.md
index dac27d7c..ffcf69bf 100644
--- a/docs/cover.md
+++ b/docs/api/cover.md
@@ -8,7 +8,7 @@ This is important when applying additional formatting to other Worksheets by the
 
 ## Mapping
 
-To include a cover sheet, map your text elements to the attributes of a `Cover` object and pass this object to the `cover` parameter of either [`produce_workbook()`](api.md#gptables.core.api.produce_workbook) or [`write_workbook()`](api.md#gptables.core.api.write_workbook).
+To include a cover sheet, map your text elements to the attributes of a `Cover` object and pass this object to the `cover` parameter of either [`produce_workbook()`](functions.md#gptables.core.api.produce_workbook) or [`write_workbook()`](functions.md#gptables.core.api.write_workbook).
 Text attributes which take a list (most except for title) will write one element per cell vertically in the Worksheet.
 
 ## Formatting
diff --git a/docs/api/functions.md b/docs/api/functions.md
new file mode 100644
index 00000000..a19b5b5e
--- /dev/null
+++ b/docs/api/functions.md
@@ -0,0 +1,11 @@
+# Functions
+
+::: gptables.core.api.write_workbook
+    options:
+        heading: "write_workbook()"
+
+&nbsp;
+
+::: gptables.core.api.produce_workbook
+    options:
+        heading: "produce_workbook()"
diff --git a/docs/gptable.md b/docs/api/gptable.md
similarity index 96%
rename from docs/gptable.md
rename to docs/api/gptable.md
index 4db1dcaa..a204d87f 100644
--- a/docs/gptable.md
+++ b/docs/api/gptable.md
@@ -5,7 +5,7 @@
 The `GPTable` Class is used to map your data and metadata to table elements.
 The supported table elements are represented like this in the output .xlsx file:
 
-![Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.](imgs/table_mapping.png)
+![Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.](../static/table_mapping.png)
 
 ## Notes
 
@@ -22,7 +22,7 @@ referenced as `"My table title $$Reference$$"`.
 References in text are replaced with numbers, in increasing order from the top-
 left corner of the first sheet containing a data table.
 
-See this in practice under [Example Usage](usage.md#example-usage).
+See this in practice in the Tutorial(../getting_started/usage.md#example-usage).
 
 #### NOTE
 Deprecated in v1.1.0: Ability to reference notes within
@@ -61,7 +61,7 @@ formatting of that element specified in the [`Theme`](theme.md#gptables.core.the
 
 `["It is ", {"bold": True}, "inevitable"]` would give you “It is **inevitable**”.
 
-See this in practice under [Example Usage](usage.md#example-usage).
+Examples of additional formatting are found in [How-to: Additional formatting](../how_to/additional_formatting.md).
 
 #### NOTE
 Rich text is not currently supported if the cell also contains note
@@ -211,7 +211,7 @@ or create a pull request. Otherwise, you will need to modify the underlying
 [`GPWorkbook`](wrappers.md#gptables.core.wrappers.GPWorkbook) or [`GPWorksheet`](wrappers.md#gptables.core.wrappers.GPWorksheet) objects
 before they are written to Excel.
 
-See this in practice under [Example Usage](usage.md#example-usage).
+Examples of additional formatting are found in [How-to: Additional formatting](../how_to/additional_formatting.md).
 
 ::: gptables.core.gptable.GPTable
       options:
diff --git a/docs/api/notes_sheet.md b/docs/api/notes_sheet.md
new file mode 100644
index 00000000..7424a8be
--- /dev/null
+++ b/docs/api/notes_sheet.md
@@ -0,0 +1,20 @@
+## Notes sheet
+
+A notes sheet will be generated if the API functions are provided with a
+`notes_table`. The first column of the `notes_table` should contain a
+meaningful reference for each note. This reference can then be used in the
+worksheets - see the GPTable documentation for more details. When the notes
+sheet is produced, this column will be replaced by the order the notes are
+referenced in throughout the workbook.
+
+The second column should contain the text for each note. Optional additional
+columns can be used for useful links, formatted as `"[display text](link)"`.
+
+The notes sheet can be customised using the `notesheet_options` parameter.
+Values for the `title`, `table_name` and `instructions` can be provided
+here. To customise the worksheet label, pass the new label into the
+`notesheet_label` parameter.
+
+If a `notes_table` is not provided, the notes sheet will not be generated.
+
+See this in practice in the [Tutorial](../getting_started/usage.md#penguins-notes-example).
diff --git a/docs/api/table_of_contents.md b/docs/api/table_of_contents.md
new file mode 100644
index 00000000..b2cc7ef0
--- /dev/null
+++ b/docs/api/table_of_contents.md
@@ -0,0 +1,17 @@
+## Table of contents
+
+By default, the API functions will add a table of contents sheet to your
+Excel workbook. This will contain a single table with two columns. The first
+column will contain the worksheet label and link for each worksheet in the
+workbook. The second column will contain a description of the sheet contents.
+By default, this is the title of the `GPTable` in that sheet. This
+description can be customised by passing additional elements from the
+`GPTable` into the `contentsheet_options` parameter. This parameter also
+allows for customisation of the table of contents `title`, `subtitles`,
+`table_name`, `instructions` and `column_names`.
+
+To customise the worksheet label, pass the new label into the
+`contentsheet_label` parameter. This table of contents functionality can be
+disabled by setting this parameter to `False`.
+
+See this in practice in the [Tutorial](../getting_started/usage.md#cover-page-example).
diff --git a/docs/theme.md b/docs/api/theme.md
similarity index 98%
rename from docs/theme.md
rename to docs/api/theme.md
index 7bf4b777..054898b3 100644
--- a/docs/theme.md
+++ b/docs/api/theme.md
@@ -97,7 +97,7 @@ For minor adjustments to a theme, a deepcopy can be taken before using the
 `Theme` objects can altenatively be configured using dictionaries, with the same
 structure as the configuration files.
 
-An example using a personalised theme YAML file can be found under [Example Usage](usage.md#example-usage).
+An example using a personalised theme YAML file can be found under [How-to: Custom Theme](../how_to/custom_theme.md).
 
 ::: gptables.core.theme.Theme
     options:
diff --git a/docs/wrappers.md b/docs/api/wrappers.md
similarity index 91%
rename from docs/wrappers.md
rename to docs/api/wrappers.md
index d352adf0..cbc05df6 100644
--- a/docs/wrappers.md
+++ b/docs/api/wrappers.md
@@ -1,7 +1,7 @@
 # XlsxWriter wrappers
 
 These Classes are only likely used following use
-of the [`produce_workbook()`](api.md#gptables.core.api.produce_workbook) API function,
+of the [`produce_workbook()`](functions.md#gptables.core.api.produce_workbook) API function,
 which returns a [`GPWorkbook`](wrappers.md#gptables.core.wrappers.GPWorkbook) object.
 
 You may use these objects to carry out modification of any aspects of the
diff --git a/docs/getting_started/elements.md b/docs/getting_started/elements.md
new file mode 100644
index 00000000..965e99e9
--- /dev/null
+++ b/docs/getting_started/elements.md
@@ -0,0 +1,3 @@
+# Table elements
+
+![Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.](../static/table_mapping.png)
diff --git a/docs/usage.md b/docs/getting_started/usage.md
similarity index 60%
rename from docs/usage.md
rename to docs/getting_started/usage.md
index 9f3a5980..da5051d1 100644
--- a/docs/usage.md
+++ b/docs/getting_started/usage.md
@@ -1,15 +1,20 @@
-<a id="example-usage"></a>
+# Getting started with gptables
 
-# Example Usage
+## Installation
+To install gptables, simply use:
 
-This section demonstrates usage of the gptables API functions and core Classes.
+```
+pip install gptables
+```
 
-For source code and data used in these examples, please see the
-[examples](https://github.com/best-practice-and-impact/gptables/tree/main/gptables/examples) directory of the package.
+## Tutorial
 
-<a id="module-gptables.examples.penguins_minimal"></a>
+This section demonstrates usage of the gptables API functions and core Classes.
+
+For source code and data used in examples, please see the
+[examples](https://github.com/ONSdigital/gptables/tree/main/gptables/examples) directory of the package.
 
-## Penguins - Minimal Example
+### Penguins - Minimal Example
 
 This example demonstrates use of the `gptables.write_workbook` function.
 This API function is designed for production of consistently structured and formatted tables.
@@ -66,11 +71,9 @@ if __name__ == "__main__":
     print("Output written at: ", output_path)
 ```
 
-<a id="module-gptables.examples.penguins_minimal_alternate"></a>
-
-## Penguins - Minimal Example
+### Penguins - Alternative Minimal Example
 
-This example demonstrates  another way to use the `gptables.write_workbook` function.
+This example demonstrates another way to use the `gptables.write_workbook` function.
 This code is equivalent to that in the above example.
 
 ```python
@@ -155,127 +158,7 @@ if __name__ == "__main__":
     print("Output written at: ", output_path)
 ```
 
-<a id="module-gptables.examples.penguins_theme"></a>
-
-## Penguins - Theme Example
-
-This example demonstrates how to use a custom theme in the production of a workbook.
-
-Summary statistics from the penguins dataset are used to build a `gptables.GPTable`
-object. Elements of metadata are provided to the corresponding parameters of the class.
-Where you wish to provide no metadata in required parameters, use `None`.
-
-The theme parameter must take either a directory or a yaml file in the `gptables.write_workbook` function.
-The yaml file used in this example can be found in the themes folder as ‘’penguins_test_theme.yaml’’.
-
-```python
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-}
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
-
-penguins_sheets = {"Penguins": penguins_table}
-
-# Use write_workbook to win!
-# Simply pass the filepath of the yaml file containing your theme to the GPTables Theme class and then to write_workbook
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
-    theme_path = str(Path(__file__).parent.parent / "themes/penguins_test_theme.yaml")
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets,
-        theme=gpt.Theme(theme_path),
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
-    )
-    print("Output written at: ", output_path)
-```
-
-```python
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-    "index_columns": {
-        2: 0
-    },  # The level 2 index from our Pandas dataframe is put in the first (zeroth with Python indexing) column of the spreadsheet
-}
-
-# Define our GPTable
-penguins_table = gpt.GPTable(
-    table=penguins_data, table_name="penguins_statistics", **kwargs
-)
-
-penguins_sheets = {"Penguins": penguins_table}
-
-penguins_cover = gpt.Cover(
-    cover_label="Cover",
-    title="A Workbook containing two copies of the data",
-    intro=["This is some introductory information", "And some more"],
-    about=["Even more info about my data", "And a little more"],
-    contact=[
-        "John Doe",
-        "Tel: 345345345",
-        "Email: [john.doe@snailmail.com](mailto:john.doe@snailmail.com)",
-    ],
-)
-
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets,
-        cover=penguins_cover,
-    )
-    print("Output written at: ", output_path)
-```
-
-<a id="module-gptables.examples.penguins_notes"></a>
-
-## Penguins - Notes Example
+### Penguins - Notes Example
 
 This example demonstrates how to include notes in a GPTable. Notes cannot
 be included in data cells but may appear either in column headers or in text such
@@ -369,127 +252,11 @@ if __name__ == "__main__":
     print("Output written at: ", output_path)
 ```
 
-<a id="module-gptables.examples.penguins_additional_formatting"></a>
-
-## Penguins - Additional Formatting Example
-
-This example demonstrates additional formatting that is not supported in
-the `gptable.Theme`.
-
-Specific columns, rows and cells of the table elements (indexes, column headings and data)
-can be formatted using the `gptable.GPTable(..., additional_formatting = ...)` parameter.
-This parameter takes a list of dictionaries, allowing you to select as many rows, columns
-or cells as you like.
-
-As with all formatting, supported arguments are desribed in the
-[XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties).
-
-Any formatting not possible through this means can be achieved using
-`XlsxWriter` [Workbook](https://xlsxwriter.readthedocs.io/workbook.html)
-and [Worksheet](https://xlsxwriter.readthedocs.io/worksheet.html) functionality.
-A `gptable.GPWorkbook` object is returned when using the
-`gptables.produce_workbook` API function.
-The `GPWorkbook.worksheets()` function returns a list of `GPWorksheet` objects,
-which can also be modified.
-
-```python
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data and arrange
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "Penguins"
-
-# Individual words/phrases can have formatting applied without the use of the additional_formatting argument
-penguins_subtitles = [
-    "The first subtitle",
-    [{"bold": True}, "Just", " another subtitle"],
-]
-penguins_units = {key: "mm" for key in range(2, 5)}
-penguins_scope = "Penguins"
-
-# Define additional formatting
-# Columns can be referenced by name or number
-# Rows may only be referenced by number
-# Column and row numbers refer to the table elements, including indexes and column headings
-penguins_additional_formatting = [
-    {
-        "column": {
-            "columns": ["Species", "Island"],  # str, int or list of either
-            "format": {
-                "align": "center",
-                "italic": True,
-            },  # The "Species" and "Island" columns are centre-aligned and made italic
-        }
-    },
-    {
-        "column": {"columns": [3], "format": {"left": 1}}
-    },  # Gives the fourth column a left border
-    {
-        "row": {
-            "rows": -1,  # Numbers only, but can refer to last row using -1
-            "format": {
-                "bottom": 1,
-                "indent": 2,
-            },  # Give the last row a border at the bottom of each cell and indents two levels
-        }
-    },
-]
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "units": penguins_units,
-    "scope": penguins_scope,
-    "source": None,
-    "additional_formatting": penguins_additional_formatting,
-}
-
-# Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
-
-# Use produce workbook to return GPWorkbook
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_additional_formatting_gptable.xlsx"
-    wb = gpt.produce_workbook(filename=output_path, sheets={"Penguins": penguins_table})
-
-    # Carry out additional modifications on the GPWorkbook or GPWorksheets
-    # This supports all `XlsxWriter` package functionality
-    ws = wb.worksheets()[0]
-    ws.set_row(0, 30)  # Set the height of the first row
-
-    # To format cells using the set_row or set_column functions we must use a workbook to create a format object
-    italic_format = wb.add_format({"italic": True})
-    ws.set_column(
-        2, 3, 10, italic_format
-    )  # Sets the width of the third and fourth column and makes them italic
-
-    # Note that the first two arguments of set_column are the first and last columns (inclusive) you want to format as opposed
-    # to set_row which only affects a single row at a time (the first argument).
-
-    # Finally use the close method to save the output
-
-    wb.close()
-    print("Output written at: ", output_path)
-```
-
-<a id="module-gptables.examples.survey_data"></a>
-
-## Labour market overview, UK: December 2020 - Real Survey Data Example
+### Cover Page Example
 
-This example demonstrates how to replicate the Labour Market overview accessible
-example found at [https://analysisfunction.civilservice.gov.uk/policy-store/further-resources-for-releasing-statistics-in-spreadsheets/](https://analysisfunction.civilservice.gov.uk/policy-store/further-resources-for-releasing-statistics-in-spreadsheets/)
+This example replicates the [Labour Market overview accessible
+spreadsheet](https://analysisfunction.civilservice.gov.uk/policy-store/further-resources-for-releasing-statistics-in-spreadsheets/) example by the Analysis Function, based
+on data from December 2020.
 
 ```python
 from pathlib import Path
@@ -640,10 +407,3 @@ if __name__ == "__main__":
     )
     print("Output written at: ", output_path)
 ```
-
-## R Usage
-
-Use of `gptables` in R requires use of python via the [reticulate](https://rstudio.github.io/reticulate/) package.
-
-However we recommend use of the [aftables](https://github.com/best-practice-and-impact/aftables)
-R package, maintained by the Presentation Champions Data Visualisation Tools subgroup.
diff --git a/docs/how_to/additional_formatting.md b/docs/how_to/additional_formatting.md
new file mode 100644
index 00000000..ae564760
--- /dev/null
+++ b/docs/how_to/additional_formatting.md
@@ -0,0 +1,112 @@
+## Penguins - Additional Formatting Example
+
+This example demonstrates additional formatting that is not supported in
+the `gptable.Theme`.
+
+Specific columns, rows and cells of the table elements (indexes, column headings and data)
+can be formatted using the `gptable.GPTable(..., additional_formatting = ...)` parameter.
+This parameter takes a list of dictionaries, allowing you to select as many rows, columns
+or cells as you like.
+
+As with all formatting, supported arguments are desribed in the
+[XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties).
+
+Any formatting not possible through this means can be achieved using
+`XlsxWriter` [Workbook](https://xlsxwriter.readthedocs.io/workbook.html)
+and [Worksheet](https://xlsxwriter.readthedocs.io/worksheet.html) functionality.
+A `gptable.GPWorkbook` object is returned when using the
+`gptables.produce_workbook` API function.
+The `GPWorkbook.worksheets()` function returns a list of `GPWorksheet` objects,
+which can also be modified.
+
+```python
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data and arrange
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "Penguins"
+
+# Individual words/phrases can have formatting applied without the use of the additional_formatting argument
+penguins_subtitles = [
+    "The first subtitle",
+    [{"bold": True}, "Just", " another subtitle"],
+]
+penguins_units = {key: "mm" for key in range(2, 5)}
+penguins_scope = "Penguins"
+
+# Define additional formatting
+# Columns can be referenced by name or number
+# Rows may only be referenced by number
+# Column and row numbers refer to the table elements, including indexes and column headings
+penguins_additional_formatting = [
+    {
+        "column": {
+            "columns": ["Species", "Island"],  # str, int or list of either
+            "format": {
+                "align": "center",
+                "italic": True,
+            },  # The "Species" and "Island" columns are centre-aligned and made italic
+        }
+    },
+    {
+        "column": {"columns": [3], "format": {"left": 1}}
+    },  # Gives the fourth column a left border
+    {
+        "row": {
+            "rows": -1,  # Numbers only, but can refer to last row using -1
+            "format": {
+                "bottom": 1,
+                "indent": 2,
+            },  # Give the last row a border at the bottom of each cell and indents two levels
+        }
+    },
+]
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "units": penguins_units,
+    "scope": penguins_scope,
+    "source": None,
+    "additional_formatting": penguins_additional_formatting,
+}
+
+# Define our GPTable
+penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+
+# Use produce workbook to return GPWorkbook
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_additional_formatting_gptable.xlsx"
+    wb = gpt.produce_workbook(filename=output_path, sheets={"Penguins": penguins_table})
+
+    # Carry out additional modifications on the GPWorkbook or GPWorksheets
+    # This supports all `XlsxWriter` package functionality
+    ws = wb.worksheets()[0]
+    ws.set_row(0, 30)  # Set the height of the first row
+
+    # To format cells using the set_row or set_column functions we must use a workbook to create a format object
+    italic_format = wb.add_format({"italic": True})
+    ws.set_column(
+        2, 3, 10, italic_format
+    )  # Sets the width of the third and fourth column and makes them italic
+
+    # Note that the first two arguments of set_column are the first and last columns (inclusive) you want to format as opposed
+    # to set_row which only affects a single row at a time (the first argument).
+
+    # Finally use the close method to save the output
+
+    wb.close()
+    print("Output written at: ", output_path)
+```
diff --git a/docs/how_to/custom_theme.md b/docs/how_to/custom_theme.md
new file mode 100644
index 00000000..00930b57
--- /dev/null
+++ b/docs/how_to/custom_theme.md
@@ -0,0 +1,117 @@
+## Penguins - Custom Theme Example
+
+This example demonstrates how to use a custom theme in the production of a workbook.
+
+Summary statistics from the penguins dataset are used to build a `gptables.GPTable`
+object. Elements of metadata are provided to the corresponding parameters of the class.
+Where you wish to provide no metadata in required parameters, use `None`.
+
+The theme parameter must take either a directory or a yaml file in the `gptables.write_workbook` function.
+The yaml file used in this example can be found in the themes folder as ‘’penguins_test_theme.yaml’’.
+
+```python
+
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "The Penguins Dataset"
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "scope": penguins_scope,
+    "source": penguins_source,
+}
+penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+# Use write_workbook to win!
+# Simply pass the filepath of the yaml file containing your theme to the GPTables Theme class and then to write_workbook
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_gptable.xlsx"
+    theme_path = str(Path(__file__).parent.parent / "themes/penguins_test_theme.yaml")
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        theme=gpt.Theme(theme_path),
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
+```
+
+```python
+import pandas as pd
+
+import gptables as gpt
+
+# Read data
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+# Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "The Penguins Dataset"
+penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "scope": penguins_scope,
+    "source": penguins_source,
+    "index_columns": {
+        2: 0
+    },  # The level 2 index from our Pandas dataframe is put in the first (zeroth with Python indexing) column of the spreadsheet
+}
+
+# Define our GPTable
+penguins_table = gpt.GPTable(
+    table=penguins_data, table_name="penguins_statistics", **kwargs
+)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+penguins_cover = gpt.Cover(
+    cover_label="Cover",
+    title="A Workbook containing two copies of the data",
+    intro=["This is some introductory information", "And some more"],
+    about=["Even more info about my data", "And a little more"],
+    contact=[
+        "John Doe",
+        "Tel: 345345345",
+        "Email: [john.doe@snailmail.com](mailto:john.doe@snailmail.com)",
+    ],
+)
+
+# Use write_workbook to win!
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        cover=penguins_cover,
+    )
+    print("Output written at: ", output_path)
+```
+
+<a id="module-gptables.examples.penguins_notes"></a>
diff --git a/docs/how_to/customisation.md b/docs/how_to/customisation.md
new file mode 100644
index 00000000..166f523c
--- /dev/null
+++ b/docs/how_to/customisation.md
@@ -0,0 +1,4 @@
+# Customisation with gptables
+
+There are limited customisation options with the gptables on account of aiming
+to follow the Analysis Function Releasing statistics in spreadsheets [guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/).
diff --git a/docs/how_to/in_r.md b/docs/how_to/in_r.md
new file mode 100644
index 00000000..157b5df0
--- /dev/null
+++ b/docs/how_to/in_r.md
@@ -0,0 +1,6 @@
+## R Usage
+
+Use of `gptables` in R requires use of python via the [reticulate](https://rstudio.github.io/reticulate/) package.
+
+However we recommend use of the [aftables](https://github.com/best-practice-and-impact/aftables)
+R package, maintained by the Presentation Champions Data Visualisation Tools subgroup.
diff --git a/docs/how_to/multiple_sheets.md b/docs/how_to/multiple_sheets.md
new file mode 100644
index 00000000..47a08f11
--- /dev/null
+++ b/docs/how_to/multiple_sheets.md
@@ -0,0 +1,58 @@
+# Multiple sheets
+
+This example demonstrates how to create a workbook with multiple sheets. Note that it
+will auto-generate a table of contents.
+
+```
+import gptables as gpt
+import pandas as pd
+import numpy as np
+from pathlib import Path
+from copy import deepcopy
+
+## Read data
+parent_dir = Path(__file__).parents[1]
+
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+
+## Define table elements
+penguins_table_name = "penguins_statistics"
+penguins_title = "The Penguins Dataset"
+penguins_subtitles = [
+    "This is the first subtitle",
+    "Just another subtitle"
+    ]
+penguins_scope = "Penguins"
+penguins_source = "Palmer Station, Antarctica"
+
+kwargs = {
+    "table_name": penguins_table_name,
+    "title": penguins_title,
+    "subtitles": penguins_subtitles,
+    "scope": penguins_scope,
+    "source": penguins_source
+    }
+
+## Define our GPTable
+penguins_table = gpt.GPTable(table=penguins_data, table_name="penguins_statistics", **kwargs)
+
+penguins_table_copy = deepcopy(penguins_table)
+penguins_table_copy.set_title("A copy of the first sheet")
+penguins_table_copy.set_table_name("penguins_statistics_copy") #All tables in a single workbook must have a unique name
+
+penguins_sheets = {
+    "Penguins": penguins_table,
+    "Copy of Penguins": penguins_table_copy
+}
+
+## Use write_workbook to win!
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets
+    )
+    print("Output written at: ", output_path)
+```
diff --git a/docs/index.md b/docs/index.md
index 0c5fed37..e0f4a498 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -6,27 +6,23 @@
 either python or R (using [reticulate](https://rstudio.github.io/reticulate/)). You define the mapping from your
 data to elements of the table and `gptables` does the rest.
 
-Table element mapping:
-
-![Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.](imgs/table_mapping.png)
-
 `gptables` uses the official [guidance on good practice spreadsheets](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/).
 It advocates a strong adherence to the guidance by restricting the range of possible operations.
 The default formatting theme `gptheme` accommodates many use cases.
-However, the [`Theme`](theme.md#gptables.core.theme.Theme) Class allows development of custom themes, where alternative formatting is required.
+However, the [`Theme`](api/theme.md#gptables.core.theme.Theme) Class allows development of custom themes, where alternative formatting is required.
 
 `gptables` is developed and maintained by the [Analysis Function](https://analysisfunction.civilservice.gov.uk/). It can be
 installed from [PyPI](https://pypi.org/project/gptables/) or [GitHub](https://github.com/best-practice-and-impact/gptables). The source code is maintained on GitHub.
 Users may also be interested in [aftables](https://best-practice-and-impact.github.io/aftables/), an R native equivalent to
-`gptables`, and [csvcubed](https://gss-cogs.github.io/csvcubed-docs/external/), a package for turning data and metadata into
+`gptables`, and [csvcubed](https://gss-cogs.github.io/csvcubed-docs/external/), a package for turning data and metadata intos
 machine-readable CSV-W files.
 
 ## 5 Simple Steps
 
-1. You map your data to the elements of a [`GPTable`](gptable.md#gptables.core.gptable.GPTable).
-2. You can define the format of each element with a custom [`Theme`](theme.md#gptables.core.theme.Theme), or simply use the default - gptheme.
-3. Optionally design a [`Cover`](cover.md#gptables.core.cover.Cover) to provide information that relates to all of the tables in your Workbook.
+1. You map your data to the elements of a [`GPTable`](api/gptable.md#gptables.core.gptable.GPTable).
+2. You can define the format of each element with a custom [`Theme`](api/theme.md#gptables.core.theme.Theme), or simply use the default - gptheme.
+3. Optionally design a [`Cover`](api/cover.md#gptables.core.cover.Cover) to provide information that relates to all of the tables in your Workbook.
 4. Optionally upload a `notes_table` with information about any notes.
-5. You [`write_workbook()`](api.md#gptables.core.api.write_workbook) to win.
+5. You [`write_workbook()`](api/functions.md#gptables.core.api.write_workbook) to win.
 
 **Note**: This package is not intending to create perfectly accessible spreadsheets but will help with the bulk of the work needed. Users of this packages should refer back to the [main spreadsheet guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) or the [spreadsheet accessibility checklist](https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/) after using it to make sure nothing has been missed. Please email [Analysis.Function@ons.gov.uk](mailto:Analysis.Function@ons.gov.uk) if you use the package so we can monitor use and the outputs produced.
diff --git a/docs/changelog.md b/docs/info/changelog.md
similarity index 99%
rename from docs/changelog.md
rename to docs/info/changelog.md
index a949d9bb..7cffe729 100644
--- a/docs/changelog.md
+++ b/docs/info/changelog.md
@@ -28,6 +28,7 @@ and this project tries its very best to adhere to
 * Updated README
 * Updated pull request template
 * Docs moved from readthedocs to mkdocs
+* Docs are restructured
 
 ## Released (PyPI)
 
diff --git a/CONTRIBUTING.md b/docs/info/contributing.md
similarity index 97%
rename from CONTRIBUTING.md
rename to docs/info/contributing.md
index 4a9dd039..253c7c63 100644
--- a/CONTRIBUTING.md
+++ b/docs/info/contributing.md
@@ -1,40 +1,40 @@
-# Contributing
-
-When contributing to this repository, please first discuss the change you wish
-to make via issue, email, or any other method with the owners of this
-repository before making a change.
-
-## Pull/merge request process
-
-1. Branch from the `dev` branch. If you are implementing a feature name it
-   `feature/name_of_feature`, if you are implementing a bugfix name it
-   `bug/issue_name`. If they are associated with a specific issue, you
-   may use the issue number in place of the name.
-1. Update the README.rst and other documentation with details of major changes
-   to the interface, this includes new environment variables, useful file
-   locations and container parameters.
-1. Once you are ready for review please open a pull/merge request to the
-   `dev` branch.
-1. You may merge the Pull/Merge Request in once you have the sign-off of two
-   maintainers.
-1. If you are merging `dev` to `master`, you must increment the version number
-   in the VERSION file to the new version that this Pull/Merge Request would
-   represent. The versioning scheme we use is [SemVer](http://semver.org/).
-
-
-## Code style
-
-- We name variables using few nouns in lowercase, e.g. `mapping_names`
-  or `increment`.
-- We name functions using verbs in lowercase, e.g. `map_variables_to_names` or
-  `change_values`.
-- We use the [numpydoc](https://numpydoc.readthedocs.io/en/latest/format.html)
-  format for documenting features using docstrings.
-
-## Review process
-
-1. When we want to release the package we will request a formal review for any
-   non-minor changes.
-2. The review process follows a similar process to ROpenSci.
-3. Reviewers will be requested from associated communities.
-4. Only once reviewers are satisfied, will the `dev` branch be released.
+# Contributing
+
+When contributing to this repository, please first discuss the change you wish
+to make via issue, email, or any other method with the owners of this
+repository before making a change.
+
+## Pull/merge request process
+
+1. Branch from the `dev` branch. If you are implementing a feature name it
+   `feature/name_of_feature`, if you are implementing a bugfix name it
+   `bug/issue_name`. If they are associated with a specific issue, you
+   may use the issue number in place of the name.
+1. Update the README.rst and other documentation with details of major changes
+   to the interface, this includes new environment variables, useful file
+   locations and container parameters.
+1. Once you are ready for review please open a pull/merge request to the
+   `dev` branch.
+1. You may merge the Pull/Merge Request in once you have the sign-off of two
+   maintainers.
+1. If you are merging `dev` to `master`, you must increment the version number
+   in the VERSION file to the new version that this Pull/Merge Request would
+   represent. The versioning scheme we use is [SemVer](http://semver.org/).
+
+
+## Code style
+
+- We name variables using few nouns in lowercase, e.g. `mapping_names`
+  or `increment`.
+- We name functions using verbs in lowercase, e.g. `map_variables_to_names` or
+  `change_values`.
+- We use the [numpydoc](https://numpydoc.readthedocs.io/en/latest/format.html)
+  format for documenting features using docstrings.
+
+## Review process
+
+1. When we want to release the package we will request a formal review for any
+   non-minor changes.
+2. The review process follows a similar process to ROpenSci.
+3. Reviewers will be requested from associated communities.
+4. Only once reviewers are satisfied, will the `dev` branch be released.
diff --git a/docs/contributors.md b/docs/info/contributors.md
similarity index 100%
rename from docs/contributors.md
rename to docs/info/contributors.md
diff --git a/docs/info/examples.md b/docs/info/examples.md
new file mode 100644
index 00000000..b942b1af
--- /dev/null
+++ b/docs/info/examples.md
@@ -0,0 +1 @@
+# gptables in use
diff --git a/docs/checklist.md b/docs/reference/checklist.md
similarity index 100%
rename from docs/checklist.md
rename to docs/reference/checklist.md
diff --git a/docs/reference/glossary.md b/docs/reference/glossary.md
new file mode 100644
index 00000000..c4771257
--- /dev/null
+++ b/docs/reference/glossary.md
@@ -0,0 +1,7 @@
+# Glossary of Terms
+
+## Cover
+
+## gptables
+
+## Theme
diff --git a/docs/imgs/table_mapping.png b/docs/static/table_mapping.png
similarity index 100%
rename from docs/imgs/table_mapping.png
rename to docs/static/table_mapping.png
diff --git a/mkdocs.yml b/mkdocs.yml
index 7e012a10..029449c3 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -1,16 +1,38 @@
 site_name: gptables
+repo_url: https://github.com/ONSdigital/gptables
+
+theme:
+  name: material
+  features:
+    - toc.integrate
+
 nav:
   - Home: index.md
-  - Navigation:
-    - API functions: api.md
-    - Example usage: usage.md
-    - GPTable: gptable.md
-    - Theme: theme.md
-    - Cover: cover.md
-    - XlsxWriter wrappers: wrappers.md
-    - Accessibility checklist: checklist.md
-    - Changelog: changelog.md
-    - Contributors: contributors.md
+  - Getting started:
+    - Tutorial: getting_started/usage.md
+    - Table elements: getting_started/elements.md
+  - How to:
+    - Multiple sheets: how_to/multiple_sheets.md
+    #- Customise sheets: how_to/customisation.md
+    - Add additional formatting: how_to/additional_formatting.md
+    - Add a custom theme: how_to/custom_theme.md
+    - Use in R: how_to/in_r.md
+  - API:
+    - Functions: api/functions.md
+    - Table of contents: api/table_of_contents.md
+    - Cover: api/cover.md
+    - Notes sheet: api/notes_sheet.md
+    - Theme: api/theme.md
+    - GPTable: api/gptable.md
+    - XlsxWriter wrappers: api/wrappers.md
+  - Reference:
+    - Accessibility checklist: reference/checklist.md
+    #- Glossary: reference/glossary.md
+  - About GPTables:
+    - Contributing guidance: info/contributing.md
+    - Changelog: info/changelog.md
+    - Contributors: info/contributors.md
+    # - gptables in use: info/examples.md
 
 plugins:
 - mkdocstrings:
@@ -25,3 +47,7 @@ plugins:
           filters:
               - "!^__" # Hide methods like __init__()
               - "!^_" # Hide non-public facing methods
+
+markdown_extensions:
+- toc:
+   toc_depth: 1-3
diff --git a/pyproject.toml b/pyproject.toml
index 81c4a2d1..ea880950 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,7 +36,8 @@ docs = [
   "mkdocs-material",
   "mkdocs-git-revision-date-localized-plugin",
   "mkdocs-print-site-plugin",
-  "mkdocstrings-python"
+  "mkdocstrings-python",
+  "mkdocs-material"
 ]
 dev = [
     "coverage",

From ddc8a147418f48d3681883363829a5030afeb65d Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 14 Oct 2025 10:03:52 +0100
Subject: [PATCH 31/75] Delete closed_issue_log.md

---
 closed_issue_log.md | 29 -----------------------------
 1 file changed, 29 deletions(-)
 delete mode 100644 closed_issue_log.md

diff --git a/closed_issue_log.md b/closed_issue_log.md
deleted file mode 100644
index 95b148ed..00000000
--- a/closed_issue_log.md
+++ /dev/null
@@ -1,29 +0,0 @@
-# Closed Issue Log
-
-This log documents feature requests that we do not currently intend to offer in gptables.
-This is due to the request being non-compliant with Analysis Function [spreadsheet accessibility guidance][guidance],
-or otherwise being out of scope of the package, designed for implementing this guidance.
-These issues may be re-opened in future if guidance changes - please contribute to the discussion by heading to
-the GitHub issue.
-
-## [180][issue-180]: Multiple tables in a single spreadsheet (05/08/2025)
-Section 13 of the guidance, 'Worksheets with multiple tables', dissuades this.
-
-## [265][issue-265]: Rounding decimals (02/09/2025)
-A user requested the ability to round a column to a given number of decimal places. This issue was closed because it can be handled by [pandas][pandas-decimal-rounding].
-
-## [136][issue-136]: Add hyperlinks to Theme format elements (05/09/2025)
-Section 7 of the guidance, under 'Making hyperlinks accessible' says links should be underlined and in a colour of suitable
-contrast. Further advice was sought from the Presentation Champions group, with the feedback that users expect links to be blue.
-
-## [104][issue-104]: Support table formatting as one unit (05/09/2025)
-Interpreted as requesting the ability to add a line above and below a table. Section 7 of the guidance, under
-'Other pointers for formatting that should be followed in terms of best practice', mentions that gridlines and borders
-should be avoided in favour of keeping things simple. This is also on advice from the Presentation Champions.
-
-[guidance]: https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/
-[issue-104]: https://github.com/best-practice-and-impact/gptables/issues/104
-[issue-136]: https://github.com/best-practice-and-impact/gptables/issues/136
-[issue-180]: https://github.com/best-practice-and-impact/gptables/issues/180
-[issue-265]: https://github.com/best-practice-and-impact/gptables/issues/265
-[pandas-decimal-rounding]: https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.round.html

From b37b65023273fe3bf75e7f3687dd78d99dc43d6d Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 14 Oct 2025 10:06:14 +0100
Subject: [PATCH 32/75] Update feature_request.md

---
 .github/ISSUE_TEMPLATE/feature_request.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
index 11fc491e..65e50eb2 100644
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -6,6 +6,7 @@ labels: enhancement
 assignees: ''
 
 ---
+It would help the development team for the requester to supply the following information:
 
 **Is your feature request related to a problem? Please describe.**
 A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
@@ -13,6 +14,9 @@ A clear and concise description of what the problem is. Ex. I'm always frustrate
 **Describe the solution you'd like**
 A clear and concise description of what you want to happen.
 
+**Please confirm you've checked our [won't fix][https://github.com/ONSdigital/gptables/issues?q=is%3Aissue%20state%3Aopen%20label%3A%22wontfix%20%3Acry%3A%22] issues**:
+- [ ]
+
 **Describe alternatives you've considered**
 A clear and concise description of any alternative solutions or features you've considered.
 

From 7720f7a0dfcc46e35620cdff4d9ef804f4ed14de Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 14 Oct 2025 10:06:42 +0100
Subject: [PATCH 33/75] Update feature_request.md

---
 .github/ISSUE_TEMPLATE/feature_request.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
index 65e50eb2..f7326fb9 100644
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -14,7 +14,7 @@ A clear and concise description of what the problem is. Ex. I'm always frustrate
 **Describe the solution you'd like**
 A clear and concise description of what you want to happen.
 
-**Please confirm you've checked our [won't fix][https://github.com/ONSdigital/gptables/issues?q=is%3Aissue%20state%3Aopen%20label%3A%22wontfix%20%3Acry%3A%22] issues**:
+**Please confirm you've checked our [won't fix](https://github.com/ONSdigital/gptables/issues?q=is%3Aissue%20state%3Aopen%20label%3A%22wontfix%20%3Acry%3A%22) issues**:
 - [ ]
 
 **Describe alternatives you've considered**

From d3c3323bbf7c97211e38a01977ff01d35ff44545 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 14 Oct 2025 10:07:22 +0100
Subject: [PATCH 34/75] Update feature_request.md

---
 .github/ISSUE_TEMPLATE/feature_request.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
index f7326fb9..77e46c05 100644
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -8,17 +8,17 @@ assignees: ''
 ---
 It would help the development team for the requester to supply the following information:
 
-**Is your feature request related to a problem? Please describe.**
+**Is your feature request related to a problem? Please describe:**
 A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
 
-**Describe the solution you'd like**
+**Describe the solution you'd like:**
 A clear and concise description of what you want to happen.
 
-**Please confirm you've checked our [won't fix](https://github.com/ONSdigital/gptables/issues?q=is%3Aissue%20state%3Aopen%20label%3A%22wontfix%20%3Acry%3A%22) issues**:
-- [ ]
+**Please confirm you've checked our [won't fix](https://github.com/ONSdigital/gptables/issues?q=is%3Aissue%20state%3Aopen%20label%3A%22wontfix%20%3Acry%3A%22) issues**
+Yes/no
 
-**Describe alternatives you've considered**
+**Describe alternatives you've considered:**
 A clear and concise description of any alternative solutions or features you've considered.
 
-**Additional context**
+**Additional context:**
 Add any other context or screenshots about the feature request here.

From a4341e3a01f0a7b7b8189e6670fe17de22940325 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 14 Oct 2025 10:10:58 +0100
Subject: [PATCH 35/75] Update pull_request_template.md

---
 .github/pull_request_template.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 51ccd506..54d0ff58 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -1,3 +1,4 @@
+
 ### Proposed Changes
   - 
 
@@ -12,6 +13,7 @@ Please indicate items that aren't necessary and why, with comments around incomp
 - [ ] Version number has been incremented, according to [SemVer][semver]
 - [ ] Changelog has been updated, listing changes to this version. Use the [keep a changelog][changelog] format
 - [ ] New features are tested
+- [ ] New features follow the Analysis Function Releasing statistics in spreadsheets [guidance][guidance]
 - [ ] New features are documented using the [numpydoc][numpy-docstrings] docstring format
 - [ ] Other relevant package documentation is updated
 - [ ] For new functionality, examples are included in the docs or a [feature request][feature-request] has 
@@ -19,5 +21,6 @@ been made for it/them.
 
 [changelog]: [https://keepachangelog.com/en/1.0.0/]
 [feature-request]: [https://github.com/best-practice-and-impact/gptables/issues/new?assignees=&labels=enhancement&template=feature_request.md&title=]
+[guidance]: https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/
 [numpy-docstrings]: [https://numpydoc.readthedocs.io/en/latest/format.html]
 [semver]: [https://semver.org/spec/v2.0.0.html]

From a6abb7f98875e26b02442c42d95c8b8966292a3a Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 14 Oct 2025 10:20:01 +0100
Subject: [PATCH 36/75] update changelog

---
 docs/changelog.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/changelog.md b/docs/changelog.md
index a949d9bb..0cac99ff 100644
--- a/docs/changelog.md
+++ b/docs/changelog.md
@@ -18,7 +18,6 @@ and this project tries its very best to adhere to
 **Added**
 
 * Merged pull request templates to create new one
-* Added a ‘closed issue log’
 * Requirements and installation steps to README
 * Pre-commit hooks
 

From 5ccc3fa36a5bdbc0edaa496c01bbff273cd4530b Mon Sep 17 00:00:00 2001
From: Sara-Jade-O <sara-jade.oman@ons.gov.uk>
Date: Tue, 14 Oct 2025 13:09:44 +0100
Subject: [PATCH 37/75] =?UTF-8?q?Add=20exception=20catching=20and=20exampl?=
 =?UTF-8?q?e=20of=20note=20entry=20with=20no=20link=20in=20peng=E2=80=A6?=
 =?UTF-8?q?=20(#294)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Add exception catching and example of note entry with no link in penguins_notes.py

* Run pre-commits

---------

Co-authored-by: daviel9 <Luke.Davies@ons.gov.uk>
---
 gptables/examples/penguins_notes.py | 15 +++++++++++++--
 1 file changed, 13 insertions(+), 2 deletions(-)

diff --git a/gptables/examples/penguins_notes.py b/gptables/examples/penguins_notes.py
index 9722bbae..6f82fe15 100644
--- a/gptables/examples/penguins_notes.py
+++ b/gptables/examples/penguins_notes.py
@@ -40,6 +40,7 @@
 penguins_table_notes = {
     "species": "$$noteaboutx$$",
     2: "$$noteaboutz$$",
+    "Comments": "$$noteaboutw$$",
 }  # Columns can be referenced either by index or by name
 penguins_units = {
     2: "mm",
@@ -67,20 +68,30 @@
 
 # Notesheet - Note that the ordering of each list only matters with respect to the other lists in the "notes" dictionary.
 # GPTables will use the "Note reference" list to ensure the "Note text" is assigned correctly
+# All lists must be the same length. If a note has no link, use an empty string or None for that entry.
 notes = {
-    "Note reference": ["noteaboutz", "noteaboutx", "noteabouty"],
+    "Note reference": ["noteaboutz", "noteaboutx", "noteabouty", "noteaboutw"],
     "Note text": [
         "This is a note about z linking to google.",
         "This is a note about x linking to duckduckgo.",
         "This is a note about y linking to the ONS website.",
+        "This is a note about w with no link.",
     ],
     "Useful link": [
         "[google](https://www.google.com)",
         "[duckduckgo](https://duckduckgo.com/)",
         "[ONS](https://www.ons.gov.uk)",
+        None,
     ],
 }
-penguins_notes_table = pd.DataFrame.from_dict(notes)
+
+try:
+    penguins_notes_table = pd.DataFrame.from_dict(notes)
+except ValueError as e:
+    raise ValueError(
+        "Error creating notes table. Check that all lists in 'notes' are the same length."
+        "If a note has no link, use an empty string or None for that entry."
+    ) from e
 
 # Use write_workbook to win!
 if __name__ == "__main__":

From 6340c2b7bf668d1d4522b351f91b1e10b5c7a368 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 16 Oct 2025 09:27:31 +0100
Subject: [PATCH 38/75] set up examples page, add collapsible code segment docs
 add ons (#303)

---
 docs/info/examples.md      |   1 -
 docs/reference/examples.md | 143 +++++++++++++++++++++++++++++++++++++
 mkdocs.yml                 |   6 +-
 pyproject.toml             |   3 +-
 4 files changed, 149 insertions(+), 4 deletions(-)
 delete mode 100644 docs/info/examples.md
 create mode 100644 docs/reference/examples.md

diff --git a/docs/info/examples.md b/docs/info/examples.md
deleted file mode 100644
index b942b1af..00000000
--- a/docs/info/examples.md
+++ /dev/null
@@ -1 +0,0 @@
-# gptables in use
diff --git a/docs/reference/examples.md b/docs/reference/examples.md
new file mode 100644
index 00000000..869bca31
--- /dev/null
+++ b/docs/reference/examples.md
@@ -0,0 +1,143 @@
+# gptables in use
+
+This page provides examples of gptables in use with real data processes.
+
+If you'd like your work featured here, reach out to us at ASAP@ons.gov.uk!
+
+## Labour market overview tables
+This example replicates the Labour Market overview [accessible
+spreadsheet](https://analysisfunction.civilservice.gov.uk/policy-store/further-resources-for-releasing-statistics-in-spreadsheets/) example by the Analysis Function, based
+on data from December 2020.
+
+??? "Labour market overview tables code"
+    ```python
+
+    from pathlib import Path
+    import pandas as pd
+    import gptables as gpt
+
+    # Read data and arrange
+    parent_dir = Path(__file__).parent
+
+    labour_market_data = pd.read_csv(parent_dir / "survey_data.csv")
+    labour_market_data.dropna(
+        axis=0, how="all", inplace=True
+    )  # Remove empty rows in the data
+    labour_market_data.dropna(
+        axis=1, how="all", inplace=True
+    )  # Remove columns rows in the data
+    col_names = [
+        "Time period and dataset code row",
+        "Number of people",
+        "Economically active",
+        "Employment level",
+        "Unemployment level",
+        "Economically inactive",
+        "Economically active rate",
+        "Employment rate",
+        "Unemployment rate",
+        "Economically inactive rate",
+    ]
+    labour_market_data.columns = col_names
+
+
+    # Define table elements
+    table_name = "Labour_market_overview_accessibility_example_Nov21"
+    title = "Number and percentage of population aged 16 and over in each labour market activity group, UK, seasonally adjusted"
+    subtitles = [
+        "This worksheet contains one table. Some cells refer to notes which can be found on the notes worksheet."
+    ]
+    units = {
+        1: "thousands",
+        2: "thousands",
+        3: "thousands",
+        4: "thousands",
+        5: "thousands",
+        6: "%",
+        7: "%",
+        8: "%",
+        9: "%",
+    }
+    table_notes = {
+        2: "$$note 1$$",
+        3: "$$note 2$$",
+        4: "$$note 2$$",
+        5: "$$note 3$$",
+        7: "$$note 4$$",
+        8: "$$note 4$$",
+        9: "$$note 4$$",
+    }
+    scope = "Labour Market"
+    source = "Source: Office for National Statistics"
+    index = {2: 0}  # Column 0 is a level 2 index
+    additional_formatting = [
+        {
+            "row": {
+                "rows": [1],
+                "format": {"bold": True, "font_size": 14},
+            }
+        }
+    ]
+
+    # Define our GPTable
+    survey_table = gpt.GPTable(table=labour_market_data, **kwargs)
+
+    sheets = {"sheet 1a": survey_table}
+
+    cover = gpt.Cover(
+        cover_label="Cover",
+        title="Labour market overview data tables, UK, December 2020 (accessibility example)",
+        intro=[
+            "This spreadsheet contains a selection of the data tables published alongside the Office for National Statistics' Labour market overview for December 2020. We have edited these data tables and the accompanying cover sheet, table of contents and notes worksheet to meet the legal accessibility regulations. It is intended to be an example of an accessible spreadsheet. The data tables and accompanying information have not been quality assured. Please see the original statistical release if you are looking for accurate data.",
+            "[Labour market overview, UK: December 2020](https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/bulletins/uklabourmarket/december2020)",
+        ],
+        about=[
+            [{"bold": True, "font_size": 14}, "Publication dates"],
+            "This data tables in this spreadsheet were originally published at 7:00am 15 December 2020",
+            "The next publication was published at 7:00am 26 January 2021.",
+            [{"bold": True, "font_size": 14}, "Note on weighting methodology"],
+            "Due to the coronavirus (COVID19) pandemic, all face to face interviewing for the Labour Force Survey was suspended and replaced with telephone interviewing. This change in mode for first interviews has changed the non-response bias of the survey, affecting interviews from March 2020 onwards. All data included in this spreadsheet have now been updated and are based on latest weighting methodology.",
+            "More information about the impact of COVID19 on the Labour Force Survey",
+            "Dataset identifier codes",
+            "The four-character identification codes appearing in the tables are the ONS' references for the data series.",
+            [{"bold": True, "font_size": 14}, "Comparing quarterly changes"],
+            "When comparing quarterly changes ONS recommends comparing with the previous non-overlapping three-month average time period, for example, compare Apr to Jun with Jan to Mar, not with Mar to May.",
+            [{"bold": True, "font_size": 14}, "Units, notes and no data"],
+            "Some cells in the tables refer to notes which can be found in the notes worksheet. Note markers are presented in square brackets, for example: [note 1].",
+            "Some cells have no data, when this is the case the words 'no data' are presented in square brackets, for example: '[no data]'. An explanation of why there is no data is given in the notes worksheet, see the column headings for which notes you should refer to.",
+            "Some column headings give units, when this is the case the units are presented in round brackets to differentiate them from note markers.",
+            [
+                {"bold": True, "font_size": 14},
+                "Historic publication dates for labour market statistics",
+                " ",
+            ],
+            "The monthly labour market statistics release was first published in April 1998. Prior to April 1998 there was no integrated monthly release and the Labour Force Survey estimates were published separately, on different dates, from other labour market statistics. From April 2018 the usual publication day for the release was changed from Wednesday to Tuesday.",
+            [{"bold": True, "font_size": 14}, "More labour market data"],
+            "Other labour market datasets are available on the ONS website.",
+            "Labour market statistics time series dataset on the ONS website.",
+        ],
+        contact=[
+            "Tel: 01633455400",
+            "Email: [labour.market@ons.gov.uk](mailto:labour.market@ons.gov.uk)",
+        ],
+    )
+
+    # Notesheet
+    notes_table = pd.read_csv(parent_dir / "survey_data_notes.csv")
+    notes_table.dropna(axis=0, how="all", inplace=True)  # Remove empty rows in the data
+    notes_table.dropna(axis=1, how="all", inplace=True)  # Remove columns rows in the data
+    notes_table.columns = ["Note reference", "Note text"]
+
+    output_path = parent_dir / "python_survey_data_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=sheets,
+        cover=cover,
+        notes_table=notes_table,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+        auto_width=True,
+        gridlines="show_all",
+        cover_gridlines=True,
+    )
+    print("Output written at: ", output_path)
+    ```
diff --git a/mkdocs.yml b/mkdocs.yml
index 029449c3..91977fd8 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -27,12 +27,12 @@ nav:
     - XlsxWriter wrappers: api/wrappers.md
   - Reference:
     - Accessibility checklist: reference/checklist.md
+    - Examples: reference/examples.md
     #- Glossary: reference/glossary.md
   - About GPTables:
     - Contributing guidance: info/contributing.md
     - Changelog: info/changelog.md
     - Contributors: info/contributors.md
-    # - gptables in use: info/examples.md
 
 plugins:
 - mkdocstrings:
@@ -50,4 +50,6 @@ plugins:
 
 markdown_extensions:
 - toc:
-   toc_depth: 1-3
+   toc_depth: 1-2
+- pymdownx.details
+- pymdownx.superfences
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index ea880950..33360ee9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,8 @@ docs = [
   "mkdocs-git-revision-date-localized-plugin",
   "mkdocs-print-site-plugin",
   "mkdocstrings-python",
-  "mkdocs-material"
+  "mkdocs-material",
+  "pymdown-extensions"
 ]
 dev = [
     "coverage",

From cd5f46cdb49e321cfebc320cdbc9b4960205559f Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 16 Oct 2025 10:01:15 +0100
Subject: [PATCH 39/75] Fix conflict (#318)

* Add issue 265 to closed issues

* Update closed_issue_log.md

* Update closed_issue_log.md

* Bump pypa/gh-action-pypi-publish in /.github/workflows (#279)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.13.0.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.13.0)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-version: 1.13.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update closed_issue_log.md

* Update closed_issue_log.md

* Update closed_issue_log.md

* run pre-commits

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 mkdocs.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/mkdocs.yml b/mkdocs.yml
index 91977fd8..715511f0 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -52,4 +52,4 @@ markdown_extensions:
 - toc:
    toc_depth: 1-2
 - pymdownx.details
-- pymdownx.superfences
\ No newline at end of file
+- pymdownx.superfences

From 458302921d2ee504963934ae3ef42b4bef286c4b Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 16 Oct 2025 10:24:42 +0100
Subject: [PATCH 40/75] Fix conflict (#320)

* Add issue 265 to closed issues

* Update closed_issue_log.md

* Update closed_issue_log.md

* Bump pypa/gh-action-pypi-publish in /.github/workflows (#279)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.13.0.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.13.0)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-version: 1.13.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update closed_issue_log.md

* Update closed_issue_log.md

* Update closed_issue_log.md

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/ci.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 33e26ec4..9f46b1ba 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -136,3 +136,4 @@ jobs:
             python -m build
         - name: Publish
           uses: pypa/gh-action-pypi-publish@v1.13.0
+          uses: pypa/gh-action-pypi-publish@v1.13.0

From c4682e5893164ace0d16f874570195d24d72c4a9 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 16 Oct 2025 10:36:16 +0100
Subject: [PATCH 41/75] Fix conflict (#321)

* Add issue 265 to closed issues

* Update closed_issue_log.md

* Update closed_issue_log.md

* Bump pypa/gh-action-pypi-publish in /.github/workflows (#279)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.13.0.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.13.0)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-version: 1.13.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update closed_issue_log.md

* Update closed_issue_log.md

* Update closed_issue_log.md

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/ci.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9f46b1ba..33e26ec4 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -136,4 +136,3 @@ jobs:
             python -m build
         - name: Publish
           uses: pypa/gh-action-pypi-publish@v1.13.0
-          uses: pypa/gh-action-pypi-publish@v1.13.0

From 38dd0908380d61a2f528cfbe51afc1af1e53d78a Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 16 Oct 2025 12:55:19 +0100
Subject: [PATCH 42/75] Fix conflict (#322)

* Add issue 265 to closed issues

* Update closed_issue_log.md

* Update closed_issue_log.md

* Bump pypa/gh-action-pypi-publish in /.github/workflows (#279)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.13.0.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.13.0)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-version: 1.13.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update closed_issue_log.md

* Update closed_issue_log.md

* Update closed_issue_log.md

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 33e26ec4..83e04fbc 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -135,4 +135,4 @@ jobs:
           run: |
             python -m build
         - name: Publish
-          uses: pypa/gh-action-pypi-publish@v1.13.0
+          uses: pypa/gh-action-pypi-publish@v1.12.3
\ No newline at end of file

From 00f2d46ec3283a47a88e2019c787721af7e87920 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Fri, 17 Oct 2025 12:08:34 +0100
Subject: [PATCH 43/75] revert action version, use hooks

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 33e26ec4..71d32d9c 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -135,4 +135,4 @@ jobs:
           run: |
             python -m build
         - name: Publish
-          uses: pypa/gh-action-pypi-publish@v1.13.0
+          uses: pypa/gh-action-pypi-publish@v1.12.3

From 0eb38a8afa85db30bc287fa58864b192f1e7562d Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Mon, 20 Oct 2025 13:14:55 +0100
Subject: [PATCH 44/75] add basic example, update commentary, add picture
 (#325)

* add basic example, update commentary, add picture

* run hooks
---
 docs/api/notes_sheet.md                       |   2 +-
 docs/api/table_of_contents.md                 |   2 +-
 .../getting_started/{usage.md => tutorial.md} | 190 +++++++-----------
 .../getting_started_before_and_after.png      | Bin 0 -> 399824 bytes
 gptables/examples/penguins_minimal.py         |  57 ------
 gptables/examples/starting_out.py             |  28 +++
 mkdocs.yml                                    |   2 +-
 7 files changed, 107 insertions(+), 174 deletions(-)
 rename docs/getting_started/{usage.md => tutorial.md} (69%)
 create mode 100644 docs/static/getting_started_before_and_after.png
 delete mode 100644 gptables/examples/penguins_minimal.py
 create mode 100644 gptables/examples/starting_out.py

diff --git a/docs/api/notes_sheet.md b/docs/api/notes_sheet.md
index 7424a8be..a555c83c 100644
--- a/docs/api/notes_sheet.md
+++ b/docs/api/notes_sheet.md
@@ -17,4 +17,4 @@ here. To customise the worksheet label, pass the new label into the
 
 If a `notes_table` is not provided, the notes sheet will not be generated.
 
-See this in practice in the [Tutorial](../getting_started/usage.md#penguins-notes-example).
+See this in practice in the [Tutorial](../getting_started/tutorial.md#penguins-notes-example).
diff --git a/docs/api/table_of_contents.md b/docs/api/table_of_contents.md
index b2cc7ef0..f1f596b7 100644
--- a/docs/api/table_of_contents.md
+++ b/docs/api/table_of_contents.md
@@ -14,4 +14,4 @@ To customise the worksheet label, pass the new label into the
 `contentsheet_label` parameter. This table of contents functionality can be
 disabled by setting this parameter to `False`.
 
-See this in practice in the [Tutorial](../getting_started/usage.md#cover-page-example).
+See this in practice in the [Tutorial](../getting_started/tutorial.md#cover-page-example).
diff --git a/docs/getting_started/usage.md b/docs/getting_started/tutorial.md
similarity index 69%
rename from docs/getting_started/usage.md
rename to docs/getting_started/tutorial.md
index da5051d1..058a4095 100644
--- a/docs/getting_started/usage.md
+++ b/docs/getting_started/tutorial.md
@@ -1,4 +1,4 @@
-# Getting started with gptables
+# Getting started with `gptables`
 
 ## Installation
 To install gptables, simply use:
@@ -9,154 +9,116 @@ pip install gptables
 
 ## Tutorial
 
-This section demonstrates usage of the gptables API functions and core Classes.
+gptables helps produce consistently structured and formatted tables.
 
-For source code and data used in examples, please see the
-[examples](https://github.com/ONSdigital/gptables/tree/main/gptables/examples) directory of the package.
+This section demonstrates basic use of the gptables with the Penguins dataset. More indepth information can be found in the how-tos and API docs.
 
-### Penguins - Minimal Example
+The tutorial code can be run from the
+[examples](https://github.com/ONSdigital/gptables/tree/main/gptables/examples) folder.
 
-This example demonstrates use of the `gptables.write_workbook` function.
-This API function is designed for production of consistently structured and formatted tables.
+### Starting out
 
-Summary statistics from the penguins dataset are used to build a `gptables.GPTable`
-object. Elements of metadata are provided to the corresponding parameters of the class.
-Where you wish to provide no metadata in required parameters, use `None`.
+This example looks at how to produce a basic gptables spreadsheet of data from the Palmer Penguins dataset.
+The data is first read in for presentation. Next, information about the data is supplied to
+gptables. Then this information is used by gptables to produce the spreadsheet object. Finally, we
+write out the spreadsheet.
+
+First, import `gptables` alongside any other necessary packages so that the data can be read in. Any
+additional preparation like cleaning can be done here, and the output should be a `pandas.DataFrame`.
 
-Table formatting can be defined as a `gptable.Theme`, which is passed to the API functions
-using the `theme` parameter. Or you can rely on our default - gptheme.
 
 ```python
 from pathlib import Path
-
 import pandas as pd
-
 import gptables as gpt
 
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+penguins_data = pd.read_csv("penguins.csv")
+```
 
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+Then construct the `GPTable`, defining some main elements. These will be displayed in the resulting
+spreadsheet.
 
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-# Define our GPTable
+```python
 penguins_table = gpt.GPTable(
-    table=penguins_data,
-    table_name=penguins_table_name,
-    title=penguins_title,
-    subtitles=penguins_subtitles,
-    scope=penguins_scope,
-    source=penguins_source,
+    table = penguins_data,
+    table_name = "penguins_statistics",
+    title = "The Palmer Penguins Dataset",
+    subtitles = ["This is the first subtitle",
+                 "This is another subtitle"],
+    scope = "Penguins",
+    source = "Palmer Station, Antarctica",
 )
-
-# Every table must be associated to a sheet name for writing
-penguins_sheets = {"Penguins": penguins_table}
-
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets,
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
-    )
-    print("Output written at: ", output_path)
 ```
 
-### Penguins - Alternative Minimal Example
-
-This example demonstrates another way to use the `gptables.write_workbook` function.
-This code is equivalent to that in the above example.
+If preferred, this can alternatively be done using a dictionary of keyword arguments:
 
 ```python
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-# Use kwargs to pass these to the appropriate parameters
 kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
+    "table_name": "penguins_statistics",
+    "title": "The Palmer Penguins Dataset",
+    "subtitles": ["This is the first subtitle",
+                 "This is another subtitle"],
+    "scope": "Penguins",
+    "source": "Palmer Station, Antarctica",
 }
 
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+penguins_table = gpt.GPTable(table = penguins_data, **kwargs)
+```
 
-# Every table must be associated to a sheet name for writing
-penguins_sheets = {"Penguins": penguins_table}
+Each table should be associated to a sheet name for writing. Collate the sheets with their names in
+a dictionary:
 
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets,
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
-    )
-    print("Output written at: ", output_path)
+```python
+penguins_sheets = {"Penguins": penguins_table}
 ```
 
+Finally, use `gptables.write_workbook()` to create and write out the workbook with the output path,
+the sheets, and any additional elements.
+
 ```python
-# Read data
-parent_dir = Path(__file__).parents[1]
+gpt.write_workbook(
+    filename="python_penguins_gptable.xlsx",
+    sheets=penguins_sheets,
+    contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+)
+```
 
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+The result with a subset of the data is shown below, where `gptables` has created a Table
+of contents and a sheet with the Penguins dataset. The sheet shows the specified title and
+subtitles presented in a minimal style in text with a legible font and size.
 
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+![](../static/getting_started_before_and_after.png)
 
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
+The code is combined below in an extendable tab.
 
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-}
+??? "Starting out"
+    ```python
+    from pathlib import Path
+    import pandas as pd
+    import gptables as gpt
 
-# Define our GPTable
-penguins_table = gpt.GPTable(
-    table=penguins_data, table_name="penguins_statistics", **kwargs
-)
+    penguins_data = pd.read_csv("penguins.csv")
 
-penguins_table_copy = deepcopy(penguins_table)
-penguins_table_copy.set_title("A copy of the first sheet")
-penguins_table_copy.set_table_name(
-    "penguins_statistics_copy"
-)  # All tables in a single workbook must have a unique name
+    penguins_table = gpt.GPTable(
+        table = penguins_data,
+        table_name = "penguins_statistics",
+        title = "The Palmer Penguins Dataset",
+        subtitles = ["This is the first subtitle",
+                    "This is another subtitle"],
+        scope = "Penguins",
+        source = "Palmer Station, Antarctica",
+    )
 
-penguins_sheets = {"Penguins": penguins_table, "Copy of Penguins": penguins_table_copy}
+    penguins_table = gpt.GPTable(table = penguins_data, **kwargs)
 
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
-    gpt.write_workbook(filename=output_path, sheets=penguins_sheets)
-    print("Output written at: ", output_path)
-```
+    penguins_sheets = {"Penguins": penguins_table}
+
+    gpt.write_workbook(
+        filename="python_penguins_gptable.xlsx",
+        sheets=penguins_sheets,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    ```
 
 ### Penguins - Notes Example
 
diff --git a/docs/static/getting_started_before_and_after.png b/docs/static/getting_started_before_and_after.png
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diff --git a/gptables/examples/penguins_minimal.py b/gptables/examples/penguins_minimal.py
deleted file mode 100644
index 3e8650e9..00000000
--- a/gptables/examples/penguins_minimal.py
+++ /dev/null
@@ -1,57 +0,0 @@
-"""
-Penguins - Minimal Example
-----------------------
-
-This example demonstrates use of the ``gptables.write_workbook`` function.
-This API function is designed for production of consistently structured and formatted tables.
-
-Summary statistics from the penguins dataset are used to build a ``gptables.GPTable``
-object. Elements of metadata are provided to the corresponding parameters of the class.
-Where you wish to provide no metadata in required parameters, use ``None``.
-
-Table formatting can be defined as a ``gptable.Theme``, which is passed to the API functions
-using the ``theme`` parameter. Or you can rely on our default - gptheme.
-"""
-
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-# Define our GPTable
-penguins_table = gpt.GPTable(
-    table=penguins_data,
-    table_name=penguins_table_name,
-    title=penguins_title,
-    subtitles=penguins_subtitles,
-    scope=penguins_scope,
-    source=penguins_source,
-)
-
-# Every table must be associated to a sheet name for writing
-penguins_sheets = {"Penguins": penguins_table}
-
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets,
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
-    )
-    print("Output written at: ", output_path)
diff --git a/gptables/examples/starting_out.py b/gptables/examples/starting_out.py
new file mode 100644
index 00000000..92ae09a7
--- /dev/null
+++ b/gptables/examples/starting_out.py
@@ -0,0 +1,28 @@
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+parent_dir = Path(__file__).parents[1]
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+penguins_table = gpt.GPTable(
+    table=penguins_data,
+    table_name="penguins_statistics",
+    title="The Palmer Penguins Dataset",
+    subtitles=["This is the first subtitle", "This is another subtitle"],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+if __name__ == "__main__":
+    output_path = parent_dir / "python_penguins_gptable.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
diff --git a/mkdocs.yml b/mkdocs.yml
index 715511f0..fcb85656 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -9,7 +9,7 @@ theme:
 nav:
   - Home: index.md
   - Getting started:
-    - Tutorial: getting_started/usage.md
+    - Tutorial: getting_started/tutorial.md
     - Table elements: getting_started/elements.md
   - How to:
     - Multiple sheets: how_to/multiple_sheets.md

From 8ae146611135d6c380b5084dd2ea62a416bb349e Mon Sep 17 00:00:00 2001
From: jae_hee <jaehee.ryoo@ons.gov.uk>
Date: Mon, 20 Oct 2025 14:03:07 +0100
Subject: [PATCH 45/75] blue in python is #0000FF which passes the WCAG AA
 contrast check, added comment to clarify in the wrapper function

---
 gptables/core/wrappers.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 57068361..94a9ffec 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -892,7 +892,7 @@ def _write_dict_as_url(self, workbook, row, col, data, format_dict, *args):
         display_text = list(data.keys())[0]
 
         url_format = format_dict.copy()
-        url_format.update({"underline": True, "font_color": "blue"})
+        url_format.update({"underline": True, "font_color": "blue"}) # blue == #0000FF - passes WCAG AA contrast check
 
         self.write_url(
             row,

From 2b25f1e153e0d0de025f60adf1473e8728ea9f59 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Mon, 20 Oct 2025 16:32:32 +0100
Subject: [PATCH 46/75] update intro, add picture (#326)

* update intro, add picture

* run hooks

* fix typos and broken link

---------

Co-authored-by: rowlec1 <charlotte.rowley@ons.gov.uk>
---
 docs/index.md | 42 +++++++++++++++++++++++-------------------
 1 file changed, 23 insertions(+), 19 deletions(-)

diff --git a/docs/index.md b/docs/index.md
index e0f4a498..a67df319 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -2,27 +2,31 @@
 
 [![Actions build status](https://github.com/best-practice-and-impact/gptables/workflows/continuous-integration/badge.svg)](https://github.com/best-practice-and-impact/gptables/actions)[![PyPI release](https://badge.fury.io/py/gptables.svg)](https://badge.fury.io/py/gptables)
 
-`gptables` produces .xlsx files from your `pandas` dataframes in
-either python or R (using [reticulate](https://rstudio.github.io/reticulate/)). You define the mapping from your
-data to elements of the table and `gptables` does the rest.
+`gptables` produces Excel spreadsheets that follow much of the
+[Analysis Function guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) on
+releasing statistics in spreadsheets. This aims to implement digital accessibility standards like
+[WCAG 2.2](https://www.w3.org/TR/WCAG22/) as well as follow other good practice, such as the use of notes on cover sheets. `gptables` helps users by creating spreadsheets consistently and more quickly than implementing this manually.
 
-`gptables` uses the official [guidance on good practice spreadsheets](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/).
-It advocates a strong adherence to the guidance by restricting the range of possible operations.
-The default formatting theme `gptheme` accommodates many use cases.
-However, the [`Theme`](api/theme.md#gptables.core.theme.Theme) Class allows development of custom themes, where alternative formatting is required.
+## Features
+Some of the key features of `gptables` outputs are:
 
-`gptables` is developed and maintained by the [Analysis Function](https://analysisfunction.civilservice.gov.uk/). It can be
-installed from [PyPI](https://pypi.org/project/gptables/) or [GitHub](https://github.com/best-practice-and-impact/gptables). The source code is maintained on GitHub.
-Users may also be interested in [aftables](https://best-practice-and-impact.github.io/aftables/), an R native equivalent to
-`gptables`, and [csvcubed](https://gss-cogs.github.io/csvcubed-docs/external/), a package for turning data and metadata intos
-machine-readable CSV-W files.
+* A minimalist presentation style
+* Coloured and underlined hyperlinks
+* Default text formatting in legible fonts and sizes
+* Formatted tables of contents and cover sheets
+* The ability to use custom themes to adapt `gptables` outputs to your needs
+
+![](static/getting_started_before_and_after.png)
 
-## 5 Simple Steps
+**Note**: This package does not create perfectly accessible spreadsheets. Users should refer to the releasing statistics in spreadsheets [guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) and the [spreadsheet accessibility checklist](https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/) to
+ensure the standards are completely met.
 
-1. You map your data to the elements of a [`GPTable`](api/gptable.md#gptables.core.gptable.GPTable).
-2. You can define the format of each element with a custom [`Theme`](api/theme.md#gptables.core.theme.Theme), or simply use the default - gptheme.
-3. Optionally design a [`Cover`](api/cover.md#gptables.core.cover.Cover) to provide information that relates to all of the tables in your Workbook.
-4. Optionally upload a `notes_table` with information about any notes.
-5. You [`write_workbook()`](api/functions.md#gptables.core.api.write_workbook) to win.
+## Get in touch
+Get in touch at [ASAP@ons.gov.uk](mailto:ASAP@ons.gov.uk) if you use `gptables` - we'd love to feature your work on the [examples](reference/examples.md) page, and get any feedback on how we make `gptables` even better.
 
-**Note**: This package is not intending to create perfectly accessible spreadsheets but will help with the bulk of the work needed. Users of this packages should refer back to the [main spreadsheet guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) or the [spreadsheet accessibility checklist](https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/) after using it to make sure nothing has been missed. Please email [Analysis.Function@ons.gov.uk](mailto:Analysis.Function@ons.gov.uk) if you use the package so we can monitor use and the outputs produced.
+Got a feature request, or found a bug? Raise an [issue](https://github.com/ONSdigital/gptables/issues) on GitHub.
+
+## Related Packages
+Users may also be interested in [aftables](https://best-practice-and-impact.github.io/aftables/), an R native equivalent to
+`gptables`, and [csvcubed](https://onsdigital.github.io/csvcubed-docs/external/), a package for turning data and metadata into
+machine-readable CSV-W files.

From 7cd9718ca3d2f6d4abadf5e04582004855178971 Mon Sep 17 00:00:00 2001
From: jday7879 <57715292+Jday7879@users.noreply.github.com>
Date: Wed, 22 Oct 2025 07:55:43 +0100
Subject: [PATCH 47/75] running commit hooks

---
 gptables/core/wrappers.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index c616b7d2..c2cb5cc8 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -827,7 +827,9 @@ def _write_dict_as_url(self, workbook, row, col, data, format_dict, *args):
         display_text = list(data.keys())[0]
 
         url_format = format_dict.copy()
-        url_format.update({"underline": True, "font_color": "blue"}) # blue == #0000FF - passes WCAG AA contrast check
+        url_format.update(
+            {"underline": True, "font_color": "blue"}
+        )  # blue == #0000FF - passes WCAG AA contrast check
 
         self.write_url(
             row, col, url, workbook.add_format(url_format), display_text, *args

From 6debe24744198d1be6ef4e9f1d4961f4271fc0d4 Mon Sep 17 00:00:00 2001
From: rowlec1 <charlotte.rowley@ons.gov.uk>
Date: Mon, 27 Oct 2025 14:32:33 +0000
Subject: [PATCH 48/75] add cover sheet example, correct typo in api/Cover.md
 and starting out example

---
 docs/api/cover.md                |   2 +-
 docs/getting_started/tutorial.md | 242 ++++++++++++++-----------------
 docs/static/cover_sheet.png      | Bin 0 -> 51597 bytes
 3 files changed, 107 insertions(+), 137 deletions(-)
 create mode 100644 docs/static/cover_sheet.png

diff --git a/docs/api/cover.md b/docs/api/cover.md
index ffcf69bf..1c2a22e9 100644
--- a/docs/api/cover.md
+++ b/docs/api/cover.md
@@ -3,7 +3,7 @@
 Cover sheets can be used to provide information that is general to all tables in a Workbook.
 
 #### NOTE
-Cover sheets are added as the first sheet in the Worbook when written by `gptables`.
+Cover sheets are added as the first sheet in the Workbook when written by `gptables`.
 This is important when applying additional formatting to other Worksheets by their index in the Workbook.
 
 ## Mapping
diff --git a/docs/getting_started/tutorial.md b/docs/getting_started/tutorial.md
index 058a4095..baa8c79c 100644
--- a/docs/getting_started/tutorial.md
+++ b/docs/getting_started/tutorial.md
@@ -109,8 +109,6 @@ The code is combined below in an extendable tab.
         source = "Palmer Station, Antarctica",
     )
 
-    penguins_table = gpt.GPTable(table = penguins_data, **kwargs)
-
     penguins_sheets = {"Penguins": penguins_table}
 
     gpt.write_workbook(
@@ -214,158 +212,130 @@ if __name__ == "__main__":
     print("Output written at: ", output_path)
 ```
 
-### Cover Page Example
-
-This example replicates the [Labour Market overview accessible
-spreadsheet](https://analysisfunction.civilservice.gov.uk/policy-store/further-resources-for-releasing-statistics-in-spreadsheets/) example by the Analysis Function, based
-on data from December 2020.
-
-```python
-from pathlib import Path
-
-import pandas as pd
+### Cover Sheet Example
 
-import gptables as gpt
-
-# Read data and arrange
-parent_dir = Path(__file__).parent
-
-labour_market_data = pd.read_csv(parent_dir / "survey_data.csv")
-labour_market_data.dropna(
-    axis=0, how="all", inplace=True
-)  # Remove empty rows in the data
-labour_market_data.dropna(
-    axis=1, how="all", inplace=True
-)  # Remove columns rows in the data
-col_names = [
-    "Time period and dataset code row",
-    "Number of people",
-    "Economically active",
-    "Employment level",
-    "Unemployment level",
-    "Economically inactive",
-    "Economically active rate",
-    "Employment rate",
-    "Unemployment rate",
-    "Economically inactive rate",
-]
-labour_market_data.columns = col_names
+This example uses the [Starting out](tutorial.md#starting-out) example above, and adds a cover sheet to the workbook.
 
+Cover sheets can be used to provide information that is general to all tables in a workbook. See the [Analysis Function Guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/#section-11) for more information about what to include in a cover sheet, and how to make sure it is accessible. 
 
-# Define table elements
-table_name = "Labour_market_overview_accessibility_example_Nov21"
-title = "Number and percentage of population aged 16 and over in each labour market activity group, UK, seasonally adjusted"
-subtitles = [
-    "This worksheet contains one table. Some cells refer to notes which can be found on the notes worksheet."
-]
-units = {
-    1: "thousands",
-    2: "thousands",
-    3: "thousands",
-    4: "thousands",
-    5: "thousands",
-    6: "%",
-    7: "%",
-    8: "%",
-    9: "%",
-}
-table_notes = {
-    2: "$$note 1$$",
-    3: "$$note 2$$",
-    4: "$$note 2$$",
-    5: "$$note 3$$",
-    7: "$$note 4$$",
-    8: "$$note 4$$",
-    9: "$$note 4$$",
-}
-scope = "Labour Market"
-source = "Source: Office for National Statistics"
-index = {2: 0}  # Column 0 is a level 2 index
-additional_formatting = [
-    {
-        "row": {
-            "rows": [1],
-            "format": {"bold": True, "font_size": 14},
-        }
-    }
-]
-
-
-# or use kwargs to pass these to the appropriate parameters
-kwargs = {
-    "table_name": table_name,
-    "title": title,
-    "subtitles": subtitles,
-    "units": units,
-    "table_notes": table_notes,
-    "scope": scope,
-    "source": source,
-    "index_columns": index,
-    "additional_formatting": additional_formatting,
-}
+Note: Cover sheets are added as the first sheet in the workbook when written by `gptables`. This is important when applying additional formatting to other worksheets by their index in the workbook.
 
+To include a cover sheet, first map your text elements to the attributes of a [Cover](../api/cover.md) object:
 
-# Define our GPTable
-survey_table = gpt.GPTable(table=labour_market_data, **kwargs)
+```python
+penguins_cover = gpt.Cover(
+    cover_label = "Cover",
+    title = "Palmer Penguins Dataset",
+    intro=[
+        "This spreadsheet contains a table of data obtained from the palmerpenguins package",
+        "This is intended to be a simple example of how to use the gptables package to create a spreadsheet with a cover sheet and data sheets.",
+    ],
+    about=[
+        "Additional information about your publication can go here",
+    ],
+    contact=[
+        "Tel: 01234 567890",
+        "Email: [example@email.address](mailto: example@email.address)",
+    ],
+)
+```
+This will automatically create a cover sheet with the subheadings "Introductory information", "About these data", and "Contact" where these attributes are included.
 
-sheets = {"sheet 1a": survey_table}
+Add additional formatting to create further subheadings as needed:
 
-cover = gpt.Cover(
-    cover_label="Cover",
-    title="Labour market overview data tables, UK, December 2020 (accessibility example)",
+```python
+penguins_cover = gpt.Cover(
+    cover_label = "Cover",
+    title = "Palmer Penguins Dataset",
     intro=[
-        "This spreadsheet contains a selection of the data tables published alongside the Office for National Statistics' Labour market overview for December 2020. We have edited these data tables and the accompanying cover sheet, table of contents and notes worksheet to meet the legal accessibility regulations. It is intended to be an example of an accessible spreadsheet. The data tables and accompanying information have not been quality assured. Please see the original statistical release if you are looking for accurate data.",
-        "[Labour market overview, UK: December 2020](https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/bulletins/uklabourmarket/december2020)",
+        "This spreadsheet contains a table of data obtained from the palmerpenguins package",
+        "This an example of how to use the gptables package to create a spreadsheet with a cover sheet and data sheets.",
     ],
     about=[
-        [{"bold": True, "font_size": 14}, "Publication dates"],
-        "This data tables in this spreadsheet were originally published at 7:00am 15 December 2020",
-        "The next publication was published at 7:00am 26 January 2021.",
-        [{"bold": True, "font_size": 14}, "Note on weighting methodology"],
-        "Due to the coronavirus (COVID19) pandemic, all face to face interviewing for the Labour Force Survey was suspended and replaced with telephone interviewing. This change in mode for first interviews has changed the non-response bias of the survey, affecting interviews from March 2020 onwards. All data included in this spreadsheet have now been updated and are based on latest weighting methodology.",
-        "More information about the impact of COVID19 on the Labour Force Survey",
-        "Dataset identifier codes",
-        "The four-character identification codes appearing in the tables are the ONS' references for the data series.",
-        [{"bold": True, "font_size": 14}, "Comparing quarterly changes"],
-        "When comparing quarterly changes ONS recommends comparing with the previous non-overlapping three-month average time period, for example, compare Apr to Jun with Jan to Mar, not with Mar to May.",
-        [{"bold": True, "font_size": 14}, "Units, notes and no data"],
+        "Additional information about your publication can go here",
+        [{"bold": True}, "Publication dates"],
+        "This data tables in this spreadsheet were originally published at 7:00am 01 January 2025.",
+        "The next publication will be published at 7:00am 01 January 2026.",
+        [{"bold": True}, "Methodology notes"],
+        "Information on methodology can be useful to users of your data",
+        [{"bold": True}, "Notes, blank cells and units"],
         "Some cells in the tables refer to notes which can be found in the notes worksheet. Note markers are presented in square brackets, for example: [note 1].",
-        "Some cells have no data, when this is the case the words 'no data' are presented in square brackets, for example: '[no data]'. An explanation of why there is no data is given in the notes worksheet, see the column headings for which notes you should refer to.",
+        "Blank cells indicate no data. An explanation of why there is no data is given in the notes worksheet.",
         "Some column headings give units, when this is the case the units are presented in round brackets to differentiate them from note markers.",
-        [
-            {"bold": True, "font_size": 14},
-            "Historic publication dates for labour market statistics",
-            " ",
-        ],
-        "The monthly labour market statistics release was first published in April 1998. Prior to April 1998 there was no integrated monthly release and the Labour Force Survey estimates were published separately, on different dates, from other labour market statistics. From April 2018 the usual publication day for the release was changed from Wednesday to Tuesday.",
-        [{"bold": True, "font_size": 14}, "More labour market data"],
-        "Other labour market datasets are available on the ONS website.",
-        "Labour market statistics time series dataset on the ONS website.",
     ],
     contact=[
-        "Tel: 01633455400",
-        "Email: [labour.market@ons.gov.uk](mailto:labour.market@ons.gov.uk)",
+        "Tel: 01234 567890",
+        "Email: [example@email.address](mailto: example@email.address)",
     ],
 )
 
-# Notesheet
-notes_table = pd.read_csv(parent_dir / "survey_data_notes.csv")
-notes_table.dropna(axis=0, how="all", inplace=True)  # Remove empty rows in the data
-notes_table.dropna(axis=1, how="all", inplace=True)  # Remove columns rows in the data
-notes_table.columns = ["Note reference", "Note text"]
+```
+
+Finally, pass the cover object to the `cover_sheet` argument of the `gptables.write_workbook()` function:
+
+```python
+gpt.write_workbook(
+    filename="python_penguins_gptable_with_cover.xlsx",
+    sheets=penguins_sheets,
+    cover_sheet=penguins_cover,
+    contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+)
+``` 
+The resulting cover sheet is shown below.
+
+![](../static/cover_sheet.png)
+
+The code is combined below in an extendable tab.
+
+??? "Adding a cover sheet"
+    ```python
+    from pathlib import Path
+    import pandas as pd
+    import gptables as gpt
+
+    penguins_data = pd.read_csv("penguins.csv")
+
+    penguins_table = gpt.GPTable(
+        table = penguins_data,
+        table_name = "penguins_statistics",
+        title = "The Palmer Penguins Dataset",
+        subtitles = ["This is the first subtitle",
+                    "This is another subtitle"],
+        scope = "Penguins",
+        source = "Palmer Station, Antarctica",
+    )
+
+    penguins_sheets = {"Penguins": penguins_table}
+
+    penguins_cover = gpt.Cover(
+        cover_label = "Cover",
+        title = "Palmer Penguins Dataset",
+        intro=[
+            "This spreadsheet contains a table of data obtained from the palmerpenguins package",
+            "This is intended to be a simple example of how to use the gptables package to create a spreadsheet with a cover sheet and data sheets.",
+        ],
+        about=[
+            "Additional information about your publication can go here",
+            [{"bold": True}, "Publication dates"],
+            "Date published: 01 January 2025.",
+            "Next release: 01 January 2026.",
+            [{"bold": True}, "Methodology notes"],
+            "Information on methodology can be useful to users of your data",
+            [{"bold": True}, "Notes, blank cells and units"],
+            "Some cells in the tables refer to notes which can be found in the notes worksheet. Note markers are presented in square brackets, for example: [note 1].",
+            "Blank cells indicate no data. An explanation of why there is no data is given in the notes worksheet, see the column headings for which notes you should refer to.",
+            "Some column headings give units, when this is the case the units are presented in round brackets to differentiate them from note markers.",
+        ],
+        contact=[
+            "Tel: 01234 567890",
+            "Email: [example@email.address](mailto: example@email.address)",
+        ],
+    )
 
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_survey_data_gptable.xlsx"
     gpt.write_workbook(
-        filename=output_path,
-        sheets=sheets,
-        cover=cover,
-        notes_table=notes_table,
+        filename="python_penguins_gptable.xlsx",
+        sheets=penguins_sheets,
+        cover=penguins_cover,
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
-        auto_width=True,
-        gridlines="show_all",
-        cover_gridlines=True,
     )
-    print("Output written at: ", output_path)
-```
+    ```
diff --git a/docs/static/cover_sheet.png b/docs/static/cover_sheet.png
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From a6eeed75b0a9f2cb8a19d73b5f0b998586a972d1 Mon Sep 17 00:00:00 2001
From: Luke Davies <117165341+ldavies99@users.noreply.github.com>
Date: Mon, 27 Oct 2025 16:42:15 +0000
Subject: [PATCH 49/75] Remove warnings (#332)

---
 gptables/core/wrappers.py | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index c2cb5cc8..007bf267 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -504,7 +504,7 @@ def _write_table_elements(self, pos, gptable, auto_width):
 
         # Create formats array
         # pandas.DataFrame did NOT want to hold dictionaries, so be wary
-        formats = pd.DataFrame().reindex_like(data)
+        formats = pd.DataFrame().reindex_like(data).astype(object)
         dict_row = [{} for n in range(formats.shape[1])]
         for row in range(formats.shape[0]):
             dict_row = [{} for n in range(formats.shape[1])]
@@ -564,10 +564,11 @@ def _apply_column_alignments(self, data_table, formats_table, index_columns):
         # look for shorthand notation, usually a few letters in square brackets
         # will also find note markers eg [Note 1]
         # Using np.nan instead on None for backwards compatibility with pandas <=1.4
-        data_table_copy = data_table.replace(
-            regex=r"\[[\w\s]+\]",
-            value=np.nan,
-        )
+        with pd.option_context("future.no_silent_downcasting", True):
+            data_table_copy = data_table.replace(
+                regex=r"\[[\w\s]+\]",
+                value=np.nan,
+            ).infer_objects(copy=False)
 
         data_table_copy = data_table_copy.convert_dtypes()
 

From ff16ce89e0a153bb50f715ccd7b1d449b5d2edc5 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 28 Oct 2025 08:48:12 +0000
Subject: [PATCH 50/75] run precommit hooks

---
 docs/getting_started/tutorial.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/getting_started/tutorial.md b/docs/getting_started/tutorial.md
index baa8c79c..b1aba3af 100644
--- a/docs/getting_started/tutorial.md
+++ b/docs/getting_started/tutorial.md
@@ -216,7 +216,7 @@ if __name__ == "__main__":
 
 This example uses the [Starting out](tutorial.md#starting-out) example above, and adds a cover sheet to the workbook.
 
-Cover sheets can be used to provide information that is general to all tables in a workbook. See the [Analysis Function Guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/#section-11) for more information about what to include in a cover sheet, and how to make sure it is accessible. 
+Cover sheets can be used to provide information that is general to all tables in a workbook. See the [Analysis Function Guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/#section-11) for more information about what to include in a cover sheet, and how to make sure it is accessible.
 
 Note: Cover sheets are added as the first sheet in the workbook when written by `gptables`. This is important when applying additional formatting to other worksheets by their index in the workbook.
 
@@ -280,7 +280,7 @@ gpt.write_workbook(
     cover_sheet=penguins_cover,
     contentsheet_options={"additional_elements": ["subtitles", "scope"]},
 )
-``` 
+```
 The resulting cover sheet is shown below.
 
 ![](../static/cover_sheet.png)

From f1b0ac2d911077458a9b71d3384b1e4b13a5e4cd Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 28 Oct 2025 13:09:56 +0000
Subject: [PATCH 51/75] add basic example, template cover section

---
 docs/how_to/custom_theme.md              | 169 ++++++++++-------------
 docs/static/howto_theme_basic.png        | Bin 0 -> 271398 bytes
 gptables/examples/how_to_theme_basic.py  |  29 ++++
 gptables/examples/penguins_theme.py      |  57 --------
 gptables/themes/example_theme_basic.yaml |  19 +++
 gptables/themes/penguins_test_theme.yaml |  50 -------
 mkdocs.yml                               |   1 +
 7 files changed, 124 insertions(+), 201 deletions(-)
 create mode 100644 docs/static/howto_theme_basic.png
 create mode 100644 gptables/examples/how_to_theme_basic.py
 delete mode 100644 gptables/examples/penguins_theme.py
 create mode 100644 gptables/themes/example_theme_basic.yaml
 delete mode 100644 gptables/themes/penguins_test_theme.yaml

diff --git a/docs/how_to/custom_theme.md b/docs/how_to/custom_theme.md
index 00930b57..c2418c24 100644
--- a/docs/how_to/custom_theme.md
+++ b/docs/how_to/custom_theme.md
@@ -1,117 +1,98 @@
-## Penguins - Custom Theme Example
+# Custom themes with `gptables`
 
-This example demonstrates how to use a custom theme in the production of a workbook.
+It might be necessary to diverge from the `gptables` defaults, for example for organisational
+needs or user requirements. Where this is required regularly or across multiple teams, it can
+be helpful for reproducibility and code readability to create a custom theme as opposed to supplying 
+an `additional_formatting` argument to `GPTable`.
 
-Summary statistics from the penguins dataset are used to build a `gptables.GPTable`
-object. Elements of metadata are provided to the corresponding parameters of the class.
-Where you wish to provide no metadata in required parameters, use `None`.
+!!! warning "Consider accessibility implications from custom themes"
+    Using custom themes changes the `gptables` defaults, which can introduce accessibility issues.
+    Refer to the Releasing statistics in spreadsheets [guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) and consider user needs
+    regarding accessiblity before adjusting the formatting.
 
-The theme parameter must take either a directory or a yaml file in the `gptables.write_workbook` function.
-The yaml file used in this example can be found in the themes folder as ‘’penguins_test_theme.yaml’’.
+The code to reproduce these sheets can be found in the examples folder.
 
-```python
+## Using custom themes
 
-import pandas as pd
+The theme parameter in `gptables.write_workbook()` can be either a folder or a .yaml file.
 
-import gptables as gpt
+A .yaml can reformat settings across the whole workbook from global settings, as well as
+specified elements of the sheet. A basic example is shown below:
 
-# Read data
-parent_dir = Path(__file__).parents[1]
+```yaml
+global:
+    font_size: 13
+    font_name: Arial
+    font_color: '#AD0000'
 
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+title:
+    font_size: 20
 
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+subtitle:
+    font_size: 16
 
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
+data:
+    text_wrap: 1
 
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-}
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+description_order:
+    - instructions
+    - source
+    - legend
+    - scope
+```
 
-penguins_sheets = {"Penguins": penguins_table}
+The path to the file or folder is supplied to the theme argument of `gptables.write_workbook()`
+inside of `gptables.Theme()`:
 
-# Use write_workbook to win!
-# Simply pass the filepath of the yaml file containing your theme to the GPTables Theme class and then to write_workbook
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
-    theme_path = str(Path(__file__).parent.parent / "themes/penguins_test_theme.yaml")
-    gpt.write_workbook(
+```python
+    gptables.write_workbook(
         filename=output_path,
-        sheets=penguins_sheets,
-        theme=gpt.Theme(theme_path),
+        sheets=sheets,
+        theme=gptables.Theme(theme_path),
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
     )
-    print("Output written at: ", output_path)
 ```
 
-```python
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-    "index_columns": {
-        2: 0
-    },  # The level 2 index from our Pandas dataframe is put in the first (zeroth with Python indexing) column of the spreadsheet
-}
-
-# Define our GPTable
-penguins_table = gpt.GPTable(
-    table=penguins_data, table_name="penguins_statistics", **kwargs
-)
-
-penguins_sheets = {"Penguins": penguins_table}
-
-penguins_cover = gpt.Cover(
-    cover_label="Cover",
-    title="A Workbook containing two copies of the data",
-    intro=["This is some introductory information", "And some more"],
-    about=["Even more info about my data", "And a little more"],
-    contact=[
-        "John Doe",
-        "Tel: 345345345",
-        "Email: [john.doe@snailmail.com](mailto:john.doe@snailmail.com)",
-    ],
-)
-
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
+This is shown to have changed text colours and sizes as compared to the `gptables` defaults:
+
+![](../static/howto_theme_basic.png)
+
+This is combined into an extendible code block below.
+
+??? note "Basic usage of custom themes"
+    ```python
+    from pathlib import Path
+    import pandas as pd
+    import gptables as gpt
+
+    penguins_data = pd.read_csv("penguins.csv")
+
+    penguins_table = gpt.GPTable(
+        table=penguins_data,
+        table_name="penguins_statistics",
+        title="The Palmer Penguins Dataset",
+        subtitles=["This is the first subtitle",
+                   "This is another subtitle"],
+        scope="Penguins",
+        source="Palmer Station, Antarctica",
+    )
+
+    penguins_sheets = {"Penguins": penguins_table}
+
     gpt.write_workbook(
-        filename=output_path,
+        filename="gptables_theme_basic.xlsx",
         sheets=penguins_sheets,
-        cover=penguins_cover,
+        theme=gpt.Theme(example_theme_basic.yaml),
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
     )
-    print("Output written at: ", output_path)
+    ```
+
+Theme files can also be used to modify elements such as the coversheet, x, and y. The precedence
+of formatting be specified with <>.
+
+```yaml
 ```
 
-<a id="module-gptables.examples.penguins_notes"></a>
+This is shown to have <>, and is combined in an extendible code block below.
+
+![](<path_to_comparison_of_cover>)
\ No newline at end of file
diff --git a/docs/static/howto_theme_basic.png b/docs/static/howto_theme_basic.png
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diff --git a/gptables/examples/how_to_theme_basic.py b/gptables/examples/how_to_theme_basic.py
new file mode 100644
index 00000000..2d94d136
--- /dev/null
+++ b/gptables/examples/how_to_theme_basic.py
@@ -0,0 +1,29 @@
+from pathlib import Path
+import pandas as pd
+import gptables as gpt
+
+parent_dir = Path(__file__).parents[1]
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+penguins_table = gpt.GPTable(
+    table=penguins_data,
+    table_name="penguins_statistics",
+    title="The Palmer Penguins Dataset",
+    subtitles=["This is the first subtitle",
+               "This is another subtitle"],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+if __name__ == "__main__":
+    output_path = parent_dir / "gptables_theme_basic.xlsx"
+    theme_path = str(Path(__file__).parent.parent / "themes/example_theme_basic.yaml")
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        theme=gpt.Theme(theme_path),
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_theme.py b/gptables/examples/penguins_theme.py
deleted file mode 100644
index 4c0689a4..00000000
--- a/gptables/examples/penguins_theme.py
+++ /dev/null
@@ -1,57 +0,0 @@
-"""
-Penguins - Theme Example
-----------------------
-
-This example demonstrates how to use a custom theme in the production of a workbook.
-
-Summary statistics from the penguins dataset are used to build a ``gptables.GPTable``
-object. Elements of metadata are provided to the corresponding parameters of the class.
-Where you wish to provide no metadata in required parameters, use ``None``.
-
-The theme parameter must take either a directory or a yaml file in the ``gptables.write_workbook`` function.
-The yaml file used in this example can be found in the themes folder as ''penguins_test_theme.yaml''.
-"""
-
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-}
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
-
-penguins_sheets = {"Penguins": penguins_table}
-
-# Use write_workbook to win!
-# Simply pass the filepath of the yaml file containing your theme to the GPTables Theme class and then to write_workbook
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
-    theme_path = str(Path(__file__).parent.parent / "themes/penguins_test_theme.yaml")
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets,
-        theme=gpt.Theme(theme_path),
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
-    )
-    print("Output written at: ", output_path)
diff --git a/gptables/themes/example_theme_basic.yaml b/gptables/themes/example_theme_basic.yaml
new file mode 100644
index 00000000..ccbcd540
--- /dev/null
+++ b/gptables/themes/example_theme_basic.yaml
@@ -0,0 +1,19 @@
+global:
+    font_size: 13
+    font_name: Arial
+    font_color: '#AD0000'
+
+title:
+    font_size: 20
+
+subtitle:
+    font_size: 16
+
+data:
+    text_wrap: 1
+
+description_order:
+    - instructions
+    - source
+    - legend
+    - scope
\ No newline at end of file
diff --git a/gptables/themes/penguins_test_theme.yaml b/gptables/themes/penguins_test_theme.yaml
deleted file mode 100644
index 40126b76..00000000
--- a/gptables/themes/penguins_test_theme.yaml
+++ /dev/null
@@ -1,50 +0,0 @@
-global:
-    font_size: 12
-    font_name: Arial
-    font_color: 'automatic'
-
-cover_title:
-    font_size: 17
-
-cover_subtitle:
-    font_size: 15
-
-cover_text:
-
-title:
-    font_size: 16
-
-subtitle:
-    font_size: 15
-
-instructions:
-
-scope:
-
-column_heading:
-    bottom: 1
-    text_wrap: 1
-
-index_1:
-    text_wrap: 1
-
-index_2:
-    text_wrap: 1
-
-index_3:
-    text_wrap: 1
-
-data:
-    text_wrap: 1
-
-source:
-    font_size: 12
-
-legend:
-    font_size: 12
-
-description_order:
-    - instructions
-    - source
-    - legend
-    - scope
diff --git a/mkdocs.yml b/mkdocs.yml
index fcb85656..ea1d73f8 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -53,3 +53,4 @@ markdown_extensions:
    toc_depth: 1-2
 - pymdownx.details
 - pymdownx.superfences
+- admonition
\ No newline at end of file

From 32e19696303fdff1e2b936d7c1c79dafbad5964d Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 28 Oct 2025 13:40:00 +0000
Subject: [PATCH 52/75] add cover sheet example, run hooks

---
 docs/how_to/custom_theme.md              |  33 +++++++++++---
 docs/static/howto_theme_basic.png        | Bin 271398 -> 272863 bytes
 docs/static/howto_theme_cover.png        | Bin 0 -> 361073 bytes
 gptables/examples/how_to_theme_basic.py  |   5 ++-
 gptables/examples/how_to_theme_cover.py  |  53 +++++++++++++++++++++++
 gptables/themes/example_theme_basic.yaml |   2 +-
 gptables/themes/example_theme_cover.yaml |  19 ++++++++
 mkdocs.yml                               |   2 +-
 8 files changed, 104 insertions(+), 10 deletions(-)
 create mode 100644 docs/static/howto_theme_cover.png
 create mode 100644 gptables/examples/how_to_theme_cover.py
 create mode 100644 gptables/themes/example_theme_cover.yaml

diff --git a/docs/how_to/custom_theme.md b/docs/how_to/custom_theme.md
index c2418c24..8634ed83 100644
--- a/docs/how_to/custom_theme.md
+++ b/docs/how_to/custom_theme.md
@@ -2,7 +2,7 @@
 
 It might be necessary to diverge from the `gptables` defaults, for example for organisational
 needs or user requirements. Where this is required regularly or across multiple teams, it can
-be helpful for reproducibility and code readability to create a custom theme as opposed to supplying 
+be helpful for reproducibility and code readability to create a custom theme as opposed to supplying
 an `additional_formatting` argument to `GPTable`.
 
 !!! warning "Consider accessibility implications from custom themes"
@@ -17,7 +17,8 @@ The code to reproduce these sheets can be found in the examples folder.
 The theme parameter in `gptables.write_workbook()` can be either a folder or a .yaml file.
 
 A .yaml can reformat settings across the whole workbook from global settings, as well as
-specified elements of the sheet. A basic example is shown below:
+specified elements of the sheet. A basic example is shown below, where the order in which elements
+appear on the datasheet is supplied under `description_order`.
 
 ```yaml
 global:
@@ -87,12 +88,32 @@ This is combined into an extendible code block below.
     )
     ```
 
-Theme files can also be used to modify elements such as the coversheet, x, and y. The precedence
-of formatting be specified with <>.
+Theme files can also be used to modify specific elements, such as the titles and subtitles
+on the cover:
 
 ```yaml
+global:
+    font_size: 13
+    font_name: Arial
+    font_color: '#AD0000'
+
+cover_title:
+    font_size: 20
+
+cover_subtitle:
+    font_size: 18
+
+data:
+    text_wrap: 1
+
+description_order:
+    - instructions
+    - source
+    - legend
+    - scope
 ```
 
-This is shown to have <>, and is combined in an extendible code block below.
+This is shown to have formatted the sizes of the cover elements, with the global settings
+dictating the other font sizes and colour throughout the workbook.
 
-![](<path_to_comparison_of_cover>)
\ No newline at end of file
+![](../static/howto_theme_cover.png)
diff --git a/docs/static/howto_theme_basic.png b/docs/static/howto_theme_basic.png
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HcmV?d00001

diff --git a/gptables/examples/how_to_theme_basic.py b/gptables/examples/how_to_theme_basic.py
index 2d94d136..b48f516c 100644
--- a/gptables/examples/how_to_theme_basic.py
+++ b/gptables/examples/how_to_theme_basic.py
@@ -1,5 +1,7 @@
 from pathlib import Path
+
 import pandas as pd
+
 import gptables as gpt
 
 parent_dir = Path(__file__).parents[1]
@@ -9,8 +11,7 @@
     table=penguins_data,
     table_name="penguins_statistics",
     title="The Palmer Penguins Dataset",
-    subtitles=["This is the first subtitle",
-               "This is another subtitle"],
+    subtitles=["This is the first subtitle", "This is another subtitle"],
     scope="Penguins",
     source="Palmer Station, Antarctica",
 )
diff --git a/gptables/examples/how_to_theme_cover.py b/gptables/examples/how_to_theme_cover.py
new file mode 100644
index 00000000..6564c260
--- /dev/null
+++ b/gptables/examples/how_to_theme_cover.py
@@ -0,0 +1,53 @@
+from pathlib import Path
+import pandas as pd
+import gptables as gpt
+
+parent_dir = Path(__file__).parents[1]
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+penguins_table = gpt.GPTable(
+    table = penguins_data,
+    table_name = "penguins_statistics",
+    title = "The Palmer Penguins Dataset",
+    subtitles = ["This is the first subtitle",
+                "This is another subtitle"],
+    scope = "Penguins",
+    source = "Palmer Station, Antarctica",
+)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+penguins_cover = gpt.Cover(
+    cover_label = "Cover",
+    title = "Palmer Penguins Dataset",
+    intro=[
+        "This spreadsheet contains a table of data obtained from the palmerpenguins package",
+        "This is intended to be a simple example of how to use the gptables package to create a spreadsheet with a cover sheet and data sheets.",
+    ],
+    about=[
+        "Additional information about your publication can go here",
+        [{"bold": True}, "Publication dates"],
+        "Date published: 01 January 2025.",
+        "Next release: 01 January 2026.",
+        [{"bold": True}, "Methodology notes"],
+        "Information on methodology can be useful to users of your data",
+        [{"bold": True}, "Notes, blank cells and units"],
+        "Some cells in the tables refer to notes which can be found in the notes worksheet. Note markers are presented in square brackets, for example: [note 1].",
+        "Blank cells indicate no data. An explanation of why there is no data is given in the notes worksheet, see the column headings for which notes you should refer to.",
+        "Some column headings give units, when this is the case the units are presented in round brackets to differentiate them from note markers.",
+    ],
+    contact=[
+        "Tel: 01234 567890",
+        "Email: [example@email.address](mailto: example@email.address)",
+    ],
+)
+
+if __name__ == "__main__":
+    output_path = parent_dir / "gptables_theme_cover.xlsx"
+    theme_path = str(Path(__file__).parent.parent / "themes/example_theme_cover.yaml")
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        theme=gpt.Theme(theme_path),
+        cover=penguins_cover,
+)
\ No newline at end of file
diff --git a/gptables/themes/example_theme_basic.yaml b/gptables/themes/example_theme_basic.yaml
index ccbcd540..474a7a3b 100644
--- a/gptables/themes/example_theme_basic.yaml
+++ b/gptables/themes/example_theme_basic.yaml
@@ -16,4 +16,4 @@ description_order:
     - instructions
     - source
     - legend
-    - scope
\ No newline at end of file
+    - scope
diff --git a/gptables/themes/example_theme_cover.yaml b/gptables/themes/example_theme_cover.yaml
new file mode 100644
index 00000000..251ef377
--- /dev/null
+++ b/gptables/themes/example_theme_cover.yaml
@@ -0,0 +1,19 @@
+global:
+    font_size: 13
+    font_name: Arial
+    font_color: '#AD0000'
+
+cover_title:
+    font_size: 20
+
+cover_subtitle:
+    font_size: 18
+
+data:
+    text_wrap: 1
+
+description_order:
+    - instructions
+    - source
+    - legend
+    - scope
\ No newline at end of file
diff --git a/mkdocs.yml b/mkdocs.yml
index ea1d73f8..51d602f9 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -53,4 +53,4 @@ markdown_extensions:
    toc_depth: 1-2
 - pymdownx.details
 - pymdownx.superfences
-- admonition
\ No newline at end of file
+- admonition

From 040dea2c5cac231c8341802fb14c8b9694e1c844 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 28 Oct 2025 13:44:35 +0000
Subject: [PATCH 53/75] run hooks

---
 gptables/examples/how_to_theme_cover.py  | 21 +++++++++++----------
 gptables/themes/example_theme_cover.yaml |  2 +-
 2 files changed, 12 insertions(+), 11 deletions(-)

diff --git a/gptables/examples/how_to_theme_cover.py b/gptables/examples/how_to_theme_cover.py
index 6564c260..552ba06f 100644
--- a/gptables/examples/how_to_theme_cover.py
+++ b/gptables/examples/how_to_theme_cover.py
@@ -1,25 +1,26 @@
 from pathlib import Path
+
 import pandas as pd
+
 import gptables as gpt
 
 parent_dir = Path(__file__).parents[1]
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
 penguins_table = gpt.GPTable(
-    table = penguins_data,
-    table_name = "penguins_statistics",
-    title = "The Palmer Penguins Dataset",
-    subtitles = ["This is the first subtitle",
-                "This is another subtitle"],
-    scope = "Penguins",
-    source = "Palmer Station, Antarctica",
+    table=penguins_data,
+    table_name="penguins_statistics",
+    title="The Palmer Penguins Dataset",
+    subtitles=["This is the first subtitle", "This is another subtitle"],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
 )
 
 penguins_sheets = {"Penguins": penguins_table}
 
 penguins_cover = gpt.Cover(
-    cover_label = "Cover",
-    title = "Palmer Penguins Dataset",
+    cover_label="Cover",
+    title="Palmer Penguins Dataset",
     intro=[
         "This spreadsheet contains a table of data obtained from the palmerpenguins package",
         "This is intended to be a simple example of how to use the gptables package to create a spreadsheet with a cover sheet and data sheets.",
@@ -50,4 +51,4 @@
         sheets=penguins_sheets,
         theme=gpt.Theme(theme_path),
         cover=penguins_cover,
-)
\ No newline at end of file
+    )
diff --git a/gptables/themes/example_theme_cover.yaml b/gptables/themes/example_theme_cover.yaml
index 251ef377..b02822a1 100644
--- a/gptables/themes/example_theme_cover.yaml
+++ b/gptables/themes/example_theme_cover.yaml
@@ -16,4 +16,4 @@ description_order:
     - instructions
     - source
     - legend
-    - scope
\ No newline at end of file
+    - scope

From fe29b5bf714072ff244214289ce9c989f48304aa Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Wed, 29 Oct 2025 08:18:27 +0000
Subject: [PATCH 54/75] 308 add formatting how-to (#333)

* restructure how-to example, add picture, rename example

* pre-commit hooks

* add note about competing formatting
---
 docs/how_to/additional_formatting.md          | 236 ++++++++++++------
 docs/static/additional_formatting.png         | Bin 0 -> 283532 bytes
 .../examples/howto_additional_formatting.py   |  53 ++++
 .../penguins_additional_formatting.py         | 113 ---------
 mkdocs.yml                                    |   1 +
 5 files changed, 215 insertions(+), 188 deletions(-)
 create mode 100644 docs/static/additional_formatting.png
 create mode 100644 gptables/examples/howto_additional_formatting.py
 delete mode 100644 gptables/examples/penguins_additional_formatting.py

diff --git a/docs/how_to/additional_formatting.md b/docs/how_to/additional_formatting.md
index ae564760..2c51aa1d 100644
--- a/docs/how_to/additional_formatting.md
+++ b/docs/how_to/additional_formatting.md
@@ -1,112 +1,198 @@
-## Penguins - Additional Formatting Example
+# Add additional formatting
+There may be specific user needs or organisational reasons calling for
+formatting other than the `gptables` defaults. A wide range of options are possible
+with the `gptable.GPTable(..., additional_formatting = ...)` parameter. See the [XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#the-format-class) for the full options.
 
-This example demonstrates additional formatting that is not supported in
-the `gptable.Theme`.
+!!! warning "Consider accessibility implications to formatting changes"
+    Additional formatting changes the `gptables` defaults, which can introduce accessibility issues.
+    Refer to the Releasing statistics in spreadsheets [guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) and consider user needs
+    regarding accessiblity before adjusting the formatting.
 
-Specific columns, rows and cells of the table elements (indexes, column headings and data)
-can be formatted using the `gptable.GPTable(..., additional_formatting = ...)` parameter.
-This parameter takes a list of dictionaries, allowing you to select as many rows, columns
-or cells as you like.
+## Using `additional_formatting`
 
-As with all formatting, supported arguments are desribed in the
-[XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties).
+The `gptable.GPTable(..., additional_formatting = ...)` parameter allows for specifying
+columns, rows, and/or cells and the corresponding formatting changes to make.
 
-Any formatting not possible through this means can be achieved using
-`XlsxWriter` [Workbook](https://xlsxwriter.readthedocs.io/workbook.html)
-and [Worksheet](https://xlsxwriter.readthedocs.io/worksheet.html) functionality.
-A `gptable.GPWorkbook` object is returned when using the
-`gptables.produce_workbook` API function.
-The `GPWorkbook.worksheets()` function returns a list of `GPWorksheet` objects,
-which can also be modified.
+!!! warning "Formatting conflicts"
+    There are some conflicts between additional formatting options, for example wrapping
+    and shrinking text. Outputs should be reviewed for correctness.
 
-```python
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data and arrange
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+Columns can be referenced by name or number. Rows may only be referenced by number, with `-1`
+corresponding to the last row. Column and row numbers include indexes and column headings.
+Cell formatting takes highest precedence, followed by row formatting, and finally column formatting.
 
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
+The option of what to format is specified, followed by the specific columns, rows, or cells,
+and then the formatting changes. To change the properties of columns called Species and Island
+to be center-aligned and italic, for example:
 
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "Penguins"
-
-# Individual words/phrases can have formatting applied without the use of the additional_formatting argument
-penguins_subtitles = [
-    "The first subtitle",
-    [{"bold": True}, "Just", " another subtitle"],
+```python
+sample_additional_formatting = [
+    {
+        "column": {
+            "columns": ["Species", "Island"],
+            "format": {
+                "align": "center",
+                "italic": True,
+            },
+        }
+    }
 ]
-penguins_units = {key: "mm" for key in range(2, 5)}
-penguins_scope = "Penguins"
+```
 
-# Define additional formatting
-# Columns can be referenced by name or number
-# Rows may only be referenced by number
-# Column and row numbers refer to the table elements, including indexes and column headings
+Multiple selections of columns, rows, and cells can be made in a single `additional_formatting` list.
+
+```python
 penguins_additional_formatting = [
     {
         "column": {
-            "columns": ["Species", "Island"],  # str, int or list of either
+            "columns": ["Species", "Island"],
             "format": {
                 "align": "center",
                 "italic": True,
-            },  # The "Species" and "Island" columns are centre-aligned and made italic
+            },
         }
     },
     {
         "column": {"columns": [3], "format": {"left": 1}}
-    },  # Gives the fourth column a left border
+    },
     {
         "row": {
-            "rows": -1,  # Numbers only, but can refer to last row using -1
+            "rows": -1,
             "format": {
                 "bottom": 1,
                 "indent": 2,
-            },  # Give the last row a border at the bottom of each cell and indents two levels
+            },
         }
     },
 ]
+```
 
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "units": penguins_units,
-    "scope": penguins_scope,
-    "source": None,
-    "additional_formatting": penguins_additional_formatting,
-}
+This is combined with a basic example below in an extendable tab. The result is
+italicisation of two columns, left bordering on the 4th column, and indentation in the final row.
+
+??? "Using additional formatting"
+    ```python
+    from pathlib import Path
+    import pandas as pd
+    import gptables as gpt
+
+    penguins_data = pd.read_csv("spenguins.csv")
+
+    penguins_additional_formatting = [
+        {
+            "column": {
+                "columns": ["Species", "Island"],
+                "format": {
+                    "align": "center",
+                    "italic": True,
+                },
+            }
+        },
+        {
+            "column": {"columns": [3], "format": {"left": 1}}
+        },
+        {
+            "row": {
+                "rows": -1,
+                "format": {
+                    "bottom": 1,
+                    "indent": 2,
+                },
+            }
+        },
+    ]
+
+    penguins_table = gpt.GPTable(
+        table = penguins_data,
+        table_name = "penguins_statistics",
+        title = "The Palmer Penguins Dataset",
+        subtitles = ["This is the first subtitle",
+                    "This is another subtitle"],
+        scope = "Penguins",
+        source = "Palmer Station, Antarctica",
+        additional_formatting = penguins_additional_formatting,
+    )
+
+    penguins_sheets = {"Penguins": penguins_table}
+
+    wb = gpt.produce_workbook(
+        filename="gptables_additional_formatting_example.xlsx",
+        sheets=penguins_sheets
+    )
+    wb.close()
+    ```
 
-# Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+![](../static/additional_formatting.png)
 
-# Use produce workbook to return GPWorkbook
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_additional_formatting_gptable.xlsx"
-    wb = gpt.produce_workbook(filename=output_path, sheets={"Penguins": penguins_table})
+## Formatting text
 
-    # Carry out additional modifications on the GPWorkbook or GPWorksheets
-    # This supports all `XlsxWriter` package functionality
-    ws = wb.worksheets()[0]
-    ws.set_row(0, 30)  # Set the height of the first row
+Formatting changes can also be applied to other text in a sheet, such as subtitles, without
+`additional_formatting`:
 
-    # To format cells using the set_row or set_column functions we must use a workbook to create a format object
-    italic_format = wb.add_format({"italic": True})
-    ws.set_column(
-        2, 3, 10, italic_format
-    )  # Sets the width of the third and fourth column and makes them italic
+```python
+formatted_subtitles = [
+    "The first subtitle",
+    [{"bold": True}, "This", " is another subtitle"],
+]
+```
+
+This is combined with a basic example below in an extendable tab.
 
-    # Note that the first two arguments of set_column are the first and last columns (inclusive) you want to format as opposed
-    # to set_row which only affects a single row at a time (the first argument).
+??? "Formatting text"
+    ```python
+    from pathlib import Path
+    import pandas as pd
+    import gptables as gpt
 
-    # Finally use the close method to save the output
+    penguins_data = pd.read_csv("penguins.csv")
 
+    formatted_subtitles = [
+        "The first subtitle",
+        [{"bold": True}, "This", " is another subtitle"],
+    ]
+
+    penguins_table = gpt.GPTable(
+        table = penguins_data,
+        table_name = "penguins_statistics",
+        title = "The Palmer Penguins Dataset",
+        subtitles = formatted_subtitles
+        scope = "Penguins",
+        source = "Palmer Station, Antarctica",
+    )
+
+    penguins_sheets = {"Penguins": penguins_table}
+
+    wb = gpt.produce_workbook(
+        filename="additional_formatting_example.xlsx",
+        sheets=penguins_sheets
+    )
     wb.close()
-    print("Output written at: ", output_path)
+    ```
+
+## Further formatting
+
+`gptables` outputs can also be built on with the [Format](https://xlsxwriter.readthedocs.io/format.html#the-format-class), [Workbook](https://xlsxwriter.readthedocs.io/workbook.html#the-workbook-class)
+and [Worksheet](https://xlsxwriter.readthedocs.io/worksheet.html#the-worksheet-class) classes from
+XlsxWriter.
+
+!!! warning "Competing formatting"
+    Some formatting will only occur where cells do not already have formatting applied,
+    for example in the `gptables` global [theme](https://github.com/ONSdigital/gptables/blob/e0dc2348e8172972ddd6ea2f737cb6047f591780/gptables/themes/gptheme.yaml#L1-L4) settings.
+
+    Consult the XlsxWriter [Worksheet class documentation](https://xlsxwriter.readthedocs.io/worksheet.html#the-worksheet-class) as well as the `gptables` [theme how-to](../how_to/custom_theme.md) for more information.
+
+Worksheet properties can be altered directly, for example setting row height:
+
+```python
+ws = wb.worksheets()[0]
+ws.set_row(0, 30)
+```
+
+Or, by using `Format` objects:
+
+```python
+italic_format = wb.add_format({"italic": True})
+ws.set_column(
+    2, 3, 10, italic_format
+)
 ```
diff --git a/docs/static/additional_formatting.png b/docs/static/additional_formatting.png
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HcmV?d00001

diff --git a/gptables/examples/howto_additional_formatting.py b/gptables/examples/howto_additional_formatting.py
new file mode 100644
index 00000000..866c88f9
--- /dev/null
+++ b/gptables/examples/howto_additional_formatting.py
@@ -0,0 +1,53 @@
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+parent_dir = Path(__file__).parents[1]
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+formatted_subtitles = [
+    "The first subtitle",
+    [{"bold": True}, "This", " is another subtitle"],
+]
+
+sample_additional_formatting = [
+    {
+        "column": {
+            "columns": ["Species", "Island"],
+            "format": {
+                "align": "center",
+                "italic": True,
+            },
+        }
+    },
+    {"column": {"columns": [3], "format": {"left": 1}}},
+    {
+        "row": {
+            "rows": -1,
+            "format": {
+                "bottom": 1,
+                "indent": 2,
+            },
+        }
+    },
+]
+
+penguins_table = gpt.GPTable(
+    table=penguins_data,
+    table_name="penguins_statistics",
+    title="The Palmer Penguins Dataset",
+    subtitles=formatted_subtitles,
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+    additional_formatting=sample_additional_formatting,
+)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+if __name__ == "__main__":
+    output_path = parent_dir / "gptables_additional_formatting.xlsx"
+    wb = gpt.produce_workbook(filename=output_path, sheets=penguins_sheets)
+    wb.close()
+    print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_additional_formatting.py b/gptables/examples/penguins_additional_formatting.py
deleted file mode 100644
index 6f5fc464..00000000
--- a/gptables/examples/penguins_additional_formatting.py
+++ /dev/null
@@ -1,113 +0,0 @@
-"""
-Penguins - Additional Formatting Example
-------------------------------------
-
-This example demonstrates additional formatting that is not supported in
-the ``gptable.Theme``.
-
-Specific columns, rows and cells of the table elements (indexes, column headings and data)
-can be formatted using the ``gptable.GPTable(..., additional_formatting = ...)`` parameter.
-This parameter takes a list of dictionaries, allowing you to select as many rows, columns
-or cells as you like.
-
-As with all formatting, supported arguments are desribed in the
-`XlsxWriter documentation <https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties>`_.
-
-Any formatting not possible through this means can be achieved using
-``XlsxWriter`` `Workbook <https://xlsxwriter.readthedocs.io/workbook.html>`_
-and `Worksheet <https://xlsxwriter.readthedocs.io/worksheet.html>`_ functionality.
-A ``gptable.GPWorkbook`` object is returned when using the
-``gptables.produce_workbook`` API function.
-The ``GPWorkbook.worksheets()`` function returns a list of ``GPWorksheet`` objects,
-which can also be modified.
-"""
-
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data and arrange
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "Penguins"
-
-# Individual words/phrases can have formatting applied without the use of the additional_formatting argument
-penguins_subtitles = [
-    "The first subtitle",
-    [{"bold": True}, "Just", " another subtitle"],
-]
-penguins_units = {key: "mm" for key in range(2, 5)}
-penguins_scope = "Penguins"
-
-# Define additional formatting
-# Columns can be referenced by name or number
-# Rows may only be referenced by number
-# Column and row numbers refer to the table elements, including indexes and column headings
-penguins_additional_formatting = [
-    {
-        "column": {
-            "columns": ["Species", "Island"],  # str, int or list of either
-            "format": {
-                "align": "center",
-                "italic": True,
-            },  # The "Species" and "Island" columns are centre-aligned and made italic
-        }
-    },
-    {
-        "column": {"columns": [3], "format": {"left": 1}}
-    },  # Gives the fourth column a left border
-    {
-        "row": {
-            "rows": -1,  # Numbers only, but can refer to last row using -1
-            "format": {
-                "bottom": 1,
-                "indent": 2,
-            },  # Give the last row a border at the bottom of each cell and indents two levels
-        }
-    },
-]
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "units": penguins_units,
-    "scope": penguins_scope,
-    "source": None,
-    "additional_formatting": penguins_additional_formatting,
-}
-
-# Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
-
-# Use produce workbook to return GPWorkbook
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_additional_formatting_gptable.xlsx"
-    wb = gpt.produce_workbook(filename=output_path, sheets={"Penguins": penguins_table})
-
-    # Carry out additional modifications on the GPWorkbook or GPWorksheets
-    # This supports all `XlsxWriter` package functionality
-    ws = wb.worksheets()[0]
-    ws.set_row(0, 30)  # Set the height of the first row
-
-    # To format cells using the set_row or set_column functions we must use a workbook to create a format object
-    italic_format = wb.add_format({"italic": True})
-    ws.set_column(
-        2, 3, 10, italic_format
-    )  # Sets the width of the third and fourth column and makes them italic
-
-    # Note that the first two arguments of set_column are the first and last columns (inclusive) you want to format as opposed
-    # to set_row which only affects a single row at a time (the first argument).
-
-    # Finally use the close method to save the output
-
-    wb.close()
-    print("Output written at: ", output_path)
diff --git a/mkdocs.yml b/mkdocs.yml
index fcb85656..e1e9719b 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -51,5 +51,6 @@ plugins:
 markdown_extensions:
 - toc:
    toc_depth: 1-2
+- admonition
 - pymdownx.details
 - pymdownx.superfences

From 90931abe5c7b0ad14618a4f12ffc866ad9cb325e Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Wed, 29 Oct 2025 14:33:22 +0000
Subject: [PATCH 55/75] make api reference table page

---
 docs/api/api_reference.md | 11 +++++++++++
 mkdocs.yml                |  1 +
 2 files changed, 12 insertions(+)
 create mode 100644 docs/api/api_reference.md

diff --git a/docs/api/api_reference.md b/docs/api/api_reference.md
new file mode 100644
index 00000000..b0daab1c
--- /dev/null
+++ b/docs/api/api_reference.md
@@ -0,0 +1,11 @@
+# API Reference
+
+| Object                | Description               |
+|-----------------------|---------------------------|
+| `produce_workbook()` | Creates a formatted workbook suitable for further editing. |
+| `write_workbook()` | Creates and Writes out a formatted workbook. |
+| `GPWorkbook` | Wrapper for `XlsxWriter.Workbook` to support further editing after `produce_workbook()` |
+| `GPWorksheet` | Wrapper for `XlsxWriter.Worksheet` to support further editing after `produce_workbook()` |
+| `GPTable` | Stores information about data in a table. |
+| `Cover` | Stores information for the cover sheet of a workbook. |
+| `Theme` | Used to set the formatting of various elements throughout the workbook. |
diff --git a/mkdocs.yml b/mkdocs.yml
index e1e9719b..5f363c3a 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -18,6 +18,7 @@ nav:
     - Add a custom theme: how_to/custom_theme.md
     - Use in R: how_to/in_r.md
   - API:
+    - API reference: api/api_reference.md
     - Functions: api/functions.md
     - Table of contents: api/table_of_contents.md
     - Cover: api/cover.md

From 024d4d079bd41a9d8b7cbc8383d21ae3fffc9bf0 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Thu, 30 Oct 2025 09:05:04 +0000
Subject: [PATCH 56/75] 311 cleanup toc (#336)

* begin toc example

* add table of contents customisation example, delete api page

* run hooks

* fix typo
---
 docs/api/table_of_contents.md                 |  17 ------
 docs/getting_started/tutorial.md              |  56 +++++++++++++++++-
 .../table_of_contents_additional_elements.png | Bin 0 -> 81127 bytes
 .../table_of_contents_customisation.png       | Bin 0 -> 84010 bytes
 docs/static/table_of_contents_default.png     | Bin 0 -> 61918 bytes
 5 files changed, 53 insertions(+), 20 deletions(-)
 delete mode 100644 docs/api/table_of_contents.md
 create mode 100644 docs/static/table_of_contents_additional_elements.png
 create mode 100644 docs/static/table_of_contents_customisation.png
 create mode 100644 docs/static/table_of_contents_default.png

diff --git a/docs/api/table_of_contents.md b/docs/api/table_of_contents.md
deleted file mode 100644
index f1f596b7..00000000
--- a/docs/api/table_of_contents.md
+++ /dev/null
@@ -1,17 +0,0 @@
-## Table of contents
-
-By default, the API functions will add a table of contents sheet to your
-Excel workbook. This will contain a single table with two columns. The first
-column will contain the worksheet label and link for each worksheet in the
-workbook. The second column will contain a description of the sheet contents.
-By default, this is the title of the `GPTable` in that sheet. This
-description can be customised by passing additional elements from the
-`GPTable` into the `contentsheet_options` parameter. This parameter also
-allows for customisation of the table of contents `title`, `subtitles`,
-`table_name`, `instructions` and `column_names`.
-
-To customise the worksheet label, pass the new label into the
-`contentsheet_label` parameter. This table of contents functionality can be
-disabled by setting this parameter to `False`.
-
-See this in practice in the [Tutorial](../getting_started/tutorial.md#cover-page-example).
diff --git a/docs/getting_started/tutorial.md b/docs/getting_started/tutorial.md
index b1aba3af..93b1797e 100644
--- a/docs/getting_started/tutorial.md
+++ b/docs/getting_started/tutorial.md
@@ -83,9 +83,8 @@ gpt.write_workbook(
 )
 ```
 
-The result with a subset of the data is shown below, where `gptables` has created a Table
-of contents and a sheet with the Penguins dataset. The sheet shows the specified title and
-subtitles presented in a minimal style in text with a legible font and size.
+`gptables` creates a table of contents, with worksheet labels linking to the worksheets, and a description of their contents. There is a sheet with the dataset, and it presents the
+specified details in a minimal style with text of a legible font and size.
 
 ![](../static/getting_started_before_and_after.png)
 
@@ -118,6 +117,57 @@ The code is combined below in an extendable tab.
     )
     ```
 
+### Table of contents
+
+The description column in the table of contents can be customised by passing additional
+elements from the `GPTable` into the `contentsheet_options` parameter
+of `gptables.write_workbook()`.
+
+`contentsheet_options` can take `additional_elements`, such as `'subtitles'`, `'scope'`,
+`'source'`, or `'instructions'` to give more information about individual sheets within
+the workbook:
+
+```python
+    penguins_table = gpt.GPTable(
+        ...
+        instructions="This workbook contains a single sheet. The name is a link to it."
+        subtitles=["This is the first subtitle", "This is another subtitle"],
+        scope="Penguins",
+        source="Palmer Station, Antarctica",
+        ...
+    )
+
+    ...
+
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        contentsheet_options={"additional_elements": ["instructions", "subtitles", "scope", "source"]},
+    )
+```
+
+![](../static/table_of_contents_additional_elements.png)
+
+`contentsheet_options` also allows for customisation of the table of contents `title`, `subtitles`,
+`table_name`, `instructions` and `column_names`. For example:
+
+```python
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        contentsheet_options={"title": "A title for the table of contents",
+                                "subtitles": ["A subtitle for the table of contents"],
+                                "additional_elements": ["subtitles", "scope"]},
+    )
+```
+
+![](../static/table_of_contents_customisation.png)
+
+Set `contentsheet_label = None` inside `gptables.write_workbook()` to disable creating
+a table of contents.
+
+More information can be found in the [function documentation](../api/functions.md#gptables.core.api.write_workbook).
+
 ### Penguins - Notes Example
 
 This example demonstrates how to include notes in a GPTable. Notes cannot
diff --git a/docs/static/table_of_contents_additional_elements.png b/docs/static/table_of_contents_additional_elements.png
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z?`OG2KX7jxgKiLx<~6xPna(j1?gOI-neW!yMw4gf56&$c4ALm3Ql9!7HBYc>cW}4b
zgjo#Dj*3zT;P%VKz7L!>Bl3LiPj+si5Q26vG#$hVYk9}a>?uLfUYJsRPd=HG^8jhF
zf+pSn*p}I`y}f^ac;P<z+aDO*r5pL9zK>r|AZN3_mU-^a(SkgE=jHv|akf1kUZZ^;
z04{v}@`f9!_l5__JBM}E-WJxF%zdc`KFd8~Cn#%S@9p=+t|+V_tvJ&yZfOy+`GTYB
zS1kXCH_-okD=RUvf}u7}C3CNH&DwmMZ$l6YAwr>Q91>%UU#03#uFK!711|y6D3DXH
zlEtPog0Jt?Yiz`*M^R^aek(_A2aoMkoQwyb;+VNU;6FZP)-(Nqkh(%A1hZ(UtK_xS
zq>P*>bi$TI10O;6K*GDF@R1do*XQ&<u5Mcv?;O_JUPzpy%nnY&=2-JrLhL`d5yHh1
zT*kFK1=puHm_K>FMMV`Ce`8&HbNXoTg^IsEimAGGH6RG^QYcI+1d^vzp{D0)in(*^
zMDf&$_KB<y-k3BSo^c{-t4F?FcG-w;fOgFPad#V~6o}`BCgK4bx7nzK46W^fz#Rf|
z+HQOXR5G^a-kjU|O&<-7CdI~ANjL`<YUA{8ubm@vPpI$0QSFFR^(gJFW9vJW9F0B`
zuDS?^0=rkBLJVO%6zz2|E<o_y3!0Ms*V+E*;NP_i3`B>9whvxb{imbvh5mno;!GPP
z{l{(&2lJmf@qgYn{CdTfUw<Cd?fL(QWA8sNFgKELjj_FHUT>f;2@zT0GC^J6{{aq3
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literal 0
HcmV?d00001


From acd29ae145d017ec671d424ab65743aec456d4b9 Mon Sep 17 00:00:00 2001
From: Oman <Sara-Jade.Oman@ons.gov.uk>
Date: Fri, 24 Oct 2025 17:00:23 +0100
Subject: [PATCH 57/75] add type hints to code and updated mkdocstrings config

---
 gptables/core/api.py              |  57 +++++++-------
 gptables/core/cover.py            |   4 +-
 gptables/core/gptable.py          |  93 +++++++++++-----------
 gptables/core/theme.py            |  55 ++++++-------
 gptables/core/wrappers.py         | 125 +++++++++++++++++-------------
 gptables/utils/unpickle_themes.py |   2 +-
 mkdocs.yml                        |   5 ++
 7 files changed, 183 insertions(+), 158 deletions(-)

diff --git a/gptables/core/api.py b/gptables/core/api.py
index 65be3c29..e7bd502c 100644
--- a/gptables/core/api.py
+++ b/gptables/core/api.py
@@ -1,23 +1,24 @@
 import warnings
+import pandas as pd
 from pathlib import Path
-
+from typing import Optional, Dict, Any, Union
 from gptables.core.wrappers import GPWorkbook
 
 
 def produce_workbook(
-    filename,
-    sheets,
-    theme=None,
-    cover=None,
-    contentsheet_label="Contents",
-    contentsheet_options={},
-    notes_table=None,
-    notesheet_label="Notes",
-    notesheet_options={},
-    auto_width=True,
-    gridlines="hide_all",
-    cover_gridlines=False,
-):
+    filename: str,
+    sheets: Dict[str, "GPTable"],
+    theme: Optional["Theme"] = None,
+    cover: Optional["Cover"] = None,
+    contentsheet_label: str = "Contents",
+    contentsheet_options: Optional[Dict[str, Any]] = None,
+    notes_table: Optional[pd.DataFrame] = None,
+    notesheet_label: str = "Notes",
+    notesheet_options:  Optional[Dict[str, Any]] = None,
+    auto_width: Union[bool, Dict[str, bool]] = True,
+    gridlines: str = "hide_all",
+    cover_gridlines: bool = False,
+) -> "GPWorkbook":
     """
     Produces a GPWorkbook, ready to be written to the specified `.xlsx` file
     using the ``.close()`` method.
@@ -119,20 +120,20 @@ def produce_workbook(
 
 
 def write_workbook(
-    filename,
-    sheets,
-    theme=None,
-    cover=None,
-    contentsheet=None,
-    contentsheet_label="Contents",
-    contentsheet_options={},
-    notes_table=None,
-    notesheet_label="Notes",
-    notesheet_options={},
-    auto_width=True,
-    gridlines="hide_all",
-    cover_gridlines=False,
-):
+    filename: str,
+    sheets: Dict[str, "GPTable"],
+    theme: Optional["Theme"] = None,
+    cover: Optional["Cover"] = None,
+    contentsheet: Optional[str] = None,
+    contentsheet_label: str = "Contents",
+    contentsheet_options: Optional[Dict[str, Any]] = None,
+    notes_table: Optional[pd.DataFrame] = None,
+    notesheet_label: str = "Notes",
+    notesheet_options: Optional[Dict[str, Any]] = None,
+    auto_width: Union[bool, Dict[str, bool]] = True,
+    gridlines: str = "hide_all",
+    cover_gridlines: bool = False,
+) -> None:
     """
     Writes a GPWorkbook to the specified `.xlsx` file.
 
diff --git a/gptables/core/cover.py b/gptables/core/cover.py
index 1f24b8a5..00e93967 100644
--- a/gptables/core/cover.py
+++ b/gptables/core/cover.py
@@ -33,7 +33,7 @@ def __init__(
         contact: List = None,
         cover_label: str = "Cover",
         width: int = 85,
-    ):
+    ) -> None:
 
         self.title = title
         self.intro = self._parse_formatting(intro)
@@ -45,7 +45,7 @@ def __init__(
         # TODO: Add input validation (e.g. empty list)
 
     @staticmethod
-    def _parse_formatting(attribute):
+    def _parse_formatting(attribute) -> List:
         """Check attribute for a list. If there is a list then cast the list to a FormatList in attribute.
 
         Parameters
diff --git a/gptables/core/gptable.py b/gptables/core/gptable.py
index 4b0aa431..9c49eab0 100644
--- a/gptables/core/gptable.py
+++ b/gptables/core/gptable.py
@@ -2,7 +2,7 @@
 
 import pandas as pd
 from xlsxwriter.format import Format
-
+from typing import List, Dict, Any, Optional, Union
 
 class GPTable:
     """
@@ -46,19 +46,19 @@ class GPTable:
 
     def __init__(
         self,
-        table,
-        table_name,
-        title,
-        scope=None,
-        source=None,
-        units=None,
-        table_notes=None,
-        subtitles=[],
-        instructions="",
-        legend=[],
-        index_columns={2: 0},
-        additional_formatting=[],
-    ):
+        table: pd.DataFrame,
+        table_name: str,
+        title: str,
+        scope: Optional[str] = None,
+        source: Optional[str] = None,
+        units: Optional[Dict[Any, Any]] = None,
+        table_notes: Optional[Dict[Any, Any]] = None,
+        subtitles: Optional[List[Any]] = None,
+        instructions: str = "",
+        legend: Optional[List[Any]] = None,
+        index_columns: Optional[Dict[int, int]] = None,
+        additional_formatting: Optional[List[Dict[str, Any]]] = None,
+    ) -> None:
 
         # Attributes
         self.title = None
@@ -102,8 +102,12 @@ def __init__(
         self._set_data_range()
 
     def set_table(
-        self, new_table, new_index_columns=None, new_units=None, new_table_notes=None
-    ):
+            self,
+            new_table: pd.DataFrame,
+            new_index_columns: Optional[Dict[int, int]] = None,
+            new_units: Optional[Dict[Any, Any]] = None,
+            new_table_notes: Optional[Dict[Any, Any]] = None,
+    ) -> None:
         """
         Set the `table`, `index_columns`, `units` and `table_notes` attributes. Overwrites
         existing values for these attributes.
@@ -138,7 +142,7 @@ def set_table(
             new_table_notes = self.table_notes
         self.set_table_notes(new_table_notes)
 
-    def set_index_columns(self, new_index_columns):
+    def set_index_columns(self, new_index_columns: Dict[int, int]) -> None:
         """
         Set the `index_columns` attribute. Overwrites any existing values.
         A dict must be supplied. This dict should map index level to a
@@ -184,13 +188,13 @@ def set_index_columns(self, new_index_columns):
             )
             raise ValueError(msg)
 
-    def _valid_column_index(self, column_index):
+    def _valid_column_index(self, column_index: int) -> bool:
         """
         Check if `column_index` is valid, given the `table` shape.
         """
         return column_index in range(self.table.shape[1])
 
-    def _set_column_headings(self):  # TODO: check custom formatting in headers
+    def _set_column_headings(self)-> None:  # TODO: check custom formatting in headers
         """
         Sets the `column_headings` attribute to the set of column indexes that
         are not assigned to `index_columns`.
@@ -198,7 +202,7 @@ def _set_column_headings(self):  # TODO: check custom formatting in headers
         index_cols = set(self.index_columns.values())
         self._column_headings = {x for x in range(self.table.shape[1])} - index_cols
 
-    def _validate_all_column_names_have_text(self):
+    def _validate_all_column_names_have_text(self) -> None:
         """
         Validate that all column names in header row have text.
         """
@@ -212,7 +216,7 @@ def _validate_all_column_names_have_text(self):
                 msg = "Empty column name found in table data - column names must all have text"
                 raise ValueError(msg)
 
-    def _validate_no_duplicate_column_names(self):
+    def _validate_no_duplicate_column_names(self)-> None:
         """
         Validate that there are no duplicate column names in table data.
         """
@@ -220,7 +224,7 @@ def _validate_no_duplicate_column_names(self):
             msg = "Duplicate column names found in table data - column names must be unique"
             raise ValueError(msg)
 
-    def set_table_name(self, new_table_name):
+    def set_table_name(self, new_table_name: str) -> None:
         """
         Set the `table_name` attribute.
         """
@@ -235,7 +239,7 @@ def set_table_name(self, new_table_name):
         else:
             self.table_name = new_table_name
 
-    def set_title(self, new_title):
+    def set_title(self, new_title: Any) -> None:
         """
         Set the `title` attribute.
         """
@@ -246,7 +250,7 @@ def set_title(self, new_title):
 
         self.title = new_title
 
-    def add_subtitle(self, new_subtitle):
+    def add_subtitle(self, new_subtitle: Any) -> None:
         """
         Add a single subtitle to the existing list of `subtitles`.
         """
@@ -257,7 +261,7 @@ def add_subtitle(self, new_subtitle):
 
         self.subtitles.append(new_subtitle)
 
-    def set_subtitles(self, new_subtitles, overwrite=True):
+    def set_subtitles(self, new_subtitles: Optional[List[Any]], overwrite: bool = True) -> None:
         """
         Set a list of subtitles to the `subtitles` attribute. Overwrites
         existing ist of subtitles by default. If `overwrite` is False, new list
@@ -287,7 +291,7 @@ def set_subtitles(self, new_subtitles, overwrite=True):
         else:
             self.subtitles += new_subtitles
 
-    def set_instructions(self, new_instructions):
+    def set_instructions(self, new_instructions: Any) -> None:
         """
         Set `instructions` attribute.
         """
@@ -300,7 +304,7 @@ def set_instructions(self, new_instructions):
         else:
             self.instructions = new_instructions
 
-    def set_scope(self, new_scope):
+    def set_scope(self, new_scope: Any) -> None:
         """
         Set the `scope` attribute.
         """
@@ -315,7 +319,7 @@ def set_scope(self, new_scope):
 
         self.scope = new_scope
 
-    def set_units(self, new_units):  # TODO: custom formatting in units?
+    def set_units(self, new_units: Optional[Dict[Any, Any]]) -> None:  # TODO: custom formatting in units?
         """
         Adds units to column headers.
         Units should be in the format {column: units_text}. Column can be column name or 0-indexed column
@@ -361,7 +365,7 @@ def set_units(self, new_units):  # TODO: custom formatting in units?
 
         self.units = new_units
 
-    def _update_column_names_in_additional_formatting(self, col_names):
+    def _update_column_names_in_additional_formatting(self, col_names: Dict[Any, Any]) -> None:
         """
         Parameters
         ----------
@@ -385,8 +389,7 @@ def _update_column_names_in_additional_formatting(self, col_names):
         self.additional_formatting = formatting_list
 
     def set_table_notes(
-        self, new_table_notes
-    ):  # TODO: custom formatting in column headers?
+        self, new_table_notes: Optional[Dict[Any, Any]]) -> None:  # TODO: custom formatting in column headers?
         """
         Adds note references to column headers.
         `table_notes` should be in the format {column: "$$note_reference$$"}.
@@ -431,7 +434,7 @@ def set_table_notes(
 
         self.table_notes = new_table_notes
 
-    def set_source(self, new_source):
+    def set_source(self, new_source: Any) -> None:
         """
         Set the source attribute to the specified str.
         """
@@ -446,7 +449,7 @@ def set_source(self, new_source):
 
         self.source = new_source
 
-    def add_legend(self, new_legend):
+    def add_legend(self, new_legend: Any) -> None:
         """
         Add a single legend entry to the existing `legend` list.
         """
@@ -457,7 +460,7 @@ def add_legend(self, new_legend):
 
         self.legend.append(new_legend)
 
-    def set_legend(self, new_legend, overwrite=True):
+    def set_legend(self, new_legend: Optional[List[Any]], overwrite: bool = True) -> None:
         """
         Set a list of legend entries to the `legend` attribute. Overwrites
         existing legend entries by default. If overwrite is False, new entries
@@ -481,7 +484,7 @@ def set_legend(self, new_legend, overwrite=True):
         else:
             self.legend += new_legend
 
-    def _set_annotations(self, description_order):
+    def _set_annotations(self, description_order: List[str]) -> None:
         """
         Set a list of note references to the `_annotations` attribute.
         """
@@ -507,7 +510,7 @@ def _set_annotations(self, description_order):
         # remove duplicates from ordered_refs and assign to self._annotations
         self._annotations = list(dict.fromkeys(ordered_refs))
 
-    def _get_references_from_attr(self, data):
+    def _get_references_from_attr(self, data: Any) -> List[str]:
         """
         Finds references in a string or list/dict of strings. Works
         recursively on list elements and dict values. Other types are ignored.
@@ -540,7 +543,7 @@ def _get_references_from_attr(self, data):
         return ordered_refs
 
     # Deprecated as of v1.1.0 - instead use `table_notes` to add references to column headers
-    def _get_references_from_table(self):
+    def _get_references_from_table(self) -> List[str]:
         """
         Get note references in the table column headings and index columns.
         """
@@ -561,7 +564,7 @@ def _get_references_from_table(self):
         return ordered_refs
 
     @staticmethod
-    def _get_references(string):
+    def _get_references(string: str) -> List[str]:
         """
         Given a single string, return occurrences of note references (denoted by
         flanking dollar signs [$$reference$$]).
@@ -583,7 +586,7 @@ def _get_references(string):
 
         return ordered_refs
 
-    def set_additional_formatting(self, new_formatting):
+    def set_additional_formatting(self, new_formatting: List[Dict[str, Any]]) -> None:
         """
         Set a dictionary of additional formatting to be applied to this table.
         """
@@ -603,7 +606,7 @@ def set_additional_formatting(self, new_formatting):
 
         self.additional_formatting = new_formatting
 
-    def _validate_format_labels(self, format_list):
+    def _validate_format_labels(self, format_list: List[Dict[str, Any]]) -> None:
         """
         Validate that format labels are valid property of XlsxWriter Format.
         """
@@ -618,7 +621,7 @@ def _validate_format_labels(self, format_list):
                 msg = f"`{label}` is not a valid XlsxWriter Format property"
                 raise ValueError(msg)
 
-    def _set_data_range(self):
+    def _set_data_range(self) -> None:
         """
         Get the top-left and bottom-right cell reference of the table data.
         """
@@ -647,7 +650,7 @@ def _set_data_range(self):
         ]
 
     @staticmethod
-    def _validate_text(obj, attr):
+    def _validate_text(obj: Any, attr: str) -> None:
         """
         Validate that an object contains valid text elements. These are either
         strings or list of strings and dictionaries.
@@ -680,11 +683,11 @@ class FormatList:
     Dictionaries specify additional formatting to be applied to the following string.
     """
 
-    def __init__(self, list):
-        self.list = list
+    def __init__(self, items: List[Union[str, Dict[str, Any]]]) -> None:
+        self.list = items
         self._set_string_property()
 
-    def _set_string_property(self):
+    def _set_string_property(self) -> None:
         string = ""
         for entry in self.list:
             if isinstance(entry, str):
diff --git a/gptables/core/theme.py b/gptables/core/theme.py
index b5373b56..602b39df 100644
--- a/gptables/core/theme.py
+++ b/gptables/core/theme.py
@@ -2,11 +2,12 @@
 
 import yaml
 from xlsxwriter.format import Format
+from typing import Any, Dict, List, Optional, Callable, Union
 
 
-def validate_single_format(f):
+def validate_single_format(f: Callable) -> Callable:
     @wraps(f)
-    def wrapper(cls, format_dict):
+    def wrapper(cls, format_dict: Dict[str, Any]) -> Any:
         """
         Decorator to validate that input is a dictionary dictionary.
         """
@@ -67,8 +68,8 @@ class Theme:
 
     def __init__(
         self,
-        config=None,
-    ):
+        config: Optional[Union[Dict[str, Any], str]] = None
+    ) -> None:
         """
         Initialise theme object.
 
@@ -117,7 +118,7 @@ def __init__(
             self.apply_config(config)
 
     @staticmethod
-    def _parse_config(config):
+    def _parse_config(config: Union[Dict[str, Any], str]) -> Dict[str, Any]:
         """
         Parse yaml configuration to dictionary.
         """
@@ -135,7 +136,7 @@ def _parse_config(config):
 
         return cfg
 
-    def _validate_config(self, config):
+    def _validate_config(self, config: Dict[str, Any]) -> None:
         """
         Assert that format dictionary lower level keys are valid XlsxWriter
         Format attributes.
@@ -146,14 +147,14 @@ def _validate_config(self, config):
                 for fmt in attr_config.keys():
                     self._validate_format_label(fmt)
 
-    def _validate_format_label(self, format_name):
+    def _validate_format_label(self, format_name: str) -> None:
         """
         Assert that format is a valid XlsxWriter Format attribute.
         """
         if format_name not in self._valid_format_labels:
             raise ValueError(f"`{format_name}` is not a valid format label")
 
-    def apply_config(self, config):
+    def apply_config(self, config: Union[Dict[str, Any], str]) -> None:
         """
         Update multiple Theme attributes using a YAML or dictionary config.
         This enables extension of build in Themes.
@@ -176,7 +177,7 @@ def apply_config(self, config):
             else:
                 raise ValueError(f"`{key}` is not a valid Theme attribute")
 
-    def _update_all_formats(self, global_dict):
+    def _update_all_formats(self, global_dict: Dict[str, Any]) -> None:
         """
         Updates all theme attributes with a global format dictionary.
         """
@@ -185,7 +186,7 @@ def _update_all_formats(self, global_dict):
                 getattr(self, "update_" + attr)(global_dict)
 
     @validate_single_format
-    def update_column_heading_format(self, format_dict):
+    def update_column_heading_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `column_heading_format` attribute. Where keys already exist,
         existing items are replaced.
@@ -193,7 +194,7 @@ def update_column_heading_format(self, format_dict):
         self.column_heading_format.update(format_dict)
 
     @validate_single_format
-    def update_index_1_format(self, format_dict):
+    def update_index_1_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `index_1_format` attribute. Where keys already exist, existing
         items are replaced.
@@ -201,7 +202,7 @@ def update_index_1_format(self, format_dict):
         self.index_1_format.update(format_dict)
 
     @validate_single_format
-    def update_index_2_format(self, format_dict):
+    def update_index_2_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `index_2_format` attribute. Where keys already exist, existing
         items are replaced.
@@ -209,7 +210,7 @@ def update_index_2_format(self, format_dict):
         self.index_2_format.update(format_dict)
 
     @validate_single_format
-    def update_index_3_format(self, format_dict):
+    def update_index_3_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `index_3_format` attribute. Where keys already exist, existing
         items are replaced.
@@ -217,7 +218,7 @@ def update_index_3_format(self, format_dict):
         self.index_3_format.update(format_dict)
 
     @validate_single_format
-    def update_data_format(self, format_dict):
+    def update_data_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `data_format` attribute. Where keys already exist,
         existing items are replaced.
@@ -225,7 +226,7 @@ def update_data_format(self, format_dict):
         self.data_format.update(format_dict)
 
     @validate_single_format
-    def update_cover_title_format(self, format_dict):
+    def update_cover_title_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `cover_title_format` attribute. Where keys already exist, existing
         items are replaced.
@@ -233,7 +234,7 @@ def update_cover_title_format(self, format_dict):
         self.cover_title_format.update(format_dict)
 
     @validate_single_format
-    def update_cover_subtitle_format(self, format_dict):
+    def update_cover_subtitle_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `cover_subtitle_format` attribute. Where keys already exist, existing
         items are replaced.
@@ -241,7 +242,7 @@ def update_cover_subtitle_format(self, format_dict):
         self.cover_subtitle_format.update(format_dict)
 
     @validate_single_format
-    def update_cover_text_format(self, format_dict):
+    def update_cover_text_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `cover_text_format` attribute. Where keys already exist, existing
         items are replaced.
@@ -249,7 +250,7 @@ def update_cover_text_format(self, format_dict):
         self.cover_text_format.update(format_dict)
 
     @validate_single_format
-    def update_title_format(self, format_dict):
+    def update_title_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `title_format` attribute. Where keys already exist, existing
         items are replaced.
@@ -257,7 +258,7 @@ def update_title_format(self, format_dict):
         self.title_format.update(format_dict)
 
     @validate_single_format
-    def update_subtitle_format(self, format_dict):
+    def update_subtitle_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `subtitle_format` attribute. Where keys already exist,
         existing items are replaced.
@@ -265,7 +266,7 @@ def update_subtitle_format(self, format_dict):
         self.subtitle_format.update(format_dict)
 
     @validate_single_format
-    def update_instructions_format(self, format_dict):
+    def update_instructions_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `instructions_format` attribute. Where keys already exist,
         existing items are replaced.
@@ -273,7 +274,7 @@ def update_instructions_format(self, format_dict):
         self.instructions_format.update(format_dict)
 
     @validate_single_format
-    def update_scope_format(self, format_dict):
+    def update_scope_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `scope_format` attribute. Where keys already exist, existing
         items are replaced.
@@ -281,7 +282,7 @@ def update_scope_format(self, format_dict):
         self.scope_format.update(format_dict)
 
     @validate_single_format
-    def update_location_format(self, format_dict):
+    def update_location_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `location_format` attribute. Where keys already exist,
         existing items are replaced.
@@ -289,7 +290,7 @@ def update_location_format(self, format_dict):
         self.location_format.update(format_dict)
 
     @validate_single_format
-    def update_source_format(self, format_dict):
+    def update_source_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `source_format` attribute. Where keys already exist,
         existing items are replaced.
@@ -297,14 +298,14 @@ def update_source_format(self, format_dict):
         self.source_format.update(format_dict)
 
     @validate_single_format
-    def update_legend_format(self, format_dict):
+    def update_legend_format(self, format_dict: Dict[str, Any]) -> None:
         """
         Update the `legend_format` attribute. Where keys already exist,
         existing items are replaced.
         """
         self.legend_format.update(format_dict)
 
-    def update_description_order(self, order_list):
+    def update_description_order(self, order_list: List[str]) -> None:
         """
         Update the `description_order` attribute. Overrides existing order.
         """
@@ -318,7 +319,7 @@ def update_description_order(self, order_list):
             raise ValueError(msg)
         self.description_order = order_list
 
-    def print_attributes(self):
+    def print_attributes(self) -> None:
         """
         Print all current format attributes and values to the console.
         """
@@ -330,7 +331,7 @@ def print_attributes(self):
         for attr in obj_attr:
             print(attr, ":", getattr(self, attr))
 
-    def __eq__(self, other):
+    def __eq__(self, other: object) -> bool:
         """
         Comparison operator, for testing.
         """
diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 007bf267..0ad21494 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -15,6 +15,8 @@
 from .gptable import FormatList, GPTable
 from .theme import Theme
 
+from typing import List, Dict, Optional, Any
+
 
 class GPWorksheet(Worksheet):
     """
@@ -22,7 +24,7 @@ class GPWorksheet(Worksheet):
     a good practice table (GPTable) to a Worksheet.
     """
 
-    def write_cover(self, cover):
+    def write_cover(self, cover: "Cover") -> None:
         """
         Write a cover page to the Worksheet. Uses text from a Cover object and
         details of the Workbook contents.
@@ -57,7 +59,12 @@ def write_cover(self, cover):
 
         self.set_column(0, 0, cover.width)
 
-    def write_gptable(self, gptable, auto_width, reference_order=[]):
+    def write_gptable(
+            self,
+            gptable: "GPTable",
+            auto_width: bool,
+            reference_order: list = [],
+    ) -> None:
         """
         Write data from a GPTable object to the worksheet using the workbook
         Theme object for formatting.
@@ -107,7 +114,11 @@ def write_gptable(self, gptable, auto_width, reference_order=[]):
             auto_width,
         )
 
-    def _reference_annotations(self, gptable, reference_order):
+    def _reference_annotations(
+            self,
+        gptable: "GPTable",
+        reference_order: list,
+    ) -> None:
         """
         Replace note references with numbered references and move to end of element.
         Acts on `title`, `subtitles`, `table` and `notes` attributes of a GPTable.
@@ -142,7 +153,11 @@ def _reference_annotations(self, gptable, reference_order):
             )
         self._reference_table_annotations(gptable, reference_order)
 
-    def _reference_table_annotations(self, gptable, reference_order):
+    def _reference_table_annotations(
+            self,
+            gptable: "GPTable",
+            reference_order: list,
+        ) -> None:
         """
         Reference annotations in the table column headings and index columns.
         """
@@ -161,7 +176,11 @@ def _reference_table_annotations(self, gptable, reference_order):
 
         setattr(gptable, "table", table)
 
-    def _replace_reference_in_attr(self, data, reference_order):
+    def _replace_reference_in_attr(
+            self, 
+            data: object, 
+            reference_order: list,
+    ) -> object:
         """
         Replaces references in a string or list/dict of strings. Works
         recursively on list elements and dict values. Other types are returned
@@ -199,7 +218,7 @@ def _replace_reference_in_attr(self, data, reference_order):
         return data
 
     @staticmethod
-    def _replace_reference(string, reference_order):
+    def _replace_reference(string: str, reference_order: list) -> str:
         """
         Given a single string, record occurrences of new references (denoted by
         flanking dollar signs [$$reference$$]) and replace with number
@@ -226,7 +245,7 @@ def _replace_reference(string, reference_order):
 
         return string
 
-    def _parse_urls(self, sheet):
+    def _parse_urls(self, sheet: object) -> None:
         """
         Convert markdown URL formatting into URL, string tuple
 
@@ -265,7 +284,7 @@ def _parse_urls(self, sheet):
         if isinstance(sheet, GPTable):
             self._parse_table_urls(sheet)
 
-    def _parse_table_urls(self, gptable):
+    def _parse_table_urls(self, gptable: "GPTable") -> None:
         """
         Parse URLs in table.
         """
@@ -282,7 +301,7 @@ def _parse_table_urls(self, gptable):
 
         setattr(gptable, "table", table)
 
-    def _replace_url_in_attr(self, data):
+    def _replace_url_in_attr(self, data: object) -> object:
         """
         Replaces urls in a string or list/dict of strings. Works
         recursively on list elements and dict values. Other types
@@ -309,7 +328,7 @@ def _replace_url_in_attr(self, data):
         return data
 
     @staticmethod
-    def _replace_url(string):
+    def _replace_url(string: str) -> object:
         """
         Given a single string, record occurrences of markdown
         style urls (formatted as `"[url](display_text)"`) and
@@ -348,7 +367,7 @@ def _replace_url(string):
 
             return {string: url}
 
-    def _write_element(self, pos, element, format_dict):
+    def _write_element(self, pos: list, element: object, format_dict: dict) -> list:
         """
         Write a single text element of a GPTable to the GPWorksheet.
 
@@ -372,7 +391,7 @@ def _write_element(self, pos, element, format_dict):
 
         return pos
 
-    def _write_element_list(self, pos, element_list, format_dict):
+    def _write_element_list(self, pos: list, element_list: list, format_dict: dict) -> list:
         """
         Writes a list of elements row-wise.
 
@@ -397,37 +416,37 @@ def _write_element_list(self, pos, element_list, format_dict):
 
         return pos
 
-    def _write_instructions(self, pos, element, format_dict):
+    def _write_instructions(self, pos: list, element: object, format_dict: dict) -> list:
         """
         Alias for writting description elements by name.
         """
         return self._write_element(pos, element, format_dict)
 
-    def _write_source(self, pos, element, format_dict):
+    def _write_source(self, pos: list, element: object, format_dict: dict) -> list:
         """
         Alias for writting description elements by name.
         """
         return self._write_element(pos, element, format_dict)
 
-    def _write_scope(self, pos, element, format_dict):
+    def _write_scope(self, pos: list, element: object, format_dict: dict) -> list:
         """
         Alias for writting description elements by name.
         """
         return self._write_element(pos, element, format_dict)
 
-    def _write_legend(self, pos, element_list, format_dict):
+    def _write_legend(self, pos: list, element_list: list, format_dict: dict) -> list:
         """
         Alias for writting description elements by name.
         """
         return self._write_element_list(pos, element_list, format_dict)
 
-    def _write_notes(self, pos, element_list, format_dict):
+    def _write_notes(self, pos: list, element_list: list, format_dict: dict) -> list:
         """
         Alias for writting description elements by name.
         """
         return self._write_element_list(pos, element_list, format_dict)
 
-    def _write_table_elements(self, pos, gptable, auto_width):
+    def _write_table_elements(self, pos: list, gptable: "GPTable", auto_width: bool) -> list:
         """
         Writes the table and units elements of a GPTable. Uses the
         Workbook Theme, plus any additional formatting associated with the
@@ -548,7 +567,7 @@ def _write_table_elements(self, pos, gptable, auto_width):
 
         return pos
 
-    def _apply_column_alignments(self, data_table, formats_table, index_columns):
+    def _apply_column_alignments(self, data_table: pd.DataFrame, formats_table: pd.DataFrame, index_columns: list) -> None:
         """
         Add column alignment to format based on datatype
 
@@ -586,9 +605,7 @@ def _apply_column_alignments(self, data_table, formats_table, index_columns):
 
             self._apply_format(formats_table[column], alignment_dict)
 
-    def _apply_additional_formatting(
-        self, formats_table, additional_formatting, index_levels
-    ):
+    def _apply_additional_formatting(self, formats_table: pd.DataFrame, additional_formatting: list, index_levels: int) -> None:
         """
         Apply row, column and cell formatting to dataframe of formats.
         """
@@ -627,7 +644,7 @@ def _apply_additional_formatting(
 
             self._apply_format(formats_table_slice, formatting)
 
-    def _write_array(self, pos, data, formats):
+    def _write_array(self, pos: list, data: pd.DataFrame, formats: pd.DataFrame) -> list:
         """
         Write a two-dimensional array to the current Worksheet, starting from
         the specified position.
@@ -664,7 +681,7 @@ def _write_array(self, pos, data, formats):
 
         return pos
 
-    def _mark_data_as_worksheet_table(self, gptable, formats_dataframe):
+    def _mark_data_as_worksheet_table(self, gptable: "GPTable", formats_dataframe: pd.DataFrame) -> None:
         """
         Marks the data to be recognised as a Worksheet Table in Excel.
 
@@ -700,7 +717,7 @@ def _mark_data_as_worksheet_table(self, gptable, formats_dataframe):
             },
         )
 
-    def _smart_write(self, row, col, data, format_dict, *args):
+    def _smart_write(self, row: int, col: int, data: object, format_dict: dict, *args) -> None:
         """
         Depending on the input data, this function will write rich strings or
         use the standard `write()` method. For rich strings, the base format is
@@ -760,9 +777,7 @@ def _smart_write(self, row, col, data, format_dict, *args):
             # Write handles all other write types dynamically
             self.write(row, col, data, wb.add_format(format_dict), *args)
 
-    def _write_with_newlines_and_custom_formats(
-        self, wb, row, col, data, format_dict, *args
-    ):
+    def _write_with_newlines_and_custom_formats(self, wb: Workbook, row: int, col: int, data: list, format_dict: dict, *args) -> None:
         """
         Take list of FormatList (and str), join with newline characters and smart write
         """
@@ -792,7 +807,7 @@ def _write_with_newlines_and_custom_formats(
             wb, row, col, FormatList(data_with_newlines), format_dict, *args
         )
 
-    def _write_with_newlines(self, wb, row, col, data, format_dict, *args):
+    def _write_with_newlines(self, wb: Workbook, row: int, col: int, data: list, format_dict: dict, *args) -> None:
         """
         Take list of str, join with newline character and write
         """
@@ -800,7 +815,7 @@ def _write_with_newlines(self, wb, row, col, data, format_dict, *args):
 
         self.write(row, col, data_string, wb.add_format(format_dict), *args)
 
-    def _write_with_custom_formats(self, wb, row, col, data, format_dict, *args):
+    def _write_with_custom_formats(self, wb: Workbook, row: int, col: int, data: "FormatList", format_dict: dict, *args) -> None:
         data_with_custom_formats = []
         for item in data.list:
             # Convert dicts to Format (with merge onto base format)
@@ -823,7 +838,7 @@ def _write_with_custom_formats(self, wb, row, col, data, format_dict, *args):
             row, col, *data_with_all_formats, wb.add_format(format_dict), *args
         )
 
-    def _write_dict_as_url(self, workbook, row, col, data, format_dict, *args):
+    def _write_dict_as_url(self, workbook: Workbook, row: int, col: int, data: dict, format_dict: dict, *args) -> None:
         url = list(data.values())[0]
         display_text = list(data.keys())[0]
 
@@ -837,7 +852,7 @@ def _write_dict_as_url(self, workbook, row, col, data, format_dict, *args):
         )
 
     @staticmethod
-    def _apply_format(format_table_slice, format_dict):
+    def _apply_format(format_table_slice: object, format_dict: dict) -> None:
         """
         Update all cells of a given dataframe slice with the format
         dictionary. Handles dict, series or dataframes.
@@ -850,14 +865,14 @@ def _apply_format(format_table_slice, format_dict):
         elif isinstance(format_table_slice, dict):
             format_table_slice.update(format_dict)
 
-    def _set_column_widths(self, widths):
+    def _set_column_widths(self, widths: list) -> None:
         """
         Set the column widths using a list of widths.
         """
         for col_number in range(len(widths)):
             self.set_column_pixels(col_number, col_number, widths[col_number])
 
-    def _calculate_column_widths(self, table, formats_table):
+    def _calculate_column_widths(self, table: pd.DataFrame, formats_table: pd.DataFrame) -> list:
         """
         Calculate Excel column widths using xlsxwriter's cell_autofit_width for each cell,
         and take the maximum per column.
@@ -888,7 +903,7 @@ def _calculate_column_widths(self, table, formats_table):
             col_widths.append(max(cell_widths) if cell_widths else 0)
         return col_widths
 
-    def _get_scaling_factor(self, format_dict, text):
+    def _get_scaling_factor(self, format_dict: dict, text: str) -> float:
         """Return scaling factor for width based on font size, bold formatting,
         and capitalisation."""
         font_size = (
@@ -906,12 +921,12 @@ def _get_scaling_factor(self, format_dict, text):
         capitalisation_factor = 1.0 + 0.15 * upper_ratio
         return (font_size / 11) * (1.1 if bold else 1.0) * capitalisation_factor
 
-    def _get_longest_line(self, cell_val):
+    def _get_longest_line(self, cell_val: object) -> str:
         """Return the longest line in a cell value split by newline."""
         cell_val_str = self._get_cell_string(cell_val)
         return max(cell_val_str.split("\n"), key=len)
 
-    def _get_cell_string(self, cell_val):
+    def _get_cell_string(self, cell_val: object) -> str:
         """Return the contents from any cell value as a string."""
         if isinstance(cell_val, str):
             return cell_val
@@ -933,14 +948,14 @@ class GPWorkbook(Workbook):
     replaced by an alternative with a method for writting GPTable objects.
     """
 
-    def __init__(self, filename=None, options={}):
+    def __init__(self, filename: str = None, options: dict = {}) -> None:
         super(GPWorkbook, self).__init__(filename=filename, options=options)
         self.theme = None
         self._annotations = None
         # Set default theme
         self.set_theme(gptheme)
 
-    def add_worksheet(self, name=None, gridlines="hide_all"):
+    def add_worksheet(self, name: str = None, gridlines: str = "hide_all") -> "GPWorksheet":
         """
         Overwrite add_worksheet() to create a GPWorksheet object.
 
@@ -968,7 +983,7 @@ def add_worksheet(self, name=None, gridlines="hide_all"):
 
         return worksheet
 
-    def set_theme(self, theme):
+    def set_theme(self, theme: "Theme") -> None:
         """
         Sets the theme for all GPTable objects written to the Workbook.
 
@@ -988,7 +1003,7 @@ def set_theme(self, theme):
             )
         self.theme = theme
 
-    def _update_annotations(self, sheets):
+    def _update_annotations(self, sheets: dict) -> None:
         ordered_refs = []
         for gptable in sheets.values():
             gptable._set_annotations(self.theme.description_order)
@@ -999,14 +1014,14 @@ def _update_annotations(self, sheets):
 
     def make_table_of_contents(
         self,
-        sheets,
-        additional_elements=None,
-        column_names=None,
-        table_name=None,
-        title=None,
-        subtitles=None,
-        instructions=None,
-    ):
+        sheets: dict,
+        additional_elements: list = None,
+        column_names: list = None,
+        table_name: str = None,
+        title: str = None,
+        subtitles: list = None,
+        instructions: str = None,
+    ) -> "GPTable":
         """
         Generate table of contents from sheet and optional customisation parameters.
 
@@ -1091,7 +1106,7 @@ def make_table_of_contents(
         )
 
     @staticmethod
-    def _strip_annotation_references(text):
+    def _strip_annotation_references(text: object) -> object:
         """
         Strip annotation references (as $$ $$) from a str or list text element.
         """
@@ -1115,11 +1130,11 @@ def _strip_annotation_references(text):
 
     def make_notesheet(
         self,
-        notes_table,
-        table_name=None,
-        title=None,
-        instructions=None,
-    ):
+        notes_table: pd.DataFrame,
+        table_name: str = None,
+        title: str = None,
+        instructions: str = None,
+    ) -> "GPTable":
         """
         Generate notes table sheets from notes table and optional customisation parameters.
 
diff --git a/gptables/utils/unpickle_themes.py b/gptables/utils/unpickle_themes.py
index 679c4554..416e6d4f 100644
--- a/gptables/utils/unpickle_themes.py
+++ b/gptables/utils/unpickle_themes.py
@@ -9,7 +9,7 @@ class ThemeUnpickler(pickle.Unpickler):
     init.
     """
 
-    def find_class(self, module, name):
+    def find_class(self, module: str, name: str) -> type:
         if name == "Theme":
             from gptables.core.theme import Theme
 
diff --git a/mkdocs.yml b/mkdocs.yml
index 08564ef1..0df9bf51 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -39,11 +39,16 @@ plugins:
 - mkdocstrings:
     handlers:
       python:
+        paths: ["."]
         options:
           docstring_style: numpy
           show_source: false
           show_signature: true
+          show_signature_annotations: true
+          separate_signature: true
           show_root_heading: true
+          extra:
+            show_type_annotations: true
 
           filters:
               - "!^__" # Hide methods like __init__()

From 45a87d302560a874f37a899a1ba410ed13b71135 Mon Sep 17 00:00:00 2001
From: Oman <Sara-Jade.Oman@ons.gov.uk>
Date: Fri, 31 Oct 2025 09:41:45 +0000
Subject: [PATCH 58/75] Handle None defaults for optional dict/list args to
 prevent TypeError

---
 gptables/core/api.py     | 22 ++++++++++++++++++---
 gptables/core/gptable.py | 41 +++++++++++++++++++++++++++-------------
 2 files changed, 47 insertions(+), 16 deletions(-)

diff --git a/gptables/core/api.py b/gptables/core/api.py
index e7bd502c..3a397375 100644
--- a/gptables/core/api.py
+++ b/gptables/core/api.py
@@ -1,7 +1,12 @@
 import warnings
-import pandas as pd
 from pathlib import Path
-from typing import Optional, Dict, Any, Union
+from typing import Any, Dict, Optional, Union
+
+import pandas as pd
+
+from gptables.core.cover import Cover
+from gptables.core.gptable import GPTable
+from gptables.core.theme import Theme
 from gptables.core.wrappers import GPWorkbook
 
 
@@ -14,7 +19,7 @@ def produce_workbook(
     contentsheet_options: Optional[Dict[str, Any]] = None,
     notes_table: Optional[pd.DataFrame] = None,
     notesheet_label: str = "Notes",
-    notesheet_options:  Optional[Dict[str, Any]] = None,
+    notesheet_options: Optional[Dict[str, Any]] = None,
     auto_width: Union[bool, Dict[str, bool]] = True,
     gridlines: str = "hide_all",
     cover_gridlines: bool = False,
@@ -63,6 +68,11 @@ def produce_workbook(
     -------
     workbook : gptables.GPWorkbook
     """
+    if contentsheet_options is None:
+        contentsheet_options = {}
+    if notesheet_options is None:
+        notesheet_options = {}
+
     if isinstance(filename, Path):
         filename = filename.as_posix()
 
@@ -187,6 +197,12 @@ def write_workbook(
     -------
     None
     """
+
+    if contentsheet_options is None:
+        contentsheet_options = {}
+    if notesheet_options is None:
+        notesheet_options = {}
+
     if contentsheet is not None:
         contentsheet_label = contentsheet
 
diff --git a/gptables/core/gptable.py b/gptables/core/gptable.py
index 9c49eab0..4d34219b 100644
--- a/gptables/core/gptable.py
+++ b/gptables/core/gptable.py
@@ -1,8 +1,9 @@
 import re
+from typing import Any, Dict, List, Optional, Union
 
 import pandas as pd
 from xlsxwriter.format import Format
-from typing import List, Dict, Any, Optional, Union
+
 
 class GPTable:
     """
@@ -82,6 +83,11 @@ def __init__(
 
         self.additional_formatting = []
 
+        if additional_formatting is None:
+            additional_formatting = []
+
+        self.additional_formatting = additional_formatting
+
         # Valid format labels from XlsxWriter
         self._valid_format_labels = [
             attr.replace("set_", "")
@@ -102,11 +108,11 @@ def __init__(
         self._set_data_range()
 
     def set_table(
-            self,
-            new_table: pd.DataFrame,
-            new_index_columns: Optional[Dict[int, int]] = None,
-            new_units: Optional[Dict[Any, Any]] = None,
-            new_table_notes: Optional[Dict[Any, Any]] = None,
+        self,
+        new_table: pd.DataFrame,
+        new_index_columns: Optional[Dict[int, int]] = None,
+        new_units: Optional[Dict[Any, Any]] = None,
+        new_table_notes: Optional[Dict[Any, Any]] = None,
     ) -> None:
         """
         Set the `table`, `index_columns`, `units` and `table_notes` attributes. Overwrites
@@ -194,7 +200,7 @@ def _valid_column_index(self, column_index: int) -> bool:
         """
         return column_index in range(self.table.shape[1])
 
-    def _set_column_headings(self)-> None:  # TODO: check custom formatting in headers
+    def _set_column_headings(self) -> None:  # TODO: check custom formatting in headers
         """
         Sets the `column_headings` attribute to the set of column indexes that
         are not assigned to `index_columns`.
@@ -216,7 +222,7 @@ def _validate_all_column_names_have_text(self) -> None:
                 msg = "Empty column name found in table data - column names must all have text"
                 raise ValueError(msg)
 
-    def _validate_no_duplicate_column_names(self)-> None:
+    def _validate_no_duplicate_column_names(self) -> None:
         """
         Validate that there are no duplicate column names in table data.
         """
@@ -261,7 +267,9 @@ def add_subtitle(self, new_subtitle: Any) -> None:
 
         self.subtitles.append(new_subtitle)
 
-    def set_subtitles(self, new_subtitles: Optional[List[Any]], overwrite: bool = True) -> None:
+    def set_subtitles(
+        self, new_subtitles: Optional[List[Any]], overwrite: bool = True
+    ) -> None:
         """
         Set a list of subtitles to the `subtitles` attribute. Overwrites
         existing ist of subtitles by default. If `overwrite` is False, new list
@@ -319,7 +327,9 @@ def set_scope(self, new_scope: Any) -> None:
 
         self.scope = new_scope
 
-    def set_units(self, new_units: Optional[Dict[Any, Any]]) -> None:  # TODO: custom formatting in units?
+    def set_units(
+        self, new_units: Optional[Dict[Any, Any]]
+    ) -> None:  # TODO: custom formatting in units?
         """
         Adds units to column headers.
         Units should be in the format {column: units_text}. Column can be column name or 0-indexed column
@@ -365,7 +375,9 @@ def set_units(self, new_units: Optional[Dict[Any, Any]]) -> None:  # TODO: custo
 
         self.units = new_units
 
-    def _update_column_names_in_additional_formatting(self, col_names: Dict[Any, Any]) -> None:
+    def _update_column_names_in_additional_formatting(
+        self, col_names: Dict[Any, Any]
+    ) -> None:
         """
         Parameters
         ----------
@@ -389,7 +401,8 @@ def _update_column_names_in_additional_formatting(self, col_names: Dict[Any, Any
         self.additional_formatting = formatting_list
 
     def set_table_notes(
-        self, new_table_notes: Optional[Dict[Any, Any]]) -> None:  # TODO: custom formatting in column headers?
+        self, new_table_notes: Optional[Dict[Any, Any]]
+    ) -> None:  # TODO: custom formatting in column headers?
         """
         Adds note references to column headers.
         `table_notes` should be in the format {column: "$$note_reference$$"}.
@@ -460,7 +473,9 @@ def add_legend(self, new_legend: Any) -> None:
 
         self.legend.append(new_legend)
 
-    def set_legend(self, new_legend: Optional[List[Any]], overwrite: bool = True) -> None:
+    def set_legend(
+        self, new_legend: Optional[List[Any]], overwrite: bool = True
+    ) -> None:
         """
         Set a list of legend entries to the `legend` attribute. Overwrites
         existing legend entries by default. If overwrite is False, new entries

From a2367fae4e0129b2315494ab297aeaeb87c726ae Mon Sep 17 00:00:00 2001
From: Oman <Sara-Jade.Oman@ons.gov.uk>
Date: Fri, 31 Oct 2025 10:23:36 +0000
Subject: [PATCH 59/75] Set index_columns={2: 0} in make_table_of_contents to
 pass test

---
 gptables/core/theme.py    |  7 +--
 gptables/core/wrappers.py | 98 ++++++++++++++++++++++++++++-----------
 2 files changed, 72 insertions(+), 33 deletions(-)

diff --git a/gptables/core/theme.py b/gptables/core/theme.py
index 602b39df..c0e2db0d 100644
--- a/gptables/core/theme.py
+++ b/gptables/core/theme.py
@@ -1,8 +1,8 @@
 from functools import wraps
+from typing import Any, Callable, Dict, List, Optional, Union
 
 import yaml
 from xlsxwriter.format import Format
-from typing import Any, Dict, List, Optional, Callable, Union
 
 
 def validate_single_format(f: Callable) -> Callable:
@@ -66,10 +66,7 @@ class Theme:
     description_order : list
     """
 
-    def __init__(
-        self,
-        config: Optional[Union[Dict[str, Any], str]] = None
-    ) -> None:
+    def __init__(self, config: Optional[Union[Dict[str, Any], str]] = None) -> None:
         """
         Initialise theme object.
 
diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 0ad21494..02b59f5d 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -15,8 +15,6 @@
 from .gptable import FormatList, GPTable
 from .theme import Theme
 
-from typing import List, Dict, Optional, Any
-
 
 class GPWorksheet(Worksheet):
     """
@@ -60,10 +58,10 @@ def write_cover(self, cover: "Cover") -> None:
         self.set_column(0, 0, cover.width)
 
     def write_gptable(
-            self,
-            gptable: "GPTable",
-            auto_width: bool,
-            reference_order: list = [],
+        self,
+        gptable: "GPTable",
+        auto_width: bool,
+        reference_order: list = [],
     ) -> None:
         """
         Write data from a GPTable object to the worksheet using the workbook
@@ -115,7 +113,7 @@ def write_gptable(
         )
 
     def _reference_annotations(
-            self,
+        self,
         gptable: "GPTable",
         reference_order: list,
     ) -> None:
@@ -154,10 +152,10 @@ def _reference_annotations(
         self._reference_table_annotations(gptable, reference_order)
 
     def _reference_table_annotations(
-            self,
-            gptable: "GPTable",
-            reference_order: list,
-        ) -> None:
+        self,
+        gptable: "GPTable",
+        reference_order: list,
+    ) -> None:
         """
         Reference annotations in the table column headings and index columns.
         """
@@ -177,9 +175,9 @@ def _reference_table_annotations(
         setattr(gptable, "table", table)
 
     def _replace_reference_in_attr(
-            self, 
-            data: object, 
-            reference_order: list,
+        self,
+        data: object,
+        reference_order: list,
     ) -> object:
         """
         Replaces references in a string or list/dict of strings. Works
@@ -391,7 +389,9 @@ def _write_element(self, pos: list, element: object, format_dict: dict) -> list:
 
         return pos
 
-    def _write_element_list(self, pos: list, element_list: list, format_dict: dict) -> list:
+    def _write_element_list(
+        self, pos: list, element_list: list, format_dict: dict
+    ) -> list:
         """
         Writes a list of elements row-wise.
 
@@ -416,7 +416,9 @@ def _write_element_list(self, pos: list, element_list: list, format_dict: dict)
 
         return pos
 
-    def _write_instructions(self, pos: list, element: object, format_dict: dict) -> list:
+    def _write_instructions(
+        self, pos: list, element: object, format_dict: dict
+    ) -> list:
         """
         Alias for writting description elements by name.
         """
@@ -446,7 +448,9 @@ def _write_notes(self, pos: list, element_list: list, format_dict: dict) -> list
         """
         return self._write_element_list(pos, element_list, format_dict)
 
-    def _write_table_elements(self, pos: list, gptable: "GPTable", auto_width: bool) -> list:
+    def _write_table_elements(
+        self, pos: list, gptable: "GPTable", auto_width: bool
+    ) -> list:
         """
         Writes the table and units elements of a GPTable. Uses the
         Workbook Theme, plus any additional formatting associated with the
@@ -567,7 +571,9 @@ def _write_table_elements(self, pos: list, gptable: "GPTable", auto_width: bool)
 
         return pos
 
-    def _apply_column_alignments(self, data_table: pd.DataFrame, formats_table: pd.DataFrame, index_columns: list) -> None:
+    def _apply_column_alignments(
+        self, data_table: pd.DataFrame, formats_table: pd.DataFrame, index_columns: list
+    ) -> None:
         """
         Add column alignment to format based on datatype
 
@@ -605,7 +611,12 @@ def _apply_column_alignments(self, data_table: pd.DataFrame, formats_table: pd.D
 
             self._apply_format(formats_table[column], alignment_dict)
 
-    def _apply_additional_formatting(self, formats_table: pd.DataFrame, additional_formatting: list, index_levels: int) -> None:
+    def _apply_additional_formatting(
+        self,
+        formats_table: pd.DataFrame,
+        additional_formatting: list,
+        index_levels: int,
+    ) -> None:
         """
         Apply row, column and cell formatting to dataframe of formats.
         """
@@ -644,7 +655,9 @@ def _apply_additional_formatting(self, formats_table: pd.DataFrame, additional_f
 
             self._apply_format(formats_table_slice, formatting)
 
-    def _write_array(self, pos: list, data: pd.DataFrame, formats: pd.DataFrame) -> list:
+    def _write_array(
+        self, pos: list, data: pd.DataFrame, formats: pd.DataFrame
+    ) -> list:
         """
         Write a two-dimensional array to the current Worksheet, starting from
         the specified position.
@@ -681,7 +694,9 @@ def _write_array(self, pos: list, data: pd.DataFrame, formats: pd.DataFrame) ->
 
         return pos
 
-    def _mark_data_as_worksheet_table(self, gptable: "GPTable", formats_dataframe: pd.DataFrame) -> None:
+    def _mark_data_as_worksheet_table(
+        self, gptable: "GPTable", formats_dataframe: pd.DataFrame
+    ) -> None:
         """
         Marks the data to be recognised as a Worksheet Table in Excel.
 
@@ -717,7 +732,9 @@ def _mark_data_as_worksheet_table(self, gptable: "GPTable", formats_dataframe: p
             },
         )
 
-    def _smart_write(self, row: int, col: int, data: object, format_dict: dict, *args) -> None:
+    def _smart_write(
+        self, row: int, col: int, data: object, format_dict: dict, *args
+    ) -> None:
         """
         Depending on the input data, this function will write rich strings or
         use the standard `write()` method. For rich strings, the base format is
@@ -777,7 +794,9 @@ def _smart_write(self, row: int, col: int, data: object, format_dict: dict, *arg
             # Write handles all other write types dynamically
             self.write(row, col, data, wb.add_format(format_dict), *args)
 
-    def _write_with_newlines_and_custom_formats(self, wb: Workbook, row: int, col: int, data: list, format_dict: dict, *args) -> None:
+    def _write_with_newlines_and_custom_formats(
+        self, wb: Workbook, row: int, col: int, data: list, format_dict: dict, *args
+    ) -> None:
         """
         Take list of FormatList (and str), join with newline characters and smart write
         """
@@ -807,7 +826,9 @@ def _write_with_newlines_and_custom_formats(self, wb: Workbook, row: int, col: i
             wb, row, col, FormatList(data_with_newlines), format_dict, *args
         )
 
-    def _write_with_newlines(self, wb: Workbook, row: int, col: int, data: list, format_dict: dict, *args) -> None:
+    def _write_with_newlines(
+        self, wb: Workbook, row: int, col: int, data: list, format_dict: dict, *args
+    ) -> None:
         """
         Take list of str, join with newline character and write
         """
@@ -815,7 +836,15 @@ def _write_with_newlines(self, wb: Workbook, row: int, col: int, data: list, for
 
         self.write(row, col, data_string, wb.add_format(format_dict), *args)
 
-    def _write_with_custom_formats(self, wb: Workbook, row: int, col: int, data: "FormatList", format_dict: dict, *args) -> None:
+    def _write_with_custom_formats(
+        self,
+        wb: Workbook,
+        row: int,
+        col: int,
+        data: "FormatList",
+        format_dict: dict,
+        *args,
+    ) -> None:
         data_with_custom_formats = []
         for item in data.list:
             # Convert dicts to Format (with merge onto base format)
@@ -838,7 +867,15 @@ def _write_with_custom_formats(self, wb: Workbook, row: int, col: int, data: "Fo
             row, col, *data_with_all_formats, wb.add_format(format_dict), *args
         )
 
-    def _write_dict_as_url(self, workbook: Workbook, row: int, col: int, data: dict, format_dict: dict, *args) -> None:
+    def _write_dict_as_url(
+        self,
+        workbook: Workbook,
+        row: int,
+        col: int,
+        data: dict,
+        format_dict: dict,
+        *args,
+    ) -> None:
         url = list(data.values())[0]
         display_text = list(data.keys())[0]
 
@@ -872,7 +909,9 @@ def _set_column_widths(self, widths: list) -> None:
         for col_number in range(len(widths)):
             self.set_column_pixels(col_number, col_number, widths[col_number])
 
-    def _calculate_column_widths(self, table: pd.DataFrame, formats_table: pd.DataFrame) -> list:
+    def _calculate_column_widths(
+        self, table: pd.DataFrame, formats_table: pd.DataFrame
+    ) -> list:
         """
         Calculate Excel column widths using xlsxwriter's cell_autofit_width for each cell,
         and take the maximum per column.
@@ -955,7 +994,9 @@ def __init__(self, filename: str = None, options: dict = {}) -> None:
         # Set default theme
         self.set_theme(gptheme)
 
-    def add_worksheet(self, name: str = None, gridlines: str = "hide_all") -> "GPWorksheet":
+    def add_worksheet(
+        self, name: str = None, gridlines: str = "hide_all"
+    ) -> "GPWorksheet":
         """
         Overwrite add_worksheet() to create a GPWorksheet object.
 
@@ -1103,6 +1144,7 @@ def make_table_of_contents(
             title=title,
             subtitles=subtitles,
             instructions=instructions,
+            index_columns={2: 0},
         )
 
     @staticmethod

From 2e73bc9db43fb3cb641c26cf04deb8a6ea1943c7 Mon Sep 17 00:00:00 2001
From: Charlotte Rowley <92380396+CHCRowley@users.noreply.github.com>
Date: Mon, 3 Nov 2025 10:10:33 +0000
Subject: [PATCH 60/75] 310 clean up gptable api page (#339)

* move gptable api page info to additional formatting page

* run pre-commit hooks and fix broken link
---
 docs/api/gptable.md                  | 209 +--------------------------
 docs/how_to/additional_formatting.md | 108 +++++++++++++-
 2 files changed, 106 insertions(+), 211 deletions(-)

diff --git a/docs/api/gptable.md b/docs/api/gptable.md
index a204d87f..2e098315 100644
--- a/docs/api/gptable.md
+++ b/docs/api/gptable.md
@@ -3,215 +3,10 @@
 ## Mapping
 
 The `GPTable` Class is used to map your data and metadata to table elements.
-The supported table elements are represented like this in the output .xlsx file:
-
-![Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.](../static/table_mapping.png)
-
-## Notes
-
-Notes are text elements that appear on the separately generated `Notesheet`.
-
-Notes can be referenced in the `title`, `subtitles`, `scope`, `source`
-and `legend` elements. Notes corresponding to entries in the data can be
-referenced using the `table_notes` element. This will add a note reference to
-the relevant column heading. Note references cannot be added to data cells, as
-inserting references here would reduce the usability of the data. We use double
-dollar symbols (`$$`) to denote notes in text. For example, a note could be
-referenced as `"My table title $$Reference$$"`.
-
-References in text are replaced with numbers, in increasing order from the top-
-left corner of the first sheet containing a data table.
-
-See this in practice in the Tutorial(../getting_started/usage.md#example-usage).
-
-#### NOTE
-Deprecated in v1.1.0: Ability to reference notes within
-`GPTable.table.columns` will be removed in v2 of gptables. Please use
-`GPTable.table_notes` to ensure references are correctly placed and ordered.
-
-## Links
-
-Links can added to text using the format `[display text](link)`. Links are
-supported in the `title`, `subtitles`, `scope`, `source``and ``legend`
-elements. They will also be applied to cells within the data table that use
-this format. Links should start with one of the following prefixes:
-`http://`, `https://`, `ftp://`, `mailto:`, `internal:` or
-`external:`. For more information about the usage of the local URIs, see the
-[XlsxWriter documentation](https://xlsxwriter.readthedocs.io/worksheet.html#worksheet-write-url).
-
-#### NOTE
-Excel does not support links being applied to specific words within
-cells. The link will be applied to the whole cell, not just the
-display text.
-
-## Rich Text
-
-Rich text is text that contains mixed formatting. You shouldn’t use formatting
-to represent data or important information, as most formatting is neither
-accessible nor machine readable. You can still use to make things look
-appealing for sighted people.
-
-Rich text is supported in the `title`, `subtitles`, `scope`, `source`
-and `legend` elements. Where you would normally provide a string to a
-parameter, you can instead provide a list of strings and dictionaries.
-Dictionaries in this list should contain valid [XlsxWriter format properties](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties)
-and values. The formatting defined in these dictionaries will be applied to the
-next string in the list. This formatting is applied in addition to the
-formatting of that element specified in the [`Theme`](theme.md#gptables.core.theme.Theme).
-
-`["It is ", {"bold": True}, "inevitable"]` would give you “It is **inevitable**”.
-
-Examples of additional formatting are found in [How-to: Additional formatting](../how_to/additional_formatting.md).
-
-#### NOTE
-Rich text is not currently supported if the cell also contains note
-references or links. This may be changed in the future if there is
-sufficient user need, so please raise an issue if this is functionality
-you need.
+See how the supported table elements are represented in the output in the [getting started guide](../getting_started/elements.md).
 
 ## Additional formatting
-
-In some cases you may want to apply one-off formatting on specific rows, columns or cells of the data.
-As mentioned above, this formatting should not be used to represent data or important information.
-
-Bespoke formatting can be applied to an individual `GPTable` via the `additional_formatting` parameter,
-when creating a `GPTable` instance. This parameter takes a list of dictionaries, where each dictionary
-defines formatting for one or more rows, columns or cells.
-
-These dictionaries have a single key indicating the type of selection, from “column”, “row” or “cell”.
-Their value is another dictionary, which specifies the indexing, formatting and whether row and column
-indexes are included in the selection.
-
-Indexing supports selection of columns by name or 0-indexed number, but rows and cells can only
-be indexed by number. Numeric indexing refers to position within the data element of the table (column
-headings, row indexes and data), not position in the output Excel sheet.
-
-This `additional_formatting` parameter is best demonstrated by example:
-
-```python
-additional_formatting = [
-      # Align data center, but not column indexes
-      {"column":
-            {"columns": ["some_column", "another_column"],  # str, int or list of either
-            "format": {"align": "center"},
-            "include_names": False  # Whether to include column headings (optional)
-            }
-      },
-
-      # Align column left, including column index
-      {"column":
-            {"columns": [3],
-            "format": {"left": 1},
-            "include_names": True
-            }
-      },
-
-      # Underline the bottom of the table, including row index
-      {"row":
-            {"rows": -1,  # Numbers only, but can refer to last row using -1
-            "format": {"bottom": 1},  # Underline row
-            "include_names": True  # Whether to include row indexes
-            }
-      },
-
-      # A bad example, turning a single cell's font red
-      {"cell":
-            {"cells": (3, 3),  # tuple or list of tuples (numbers only)
-            "format": {"font_color": "red"}
-            }
-      }
-]
-```
-
-### Formatting methods
-
-The following tables show the Excel format categories, along with an example demonstrating the syntax required
-for use in gptables. Some formatting methods use indexing to map to Excel’s built-in formats. This information
-can be found in the applicable sections below.
-
-#### Font formatting
-
-This table demonstrates the font formatting methods available. You can find all options
-for [underline styles in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-underline).
-
-| Description     | Example usage                                                                           |
-|-----------------|-----------------------------------------------------------------------------------------|
-| Font type       | {“font_name”: “Arial”}                                                                  |
-| Font size       | {“font_size”: 30}                                                                       |
-| Font colour     | {“font_color”: “red”}                                                                   |
-| Bold            | {“bold”: True}                                                                          |
-| Italic          | {“italic”: True}                                                                        |
-| Underline       | {“underline”: 1}                                                                        |
-| Strikeout       | {“font_strikeout”: True}                                                                |
-| Super/Subscript | {“font_script”: 1} # Superscript<br/><br/><br/>{“font_script”: 2} # Subscript<br/><br/> |
-
-#### Number formatting
-
-This table demonstrates how to set the numeric format using indexing and string arguments. You can find all
-options for [numeric formats in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-num-format).
-
-| Description    | Example usage                                                                                         |
-|----------------|-------------------------------------------------------------------------------------------------------|
-| Numeric format | {“num_format”: 1} # Format index<br/><br/><br/>{“num_format”: “d mmm yyyy”} # Format string<br/><br/> |
-
-#### Protection formatting
-
-This table demonstrates the protection methods available.
-
-| Description   | Example usage    |
-|---------------|------------------|
-| Lock cells    | {“locked”: True} |
-| Hide formulas | {“hidden”: True} |
-
-#### Alignment formatting
-
-This table demonstrates the alignment formatting options available. You can find all options for
-[horizontal and vertical alignment in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-align).
-
-| Description      | Example usage               |
-|------------------|-----------------------------|
-| Horizontal align | {“align”: “center”}         |
-| Vertical align   | {“align”: “vcenter”}        |
-| Rotation         | {“rotation”: 30}            |
-| Text wrap        | {“text_wrap”: True}         |
-| Center across    | {“set_center_across”: True} |
-| Indentation      | {“indentation”:2}           |
-| Shrink to fit    | {“shrink”: True}            |
-
-#### Pattern formatting
-
-This table demonstrates the pattern formatting options available.
-
-| Description       | Example usage         |
-|-------------------|-----------------------|
-| Cell pattern      | {“pattern”: 1}        |
-| Background colour | {“bg_color”: “white”} |
-| Foreground colour | {“fg_color”: “white”} |
-
-#### Border formatting
-
-This table demonstrates the border formatting options available. You can find all options
-for [border styles in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-border).
-
-| Description   | Example usage              |
-|---------------|----------------------------|
-| Cell border   | {“border”: 1}              |
-| Bottom border | {“bottom”: 1}              |
-| Top border    | {“top”: 1}                 |
-| Left border   | {“left”: 1}                |
-| Right border  | {“right”: 1}               |
-| Border colour | {“border_color”: “red”}    |
-| Bottom colour | {“bottom_color”:”#FF0000”} |
-| Top colour    | {“top_color”: “red”}       |
-| Left colour   | {“left_color”: “#FF0000”}  |
-| Right colour  | {“right_color”: “red”}     |
-
-For any formatting beyond this, if the package should support it then please raise an issue
-or create a pull request. Otherwise, you will need to modify the underlying
-[`GPWorkbook`](wrappers.md#gptables.core.wrappers.GPWorkbook) or [`GPWorksheet`](wrappers.md#gptables.core.wrappers.GPWorksheet) objects
-before they are written to Excel.
-
-Examples of additional formatting are found in [How-to: Additional formatting](../how_to/additional_formatting.md).
+For more information on the options avaiable for `additional_fomatting`, see [How-to: Additional formatting](../how_to/additional_formatting.md).
 
 ::: gptables.core.gptable.GPTable
       options:
diff --git a/docs/how_to/additional_formatting.md b/docs/how_to/additional_formatting.md
index 2c51aa1d..0f1db3bb 100644
--- a/docs/how_to/additional_formatting.md
+++ b/docs/how_to/additional_formatting.md
@@ -18,8 +18,7 @@ columns, rows, and/or cells and the corresponding formatting changes to make.
     and shrinking text. Outputs should be reviewed for correctness.
 
 Columns can be referenced by name or number. Rows may only be referenced by number, with `-1`
-corresponding to the last row. Column and row numbers include indexes and column headings.
-Cell formatting takes highest precedence, followed by row formatting, and finally column formatting.
+corresponding to the last row. Column and row numbers include indexes and column headings. Numeric indexing refers to position within the table, not the position in the output Excel sheet. Cell formatting takes highest precedence, followed by row formatting, and finally column formatting.
 
 The option of what to format is specified, followed by the specific columns, rows, or cells,
 and then the formatting changes. To change the properties of columns called Species and Island
@@ -126,8 +125,12 @@ italicisation of two columns, left bordering on the 4th column, and indentation
 
 ## Formatting text
 
-Formatting changes can also be applied to other text in a sheet, such as subtitles, without
-`additional_formatting`:
+Formatting can also be applied to the text in `title`, `subtitles`, `scope`, `source`
+and `legend` elements, without using `additional_formatting`. Avoid using text formatting to represent data or important information, as most formatting is neither accessible nor machine readable.
+
+Instead of a string, provide a list of strings and dictionaries containing valid [XlsxWriter format properties](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties)
+and values to the relevant parameter. The formatting defined in these dictionaries will be applied to the
+next string in the list.  For example:
 
 ```python
 formatted_subtitles = [
@@ -169,6 +172,15 @@ This is combined with a basic example below in an extendable tab.
     wb.close()
     ```
 
+This formatting is applied in addition to the
+formatting of that element specified in the [`Theme`](../api/theme.md).
+!!! warning "Formatting of note references and links"
+    Text formatting is not currently supported if the cell also contains note
+    references or links. This may be changed in the future if there is
+    sufficient user need, so please raise an issue if this is functionality
+    you need.
+
+
 ## Further formatting
 
 `gptables` outputs can also be built on with the [Format](https://xlsxwriter.readthedocs.io/format.html#the-format-class), [Workbook](https://xlsxwriter.readthedocs.io/workbook.html#the-workbook-class)
@@ -196,3 +208,91 @@ ws.set_column(
     2, 3, 10, italic_format
 )
 ```
+
+### Formatting methods
+
+The following tables show the Excel format categories, along with an example demonstrating the syntax required
+for use in gptables. Some formatting methods use indexing to map to Excel’s built-in formats. This information
+can be found in the applicable sections below.
+
+#### Font formatting
+
+This table demonstrates the font formatting methods available. You can find all options
+for [underline styles in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-underline).
+
+| Description     | Example usage                                                                           |
+|-----------------|-----------------------------------------------------------------------------------------|
+| Font type       | {“font_name”: “Arial”}                                                                  |
+| Font size       | {“font_size”: 30}                                                                       |
+| Font colour     | {“font_color”: “red”}                                                                   |
+| Bold            | {“bold”: True}                                                                          |
+| Italic          | {“italic”: True}                                                                        |
+| Underline       | {“underline”: 1}                                                                        |
+| Strikeout       | {“font_strikeout”: True}                                                                |
+| Super/Subscript | {“font_script”: 1} # Superscript<br/><br/><br/>{“font_script”: 2} # Subscript<br/><br/> |
+
+#### Number formatting
+
+This table demonstrates how to set the numeric format using indexing and string arguments. You can find all
+options for [numeric formats in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-num-format).
+
+| Description    | Example usage                                                                                         |
+|----------------|-------------------------------------------------------------------------------------------------------|
+| Numeric format | {“num_format”: 1} # Format index<br/><br/><br/>{“num_format”: “d mmm yyyy”} # Format string<br/><br/> |
+
+#### Protection formatting
+
+This table demonstrates the protection methods available.
+
+| Description   | Example usage    |
+|---------------|------------------|
+| Lock cells    | {“locked”: True} |
+| Hide formulas | {“hidden”: True} |
+
+#### Alignment formatting
+
+This table demonstrates the alignment formatting options available. You can find all options for
+[horizontal and vertical alignment in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-align).
+
+| Description      | Example usage               |
+|------------------|-----------------------------|
+| Horizontal align | {“align”: “center”}         |
+| Vertical align   | {“align”: “vcenter”}        |
+| Rotation         | {“rotation”: 30}            |
+| Text wrap        | {“text_wrap”: True}         |
+| Center across    | {“set_center_across”: True} |
+| Indentation      | {“indentation”:2}           |
+| Shrink to fit    | {“shrink”: True}            |
+
+#### Pattern formatting
+
+This table demonstrates the pattern formatting options available.
+
+| Description       | Example usage         |
+|-------------------|-----------------------|
+| Cell pattern      | {“pattern”: 1}        |
+| Background colour | {“bg_color”: “white”} |
+| Foreground colour | {“fg_color”: “white”} |
+
+#### Border formatting
+
+This table demonstrates the border formatting options available. You can find all options
+for [border styles in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-border).
+
+| Description   | Example usage              |
+|---------------|----------------------------|
+| Cell border   | {“border”: 1}              |
+| Bottom border | {“bottom”: 1}              |
+| Top border    | {“top”: 1}                 |
+| Left border   | {“left”: 1}                |
+| Right border  | {“right”: 1}               |
+| Border colour | {“border_color”: “red”}    |
+| Bottom colour | {“bottom_color”:”#FF0000”} |
+| Top colour    | {“top_color”: “red”}       |
+| Left colour   | {“left_color”: “#FF0000”}  |
+| Right colour  | {“right_color”: “red”}     |
+
+For any formatting beyond this, if the package should support it then please raise an issue
+or create a pull request. Otherwise, you will need to modify the underlying
+[`GPWorkbook`](../api/wrappers.md#gptables.core.wrappers.GPWorkbook) or [`GPWorksheet`](../api/wrappers.md#gptables.core.wrappers.GPWorksheet) objects
+before they are written to Excel.

From f0578eebc238065e375e30db22111a615104f060 Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Mon, 3 Nov 2025 10:20:45 +0000
Subject: [PATCH 61/75] update elements text, add image with table of contents

---
 docs/getting_started/elements.md |  17 ++++++++++++++++-
 docs/static/table_mapping.png    | Bin 15749 -> 115560 bytes
 2 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/docs/getting_started/elements.md b/docs/getting_started/elements.md
index 965e99e9..f75f685d 100644
--- a/docs/getting_started/elements.md
+++ b/docs/getting_started/elements.md
@@ -1,3 +1,18 @@
 # Table elements
 
-![Cells A1 to A6 contain the title, subtitles, instructions, legend, source and scope. These parameters are mapped individually. The next row contains the column headings. Within the same row but on a new line are the units. The table note references are within the same row on a new line under the units. In columns 1, 2 and 3 of the next row down are index levels 1, 2 and 3. In the next columns are the data. Column headings, indices and data are supplied as a pandas DataFrame. Units and table note references are mapped individually.](../static/table_mapping.png)
+A `GPTable` is composed of a number of elements.
+
+On the table of contents, sheet names are presented alongside the title, subtitles, scope
+and instructions associated with the `GPTable`.
+
+On the data spreadsheet, this information appears the top of the page with the source and legend.
+The title is in large bold text.
+
+The data table is underneath, with the column headings in bold. In the same row on new lines are the units and any table note references. These can be defined in the `GPTables` object.
+
+Column headings, indices, and data are defined in a `pandas.DataFrame`. Up to the first 3
+columns of the `pandas.DataFrame` can be used as index columns for the data in the rest of the columns.
+
+![](../static/table_mapping.png)
+
+The presentation of these elements can be adjusted with the use of [themes](../how_to/custom_theme.md) and [additional formatting](../how_to/additional_formatting.md).
\ No newline at end of file
diff --git a/docs/static/table_mapping.png b/docs/static/table_mapping.png
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From 3a40b1e0430b030cd0f2e98853d13def74e866aa Mon Sep 17 00:00:00 2001
From: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Mon, 3 Nov 2025 10:23:50 +0000
Subject: [PATCH 62/75] hooks

---
 docs/getting_started/elements.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/getting_started/elements.md b/docs/getting_started/elements.md
index f75f685d..40f51a37 100644
--- a/docs/getting_started/elements.md
+++ b/docs/getting_started/elements.md
@@ -15,4 +15,4 @@ columns of the `pandas.DataFrame` can be used as index columns for the data in t
 
 ![](../static/table_mapping.png)
 
-The presentation of these elements can be adjusted with the use of [themes](../how_to/custom_theme.md) and [additional formatting](../how_to/additional_formatting.md).
\ No newline at end of file
+The presentation of these elements can be adjusted with the use of [themes](../how_to/custom_theme.md) and [additional formatting](../how_to/additional_formatting.md).

From 772d21f8506185369405b8881b00e8c2ac5ede5e Mon Sep 17 00:00:00 2001
From: Jday7879 <57715292+Jday7879@users.noreply.github.com>
Date: Mon, 3 Nov 2025 11:34:58 +0000
Subject: [PATCH 63/75] 335 investigate column alignment (#342)

* dropping repeated column in copy of table to correctly convert dtypes

* added catch for if index_col is empty and first type is numeric, should correctly format this to left aligned

* remove code used in testing
---
 .gitignore                |  3 ++-
 gptables/core/wrappers.py | 10 ++++++++++
 gptables/test/test_api.py |  1 -
 3 files changed, 12 insertions(+), 2 deletions(-)

diff --git a/.gitignore b/.gitignore
index 2d3a5132..2636dbe5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,4 +8,5 @@ docs/build/**
 gptables/examples/*.xlsx
 gptables/test/actual_workbook.xlsx
 .vscode/
-site/
+site/
+.venv
diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 02b59f5d..a0153fb2 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -594,10 +594,20 @@ def _apply_column_alignments(
                 regex=r"\[[\w\s]+\]",
                 value=np.nan,
             ).infer_objects(copy=False)
+            if (
+                data_table_copy.columns.to_list()
+                == data_table_copy.iloc[0, :].to_list()
+            ):
+                # drop first row which contains column names
+                data_table_copy = data_table_copy.iloc[1:]
 
         data_table_copy = data_table_copy.convert_dtypes()
 
         column_types = data_table_copy.dtypes
+        if index_columns == [] and pd.api.types.is_numeric_dtype(
+            column_types[data_table.columns[0]]
+        ):
+            column_types[data_table.columns[0]] = "str"
 
         for column in data_table.columns:
             if data_table.columns.get_loc(column) in index_columns:
diff --git a/gptables/test/test_api.py b/gptables/test/test_api.py
index f62fd466..3e874b23 100644
--- a/gptables/test/test_api.py
+++ b/gptables/test/test_api.py
@@ -27,7 +27,6 @@ def generate_gpworkbook(output_path):
             source="My imagination",
             units={0: "Latin alphabet", "columnB": "real numbers"},
             table_notes={1: "$$ref2$$"},
-            index_columns={2: 0},
             additional_formatting=[
                 {"column": {"columns": ["columnA"], "format": {"bold": True}}}
             ],

From d86258457dc704a1f6ce539522fc08d7bc4f0047 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Mon, 3 Nov 2025 14:17:25 +0000
Subject: [PATCH 64/75] Deprecate contentsheet (#324)

* remove contentsheet deprecation notes, run precommits

* update changelog
---
 docs/info/changelog.md | 4 ++++
 gptables/core/api.py   | 5 -----
 2 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/docs/info/changelog.md b/docs/info/changelog.md
index 66907a67..de1836bf 100644
--- a/docs/info/changelog.md
+++ b/docs/info/changelog.md
@@ -21,6 +21,10 @@ and this project tries its very best to adhere to
 * Requirements and installation steps to README
 * Pre-commit hooks
 
+**Removed**
+
+* `contentsheet` notices are removed (see this changelog for the notice in v1.1.0)
+
 **Changed**
 
 * a11ytables renamed to aftables throughout
diff --git a/gptables/core/api.py b/gptables/core/api.py
index 3a397375..57e71f71 100644
--- a/gptables/core/api.py
+++ b/gptables/core/api.py
@@ -190,8 +190,6 @@ def write_workbook(
     cover_gridlines : bool, optional
         indication if gridlines should apply to the cover worksheet. False
         by default.
-    contentsheet : str
-        alias for contentsheet_label, deprecated in v1.1.0
 
     Returns
     -------
@@ -203,9 +201,6 @@ def write_workbook(
     if notesheet_options is None:
         notesheet_options = {}
 
-    if contentsheet is not None:
-        contentsheet_label = contentsheet
-
     wb = produce_workbook(
         filename,
         sheets,

From 5189e8fb2138f4cbe85703da7af416dcc79b651e Mon Sep 17 00:00:00 2001
From: jae_hee <32328379+addledrabbit@users.noreply.github.com>
Date: Mon, 3 Nov 2025 14:44:55 +0000
Subject: [PATCH 65/75] 304 update notes example (#340)

* update tutorial.md Notes section with code chunks, pics and full process in a collapsible.

* shuffle text, remove heading formats

* hooks

---------

Co-authored-by: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
---
 docs/getting_started/tutorial.md    | 154 +++++++++++++++-------------
 docs/static/notes.png               | Bin 0 -> 238956 bytes
 gptables/examples/penguins_notes.py |  95 ++++-------------
 3 files changed, 106 insertions(+), 143 deletions(-)
 create mode 100644 docs/static/notes.png

diff --git a/docs/getting_started/tutorial.md b/docs/getting_started/tutorial.md
index 93b1797e..71b3b5d4 100644
--- a/docs/getting_started/tutorial.md
+++ b/docs/getting_started/tutorial.md
@@ -168,99 +168,113 @@ a table of contents.
 
 More information can be found in the [function documentation](../api/functions.md#gptables.core.api.write_workbook).
 
-### Penguins - Notes Example
+### Notes
 
-This example demonstrates how to include notes in a GPTable. Notes cannot
-be included in data cells but may appear either in column headers or in text such
-as titles, subtitles, etc.
+GPTables allows for attaching notes to tables. Notes are useful for adding footnotes, clarifications, or
+extra information that helps users interpret the data.
 
-Placeholders for notes are put in using the notation, $$note$$. The actual note text
-must be provided as a Pandas dataframe to the notes_table argument of the `gptables.write_workbook` function.
-This dataframe should contain the text of the placeholder, the actual text you want in the note and (optionally)
-any hyperlinks you want in the note.
+Notes appear on a separate worksheet called `Notes`. They can be referenced in the `title`, `subtitles`,
+`scope`, `source`, and `legend` elements. Notes cannot be added to individual data cells or column
+headings.
 
-```python
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-
-penguins_table_name = "penguins_statistics"
-
-# Notes are added by using $$note$$ in text
-penguins_title = "The Penguins Dataset$$noteabouty$$"
-penguins_subtitles = [
-    "This is the first subtitle$$noteaboutx$$",
-    "Just another subtitle",
-]
-
-# Notes can also be included in column headers, see below
-penguins_table_notes = {
-    "species": "$$noteaboutx$$",
-    2: "$$noteaboutz$$",
-}  # Columns can be referenced either by index or by name
-penguins_units = {
-    2: "mm",
-    "bill_depth_mm": "mm",
-    4: "mm",
-    "body_mass_g": "g",
-}  # As above for column referencing
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
+Placeholders or references for notes are put in using the notation `$$note$$`, like `"Table title
+$$Reference$$"`. These placeholders are replaced with numbered references in the final output.
 
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "units": penguins_units,
-    "table_notes": penguins_table_notes,
-    "scope": penguins_scope,
-    "source": penguins_source,
-}
+```python
+penguins_table = gpt.GPTable(
+    ...
+    title = "The Palmer Penguins Dataset$$note_about_x$$",
+    subtitles = ["This is the first subtitle$$note_about_y$$",
+                 "This is another subtitle"],
+    ...
+)
+```
 
-# Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+The note text must be provided as a `pandas.DataFrame` to the `notes_table` argument of
+`gptables.write_workbook()`. This should contain the text of the placeholder
+or reference, the text for the note, and optionally any hyperlinks to include with the note.
 
-penguins_sheets = {"Penguins": penguins_table}
+Below, note references are first created using a dictionary of lists before being converted into a
+dataframe object. Note that all lists must be the same length - if a note has no link, use an empty
+string `""` or `None` for that entry.
 
-# Notesheet - Note that the ordering of each list only matters with respect to the other lists in the "notes" dictionary.
-# GPTables will use the "Note reference" list to ensure the "Note text" is assigned correctly
+```python
 notes = {
-    "Note reference": ["noteaboutz", "noteaboutx", "noteabouty"],
+    "Note reference": ["note_about_x", "note_about_y", "note_about_z", "note_with_no_link"],
     "Note text": [
-        "This is a note about z linking to google.",
-        "This is a note about x linking to duckduckgo.",
-        "This is a note about y linking to the ONS website.",
+        "This is a note about x linking to google.",
+        "This is a note about y linking to duckduckgo.",
+        "This is a note about z linking to the ONS website.",
+        "This is a note with no link."
     ],
     "Useful link": [
         "[google](https://www.google.com)",
         "[duckduckgo](https://duckduckgo.com/)",
         "[ONS](https://www.ons.gov.uk)",
+        None
     ],
 }
 penguins_notes_table = pd.DataFrame.from_dict(notes)
+```
+
+When outputting the table, specify the reference table for the `Notes` sheet using `notes_table`:
+```python
+gpt.write_workbook(
+    ...
+    notes_table=penguins_notes_table,
+    ...
+)
+```
+
+The resulting spreadsheet contains a sheet `Notes` with the reference note text next to their assigned
+note number. The sheet with the dataset `Penguins` shows the reference note numbers corresponding to
+where they were assigned in the title and subtitle.
+
+![](../static/notes.png)
+
+??? Notes
+
+    ```python
+    from pathlib import Path
+    import pandas as pd
+    import gptables as gpt
+
+    penguins_data = pd.read_csv("penguins.csv")
+
+    penguins_table = gpt.GPTable(table=penguins_data,
+                                table_name = "penguins_statistics",
+                                title="The Palmer Penguins Dataset$$note_about_x$$",
+                                subtitles = ["This is the first subtitle$$note_about_y$$",
+                                            "This is another subtitle"],
+                                scope = "Penguins",
+                                source = "Palmer Station, Antarctica")
+
+    penguins_sheets = {"Penguins": penguins_table}
+
+    notes = {
+        "Note reference": ["note_about_x", "note_about_y", "note_about_z", "note_with_no_link"],
+        "Note text": [
+            "This is a note about x linking to google.",
+            "This is a note about y linking to duckduckgo.",
+            "This is a note about z linking to the ONS website.",
+            "This is a note with no link."
+        ],
+        "Useful link": [
+            "[google](https://www.google.com)",
+            "[duckduckgo](https://duckduckgo.com/)",
+            "[ONS](https://www.ons.gov.uk)",
+            None
+        ],
+    }
+    penguins_notes_table = pd.DataFrame.from_dict(notes)
 
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
     gpt.write_workbook(
-        filename=output_path,
+        filename="penguins_with_notes.xlsx",
         sheets=penguins_sheets,
         notes_table=penguins_notes_table,
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
     )
-    print("Output written at: ", output_path)
-```
+    ```
 
 ### Cover Sheet Example
 
diff --git a/docs/static/notes.png b/docs/static/notes.png
new file mode 100644
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HcmV?d00001

diff --git a/gptables/examples/penguins_notes.py b/gptables/examples/penguins_notes.py
index 6f82fe15..318c92ac 100644
--- a/gptables/examples/penguins_notes.py
+++ b/gptables/examples/penguins_notes.py
@@ -1,81 +1,38 @@
-"""
-Penguins - Notes Example
-----------------------
-
-This example demonstrates how to include notes in a GPTable. Notes cannot
-be included in data cells but may appear either in column headers or in text such
-as titles, subtitles, etc.
-
-Placeholders for notes are put in using the notation, $$note$$. The actual note text
-must be provided as a Pandas dataframe to the notes_table argument of the ``gptables.write_workbook`` function.
-This dataframe should contain the text of the placeholder, the actual text you want in the note and (optionally)
-any hyperlinks you want in the note.
-"""
-
 from pathlib import Path
 
 import pandas as pd
 
 import gptables as gpt
 
-# Read data
 parent_dir = Path(__file__).parents[1]
-
 penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
 
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-
-penguins_table_name = "penguins_statistics"
-
-# Notes are added by using $$note$$ in text
-penguins_title = "The Penguins Dataset$$noteabouty$$"
-penguins_subtitles = [
-    "This is the first subtitle$$noteaboutx$$",
-    "Just another subtitle",
-]
-
-# Notes can also be included in column headers, see below
-penguins_table_notes = {
-    "species": "$$noteaboutx$$",
-    2: "$$noteaboutz$$",
-    "Comments": "$$noteaboutw$$",
-}  # Columns can be referenced either by index or by name
-penguins_units = {
-    2: "mm",
-    "bill_depth_mm": "mm",
-    4: "mm",
-    "body_mass_g": "g",
-}  # As above for column referencing
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "units": penguins_units,
-    "table_notes": penguins_table_notes,
-    "scope": penguins_scope,
-    "source": penguins_source,
-}
-
-# Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
+penguins_table = gpt.GPTable(
+    table=penguins_data,
+    table_name="penguins_statistics",
+    title="The Palmer Penguins Dataset$$note_about_x$$",
+    subtitles=[
+        "This is the first subtitle$$note_about_y$$",
+        "This is another subtitle",
+    ],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
 
 penguins_sheets = {"Penguins": penguins_table}
 
-# Notesheet - Note that the ordering of each list only matters with respect to the other lists in the "notes" dictionary.
-# GPTables will use the "Note reference" list to ensure the "Note text" is assigned correctly
-# All lists must be the same length. If a note has no link, use an empty string or None for that entry.
 notes = {
-    "Note reference": ["noteaboutz", "noteaboutx", "noteabouty", "noteaboutw"],
+    "Note reference": [
+        "note_about_x",
+        "note_about_y",
+        "note_about_z",
+        "note_with_no_link",
+    ],
     "Note text": [
-        "This is a note about z linking to google.",
-        "This is a note about x linking to duckduckgo.",
-        "This is a note about y linking to the ONS website.",
-        "This is a note about w with no link.",
+        "This is a note about x linking to google.",
+        "This is a note about y linking to duckduckgo.",
+        "This is a note about z linking to the ONS website.",
+        "This is a note with no link.",
     ],
     "Useful link": [
         "[google](https://www.google.com)",
@@ -84,16 +41,8 @@
         None,
     ],
 }
+penguins_notes_table = pd.DataFrame.from_dict(notes)
 
-try:
-    penguins_notes_table = pd.DataFrame.from_dict(notes)
-except ValueError as e:
-    raise ValueError(
-        "Error creating notes table. Check that all lists in 'notes' are the same length."
-        "If a note has no link, use an empty string or None for that entry."
-    ) from e
-
-# Use write_workbook to win!
 if __name__ == "__main__":
     output_path = parent_dir / "python_penguins_gptable.xlsx"
     gpt.write_workbook(

From 4de15f04f37d5e9dc46ed5dde48c965f51b85e04 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 4 Nov 2025 09:14:54 +0000
Subject: [PATCH 66/75] 314 review api section (#344)

* split api reference, remove tables of contents api page

* add functions pages, link in api ref

* clean up cover page

* clean up gptable page, change page order

* add GPWorkbook, GPWorksheet pages, remove wrappers page

* clean up theme page

* add theme link to api ref

* remove notes info from api

* update docstrings, move functions/classes into sections

* fix links

* run hooks

* fix typo
---
 docs/api/api_reference.md              |  20 +++--
 docs/api/classes/cover.md              |   4 +
 docs/api/classes/gptable.md            |   4 +
 docs/api/classes/gpworkbook.md         |   4 +
 docs/api/classes/gpworksheet.md        |   4 +
 docs/api/classes/theme.md              |   4 +
 docs/api/cover.md                      |  21 -----
 docs/api/functions.md                  |  11 ---
 docs/api/functions/produce_workbook.md |   4 +
 docs/api/functions/write_workbook.md   |   4 +
 docs/api/gptable.md                    |  13 ----
 docs/api/notes_sheet.md                |  20 -----
 docs/api/theme.md                      | 104 -------------------------
 docs/api/wrappers.md                   |  24 ------
 docs/getting_started/tutorial.md       |  13 +++-
 docs/how_to/additional_formatting.md   |   4 +-
 gptables/core/api.py                   |  16 ++--
 gptables/core/cover.py                 |  14 ++--
 gptables/core/gptable.py               |   7 +-
 gptables/core/theme.py                 |   9 +--
 gptables/core/wrappers.py              |  14 ++--
 mkdocs.yml                             |  18 +++--
 22 files changed, 85 insertions(+), 251 deletions(-)
 create mode 100644 docs/api/classes/cover.md
 create mode 100644 docs/api/classes/gptable.md
 create mode 100644 docs/api/classes/gpworkbook.md
 create mode 100644 docs/api/classes/gpworksheet.md
 create mode 100644 docs/api/classes/theme.md
 delete mode 100644 docs/api/cover.md
 delete mode 100644 docs/api/functions.md
 create mode 100644 docs/api/functions/produce_workbook.md
 create mode 100644 docs/api/functions/write_workbook.md
 delete mode 100644 docs/api/gptable.md
 delete mode 100644 docs/api/notes_sheet.md
 delete mode 100644 docs/api/theme.md
 delete mode 100644 docs/api/wrappers.md

diff --git a/docs/api/api_reference.md b/docs/api/api_reference.md
index b0daab1c..611ef497 100644
--- a/docs/api/api_reference.md
+++ b/docs/api/api_reference.md
@@ -1,11 +1,17 @@
 # API Reference
 
+<h2>Functions</h2>
+
+| Object                | Description               |
+|-----------------------|---------------------------|
+| [`produce_workbook()`](functions/produce_workbook.md) | Creates a formatted workbook suitable for further editing. |
+| [`write_workbook()`](functions/write_workbook.md) | Creates and Writes out a formatted workbook. |
+
+<h2>Classes</h2>
 | Object                | Description               |
 |-----------------------|---------------------------|
-| `produce_workbook()` | Creates a formatted workbook suitable for further editing. |
-| `write_workbook()` | Creates and Writes out a formatted workbook. |
-| `GPWorkbook` | Wrapper for `XlsxWriter.Workbook` to support further editing after `produce_workbook()` |
-| `GPWorksheet` | Wrapper for `XlsxWriter.Worksheet` to support further editing after `produce_workbook()` |
-| `GPTable` | Stores information about data in a table. |
-| `Cover` | Stores information for the cover sheet of a workbook. |
-| `Theme` | Used to set the formatting of various elements throughout the workbook. |
+| [`Cover`](classes/cover.md) | Stores information for the cover sheet of a workbook. |
+| [`GPTable`](classes/gptable.md) | Stores information about data in a table. |
+| [`GPWorkbook`](classes/gpworkbook.md) | Wrapper for `XlsxWriter.Workbook` to support further editing after `produce_workbook()` |
+| [`GPWorksheet`](classes/gpworksheet.md) | Wrapper for `XlsxWriter.Worksheet` to support further editing after `produce_workbook()` |
+| [`Theme`](classes/theme.md) | Used to set the formatting of various elements throughout the workbook. |
diff --git a/docs/api/classes/cover.md b/docs/api/classes/cover.md
new file mode 100644
index 00000000..a6f435e1
--- /dev/null
+++ b/docs/api/classes/cover.md
@@ -0,0 +1,4 @@
+::: gptables.core.cover.Cover
+    options:
+        heading: "Cover"
+        heading_level: 0
diff --git a/docs/api/classes/gptable.md b/docs/api/classes/gptable.md
new file mode 100644
index 00000000..211af535
--- /dev/null
+++ b/docs/api/classes/gptable.md
@@ -0,0 +1,4 @@
+::: gptables.core.gptable.GPTable
+      options:
+            heading: "GPTable"
+            heading_level: 0
diff --git a/docs/api/classes/gpworkbook.md b/docs/api/classes/gpworkbook.md
new file mode 100644
index 00000000..1470b4df
--- /dev/null
+++ b/docs/api/classes/gpworkbook.md
@@ -0,0 +1,4 @@
+::: gptables.core.wrappers.GPWorkbook
+    options:
+        heading: "GPWorkbook"
+        heading_level: 0
diff --git a/docs/api/classes/gpworksheet.md b/docs/api/classes/gpworksheet.md
new file mode 100644
index 00000000..d70fe4e9
--- /dev/null
+++ b/docs/api/classes/gpworksheet.md
@@ -0,0 +1,4 @@
+::: gptables.core.wrappers.GPWorksheet
+    options:
+        heading: "GPWorksheet"
+        heading_level: 0
diff --git a/docs/api/classes/theme.md b/docs/api/classes/theme.md
new file mode 100644
index 00000000..dc9106e4
--- /dev/null
+++ b/docs/api/classes/theme.md
@@ -0,0 +1,4 @@
+::: gptables.core.theme.Theme
+    options:
+        heading: "Theme"
+        heading_level: 0
diff --git a/docs/api/cover.md b/docs/api/cover.md
deleted file mode 100644
index 1c2a22e9..00000000
--- a/docs/api/cover.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Cover
-
-Cover sheets can be used to provide information that is general to all tables in a Workbook.
-
-#### NOTE
-Cover sheets are added as the first sheet in the Workbook when written by `gptables`.
-This is important when applying additional formatting to other Worksheets by their index in the Workbook.
-
-## Mapping
-
-To include a cover sheet, map your text elements to the attributes of a `Cover` object and pass this object to the `cover` parameter of either [`produce_workbook()`](functions.md#gptables.core.api.produce_workbook) or [`write_workbook()`](functions.md#gptables.core.api.write_workbook).
-Text attributes which take a list (most except for title) will write one element per cell vertically in the Worksheet.
-
-## Formatting
-
-Formatting of cover sheet text is managed by the `cover_` attributes of the Workbook’s [`Theme`](theme.md#gptables.core.theme.Theme).
-
-
-::: gptables.core.cover.Cover
-    options:
-        heading: "Cover"
diff --git a/docs/api/functions.md b/docs/api/functions.md
deleted file mode 100644
index a19b5b5e..00000000
--- a/docs/api/functions.md
+++ /dev/null
@@ -1,11 +0,0 @@
-# Functions
-
-::: gptables.core.api.write_workbook
-    options:
-        heading: "write_workbook()"
-
-&nbsp;
-
-::: gptables.core.api.produce_workbook
-    options:
-        heading: "produce_workbook()"
diff --git a/docs/api/functions/produce_workbook.md b/docs/api/functions/produce_workbook.md
new file mode 100644
index 00000000..7f634aec
--- /dev/null
+++ b/docs/api/functions/produce_workbook.md
@@ -0,0 +1,4 @@
+::: gptables.core.api.produce_workbook
+    options:
+        heading: "produce_workbook()"
+        heading_level: 0
diff --git a/docs/api/functions/write_workbook.md b/docs/api/functions/write_workbook.md
new file mode 100644
index 00000000..1432077f
--- /dev/null
+++ b/docs/api/functions/write_workbook.md
@@ -0,0 +1,4 @@
+::: gptables.core.api.write_workbook
+    options:
+        heading: "write_workbook()"
+        heading_level: 0
diff --git a/docs/api/gptable.md b/docs/api/gptable.md
deleted file mode 100644
index 2e098315..00000000
--- a/docs/api/gptable.md
+++ /dev/null
@@ -1,13 +0,0 @@
-# GPTable
-
-## Mapping
-
-The `GPTable` Class is used to map your data and metadata to table elements.
-See how the supported table elements are represented in the output in the [getting started guide](../getting_started/elements.md).
-
-## Additional formatting
-For more information on the options avaiable for `additional_fomatting`, see [How-to: Additional formatting](../how_to/additional_formatting.md).
-
-::: gptables.core.gptable.GPTable
-      options:
-            heading: "GPTable"
diff --git a/docs/api/notes_sheet.md b/docs/api/notes_sheet.md
deleted file mode 100644
index a555c83c..00000000
--- a/docs/api/notes_sheet.md
+++ /dev/null
@@ -1,20 +0,0 @@
-## Notes sheet
-
-A notes sheet will be generated if the API functions are provided with a
-`notes_table`. The first column of the `notes_table` should contain a
-meaningful reference for each note. This reference can then be used in the
-worksheets - see the GPTable documentation for more details. When the notes
-sheet is produced, this column will be replaced by the order the notes are
-referenced in throughout the workbook.
-
-The second column should contain the text for each note. Optional additional
-columns can be used for useful links, formatted as `"[display text](link)"`.
-
-The notes sheet can be customised using the `notesheet_options` parameter.
-Values for the `title`, `table_name` and `instructions` can be provided
-here. To customise the worksheet label, pass the new label into the
-`notesheet_label` parameter.
-
-If a `notes_table` is not provided, the notes sheet will not be generated.
-
-See this in practice in the [Tutorial](../getting_started/tutorial.md#penguins-notes-example).
diff --git a/docs/api/theme.md b/docs/api/theme.md
deleted file mode 100644
index 054898b3..00000000
--- a/docs/api/theme.md
+++ /dev/null
@@ -1,104 +0,0 @@
-# Theme
-
-## `Theme` Configuration
-
-The easiest way to design your own theme is to create a
-YAML configuration file. You should take a copy of our default theme
-configuration file and adjust it to suit your needs.
-When designing a theme, please consult the [Analysis Function guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) to
-ensure your new formatting is accessible.
-
-Most of the top level names in the config file represent table elements or their metadata.
-The parameters passed below these names are [XlsxWriter format properties](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties), so you
-should check out their documentation to find the appropriate properties and valid
-options for your formatting.
-
-`global` refers to the base format that all others will be built upon.
-Any format parameter that is repeated for a specific element will override the global format for that element.
-The three `cover_` format names refer to elements of the cover page generated from a [`Cover`](cover.md#gptables.core.cover.Cover).
-
-#### NOTE
-All top levels names must exist in the config file. Where no properties need to be passed, leave empty after the colon.
-
-The final name in the config file is a special attribute which doed not take
-XlsxWriter properties. It does the following:
-
-* `description_order` - specify the order of description elements.
-  Must contain a list including `instructions`, `legend`, `source` and `scope`,
-  in the order that you would like them to appear.
-
-The configuration file for our default theme looks like this:
-
-```yaml
-global:
-    font_size: 12
-    font_name: Arial
-    font_color: 'automatic'
-
-cover_title:
-    bold: True
-    font_size: 16
-    text_wrap: True
-
-cover_subtitle:
-    bold: True
-    font_size: 14
-    text_wrap: True
-
-cover_text:
-    text_wrap: True
-
-title:
-    bold: True
-    font_size: 16
-
-subtitle:
-    font_size: 14
-
-instructions:
-
-scope:
-
-column_heading:
-    bold: True
-    bottom: 1
-    text_wrap: 1
-    valign: top
-
-index_1:
-    bold: True
-    text_wrap: 1
-
-index_2:
-    text_wrap: 1
-
-index_3:
-    text_wrap: 1
-
-data:
-    text_wrap: 1
-
-source:
-    font_size: 12
-
-legend:
-    font_size: 12
-
-description_order:
-    - instructions
-    - legend
-    - source
-    - scope
-```
-
-For minor adjustments to a theme, a deepcopy can be taken before using the
-`Theme` methods below to update the `Theme`’s attributes.
-
-`Theme` objects can altenatively be configured using dictionaries, with the same
-structure as the configuration files.
-
-An example using a personalised theme YAML file can be found under [How-to: Custom Theme](../how_to/custom_theme.md).
-
-::: gptables.core.theme.Theme
-    options:
-        heading: "Theme"
diff --git a/docs/api/wrappers.md b/docs/api/wrappers.md
deleted file mode 100644
index cbc05df6..00000000
--- a/docs/api/wrappers.md
+++ /dev/null
@@ -1,24 +0,0 @@
-# XlsxWriter wrappers
-
-These Classes are only likely used following use
-of the [`produce_workbook()`](functions.md#gptables.core.api.produce_workbook) API function,
-which returns a [`GPWorkbook`](wrappers.md#gptables.core.wrappers.GPWorkbook) object.
-
-You may use these objects to carry out modification of any aspects of the
-workbook or individual worksheets that are outside of the scope of `GPTables`.
-To see this in practice, see the additional formatting example under usage.
-Please also see the XlsxWriter documentation on their [Workbook](https://xlsxwriter.readthedocs.io/workbook.html) and [Worksheet](https://xlsxwriter.readthedocs.io/worksheet.html) Classes,
-which are super-classses of those below, for details on further modfication.
-
-The methods which we’ve extended these Classes with are not shown here, but feel
-free to check out the source code to see how `gptables` works under the hood.
-
-::: gptables.core.wrappers.GPWorkbook
-    options:
-        heading: "GPWorkbook"
-
-&nbsp;
-
-::: gptables.core.wrappers.GPWorksheet
-    options:
-        heading: "GPWorksheet"
diff --git a/docs/getting_started/tutorial.md b/docs/getting_started/tutorial.md
index 71b3b5d4..9f8e277b 100644
--- a/docs/getting_started/tutorial.md
+++ b/docs/getting_started/tutorial.md
@@ -166,11 +166,12 @@ the workbook:
 Set `contentsheet_label = None` inside `gptables.write_workbook()` to disable creating
 a table of contents.
 
-More information can be found in the [function documentation](../api/functions.md#gptables.core.api.write_workbook).
+More information can be found in the [function documentation](../api/functions/write_workbook.md).
 
 ### Notes
 
-GPTables allows for attaching notes to tables. Notes are useful for adding footnotes, clarifications, or
+GPTables allows for attaching notes to tables by supplying `notes_table` to `produce_workbook()` or
+`write_workbook()`. Notes are useful for adding footnotes, clarifications, or
 extra information that helps users interpret the data.
 
 Notes appear on a separate worksheet called `Notes`. They can be referenced in the `title`, `subtitles`,
@@ -217,7 +218,7 @@ notes = {
 penguins_notes_table = pd.DataFrame.from_dict(notes)
 ```
 
-When outputting the table, specify the reference table for the `Notes` sheet using `notes_table`:
+When outputting the table, specify the reference table for the `Notes` sheet using `notes_table`.
 ```python
 gpt.write_workbook(
     ...
@@ -276,6 +277,10 @@ where they were assigned in the title and subtitle.
     )
     ```
 
+The notes sheet `title`, `table_name` and `instructions`can be customised by supplying these to
+the `notesheet_options` parameter in `write_workbook()` or `produce_workbook()`. An updated
+label can be supplied to `notesheet_label`.
+
 ### Cover Sheet Example
 
 This example uses the [Starting out](tutorial.md#starting-out) example above, and adds a cover sheet to the workbook.
@@ -284,7 +289,7 @@ Cover sheets can be used to provide information that is general to all tables in
 
 Note: Cover sheets are added as the first sheet in the workbook when written by `gptables`. This is important when applying additional formatting to other worksheets by their index in the workbook.
 
-To include a cover sheet, first map your text elements to the attributes of a [Cover](../api/cover.md) object:
+To include a cover sheet, first map your text elements to the attributes of a [Cover](../api/classes/cover.md) object:
 
 ```python
 penguins_cover = gpt.Cover(
diff --git a/docs/how_to/additional_formatting.md b/docs/how_to/additional_formatting.md
index 0f1db3bb..34d3c9e9 100644
--- a/docs/how_to/additional_formatting.md
+++ b/docs/how_to/additional_formatting.md
@@ -173,7 +173,7 @@ This is combined with a basic example below in an extendable tab.
     ```
 
 This formatting is applied in addition to the
-formatting of that element specified in the [`Theme`](../api/theme.md).
+formatting of that element specified in the [`Theme`](../api/classes/theme.md).
 !!! warning "Formatting of note references and links"
     Text formatting is not currently supported if the cell also contains note
     references or links. This may be changed in the future if there is
@@ -294,5 +294,5 @@ for [border styles in the XlsxWriter documentation](https://xlsxwriter.readthedo
 
 For any formatting beyond this, if the package should support it then please raise an issue
 or create a pull request. Otherwise, you will need to modify the underlying
-[`GPWorkbook`](../api/wrappers.md#gptables.core.wrappers.GPWorkbook) or [`GPWorksheet`](../api/wrappers.md#gptables.core.wrappers.GPWorksheet) objects
+[`GPWorkbook`](../api/classes/gpworkbook.md) or [`GPWorksheet`](../api/classes/gpworksheet.md) objects
 before they are written to Excel.
diff --git a/gptables/core/api.py b/gptables/core/api.py
index 57e71f71..94b33d1d 100644
--- a/gptables/core/api.py
+++ b/gptables/core/api.py
@@ -23,10 +23,11 @@ def produce_workbook(
     auto_width: Union[bool, Dict[str, bool]] = True,
     gridlines: str = "hide_all",
     cover_gridlines: bool = False,
-) -> "GPWorkbook":
+) -> GPWorkbook:
     """
-    Produces a GPWorkbook, ready to be written to the specified `.xlsx` file
-    using the ``.close()`` method.
+    Produces a formatted workbook.
+
+    Can be written to an `.xlsx` file as specified in `filename` using `.close()`.
 
     Parameters
     ----------
@@ -145,14 +146,7 @@ def write_workbook(
     cover_gridlines: bool = False,
 ) -> None:
     """
-    Writes a GPWorkbook to the specified `.xlsx` file.
-
-    This is an alternative main function that will take in data and theme
-    information. It calls upon the package to write a formatted `.xlsx`
-    file to the specified path.
-
-    .. note:: Deprecated in v1.1.0: `contentsheet` will be removed
-        in v2, it is replaced by `contentsheet_label`
+    Writes a formatted Excel workbook to `filename`.
 
     Parameters
     ----------
diff --git a/gptables/core/cover.py b/gptables/core/cover.py
index 00e93967..ef27741b 100644
--- a/gptables/core/cover.py
+++ b/gptables/core/cover.py
@@ -7,22 +7,22 @@
 @dataclass
 class Cover:
     """
-    dataclass for storing cover sheet text.
+    Stores cover sheet properties.
 
     Attributes
     ----------
     title : str
-        cover page title
+        Cover page title
     intro : List[str, list], optional
-        introductory text
+        Introductory text
     about : List[str, list], optional
-        about/notes text
+        About/notes text
     contact : List[str, list], optional
-        contact details text
+        Contact details text
     cover_label : str
-        cover page tab label, defaults to Cover
+        Cover page tab label, defaults to "Cover"
     width: int
-        width of the column, defaults to 85
+        Width of the column, defaults to 85
     """
 
     def __init__(
diff --git a/gptables/core/gptable.py b/gptables/core/gptable.py
index 4d34219b..2f04ed26 100644
--- a/gptables/core/gptable.py
+++ b/gptables/core/gptable.py
@@ -7,12 +7,9 @@
 
 class GPTable:
     """
-    A Good Practice Table. Stores a table and metadata for writing a table
-    to excel.
+    A Good Practice Table.
 
-    .. note:: Deprecated in v1.1.0: Ability to reference notes within
-        ``GPTable.table.columns`` will be removed in v2 of gptables. Please use
-        ``GPTable.table_notes`` to ensure references are correctly placed and ordered.
+    Stores data, text content, and content metadata for writing a table to Excel.
 
     Attributes
     ----------
diff --git a/gptables/core/theme.py b/gptables/core/theme.py
index c0e2db0d..5441f8c3 100644
--- a/gptables/core/theme.py
+++ b/gptables/core/theme.py
@@ -25,13 +25,10 @@ def wrapper(cls, format_dict: Dict[str, Any]) -> Any:
 
 class Theme:
     """
-    A class that defines a set of format attributes for use in xlsxwriter.
+    Defines format attributes for table elements for use with XlsxWriter.
 
-    This class associates a dict of format attributes with table elements.
-
-    See XlsxWriter
-    `format properties <https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties>`_
-    for valid options.
+    For valid values, see XlsxWriter `Format` properties:
+    _<https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties>_.
 
     Attributes
     ----------
diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index a0153fb2..31b15346 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -18,7 +18,7 @@
 
 class GPWorksheet(Worksheet):
     """
-    Wrapper for an XlsxWriter Worksheet object. Provides a method for writing
+    Wrapper for an `XlsxWriter.Worksheet` object. Provides a method for writing
     a good practice table (GPTable) to a Worksheet.
     """
 
@@ -993,8 +993,7 @@ def _get_cell_string(self, cell_val: object) -> str:
 
 class GPWorkbook(Workbook):
     """
-    Wrapper for and XlsxWriter Workbook object. The Worksheets class has been
-    replaced by an alternative with a method for writting GPTable objects.
+    Wrapper for an `XlsxWriter.Workbook` object.
     """
 
     def __init__(self, filename: str = None, options: dict = {}) -> None:
@@ -1096,9 +1095,9 @@ def make_table_of_contents(
             description of the page layout
             defaults to "This worksheet contains one table."
 
-        Return
+        Returns
         ------
-        gpt.GPTable
+        gptables.GPTable
         """
         if column_names is None:
             column_names = ["Sheet name", "Table description"]
@@ -1202,11 +1201,10 @@ def make_notesheet(
             description of the page layout
             defaults to "This worksheet contains one table."
 
-        Return
+        Returns
         ------
-        gpt.GPTable
+        gptables.GPTable
         """
-        # set defaults
         if table_name is None:
             table_name = "notes_table"
 
diff --git a/mkdocs.yml b/mkdocs.yml
index 0df9bf51..67cd93c7 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -19,13 +19,15 @@ nav:
     - Use in R: how_to/in_r.md
   - API:
     - API reference: api/api_reference.md
-    - Functions: api/functions.md
-    - Table of contents: api/table_of_contents.md
-    - Cover: api/cover.md
-    - Notes sheet: api/notes_sheet.md
-    - Theme: api/theme.md
-    - GPTable: api/gptable.md
-    - XlsxWriter wrappers: api/wrappers.md
+    - Functions:
+      - produce_workbook(): api/functions/produce_workbook.md
+      - write_workbook(): api/functions/write_workbook.md
+    - Classes:
+      - Cover: api/classes/cover.md
+      - GPTable: api/classes/gptable.md
+      - GPWorkbook: api/classes/gpworkbook.md
+      - GPWorksheet: api/classes/gpworksheet.md
+      - Theme: api/classes/theme.md
   - Reference:
     - Accessibility checklist: reference/checklist.md
     - Examples: reference/examples.md
@@ -46,7 +48,7 @@ plugins:
           show_signature: true
           show_signature_annotations: true
           separate_signature: true
-          show_root_heading: true
+          separate_signature: false
           extra:
             show_type_annotations: true
 

From 04e48853db9b331d4073162955f9e69b85e40480 Mon Sep 17 00:00:00 2001
From: Luke Davies <117165341+ldavies99@users.noreply.github.com>
Date: Thu, 6 Nov 2025 09:12:56 +0000
Subject: [PATCH 67/75] 307 update the how to multiple sheets example (#345)

* Add multiple sheets to end of tutorial

* Fix typo
---
 docs/getting_started/tutorial.md | 92 ++++++++++++++++++++++++++++++++
 docs/how_to/multiple_sheets.md   | 58 --------------------
 2 files changed, 92 insertions(+), 58 deletions(-)
 delete mode 100644 docs/how_to/multiple_sheets.md

diff --git a/docs/getting_started/tutorial.md b/docs/getting_started/tutorial.md
index 9f8e277b..faf060e5 100644
--- a/docs/getting_started/tutorial.md
+++ b/docs/getting_started/tutorial.md
@@ -408,3 +408,95 @@ The code is combined below in an extendable tab.
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
     )
     ```
+
+### Multiple sheets
+
+This example uses the [Starting out](tutorial.md#starting-out) example above, and adds a second data sheet to the workbook.
+
+To include another data sheet, you must construct another `GPTable`, similarly to how it was done with a single data sheet. This extra sheet can have it's own unique elements, including data.
+```python
+penguins_table_1 = gpt.GPTable(
+    table=penguins_data_1,
+    table_name="penguins_statistics_1",
+    title="The Palmer Penguins Dataset (Sheet 1)",
+    subtitles=["This is the first subtitle", "This is another subtitle"],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+
+penguins_table_2 = gpt.GPTable(
+    table=penguins_data_2,
+    table_name="penguins_statistics_2",
+    title="The Palmer Penguins Dataset (Sheet 2)",
+    subtitles=["This is the first subtitle for sheet 2", "Another subtitle for sheet 2"],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+```
+
+Each table should be associated to a sheet name for writing. Collate the sheets with their names in a dictionary:
+
+```python
+penguins_sheets = {
+        "Penguins 1": penguins_table_1,
+        "Penguins 2": penguins_table_2
+    }
+```
+
+Finally, use `gptables.write_workbook()` to create and write out the workbook with the output path, the sheets, and any additional elements.
+
+```python
+gpt.write_workbook(
+    filename="python_penguins_gptable.xlsx",
+    sheets=penguins_sheets,
+    contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+)
+```
+
+The code is combined below in an extendable tab.
+
+??? "Multiple sheets"
+    ```python
+    from pathlib import Path
+    import pandas as pd
+    import gptables as gpt
+
+
+    # Read the CSV once
+    penguins_data = pd.read_csv("penguins.csv")
+
+    # Split the penguins data into two halves, keeping the first 3 columns as keys.
+    penguins_data_1 = penguins_data.iloc[:, :10]
+    penguins_data_2 = pd.concat([penguins_data.iloc[:, :3], penguins_data.iloc[:, 10:]], axis=1)
+
+    # Create two different GPTable objects
+    penguins_table_1 = gpt.GPTable(
+        table=penguins_data_1,
+        table_name="penguins_statistics_1",
+        title="The Palmer Penguins Dataset (Sheet 1)",
+        subtitles=["This is the first subtitle", "This is another subtitle"],
+        scope="Penguins",
+        source="Palmer Station, Antarctica",
+    )
+
+    penguins_table_2 = gpt.GPTable(
+        table=penguins_data_2,
+        table_name="penguins_statistics_2",
+        title="The Palmer Penguins Dataset (Sheet 2)",
+        subtitles=["This is the first subtitle for sheet 2", "Another subtitle for sheet 2"],
+        scope="Penguins",
+        source="Palmer Station, Antarctica",
+    )
+
+    # Add both tables to the sheets dictionary
+    penguins_sheets = {
+        "Penguins 1": penguins_table_1,
+        "Penguins 2": penguins_table_2
+    }
+
+    gpt.write_workbook(
+        filename="python_penguins_gptable.xlsx",
+        sheets=penguins_sheets,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    ```
diff --git a/docs/how_to/multiple_sheets.md b/docs/how_to/multiple_sheets.md
deleted file mode 100644
index 47a08f11..00000000
--- a/docs/how_to/multiple_sheets.md
+++ /dev/null
@@ -1,58 +0,0 @@
-# Multiple sheets
-
-This example demonstrates how to create a workbook with multiple sheets. Note that it
-will auto-generate a table of contents.
-
-```
-import gptables as gpt
-import pandas as pd
-import numpy as np
-from pathlib import Path
-from copy import deepcopy
-
-## Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-#Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-## Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = [
-    "This is the first subtitle",
-    "Just another subtitle"
-    ]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source
-    }
-
-## Define our GPTable
-penguins_table = gpt.GPTable(table=penguins_data, table_name="penguins_statistics", **kwargs)
-
-penguins_table_copy = deepcopy(penguins_table)
-penguins_table_copy.set_title("A copy of the first sheet")
-penguins_table_copy.set_table_name("penguins_statistics_copy") #All tables in a single workbook must have a unique name
-
-penguins_sheets = {
-    "Penguins": penguins_table,
-    "Copy of Penguins": penguins_table_copy
-}
-
-## Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets
-    )
-    print("Output written at: ", output_path)
-```

From 4e23fe004661057e84152a9c23170b84ebcfc5d6 Mon Sep 17 00:00:00 2001
From: Jday7879 <57715292+Jday7879@users.noreply.github.com>
Date: Thu, 6 Nov 2025 09:17:53 +0000
Subject: [PATCH 68/75] adding extension to copy codeblocks directly (#346)

---
 mkdocs.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/mkdocs.yml b/mkdocs.yml
index 67cd93c7..b0ba9130 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -5,6 +5,7 @@ theme:
   name: material
   features:
     - toc.integrate
+    - content.code.copy
 
 nav:
   - Home: index.md

From e68657fa43adea3566ab01361b7ac19a0c302e62 Mon Sep 17 00:00:00 2001
From: Sara-Jade-O <sara-jade.oman@ons.gov.uk>
Date: Fri, 7 Nov 2025 12:01:10 +0000
Subject: [PATCH 69/75] 300 Deprecate GPTable.table.columns for note
 referencing (#338)

* deprecate GPTable.table.columns for note referencing

* remove duped code

* refactor _reference_table_annotations to use table_notes instead of parsing header tokens, simplify set_table_notes, update related tests

---------

Co-authored-by: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
---
 gptables/core/gptable.py      | 51 +++++++++--------------------------
 gptables/core/wrappers.py     | 30 ++++++++++++++++-----
 gptables/test/test_gptable.py | 33 +++++++++++++++--------
 3 files changed, 58 insertions(+), 56 deletions(-)

diff --git a/gptables/core/gptable.py b/gptables/core/gptable.py
index 2f04ed26..d329d7e5 100644
--- a/gptables/core/gptable.py
+++ b/gptables/core/gptable.py
@@ -118,6 +118,12 @@ def set_table(
         if not isinstance(new_table, pd.DataFrame):
             raise TypeError("`table` must be a pandas DataFrame")
 
+        if any("$$" in str(h) for h in new_table.columns):
+            raise ValueError(
+                "Notes inside column headers are no longer supported. "
+                "Use GPTable.table_notes for column notes instead."
+            )
+
         default_index = pd.Index(range(new_table.shape[0]))
         if not all(new_table.index == default_index) and not new_table.empty:
             msg = (
@@ -143,7 +149,7 @@ def set_table(
 
         if new_table_notes is None:
             new_table_notes = self.table_notes
-        self.set_table_notes(new_table_notes)
+        self.table_notes = new_table_notes
 
     def set_index_columns(self, new_index_columns: Dict[int, int]) -> None:
         """
@@ -332,6 +338,11 @@ def set_units(
         Units should be in the format {column: units_text}. Column can be column name or 0-indexed column
         number in `table`.
         """
+        if any("$$" in str(h) for h in self.table.columns):
+            raise ValueError(
+                "Notes inside column headers are no longer supported. "
+                "Use GPTable.table_notes for column notes instead."
+            )
         if isinstance(new_units, dict) and len(new_units) > 0:
             for value in new_units.values():
                 self._validate_text(value, "units")
@@ -404,44 +415,8 @@ def set_table_notes(
         Adds note references to column headers.
         `table_notes` should be in the format {column: "$$note_reference$$"}.
         Column can be column name or 0-indexed column number in `table`.
-        """
-        if isinstance(new_table_notes, dict) and len(new_table_notes) > 0:
-            for value in new_table_notes.values():
-                self._validate_text(value, "table_notes")
-
-            headers = self.table.columns.values.tolist()
-
-            # Check if units have already been added to headers...
-            unmodified_headers = [header.split("\n")[0] for header in headers]
-
-            # ...if so, apply any notes applied to headers without units, to headers with units
-            for n in range(len(unmodified_headers)):
-                if unmodified_headers[n] in list(new_table_notes.keys()):
-                    new_table_notes[n] = new_table_notes.pop(unmodified_headers[n])
-
-            # Convert numeric keys to column names
-            new_headers_keys = [
-                headers[key] if isinstance(key, int) else key
-                for key in new_table_notes.keys()
-            ]
-            new_headers_values = [
-                f"{key}\n{value}"
-                for key, value in zip(new_headers_keys, new_table_notes.values())
-            ]
-            new_headers = dict(zip(new_headers_keys, new_headers_values))
-
-            self.table = self.table.rename(columns=new_headers)
-
-            if len(self.additional_formatting) > 0:
-                self._update_column_names_in_additional_formatting(new_headers)
-
-        elif new_table_notes is not None:
-            msg = (
-                "`table_notes` attribute must be a dictionary or None"
-                " ({column: '$$note_reference$$'})"
-            )
-            raise TypeError(msg)
 
+        """
         self.table_notes = new_table_notes
 
     def set_source(self, new_source: Any) -> None:
diff --git a/gptables/core/wrappers.py b/gptables/core/wrappers.py
index 31b15346..93e68284 100644
--- a/gptables/core/wrappers.py
+++ b/gptables/core/wrappers.py
@@ -159,20 +159,36 @@ def _reference_table_annotations(
         """
         Reference annotations in the table column headings and index columns.
         """
-        table = getattr(gptable, "table")
+        table = gptable.table.copy()
 
-        table.columns = self._replace_reference_in_attr(
-            [x for x in table.columns], reference_order
-        )
+        notes = getattr(gptable, "table_notes", {}) or {}
+        if notes:
+            headers = list(table.columns)
+            rename_map = {}
 
-        index_columns = gptable.index_columns.values()
+            for key, note_token in notes.items():
+
+                idx = key if isinstance(key, int) else table.columns.get_loc(key)
+                old = headers[idx]
+
+                rendered = self._replace_reference_in_attr(note_token, reference_order)
 
+                if not (
+                    isinstance(old, str)
+                    and old.splitlines()
+                    and old.splitlines()[-1] == rendered
+                ):
+                    new = f"{old}\n{rendered}"
+                    rename_map[old] = new
+            if rename_map:
+                table = table.rename(columns=rename_map)
+
+        index_columns = gptable.index_columns.values()
         for col in index_columns:
             table.iloc[:, col] = table.iloc[:, col].apply(
                 lambda x: self._replace_reference_in_attr(x, reference_order)
             )
-
-        setattr(gptable, "table", table)
+        gptable.table = table
 
     def _replace_reference_in_attr(
         self,
diff --git a/gptables/test/test_gptable.py b/gptables/test/test_gptable.py
index 8129ff43..6fdfe7fc 100644
--- a/gptables/test/test_gptable.py
+++ b/gptables/test/test_gptable.py
@@ -348,9 +348,9 @@ def test_units_placement(self, unit_text, column_id, create_gptable_with_kwargs)
     @pytest.mark.parametrize("column_id", ["columnA", 0])
     def test_table_notes_placement(self, column_id, create_gptable_with_kwargs):
         """
-        Test that units are placed correctly under column headers.
+        Test that notes are placed correctly under column headers.
         """
-        table_with_notes = pd.DataFrame(columns=["columnA\n$$note_reference$$"])
+        expected_columns = pd.Index(["columnA"])
 
         gptable = create_gptable_with_kwargs(
             {"table": pd.DataFrame(columns=["columnA"])}
@@ -358,7 +358,12 @@ def test_table_notes_placement(self, column_id, create_gptable_with_kwargs):
 
         gptable.set_table_notes(new_table_notes={column_id: "$$note_reference$$"})
 
-        assert gptable.table.columns == table_with_notes.columns
+        assert gptable.table.columns.equals(expected_columns)
+
+        note_key = column_id if isinstance(column_id, int) else "columnA"
+        assert gptable.table_notes == {note_key: "$$note_reference$$"}
+
+        assert all("$$" not in str(h) for h in gptable.table.columns)
 
     @pytest.mark.parametrize("column_id", ["columnA", 0])
     def test_table_units_and_notes_placement(
@@ -367,9 +372,7 @@ def test_table_units_and_notes_placement(
         """
         Test that units and notes are placed correctly under column headers.
         """
-        table_with_units_and_notes = pd.DataFrame(
-            columns=["columnA\n(unit)\n$$note_reference$$"]
-        )
+        expected_columns = pd.Index(["columnA\n(unit)"])
 
         gptable = create_gptable_with_kwargs(
             {"table": pd.DataFrame(columns=["columnA"])}
@@ -378,7 +381,10 @@ def test_table_units_and_notes_placement(
         gptable.set_units(new_units={column_id: "unit"})
         gptable.set_table_notes(new_table_notes={column_id: "$$note_reference$$"})
 
-        assert gptable.table.columns == table_with_units_and_notes.columns
+        assert gptable.table.columns.equals(expected_columns)
+        note_key = column_id if isinstance(column_id, int) else "columnA"
+        assert gptable.table_notes == {note_key: "$$note_reference$$"}
+        assert all("$$" not in str(h) for h in gptable.table.columns)
 
     def test_additional_formatting_with_units(self, create_gptable_with_kwargs):
         """
@@ -415,8 +421,10 @@ def test_additional_formatting_with_table_notes(self, create_gptable_with_kwargs
         )
 
         assert gptable.additional_formatting == [
-            {"column": {"columns": ["columnA\n$$ref$$"], "format": {"bold": True}}}
+            {"column": {"columns": ["columnA"], "format": {"bold": True}}}
         ]
+        assert gptable.table_notes == {"columnA": "$$ref$$"}
+        assert all("$$" not in str(h) for h in gptable.table.columns)
 
     def test_additional_formatting_with_units_and_table_notes(
         self, create_gptable_with_kwargs
@@ -428,8 +436,8 @@ def test_additional_formatting_with_units_and_table_notes(
         gptable = create_gptable_with_kwargs(
             {
                 "table": pd.DataFrame(columns=["columnA"]),
-                "units": {"columnA": "unit"},
-                "table_notes": {"columnA": "$$ref$$"},
+                "units": {0: "unit"},
+                "table_notes": {0: "$$ref$$"},
                 "additional_formatting": [
                     {"column": {"columns": ["columnA"], "format": {"bold": True}}}
                 ],
@@ -439,12 +447,15 @@ def test_additional_formatting_with_units_and_table_notes(
         assert gptable.additional_formatting == [
             {
                 "column": {
-                    "columns": ["columnA\n(unit)\n$$ref$$"],
+                    "columns": ["columnA\n(unit)"],
                     "format": {"bold": True},
                 }
             }
         ]
 
+        assert gptable.units == {0: "unit"}
+        assert gptable.table_notes == {0: "$$ref$$"}
+
     @pytest.mark.parametrize(
         "column_names,expectation",
         [

From f108df1cdb94bafaae7b722401938a1cd5aa9821 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Fri, 7 Nov 2025 14:16:35 +0000
Subject: [PATCH 70/75] 312 review examples (#347)

* redraft tutorial

* update table of contents tutorial

* update multiple sheets example

* edit multi sheets example

* edit starting out text

* update tutorial text

* edit starting out example

* update notes example

* update cover tutorial

* remove tutorial output

* update multiple sheets example

* remove path from imports

* update tutorial images

* run hooks

* update text
---
 docs/getting_started/tutorial.md              | 162 +++++++-----------
 .../getting_started_before_and_after.png      | Bin 399824 -> 399824 bytes
 docs/static/notes.png                         | Bin 238956 -> 0 bytes
 docs/static/tutorial_adding_notes.png         | Bin 0 -> 238956 bytes
 gptables/examples/penguins_cover.py           |  70 --------
 .../examples/penguins_minimal_alternate.py    |  51 ------
 gptables/examples/penguins_multiple_sheets.py |  55 ------
 gptables/examples/tutorial_adding_a_cover.py  |  54 ++++++
 .../examples/tutorial_adding_datasheets.py    |  47 +++++
 ...uins_notes.py => tutorial_adding_notes.py} |   2 +-
 ...arting_out.py => tutorial_starting_out.py} |   2 +-
 11 files changed, 169 insertions(+), 274 deletions(-)
 delete mode 100644 docs/static/notes.png
 create mode 100644 docs/static/tutorial_adding_notes.png
 delete mode 100644 gptables/examples/penguins_cover.py
 delete mode 100644 gptables/examples/penguins_minimal_alternate.py
 delete mode 100644 gptables/examples/penguins_multiple_sheets.py
 create mode 100644 gptables/examples/tutorial_adding_a_cover.py
 create mode 100644 gptables/examples/tutorial_adding_datasheets.py
 rename gptables/examples/{penguins_notes.py => tutorial_adding_notes.py} (95%)
 rename gptables/examples/{starting_out.py => tutorial_starting_out.py} (92%)

diff --git a/docs/getting_started/tutorial.md b/docs/getting_started/tutorial.md
index faf060e5..2ce52836 100644
--- a/docs/getting_started/tutorial.md
+++ b/docs/getting_started/tutorial.md
@@ -1,42 +1,26 @@
-# Getting started with `gptables`
+# Tutorial
 
-## Installation
-To install gptables, simply use:
+This section aims to demonstrate some basic `gptables` functionality. The code from each section
+can be run from the
+[examples](https://github.com/ONSdigital/gptables/tree/main/gptables/examples) folder, with more advanced
+usage guides found in the how-tos and [API documentation](../api/api_reference.md).
 
-```
-pip install gptables
-```
-
-## Tutorial
-
-gptables helps produce consistently structured and formatted tables.
-
-This section demonstrates basic use of the gptables with the Penguins dataset. More indepth information can be found in the how-tos and API docs.
-
-The tutorial code can be run from the
-[examples](https://github.com/ONSdigital/gptables/tree/main/gptables/examples) folder.
-
-### Starting out
+To install `gptables`, simply use `pip install gptables`.
 
-This example looks at how to produce a basic gptables spreadsheet of data from the Palmer Penguins dataset.
-The data is first read in for presentation. Next, information about the data is supplied to
-gptables. Then this information is used by gptables to produce the spreadsheet object. Finally, we
-write out the spreadsheet.
-
-First, import `gptables` alongside any other necessary packages so that the data can be read in. Any
-additional preparation like cleaning can be done here, and the output should be a `pandas.DataFrame`.
+## Starting out
 
+First import `gptables` alongside any other necessary packages and read in the data.
 
 ```python
-from pathlib import Path
 import pandas as pd
 import gptables as gpt
 
 penguins_data = pd.read_csv("penguins.csv")
 ```
 
-Then construct the `GPTable`, defining some main elements. These will be displayed in the resulting
-spreadsheet.
+Perform any data preparation, for example cleaning. Then construct the `GPTable` by defining some details
+about the data, such as its title and source. The  `table` containing the data should be a
+`pandas.DataFrame`.
 
 ```python
 penguins_table = gpt.GPTable(
@@ -50,7 +34,7 @@ penguins_table = gpt.GPTable(
 )
 ```
 
-If preferred, this can alternatively be done using a dictionary of keyword arguments:
+As a matter of preference, this can alternatively be achieved using a dictionary of keyword arguments:
 
 ```python
 kwargs = {
@@ -65,15 +49,14 @@ kwargs = {
 penguins_table = gpt.GPTable(table = penguins_data, **kwargs)
 ```
 
-Each table should be associated to a sheet name for writing. Collate the sheets with their names in
-a dictionary:
+Each `GPTable` should then be associated with a sheet name using a dictionary.
 
 ```python
 penguins_sheets = {"Penguins": penguins_table}
 ```
 
-Finally, use `gptables.write_workbook()` to create and write out the workbook with the output path,
-the sheets, and any additional elements.
+Finally, use `write_workbook()` with the output path, sheets, and any additional elements to create
+and write a formatted Excel workbook.
 
 ```python
 gpt.write_workbook(
@@ -83,8 +66,10 @@ gpt.write_workbook(
 )
 ```
 
-`gptables` creates a table of contents, with worksheet labels linking to the worksheets, and a description of their contents. There is a sheet with the dataset, and it presents the
-specified details in a minimal style with text of a legible font and size.
+The workbook contains a table of contents, with sheet names linking
+to the data sheets alongside descriptions of the data. There is a sheet for each dataset, on which
+the specified details such as titles are presented in a minimal style with text of a legible
+font and size.
 
 ![](../static/getting_started_before_and_after.png)
 
@@ -92,7 +77,6 @@ The code is combined below in an extendable tab.
 
 ??? "Starting out"
     ```python
-    from pathlib import Path
     import pandas as pd
     import gptables as gpt
 
@@ -111,20 +95,20 @@ The code is combined below in an extendable tab.
     penguins_sheets = {"Penguins": penguins_table}
 
     gpt.write_workbook(
-        filename="python_penguins_gptable.xlsx",
+        filename="gpt_starting_out.xlsx",
         sheets=penguins_sheets,
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
     )
     ```
 
-### Table of contents
+## Customising the table of contents
 
-The description column in the table of contents can be customised by passing additional
+The description column in a table of contents can be customised by passing additional
 elements from the `GPTable` into the `contentsheet_options` parameter
 of `gptables.write_workbook()`.
 
-`contentsheet_options` can take `additional_elements`, such as `'subtitles'`, `'scope'`,
-`'source'`, or `'instructions'` to give more information about individual sheets within
+`contentsheet_options` can take `additional_elements`, including `'subtitles'`, `'scope'`,
+`'source'`, and `'instructions'` to present more information about individual sheets within
 the workbook:
 
 ```python
@@ -168,18 +152,16 @@ a table of contents.
 
 More information can be found in the [function documentation](../api/functions/write_workbook.md).
 
-### Notes
-
-GPTables allows for attaching notes to tables by supplying `notes_table` to `produce_workbook()` or
-`write_workbook()`. Notes are useful for adding footnotes, clarifications, or
-extra information that helps users interpret the data.
+## Adding notes
 
-Notes appear on a separate worksheet called `Notes`. They can be referenced in the `title`, `subtitles`,
-`scope`, `source`, and `legend` elements. Notes cannot be added to individual data cells or column
-headings.
+Notes are useful for adding footnotes, clarifications, or extra information to help users interpret
+the data. Notes can be attached to tables by supplying `notes_table` to
+`produce_workbook()` or `write_workbook()`.
 
-Placeholders or references for notes are put in using the notation `$$note$$`, like `"Table title
-$$Reference$$"`. These placeholders are replaced with numbered references in the final output.
+Notes appear on a separate worksheet called Notes. They can be referenced in the `title`, `subtitles`,
+`scope`, `source`, and `legend` elements using the notation `$$placeholder$$`. These placeholders
+are replaced with numbered references in the final output. Notes cannot be added to individual data
+cells or column headings.
 
 ```python
 penguins_table = gpt.GPTable(
@@ -190,14 +172,13 @@ penguins_table = gpt.GPTable(
     ...
 )
 ```
-
-The note text must be provided as a `pandas.DataFrame` to the `notes_table` argument of
-`gptables.write_workbook()`. This should contain the text of the placeholder
-or reference, the text for the note, and optionally any hyperlinks to include with the note.
+For the note table to appear on the notes sheet, it must be provided as a `pandas.DataFrame` to the
+`notes_table` argument of `gptables.write_workbook()`. This should contain the text of the placeholder
+or reference, the text for the note, and optionally any links to include with the note.
 
 Below, note references are first created using a dictionary of lists before being converted into a
-dataframe object. Note that all lists must be the same length - if a note has no link, use an empty
-string `""` or `None` for that entry.
+`pandas.DataFrame`. All lists must be the same length - if a note has no link, use an empty
+string (`""`) or `None` at that list position.
 
 ```python
 notes = {
@@ -218,7 +199,7 @@ notes = {
 penguins_notes_table = pd.DataFrame.from_dict(notes)
 ```
 
-When outputting the table, specify the reference table for the `Notes` sheet using `notes_table`.
+When producing the workbook, specify the `notes_table`.
 ```python
 gpt.write_workbook(
     ...
@@ -227,16 +208,17 @@ gpt.write_workbook(
 )
 ```
 
-The resulting spreadsheet contains a sheet `Notes` with the reference note text next to their assigned
-note number. The sheet with the dataset `Penguins` shows the reference note numbers corresponding to
-where they were assigned in the title and subtitle.
+The resulting spreadsheet contains a sheet called Notes. In a table, the automatically
+generated note numbers are alongside the note text and link (if supplied). The note numbers
+correspond to where placeholders were inserted in the title and subtitle.
+
+![](../static/tutorial_adding_notes.png)
 
-![](../static/notes.png)
+This is combined into a full example below in an extendable tab.
 
-??? Notes
+??? "Adding notes"
 
     ```python
-    from pathlib import Path
     import pandas as pd
     import gptables as gpt
 
@@ -270,7 +252,7 @@ where they were assigned in the title and subtitle.
     penguins_notes_table = pd.DataFrame.from_dict(notes)
 
     gpt.write_workbook(
-        filename="penguins_with_notes.xlsx",
+        filename="gpt_adding_notes.xlsx",
         sheets=penguins_sheets,
         notes_table=penguins_notes_table,
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
@@ -281,15 +263,11 @@ The notes sheet `title`, `table_name` and `instructions`can be customised by sup
 the `notesheet_options` parameter in `write_workbook()` or `produce_workbook()`. An updated
 label can be supplied to `notesheet_label`.
 
-### Cover Sheet Example
-
-This example uses the [Starting out](tutorial.md#starting-out) example above, and adds a cover sheet to the workbook.
+## Adding a cover sheet
 
-Cover sheets can be used to provide information that is general to all tables in a workbook. See the [Analysis Function Guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/#section-11) for more information about what to include in a cover sheet, and how to make sure it is accessible.
+Cover sheets can be used to provide information that is general to all tables in a workbook.
 
-Note: Cover sheets are added as the first sheet in the workbook when written by `gptables`. This is important when applying additional formatting to other worksheets by their index in the workbook.
-
-To include a cover sheet, first map your text elements to the attributes of a [Cover](../api/classes/cover.md) object:
+To include a cover sheet, supply text elements to the attributes of a [`Cover`](../api/classes/cover.md) object:
 
 ```python
 penguins_cover = gpt.Cover(
@@ -308,9 +286,9 @@ penguins_cover = gpt.Cover(
     ],
 )
 ```
-This will automatically create a cover sheet with the subheadings "Introductory information", "About these data", and "Contact" where these attributes are included.
+This will automatically create a cover sheet with the subheadings "Introductory information", "About these data", and "Contact" if these attributes are included.
 
-Add additional formatting to create further subheadings as needed:
+Additional formatting can be introduced to create further subheadings if required:
 
 ```python
 penguins_cover = gpt.Cover(
@@ -340,25 +318,24 @@ penguins_cover = gpt.Cover(
 
 ```
 
-Finally, pass the cover object to the `cover_sheet` argument of the `gptables.write_workbook()` function:
+Supply the `Cover` to the `cover_sheet` argument of `gptables.write_workbook()`:
 
 ```python
 gpt.write_workbook(
-    filename="python_penguins_gptable_with_cover.xlsx",
-    sheets=penguins_sheets,
+    ...
     cover_sheet=penguins_cover,
-    contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    ...
 )
 ```
-The resulting cover sheet is shown below.
+A cover sheet is created with the supplied information, with the title in large bold text
+followed by the introduction, information about the data, and contact details.
 
 ![](../static/cover_sheet.png)
 
-The code is combined below in an extendable tab.
+The code is combined with a full example below in an extendable tab.
 
 ??? "Adding a cover sheet"
     ```python
-    from pathlib import Path
     import pandas as pd
     import gptables as gpt
 
@@ -402,18 +379,17 @@ The code is combined below in an extendable tab.
     )
 
     gpt.write_workbook(
-        filename="python_penguins_gptable.xlsx",
+        filename="gpt_adding_cover.xlsx",
         sheets=penguins_sheets,
         cover=penguins_cover,
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
     )
     ```
 
-### Multiple sheets
+## Adding additional data sheets
 
-This example uses the [Starting out](tutorial.md#starting-out) example above, and adds a second data sheet to the workbook.
+For additional data sheets, construct additional GPTables:
 
-To include another data sheet, you must construct another `GPTable`, similarly to how it was done with a single data sheet. This extra sheet can have it's own unique elements, including data.
 ```python
 penguins_table_1 = gpt.GPTable(
     table=penguins_data_1,
@@ -434,7 +410,7 @@ penguins_table_2 = gpt.GPTable(
 )
 ```
 
-Each table should be associated to a sheet name for writing. Collate the sheets with their names in a dictionary:
+Collate the GPTables with their names in a dictionary:
 
 ```python
 penguins_sheets = {
@@ -443,33 +419,28 @@ penguins_sheets = {
     }
 ```
 
-Finally, use `gptables.write_workbook()` to create and write out the workbook with the output path, the sheets, and any additional elements.
+Then, use `gptables.write_workbook()` to create and write out the workbook:
 
 ```python
 gpt.write_workbook(
-    filename="python_penguins_gptable.xlsx",
+    ...
     sheets=penguins_sheets,
-    contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    ...
 )
 ```
 
-The code is combined below in an extendable tab.
+The code is combined into a full example below in an extendable tab.
 
-??? "Multiple sheets"
+??? "Adding additional data sheets"
     ```python
-    from pathlib import Path
     import pandas as pd
     import gptables as gpt
 
-
-    # Read the CSV once
     penguins_data = pd.read_csv("penguins.csv")
 
-    # Split the penguins data into two halves, keeping the first 3 columns as keys.
     penguins_data_1 = penguins_data.iloc[:, :10]
     penguins_data_2 = pd.concat([penguins_data.iloc[:, :3], penguins_data.iloc[:, 10:]], axis=1)
 
-    # Create two different GPTable objects
     penguins_table_1 = gpt.GPTable(
         table=penguins_data_1,
         table_name="penguins_statistics_1",
@@ -488,7 +459,6 @@ The code is combined below in an extendable tab.
         source="Palmer Station, Antarctica",
     )
 
-    # Add both tables to the sheets dictionary
     penguins_sheets = {
         "Penguins 1": penguins_table_1,
         "Penguins 2": penguins_table_2
diff --git a/docs/static/getting_started_before_and_after.png b/docs/static/getting_started_before_and_after.png
index 86aaf647b075b5da47ccfc288cfa873d1c068b52..73c20bef015aa527b99ce10a3f5eb3e46d0927b2 100644
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diff --git a/gptables/examples/penguins_cover.py b/gptables/examples/penguins_cover.py
deleted file mode 100644
index ff916312..00000000
--- a/gptables/examples/penguins_cover.py
+++ /dev/null
@@ -1,70 +0,0 @@
-"""
-Penguins - Cover Page
------------------
-
-This example demonstrates use of the ``gptables.Cover`` class to create a cover page. This example also
-demonstrates the usage of the ``index_columns``.
-
-A gptables cover page contains a range of custom text elements, along with a hyperlinked table of contents.
-Text elements are defined as a ``gptables.Cover`` instance, which is passed to the ``cover`` parameter of ``gptables.write_workbook()`` or ``gptables.produce_workbook()``.
-"""
-
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-    "index_columns": {
-        2: 0
-    },  # The level 2 index from our Pandas dataframe is put in the first (zeroth with Python indexing) column of the spreadsheet
-}
-
-# Define our GPTable
-penguins_table = gpt.GPTable(
-    table=penguins_data, table_name="penguins_statistics", **kwargs
-)
-
-penguins_sheets = {"Penguins": penguins_table}
-
-penguins_cover = gpt.Cover(
-    cover_label="Cover",
-    title="A Workbook containing two copies of the data",
-    intro=["This is some introductory information", "And some more"],
-    about=["Even more info about my data", "And a little more"],
-    contact=[
-        "John Doe",
-        "Tel: 345345345",
-        "Email: [john.doe@snailmail.com](mailto:john.doe@snailmail.com)",
-    ],
-)
-
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets,
-        cover=penguins_cover,
-    )
-    print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_minimal_alternate.py b/gptables/examples/penguins_minimal_alternate.py
deleted file mode 100644
index ce37da84..00000000
--- a/gptables/examples/penguins_minimal_alternate.py
+++ /dev/null
@@ -1,51 +0,0 @@
-"""
-Penguins - Minimal Example
-----------------------
-
-This example demonstrates  another way to use the ``gptables.write_workbook`` function.
-This code is equivalent to that in the above example.
-"""
-
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-# Use kwargs to pass these to the appropriate parameters
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-}
-
-penguins_table = gpt.GPTable(table=penguins_data, **kwargs)
-
-# Every table must be associated to a sheet name for writing
-penguins_sheets = {"Penguins": penguins_table}
-
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
-    gpt.write_workbook(
-        filename=output_path,
-        sheets=penguins_sheets,
-        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
-    )
-    print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_multiple_sheets.py b/gptables/examples/penguins_multiple_sheets.py
deleted file mode 100644
index 6b86b85a..00000000
--- a/gptables/examples/penguins_multiple_sheets.py
+++ /dev/null
@@ -1,55 +0,0 @@
-"""
-Penguins - Multiple Pages
------------------
-
-This example demonstrates how to create a workbook with multiple sheets. Note that it
-will auto-generate a table of contents.
-"""
-
-from copy import deepcopy
-from pathlib import Path
-
-import pandas as pd
-
-import gptables as gpt
-
-# Read data
-parent_dir = Path(__file__).parents[1]
-
-penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
-
-# Any data processing could go here as long as you end with a Pandas dataframe that you want to write in a spreadsheet
-
-# Define table elements
-penguins_table_name = "penguins_statistics"
-penguins_title = "The Penguins Dataset"
-penguins_subtitles = ["This is the first subtitle", "Just another subtitle"]
-penguins_scope = "Penguins"
-penguins_source = "Palmer Station, Antarctica"
-
-kwargs = {
-    "table_name": penguins_table_name,
-    "title": penguins_title,
-    "subtitles": penguins_subtitles,
-    "scope": penguins_scope,
-    "source": penguins_source,
-}
-
-# Define our GPTable
-penguins_table = gpt.GPTable(
-    table=penguins_data, table_name="penguins_statistics", **kwargs
-)
-
-penguins_table_copy = deepcopy(penguins_table)
-penguins_table_copy.set_title("A copy of the first sheet")
-penguins_table_copy.set_table_name(
-    "penguins_statistics_copy"
-)  # All tables in a single workbook must have a unique name
-
-penguins_sheets = {"Penguins": penguins_table, "Copy of Penguins": penguins_table_copy}
-
-# Use write_workbook to win!
-if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_cover_gptable.xlsx"
-    gpt.write_workbook(filename=output_path, sheets=penguins_sheets)
-    print("Output written at: ", output_path)
diff --git a/gptables/examples/tutorial_adding_a_cover.py b/gptables/examples/tutorial_adding_a_cover.py
new file mode 100644
index 00000000..f7dd9af6
--- /dev/null
+++ b/gptables/examples/tutorial_adding_a_cover.py
@@ -0,0 +1,54 @@
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+parent_dir = Path(__file__).parents[1]
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+penguins_table = gpt.GPTable(
+    table=penguins_data,
+    table_name="penguins_statistics",
+    title="The Palmer Penguins Dataset",
+    subtitles=["This is the first subtitle", "This is another subtitle"],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+
+penguins_sheets = {"Penguins": penguins_table}
+
+penguins_cover = gpt.Cover(
+    cover_label="Cover",
+    title="Palmer Penguins Dataset",
+    intro=[
+        "This spreadsheet contains a table of data obtained from the palmerpenguins package",
+        "This is intended to be a simple example of how to use the gptables package to create a spreadsheet with a cover sheet and data sheets.",
+    ],
+    about=[
+        "Additional information about your publication can go here",
+        [{"bold": True}, "Publication dates"],
+        "Date published: 01 January 2025.",
+        "Next release: 01 January 2026.",
+        [{"bold": True}, "Methodology notes"],
+        "Information on methodology can be useful to users of your data",
+        [{"bold": True}, "Notes, blank cells and units"],
+        "Some cells in the tables refer to notes which can be found in the notes worksheet. Note markers are presented in square brackets, for example: [note 1].",
+        "Blank cells indicate no data. An explanation of why there is no data is given in the notes worksheet, see the column headings for which notes you should refer to.",
+        "Some column headings give units, when this is the case the units are presented in round brackets to differentiate them from note markers.",
+    ],
+    contact=[
+        "Tel: 01234 567890",
+        "Email: [example@email.address](mailto: example@email.address)",
+    ],
+)
+
+if __name__ == "__main__":
+    output_path = parent_dir / "gpt_adding_cover.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        cover=penguins_cover,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
diff --git a/gptables/examples/tutorial_adding_datasheets.py b/gptables/examples/tutorial_adding_datasheets.py
new file mode 100644
index 00000000..7086cc38
--- /dev/null
+++ b/gptables/examples/tutorial_adding_datasheets.py
@@ -0,0 +1,47 @@
+from pathlib import Path
+
+import pandas as pd
+
+import gptables as gpt
+
+parent_dir = Path(__file__).parents[1]
+penguins_data = pd.read_csv(parent_dir / "test/data/penguins.csv")
+
+penguins_data_1 = penguins_data.iloc[:, :10]
+penguins_data_2 = pd.concat(
+    [penguins_data.iloc[:, :3], penguins_data.iloc[:, 10:]], axis=1
+)
+
+
+penguins_table_1 = gpt.GPTable(
+    table=penguins_data_1,
+    table_name="penguins_statistics_1",
+    title="The Palmer Penguins Dataset (Sheet 1)",
+    subtitles=["This is the first subtitle", "This is another subtitle"],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+
+penguins_table_2 = gpt.GPTable(
+    table=penguins_data_2,
+    table_name="penguins_statistics_2",
+    title="The Palmer Penguins Dataset (Sheet 2)",
+    subtitles=[
+        "This is the first subtitle for sheet 2",
+        "Another subtitle for sheet 2",
+    ],
+    scope="Penguins",
+    source="Palmer Station, Antarctica",
+)
+
+
+penguins_sheets = {"Penguins 1": penguins_table_1, "Penguins 2": penguins_table_2}
+
+if __name__ == "__main__":
+    output_path = parent_dir / "gpt_adding_datasheets.xlsx"
+    gpt.write_workbook(
+        filename=output_path,
+        sheets=penguins_sheets,
+        contentsheet_options={"additional_elements": ["subtitles", "scope"]},
+    )
+    print("Output written at: ", output_path)
diff --git a/gptables/examples/penguins_notes.py b/gptables/examples/tutorial_adding_notes.py
similarity index 95%
rename from gptables/examples/penguins_notes.py
rename to gptables/examples/tutorial_adding_notes.py
index 318c92ac..fc1fb222 100644
--- a/gptables/examples/penguins_notes.py
+++ b/gptables/examples/tutorial_adding_notes.py
@@ -44,7 +44,7 @@
 penguins_notes_table = pd.DataFrame.from_dict(notes)
 
 if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
+    output_path = parent_dir / "gpt_adding_notes.xlsx"
     gpt.write_workbook(
         filename=output_path,
         sheets=penguins_sheets,
diff --git a/gptables/examples/starting_out.py b/gptables/examples/tutorial_starting_out.py
similarity index 92%
rename from gptables/examples/starting_out.py
rename to gptables/examples/tutorial_starting_out.py
index 92ae09a7..08aea132 100644
--- a/gptables/examples/starting_out.py
+++ b/gptables/examples/tutorial_starting_out.py
@@ -19,7 +19,7 @@
 penguins_sheets = {"Penguins": penguins_table}
 
 if __name__ == "__main__":
-    output_path = parent_dir / "python_penguins_gptable.xlsx"
+    output_path = parent_dir / "gpt_starting_out.xlsx"
     gpt.write_workbook(
         filename=output_path,
         sheets=penguins_sheets,

From e5079b9ff0d1b7508b21e5b7cae9692272df88cb Mon Sep 17 00:00:00 2001
From: Sara-Jade-O <sara-jade.oman@ons.gov.uk>
Date: Mon, 10 Nov 2025 14:28:41 +0000
Subject: [PATCH 71/75] 316 docs clean up (#350)

* remove use in R with reticulate

* remove customisation line in mkdocs

* Update contributing guidance, update contributors, link to Presentation Champions page

* fix typo

* remove r section

* update contributors page

* remove table of contents api page

* update contributing, remove customisation

* run hooks, remove unneeded page

---------

Co-authored-by: Rosetta <135234996+gisellerosetta@users.noreply.github.com>
---
 docs/how_to/customisation.md |  4 ----
 docs/how_to/in_r.md          |  6 -----
 docs/info/contributing.md    | 44 ++++++++++++++++--------------------
 docs/info/contributors.md    | 15 ++++--------
 docs/reference/checklist.md  |  2 ++
 gptables/__init__.py         |  5 ++--
 mkdocs.yml                   |  3 ---
 7 files changed, 30 insertions(+), 49 deletions(-)
 delete mode 100644 docs/how_to/customisation.md
 delete mode 100644 docs/how_to/in_r.md

diff --git a/docs/how_to/customisation.md b/docs/how_to/customisation.md
deleted file mode 100644
index 166f523c..00000000
--- a/docs/how_to/customisation.md
+++ /dev/null
@@ -1,4 +0,0 @@
-# Customisation with gptables
-
-There are limited customisation options with the gptables on account of aiming
-to follow the Analysis Function Releasing statistics in spreadsheets [guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/).
diff --git a/docs/how_to/in_r.md b/docs/how_to/in_r.md
deleted file mode 100644
index 157b5df0..00000000
--- a/docs/how_to/in_r.md
+++ /dev/null
@@ -1,6 +0,0 @@
-## R Usage
-
-Use of `gptables` in R requires use of python via the [reticulate](https://rstudio.github.io/reticulate/) package.
-
-However we recommend use of the [aftables](https://github.com/best-practice-and-impact/aftables)
-R package, maintained by the Presentation Champions Data Visualisation Tools subgroup.
diff --git a/docs/info/contributing.md b/docs/info/contributing.md
index 253c7c63..1b7b0e6a 100644
--- a/docs/info/contributing.md
+++ b/docs/info/contributing.md
@@ -1,26 +1,24 @@
 # Contributing
 
 When contributing to this repository, please first discuss the change you wish
-to make via issue, email, or any other method with the owners of this
-repository before making a change.
-
-## Pull/merge request process
-
-1. Branch from the `dev` branch. If you are implementing a feature name it
-   `feature/name_of_feature`, if you are implementing a bugfix name it
-   `bug/issue_name`. If they are associated with a specific issue, you
-   may use the issue number in place of the name.
-1. Update the README.rst and other documentation with details of major changes
-   to the interface, this includes new environment variables, useful file
-   locations and container parameters.
-1. Once you are ready for review please open a pull/merge request to the
+to make using [GitHub Issues](https://github.com/ONSdigital/gptables/issues). Alternatively,
+get in touch with the Analysis Standards and Pipelines Team at the Office for National Statistics
+via [email](mailto:ASAP@ons.gov.uk).
+
+## Pull request process
+
+1. Branch from the `dev` branch with a descriptive name, e.g. `feature-xyx`, `bug-xyz`, or by referencing an issue number.
+1. Update relevant documentation:
+    - Update Markdown (`.md`) files in the `docs/` folder if necessary.
+    - Ensure function and class docstrings are clear and complete - documentation is generated from these using `mkdocs` and `mkdocstrings`.
+    - Update the `README.md` file if needed.
+1. Once you are ready for review please open a pull request to the
    `dev` branch.
-1. You may merge the Pull/Merge Request in once you have the sign-off of two
-   maintainers.
-1. If you are merging `dev` to `master`, you must increment the version number
-   in the VERSION file to the new version that this Pull/Merge Request would
-   represent. The versioning scheme we use is [SemVer](http://semver.org/).
+    - Please fill in the template as much as possible so the changes are clear to a colleague without
+   prior knowledge of the changes.
+    - This will be merged by maintainers following their approval.
 
+Thank you for contributing to `gptables`!
 
 ## Code style
 
@@ -30,11 +28,9 @@ repository before making a change.
   `change_values`.
 - We use the [numpydoc](https://numpydoc.readthedocs.io/en/latest/format.html)
   format for documenting features using docstrings.
+- Code formatting and linting are enforced via pre-commit hooks. Please install them by running `pre-commit install` in the root directory of the repository.
 
-## Review process
+## Testing
 
-1. When we want to release the package we will request a formal review for any
-   non-minor changes.
-2. The review process follows a similar process to ROpenSci.
-3. Reviewers will be requested from associated communities.
-4. Only once reviewers are satisfied, will the `dev` branch be released.
+- We use pytest for testing. All tests must pass.
+- Please ensure that you have added tests for any new features or bug fixes, or raised an issue prompting the team to add this.
diff --git a/docs/info/contributors.md b/docs/info/contributors.md
index a75d7935..9819c033 100644
--- a/docs/info/contributors.md
+++ b/docs/info/contributors.md
@@ -1,13 +1,8 @@
-# Contributers
+# Contributors
 
-Code was contributed to this package by:
+`gptables` is maintained by the Analysis Standards and Pipelines team at the Office
+for National Statistics.
 
-* David Foster
-* Alexander Newton
-* Rowan Hemsi
-* Jaehee Ryoo
-* Jacob Cole
-* Daniel Shiloh
+Our thanks goes to users and stakeholders who have contributed and continue to give feedback on `gptables`.
 
-Thanks also goes to Hannah Thomas and the users and stakeholders who gave
-feedback on how to improve `gptables`.
+If you'd like to contribute contact the team at [ASAP@ons.gov.uk](mailto:ASAP@ons.gov.uk), or get involved in the [GitHub Issue](https://github.com/ONSdigital/gptables/issues) discussions.
diff --git a/docs/reference/checklist.md b/docs/reference/checklist.md
index 5838b811..00bb5e6f 100644
--- a/docs/reference/checklist.md
+++ b/docs/reference/checklist.md
@@ -4,6 +4,8 @@ The tables below indicate your accessibility responsibilities when publishing
 statistics in spreadsheets. It is based on the Analysis Function [checklist of
 the basics](https://analysisfunction.civilservice.gov.uk/policy-store/making-spreadsheets-accessible-a-brief-checklist-of-the-basics/) and heavily inspired by the [aftables documentation](https://best-practice-and-impact.github.io/aftables/articles/checklist.html).
 
+If you need further advice on applying accessibility and presentation standards, you can contact your department's [GSS Presentation Champion](https://analysisfunction.civilservice.gov.uk/government-statistical-service-and-statistician-group/champion-networks/presentation-champions/). Presentation Champions work across government to promote best practice in the presentation of statistics and can direct you to appropriate guidance and support.
+
 #### NOTE
 The tables show which checklist items are automatically met by
 gptables. This applies to workbooks created using the default `gptheme`
diff --git a/gptables/__init__.py b/gptables/__init__.py
index d239dff8..2a12ba76 100644
--- a/gptables/__init__.py
+++ b/gptables/__init__.py
@@ -25,8 +25,7 @@
 
 
 ``gptables`` is an opinionated python package for spreadsheet production.
-It produces ``.xlsx`` files from your ``pandas`` dataframes or using
-``reticulate`` in R. You define the mapping from your data to elements of the
+It produces ``.xlsx`` files from your ``pandas`` dataframes. You define the mapping from your data to elements of the
 table. It does the rest.
 
 ``gptables`` uses the official `guidance on good practice spreadsheets`_
@@ -35,6 +34,8 @@
 cases. However, the ``Theme`` object allows development of custom themes, where
 other formatting is required.
 
+R users should check out `aftables`_, an R native equivalent to ``gptables``.
+
 ``gptables`` is developed and maintained by the `Analysis Function`_.
 
 .. _`guidance on good practice spreadsheets`: https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/
diff --git a/mkdocs.yml b/mkdocs.yml
index b0ba9130..19c0b560 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -13,11 +13,8 @@ nav:
     - Tutorial: getting_started/tutorial.md
     - Table elements: getting_started/elements.md
   - How to:
-    - Multiple sheets: how_to/multiple_sheets.md
-    #- Customise sheets: how_to/customisation.md
     - Add additional formatting: how_to/additional_formatting.md
     - Add a custom theme: how_to/custom_theme.md
-    - Use in R: how_to/in_r.md
   - API:
     - API reference: api/api_reference.md
     - Functions:

From a0d073cb3d4224ad1d8fb7022f86bbfbbd4fb7d4 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 11 Nov 2025 09:37:38 +0000
Subject: [PATCH 72/75] 315 review how tos (#348)

* remove unneeded pages from config

* remove unneeded pages

* update using add. formatting, add link to xlsxwriter

* update filename

* update add. formatting image

* minor text formatting, add text format image

* update subtitles, update filenames

* update links, link text

* run hooks

* fix typo

* fix typo

* remove import
---
 docs/how_to/additional_formatting.md          | 118 +++---------------
 docs/how_to/custom_theme.md                   |  21 ++--
 docs/index.md                                 |   1 +
 ...ng.png => howto_additional_formatting.png} | Bin 283532 -> 283532 bytes
 .../howto_additional_formatting_text.png      | Bin 0 -> 22183 bytes
 docs/static/howto_theme_basic.png             | Bin 272863 -> 344535 bytes
 docs/static/howto_theme_cover.png             | Bin 361073 -> 361073 bytes
 ..._theme_basic.py => how_to_custom_theme.py} |   2 +-
 gptables/examples/how_to_theme_cover.py       |   2 +-
 .../examples/howto_additional_formatting.py   |   2 +-
 10 files changed, 34 insertions(+), 112 deletions(-)
 rename docs/static/{additional_formatting.png => howto_additional_formatting.png} (52%)
 create mode 100644 docs/static/howto_additional_formatting_text.png
 rename gptables/examples/{how_to_theme_basic.py => how_to_custom_theme.py} (93%)

diff --git a/docs/how_to/additional_formatting.md b/docs/how_to/additional_formatting.md
index 34d3c9e9..e3a8cf50 100644
--- a/docs/how_to/additional_formatting.md
+++ b/docs/how_to/additional_formatting.md
@@ -1,13 +1,19 @@
 # Add additional formatting
-There may be specific user needs or organisational reasons calling for
-formatting other than the `gptables` defaults. A wide range of options are possible
-with the `gptable.GPTable(..., additional_formatting = ...)` parameter. See the [XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#the-format-class) for the full options.
+There may be specific user needs or organisational reasons requiring
+formatting other than the `gptables` defaults. If this is required regularly, consider
+the use of a [theme](custom_theme.md).
+
+A wide range of options are possible
+with the `gptable.GPTable(..., additional_formatting = ...)` parameter. See the [XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties) for all formatting options.
 
 !!! warning "Consider accessibility implications to formatting changes"
     Additional formatting changes the `gptables` defaults, which can introduce accessibility issues.
     Refer to the Releasing statistics in spreadsheets [guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) and consider user needs
     regarding accessiblity before adjusting the formatting.
 
+The sample code can be run from thes
+[examples](https://github.com/ONSdigital/gptables/tree/main/gptables/examples) folder.
+
 ## Using `additional_formatting`
 
 The `gptable.GPTable(..., additional_formatting = ...)` parameter allows for specifying
@@ -17,9 +23,6 @@ columns, rows, and/or cells and the corresponding formatting changes to make.
     There are some conflicts between additional formatting options, for example wrapping
     and shrinking text. Outputs should be reviewed for correctness.
 
-Columns can be referenced by name or number. Rows may only be referenced by number, with `-1`
-corresponding to the last row. Column and row numbers include indexes and column headings. Numeric indexing refers to position within the table, not the position in the output Excel sheet. Cell formatting takes highest precedence, followed by row formatting, and finally column formatting.
-
 The option of what to format is specified, followed by the specific columns, rows, or cells,
 and then the formatting changes. To change the properties of columns called Species and Island
 to be center-aligned and italic, for example:
@@ -37,6 +40,8 @@ sample_additional_formatting = [
     }
 ]
 ```
+Columns can be referenced by name or number. Rows may only be referenced by number, with `-1`
+corresponding to the last row. Column and row numbers include indices and column headings. Numeric indexing refers to position within the table, not the position in the output Excel sheet. Cell formatting takes highest precedence, followed by row formatting, and finally column formatting.
 
 Multiple selections of columns, rows, and cells can be made in a single `additional_formatting` list.
 
@@ -71,11 +76,10 @@ italicisation of two columns, left bordering on the 4th column, and indentation
 
 ??? "Using additional formatting"
     ```python
-    from pathlib import Path
     import pandas as pd
     import gptables as gpt
 
-    penguins_data = pd.read_csv("spenguins.csv")
+    penguins_data = pd.read_csv("penguins.csv")
 
     penguins_additional_formatting = [
         {
@@ -115,18 +119,18 @@ italicisation of two columns, left bordering on the 4th column, and indentation
     penguins_sheets = {"Penguins": penguins_table}
 
     wb = gpt.produce_workbook(
-        filename="gptables_additional_formatting_example.xlsx",
+        filename="gpt_additional_formatting.xlsx",
         sheets=penguins_sheets
     )
     wb.close()
     ```
 
-![](../static/additional_formatting.png)
+![](../static/howto_additional_formatting.png)
 
 ## Formatting text
 
 Formatting can also be applied to the text in `title`, `subtitles`, `scope`, `source`
-and `legend` elements, without using `additional_formatting`. Avoid using text formatting to represent data or important information, as most formatting is neither accessible nor machine readable.
+and `legend` elements without using `additional_formatting`. Avoid using text formatting to represent data or important information, as most formatting is neither accessible nor machine readable.
 
 Instead of a string, provide a list of strings and dictionaries containing valid [XlsxWriter format properties](https://xlsxwriter.readthedocs.io/format.html#format-methods-and-format-properties)
 and values to the relevant parameter. The formatting defined in these dictionaries will be applied to the
@@ -139,11 +143,12 @@ formatted_subtitles = [
 ]
 ```
 
+![](../static/howto_additional_formatting_text.png)
+
 This is combined with a basic example below in an extendable tab.
 
 ??? "Formatting text"
     ```python
-    from pathlib import Path
     import pandas as pd
     import gptables as gpt
 
@@ -174,6 +179,7 @@ This is combined with a basic example below in an extendable tab.
 
 This formatting is applied in addition to the
 formatting of that element specified in the [`Theme`](../api/classes/theme.md).
+
 !!! warning "Formatting of note references and links"
     Text formatting is not currently supported if the cell also contains note
     references or links. This may be changed in the future if there is
@@ -208,91 +214,3 @@ ws.set_column(
     2, 3, 10, italic_format
 )
 ```
-
-### Formatting methods
-
-The following tables show the Excel format categories, along with an example demonstrating the syntax required
-for use in gptables. Some formatting methods use indexing to map to Excel’s built-in formats. This information
-can be found in the applicable sections below.
-
-#### Font formatting
-
-This table demonstrates the font formatting methods available. You can find all options
-for [underline styles in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-underline).
-
-| Description     | Example usage                                                                           |
-|-----------------|-----------------------------------------------------------------------------------------|
-| Font type       | {“font_name”: “Arial”}                                                                  |
-| Font size       | {“font_size”: 30}                                                                       |
-| Font colour     | {“font_color”: “red”}                                                                   |
-| Bold            | {“bold”: True}                                                                          |
-| Italic          | {“italic”: True}                                                                        |
-| Underline       | {“underline”: 1}                                                                        |
-| Strikeout       | {“font_strikeout”: True}                                                                |
-| Super/Subscript | {“font_script”: 1} # Superscript<br/><br/><br/>{“font_script”: 2} # Subscript<br/><br/> |
-
-#### Number formatting
-
-This table demonstrates how to set the numeric format using indexing and string arguments. You can find all
-options for [numeric formats in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-num-format).
-
-| Description    | Example usage                                                                                         |
-|----------------|-------------------------------------------------------------------------------------------------------|
-| Numeric format | {“num_format”: 1} # Format index<br/><br/><br/>{“num_format”: “d mmm yyyy”} # Format string<br/><br/> |
-
-#### Protection formatting
-
-This table demonstrates the protection methods available.
-
-| Description   | Example usage    |
-|---------------|------------------|
-| Lock cells    | {“locked”: True} |
-| Hide formulas | {“hidden”: True} |
-
-#### Alignment formatting
-
-This table demonstrates the alignment formatting options available. You can find all options for
-[horizontal and vertical alignment in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-align).
-
-| Description      | Example usage               |
-|------------------|-----------------------------|
-| Horizontal align | {“align”: “center”}         |
-| Vertical align   | {“align”: “vcenter”}        |
-| Rotation         | {“rotation”: 30}            |
-| Text wrap        | {“text_wrap”: True}         |
-| Center across    | {“set_center_across”: True} |
-| Indentation      | {“indentation”:2}           |
-| Shrink to fit    | {“shrink”: True}            |
-
-#### Pattern formatting
-
-This table demonstrates the pattern formatting options available.
-
-| Description       | Example usage         |
-|-------------------|-----------------------|
-| Cell pattern      | {“pattern”: 1}        |
-| Background colour | {“bg_color”: “white”} |
-| Foreground colour | {“fg_color”: “white”} |
-
-#### Border formatting
-
-This table demonstrates the border formatting options available. You can find all options
-for [border styles in the XlsxWriter documentation](https://xlsxwriter.readthedocs.io/format.html#format-set-border).
-
-| Description   | Example usage              |
-|---------------|----------------------------|
-| Cell border   | {“border”: 1}              |
-| Bottom border | {“bottom”: 1}              |
-| Top border    | {“top”: 1}                 |
-| Left border   | {“left”: 1}                |
-| Right border  | {“right”: 1}               |
-| Border colour | {“border_color”: “red”}    |
-| Bottom colour | {“bottom_color”:”#FF0000”} |
-| Top colour    | {“top_color”: “red”}       |
-| Left colour   | {“left_color”: “#FF0000”}  |
-| Right colour  | {“right_color”: “red”}     |
-
-For any formatting beyond this, if the package should support it then please raise an issue
-or create a pull request. Otherwise, you will need to modify the underlying
-[`GPWorkbook`](../api/classes/gpworkbook.md) or [`GPWorksheet`](../api/classes/gpworksheet.md) objects
-before they are written to Excel.
diff --git a/docs/how_to/custom_theme.md b/docs/how_to/custom_theme.md
index 8634ed83..fb050562 100644
--- a/docs/how_to/custom_theme.md
+++ b/docs/how_to/custom_theme.md
@@ -1,6 +1,6 @@
 # Custom themes with `gptables`
 
-It might be necessary to diverge from the `gptables` defaults, for example for organisational
+It might be necessary to diverge from the `gptables` defaults for organisational
 needs or user requirements. Where this is required regularly or across multiple teams, it can
 be helpful for reproducibility and code readability to create a custom theme as opposed to supplying
 an `additional_formatting` argument to `GPTable`.
@@ -10,11 +10,10 @@ an `additional_formatting` argument to `GPTable`.
     Refer to the Releasing statistics in spreadsheets [guidance](https://analysisfunction.civilservice.gov.uk/policy-store/releasing-statistics-in-spreadsheets/) and consider user needs
     regarding accessiblity before adjusting the formatting.
 
-The code to reproduce these sheets can be found in the examples folder.
+The sample code can be run from the
+[examples](https://github.com/ONSdigital/gptables/tree/main/gptables/examples) folder.
 
-## Using custom themes
-
-The theme parameter in `gptables.write_workbook()` can be either a folder or a .yaml file.
+## Global formatting
 
 A .yaml can reformat settings across the whole workbook from global settings, as well as
 specified elements of the sheet. A basic example is shown below, where the order in which elements
@@ -42,7 +41,7 @@ description_order:
     - scope
 ```
 
-The path to the file or folder is supplied to the theme argument of `gptables.write_workbook()`
+The path to the theme file or folder is supplied to the theme argument of `gptables.write_workbook()`
 inside of `gptables.Theme()`:
 
 ```python
@@ -60,9 +59,8 @@ This is shown to have changed text colours and sizes as compared to the `gptable
 
 This is combined into an extendible code block below.
 
-??? note "Basic usage of custom themes"
+??? note "global formatting"
     ```python
-    from pathlib import Path
     import pandas as pd
     import gptables as gpt
 
@@ -81,13 +79,15 @@ This is combined into an extendible code block below.
     penguins_sheets = {"Penguins": penguins_table}
 
     gpt.write_workbook(
-        filename="gptables_theme_basic.xlsx",
+        filename="gpt_custom_theme.xlsx",
         sheets=penguins_sheets,
         theme=gpt.Theme(example_theme_basic.yaml),
         contentsheet_options={"additional_elements": ["subtitles", "scope"]},
     )
     ```
 
+## Element-wise formatting
+
 Theme files can also be used to modify specific elements, such as the titles and subtitles
 on the cover:
 
@@ -117,3 +117,6 @@ This is shown to have formatted the sizes of the cover elements, with the global
 dictating the other font sizes and colour throughout the workbook.
 
 ![](../static/howto_theme_cover.png)
+
+Additional options available for element-wise formatting can be found in the
+[theme](https://github.com/ONSdigital/gptables/blob/main/gptables/themes/gptheme.yaml) file.
diff --git a/docs/index.md b/docs/index.md
index a67df319..823dbd1f 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -27,6 +27,7 @@ Get in touch at [ASAP@ons.gov.uk](mailto:ASAP@ons.gov.uk) if you use `gptables`
 Got a feature request, or found a bug? Raise an [issue](https://github.com/ONSdigital/gptables/issues) on GitHub.
 
 ## Related Packages
+`gptables` is built on top of [`XlsxWriter`](https://xlsxwriter.readthedocs.io/index.html), bringing with it much of the `XlsxWriter` functionality.
 Users may also be interested in [aftables](https://best-practice-and-impact.github.io/aftables/), an R native equivalent to
 `gptables`, and [csvcubed](https://onsdigital.github.io/csvcubed-docs/external/), a package for turning data and metadata into
 machine-readable CSV-W files.
diff --git a/docs/static/additional_formatting.png b/docs/static/howto_additional_formatting.png
similarity index 52%
rename from docs/static/additional_formatting.png
rename to docs/static/howto_additional_formatting.png
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diff --git a/gptables/examples/how_to_theme_basic.py b/gptables/examples/how_to_custom_theme.py
similarity index 93%
rename from gptables/examples/how_to_theme_basic.py
rename to gptables/examples/how_to_custom_theme.py
index b48f516c..7debdd75 100644
--- a/gptables/examples/how_to_theme_basic.py
+++ b/gptables/examples/how_to_custom_theme.py
@@ -19,7 +19,7 @@
 penguins_sheets = {"Penguins": penguins_table}
 
 if __name__ == "__main__":
-    output_path = parent_dir / "gptables_theme_basic.xlsx"
+    output_path = parent_dir / "gpt_custom_theme.xlsx"
     theme_path = str(Path(__file__).parent.parent / "themes/example_theme_basic.yaml")
     gpt.write_workbook(
         filename=output_path,
diff --git a/gptables/examples/how_to_theme_cover.py b/gptables/examples/how_to_theme_cover.py
index 552ba06f..02a9c955 100644
--- a/gptables/examples/how_to_theme_cover.py
+++ b/gptables/examples/how_to_theme_cover.py
@@ -44,7 +44,7 @@
 )
 
 if __name__ == "__main__":
-    output_path = parent_dir / "gptables_theme_cover.xlsx"
+    output_path = parent_dir / "gpt_theme_cover.xlsx"
     theme_path = str(Path(__file__).parent.parent / "themes/example_theme_cover.yaml")
     gpt.write_workbook(
         filename=output_path,
diff --git a/gptables/examples/howto_additional_formatting.py b/gptables/examples/howto_additional_formatting.py
index 866c88f9..c910e1dd 100644
--- a/gptables/examples/howto_additional_formatting.py
+++ b/gptables/examples/howto_additional_formatting.py
@@ -47,7 +47,7 @@
 penguins_sheets = {"Penguins": penguins_table}
 
 if __name__ == "__main__":
-    output_path = parent_dir / "gptables_additional_formatting.xlsx"
+    output_path = parent_dir / "gpt_additional_formatting.xlsx"
     wb = gpt.produce_workbook(filename=output_path, sheets=penguins_sheets)
     wb.close()
     print("Output written at: ", output_path)

From c1eda88d50414a373e626f6e7a49fef592c6a385 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 11 Nov 2025 11:37:36 +0000
Subject: [PATCH 73/75] add glossary (#351)

* add glossary

* hooks
---
 docs/reference/glossary.md | 14 +++++++++++++-
 mkdocs.yml                 |  2 +-
 2 files changed, 14 insertions(+), 2 deletions(-)

diff --git a/docs/reference/glossary.md b/docs/reference/glossary.md
index c4771257..b3816415 100644
--- a/docs/reference/glossary.md
+++ b/docs/reference/glossary.md
@@ -1,7 +1,19 @@
 # Glossary of Terms
 
 ## Cover
+A cover sheet of a spreadsheet. Contains information about the dataset(s) in the Excel workbook,
+such as publication dates and methodology notes. Handled by the [`Cover`](../api/classes/cover.md) class.
 
-## gptables
+## Element
+A [part of a table](../getting_started/elements.md), such as a title or subtitle. Relevant when defining values of elements in a `GPTable`.
+
+## GPTable
+A [`Good Practice Table object`](../api/classes/gptable.md), which has data and elements such as title, subtitles, and column units
+associated with it.
+
+## Placeholder
+A [note](../getting_started/tutorial.md#adding-notes) reference denoted by double dollar notation, e.g. `$$placeholder_text$$`. These are
+replaced by numbers when the workbook is written to file.
 
 ## Theme
+A [.yaml file](../how_to/custom_theme.md) describing pre-set formatting options.
diff --git a/mkdocs.yml b/mkdocs.yml
index 19c0b560..9ef86e08 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -29,7 +29,7 @@ nav:
   - Reference:
     - Accessibility checklist: reference/checklist.md
     - Examples: reference/examples.md
-    #- Glossary: reference/glossary.md
+    - Glossary: reference/glossary.md
   - About GPTables:
     - Contributing guidance: info/contributing.md
     - Changelog: info/changelog.md

From 5e5ab9485a18e0ad855d4b2ecbe47b10ad6b0f75 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 11 Nov 2025 15:11:17 +0000
Subject: [PATCH 74/75] Misc cleanup (#352)

* update codeowners

* update defaults

* update gitignore

* update changelog

* update readme
---
 .github/CODEOWNERS       | 2 +-
 .gitignore               | 3 ++-
 README.rst               | 2 ++
 docs/info/changelog.md   | 9 +++++----
 gptables/core/gptable.py | 6 +++---
 5 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
index e36a86cf..5f568e19 100644
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@@ -4,4 +4,4 @@
 # the repo (*). Unless a later match takes precedence,
 # the following will be requested for
 # review when someone opens a pull request.
-* @gisellerosetta
+* @shilohd
diff --git a/.gitignore b/.gitignore
index 2636dbe5..e3999dec 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,4 +9,5 @@ gptables/examples/*.xlsx
 gptables/test/actual_workbook.xlsx
 .vscode/
 site/
-.venv
+.venv
+*.xlsx
diff --git a/README.rst b/README.rst
index 42249601..c8d582a4 100644
--- a/README.rst
+++ b/README.rst
@@ -27,6 +27,8 @@ Requirements
 ------------
 - Python 3.9+
 
+Using an earlier version? Install `gptables` version before 2.0.0.
+
 Install
 -------
 gptables is available from `PyPI`_.
diff --git a/docs/info/changelog.md b/docs/info/changelog.md
index de1836bf..f58dab44 100644
--- a/docs/info/changelog.md
+++ b/docs/info/changelog.md
@@ -10,16 +10,18 @@ and this project tries its very best to adhere to
 
 ---
 
-## Unreleased
+## Latest
 
 * **Date:**
-  2025-10-08
+  2025-11-11
 
 **Added**
 
 * Merged pull request templates to create new one
 * Requirements and installation steps to README
 * Pre-commit hooks
+* Code owners file
+* More examples
 
 **Removed**
 
@@ -32,8 +34,7 @@ and this project tries its very best to adhere to
 * Updated pull request template
 * Docs moved from readthedocs to mkdocs
 * Docs are restructured
-
-## Released (PyPI)
+* Fixed auto column widths
 
 ### v1.2.0
 
diff --git a/gptables/core/gptable.py b/gptables/core/gptable.py
index d329d7e5..5caf9fae 100644
--- a/gptables/core/gptable.py
+++ b/gptables/core/gptable.py
@@ -51,11 +51,11 @@ def __init__(
         source: Optional[str] = None,
         units: Optional[Dict[Any, Any]] = None,
         table_notes: Optional[Dict[Any, Any]] = None,
-        subtitles: Optional[List[Any]] = None,
+        subtitles: Optional[List[Any]] = [],
         instructions: str = "",
-        legend: Optional[List[Any]] = None,
+        legend: Optional[List[Any]] = [],
         index_columns: Optional[Dict[int, int]] = None,
-        additional_formatting: Optional[List[Dict[str, Any]]] = None,
+        additional_formatting: Optional[List[Dict[str, Any]]] = [],
     ) -> None:
 
         # Attributes

From 82b11070dcd7fc8116ab61027863caae7c6b6e11 Mon Sep 17 00:00:00 2001
From: Giselle Rosetta <135234996+gisellerosetta@users.noreply.github.com>
Date: Tue, 11 Nov 2025 15:17:56 +0000
Subject: [PATCH 75/75] Update pyproject.toml (#354)

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 33360ee9..beef946b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ authors = [
 maintainers = [
   {name = "Analysis Standards and Pipelines", email = "ASAP@ons.gov.uk"}
 ]
-version = "1.2.0"
+version = "2.0.0"
 requires-python = '>=3.9'
 description = 'Simplifying good practice in statistical tables.'
 readme = "README.rst"