Spelling Kelp-O-Matic consistently

Author: tayden

docs/faqs.md

@@ -11,23 +11,23 @@ Nvidia CUDA-compatible GPU that will make things run faster, but it's not requir
 
 **What resolution should my data be?**
 
-Kelp-o-Matic was designed to work best on imagery with 1cm to 10cm pixel resolution. 5cm resolution is likely optimal.
+Kelp-O-Matic was designed to work best on imagery with 1cm to 10cm pixel resolution. 5cm resolution is likely optimal.
 
 **When I run the tool, it starts giving me warnings. Should I worry?**
 
 The warnings are there to give you optional suggestions or hints about things that might be non-optimal. You don't need
 to worry about them, but by reading them and making the suggested adjustments, you may find processing to proceed more
 quickly.
 
-**Will Kelp-o-Matic work for my data, which is not from western North America?**
+**Will Kelp-O-Matic work for my data, which is not from western North America?**
 
-While Kelp-o-Matic was trained primarily on data from British Columbia and California, it has shown good performance in
+While Kelp-O-Matic was trained primarily on data from British Columbia and California, it has shown good performance in
 other regions like Alaska and Patagonia. The model may work best with imagery similar to our training data, but we
 actively work to improve its performance across different geographical areas. If you find the model isn't performing
 well with your data, please contact us - we're interested in expanding the model's capabilities and may be able to
 optimize it for your specific region.
 
-**Will Kelp-o-Matic work better on my images if I pass in sensor band X for instead of e.g. the red band?**
+**Will Kelp-O-Matic work better on my images if I pass in sensor band X for instead of e.g. the red band?**
 
 Most likely no, this won't work. The model is specifically trained to use the relationships between the RGB (and NIR,
 for certain models) bands to determine if kelp/mussels are present.

docs/index.md

@@ -25,12 +25,8 @@
 
 ## Getting Started
 
-Please see the [Beginner Guide](beginner_guide/index.md) if you are new to Anaconda and command line
-tools.
-
-If you have worked with Anaconda before, start with the more
-brief [installation instructions](installation.md), followed by the documentation for
-the [CLI](cli.md) or [Python API](python_lib.md).
+Please see the [beginner guide](beginner_guide/index.md) if you are new to using command line tools. Otherwise, see the 
+[installation](installation.md) and the [CLI](cli.md) or [Python API](python_lib.md) documentation.
 
 ## Features
 
@@ -42,26 +38,20 @@ the [CLI](cli.md) or [Python API](python_lib.md).
 
 ## Contribute
 
-Please file a bug report using our
-[GitHub Issue Tracker :material-github:](https://github.com/HakaiInstitute/kelp-o-matic/issues) if
-you encounter any problems.
+Please file a bug report using our 
+[GitHub Issue Tracker :material-github:](https://github.com/HakaiInstitute/kelp-o-matic/issues) if you encounter any 
+problems.
 
 Comments and questions are also appreciated!
 
 ## License
 
-Kelp-O-Matic is released under
-the [MIT license](https://raw.githubusercontent.com/tayden/kelp-o-matic/main/LICENSE.txt).
+Kelp-O-Matic is released under the 
+[MIT license](https://raw.githubusercontent.com/tayden/kelp-o-matic/main/LICENSE.txt).
 
 ## Contact
 
 This project was co-created at the [Hakai Institute](https://hakai.org) by:
 
 - [**Taylor Denouden**](mailto:taylor.denouden@hakai.org) *(Machine Learning, Software Development)*
 - [**Luba Reshitnyk**](mailto:luba.reshitnyk@hakai.org) *(Scientific Application, Data Collation and Labelling)*
-
-[//]: # (<div style="margin-top: 50px; overflow: hidden; display: flex; justify-content:center; gap:10px;">)
-
-[//]: # (<img alt="Hakai" src="./images/hakai_logo.png" width="50%" />)
-
-[//]: # (</div>)

docs/installation.md

@@ -2,7 +2,7 @@
 
 ## Requirements
 
-Kelp-o-Matic is currently available for Python versions 3.10 through 3.13.
+Kelp-O-Matic is currently available for Python versions 3.10 through 3.13.
 
 ## Quick Install
 
@@ -25,7 +25,7 @@ Kelp-o-Matic is currently available for Python versions 3.10 through 3.13.
 
 ## Recommended Installation (Virtual Environment)
 
-It is recommended to install Kelp-o-Matic in a virtual environment to avoid conflicts
+It is recommended to install Kelp-O-Matic in a virtual environment to avoid conflicts
 with other Python packages present on your system. `uv` is our recommended environment manager
 (a faster alternative to `venv`/`virtualenv`), but you can use any Python environment manager you prefer.
 
@@ -50,7 +50,7 @@ with other Python packages present on your system. `uv` is our recommended envir
         source kom-env/bin/activate
         ```
 
-4. Install Kelp-o-Matic and its dependencies
+4. Install Kelp-O-Matic and its dependencies
 
     ```bash
     uv pip install kelp-o-matic
@@ -63,15 +63,15 @@ with other Python packages present on your system. `uv` is our recommended envir
     ```
 
    It will deactivate automatically when you close the terminal. To reactivate, just run `source kom-env/bin/activate`
-   (you don't have to reinstall Kelp-o-Matic though).
+   (you don't have to reinstall Kelp-O-Matic though).
 
 !!! important 
 
       The `kom` command will be available only when the virtual environment is activated.
 
 ## Verify Installation
 
-To verify that Kelp-o-Matic was installed correctly and to check the installed version, run:
+To verify that Kelp-O-Matic was installed correctly and to check the installed version, run:
 
 ```bash
 kom --version
@@ -91,7 +91,7 @@ We follow [semantic versioning](https://semver.org/). Regular updates are recomm
 - New features
 - Security patches
 
-To update Kelp-o-Matic, you can use the following commands:
+To update Kelp-O-Matic, you can use the following commands:
 
 === "PIP"
 

kelp_o_matic/cli.py

@@ -141,7 +141,7 @@ def find_mussels(
 
 def version_callback(value: bool) -> None:
     if value:
-        typer.echo(f"Kelp-o-Matic {__version__}")
+        typer.echo(f"Kelp-O-Matic {__version__}")
         raise typer.Exit()