diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5a48769..e5f2752 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,6 +5,9 @@ repos:
       - id: check-merge-conflict
       - id: trailing-whitespace
       - id: end-of-file-fixer
+      - id: file-contents-sorter
+        files: ^\.wordlist\.txt$
+        args: [--unique]
   - repo: https://github.com/igorshubovych/markdownlint-cli
     rev: v0.42.0
     hooks:
diff --git a/.wordlist.txt b/.wordlist.txt
index 005773e..803e631 100644
--- a/.wordlist.txt
+++ b/.wordlist.txt
@@ -1,139 +1,118 @@
+APIs
 Abdelrazek
 Abhishek
 AdrianDAlessandro
-ai
-alexdewar
-algorithmically
 Allard
 Alonso
 AlphaFold
 Andrie
-APIs
 Arianna
-backend
 Backtesting
-backticks
 Bhogal
+BlackScholesOption
 BoF
+Booch
 Bytewax
-Carpentries
-ccache
 CFF
-cff
-Cheuk
-Christidi
-citable
-Ciula
-coprocessors
 CPUs
 CSP
+CSV
+CSVY
 CUDA
-customisable
-customisations
+Carpentries
+Cheuk
+Christidi
+Ciula
+Clockify
+Codecov
+ConcreteStrategy
+Coursera
+Creational
+Crypto
+CryptoTrade
+CrystalBot
+Crystalbot
 D'Alessandro
-dalonsoa
-dandavies
-Dasgupta
 DASK
-dataframe
-dataframes
-datasets
-de
-dev
+DEMs
+Dasgupta
+DataFrames
+Dependabot
 Dev
-dRTP
+Dobson
 Druskat
 EDIA
-e.g.
-EmChem
-Emlyn
 EPSRC
-eScience
 ETL
-eval
+EmChem
+Emlyn
 Evelina
 Feregrino's
-fi
-focussed
 Fonnesbeck
 Frick
-funder
 Fundinger
 Fürlich
-Gabasova
 GANs
+GPUs
+GUIs
+Gabasova
 Gao
 GeNN
+Gemma
 Gi
-GPUs
+GitHub
 GraphQL
-GUIs
+Gueant
 H2O.ai
-hackathon
+HPC
 HackMD
+Hacktoberfest
 Haddad
 HarmonicReflux
 Hawes
 Homebrew
 Hopsworks
 Horsfall
-HPC
-humaniverse
 Ilektra
-installable
-interpretability
 Intersectional
-jamesturner
-jcohen
 JOSS
 JTBD
 Jupyter
 Kaur
 Kensington
 Kishan
-LaTeX
 LLMs
-lockdown
+LaTeX
+LinkedIn
 Lumley
+MLOps
 MacBook
-macOS
 Mahmoud
 Manani
 Matejuk
-math
 Mathjax
-mdx
 Mirai
-mirai
 MkDocs
-MLOps
+Modeling
 Nafiul
 NumFOCUS
 O'Reilly
+OOP
 OSS
-Pandoc
-parameterisation
+OptionPriceStrategy
 PDFs
-pdfs
 PDM
-performant
-pre
-preprocessing
+PV
+PYENV
+Pandoc
 Py
+PyCSVY
 PyData
-pyenv
-PYENV
 PyMC
-pyorderly
-qmd
 Quazi
 RDF
-ReCoDE
-Rennie
-Reproducibility
-reproducibility
+README
 RESTful
-RevealJS
 RMarkdown
 RSE
 RSE's
@@ -144,131 +123,151 @@ RSLondonSouthEast
 RStudio
 RTP
 RTPs
+ReCoDE
+Rennie
+Reproducibility
+RevealJS
+Rumbaugh
+SALC
+SPARQL
+SWMM
+SWMManywhere
 Sahil
 Sandall
 Saranjeet
 SaranjeetKaur
 SatRdays
-scalable
 Scharpf
-shellenv
-shortcode
+Scholes
+Shreve
 Slido
 SocRSE
-SPARQL
-sudo
-th
-tidymodels
-tidyverse
+Springer
+TBC
+TUI
 Tierney
-timezones
 TinyMarsh
-titlecase
-tsmbland
 Typst
 UCL
-Udoh
+UDMs
+UI
 UKRI
-uname
-unconference
-usr
+UML
+UTF
+Udoh
+Validator's
+Vlissides
 Vries
-walkthrough
-walkthroughs
-webform
+WHPC
+WSIMOD
 Weblate
-webpages
 Weinzierl
-wellbeing
-WHPC
 Wiecki
 Wikidata
 Wojciech
 Xcode
+YAML
+Yee
 Yu
 Zenodo
 Zsh
-zsh
-Álvarez
-Hacktoberfest
-SALC
-Crystalbot
-TBC
-Clockify
-TUI
-UI
-timesheet
-Dobson
-WSIMOD
-hydrological
-modularity
-SWMManywhere
-DEMs
-SWMM
-UDMs
-Codecov
-repo
-downloader
-PyCSVY
-CSV
-CSVY
-DataFrames
-YAML
-numpy
-polars
-formatters
-linters
-Dependabot
-UTF
-Validator's
-repositoryr
-README
-OOP
-UML
-Vlissides
+ai
 al
-et
-Booch
-incentivises
-plantuml
-startuml
-enduml
-synonymously
-counterparty
-frac
-Scholes
-Shreve
-rT
-ln
-sqrt
+alexdewar
+algorithmically
+backend
+backticks
+ccache
+cdf
 cdot
-BlackScholesOption
-OptionPriceStrategy
-european
+cff
+citable
+coprocessors
+counterparty
+customisable
+customisations
+dRTP
+dalonsoa
+dandavies
 dataclass
 dataclasses
-np
-scipy
-cdf
-PV
-Springer
-Rumbaugh
-nd
-se
-Gemma
+dataframe
+dataframes
+datasets
+de
+dev
+downloader
+e.g.
+eScience
+enduml
+et
+european
+eval
+fi
+focussed
+formatters
+frac
+funder
+github
+hackathon
+humaniverse
+hydrological
 ies
-Modeling
+incentivises
+installable
+interpretability
 iplantuml
-ConcreteStrategy
-labeled
 isclose
-Creational
-Coursera
-github
-Yee
-GitHub
-Crypto
-CrystalBot
-CryptoTrade
-Gueant
-LinkedIn
+jamesturner
+jcohen
+linters
+ln
+lockdown
+macOS
+math
+mdx
+mirai
+modularity
+nd
+np
+numpy
+parameterisation
+pdfs
+performant
+plantuml
+polars
+pre
+preprocessing
+pyenv
+pyorderly
+qmd
+rT
+repo
+repositoryr
+reproducibility
+scalable
+scipy
+se
+shellenv
+shortcode
+sqrt
+startuml
+sudo
+synonymously
+th
+tidymodels
+tidyverse
+timesheet
+timezones
+titlecase
+tsmbland
+uname
+unconference
+usr
+walkthrough
+walkthroughs
+webform
+webpages
+wellbeing
+zsh
+Álvarez