diff --git a/docs/Poetry/3_poetry.md b/docs/Poetry/3_poetry.md
index 870f2ac90..26474616b 100644
--- a/docs/Poetry/3_poetry.md
+++ b/docs/Poetry/3_poetry.md
@@ -5,7 +5,7 @@ pipx install poetry
```
Your experience doing this with other operating systems may vary. Further details about installation can be found [here](https://python-poetry.org/docs/#installing-with-pipx).
-Don't do this now, but you can initialize a new project with poetry from scratch:
+_**Don't do this**_, but you can initialize a new project with poetry from scratch:
```bash
poetry new my-project-name
```
@@ -15,7 +15,7 @@ Or you might have some existing work and an environment that you might want to c
```bash
poetry init
```
-Since we already have some code, we use the later option for this project. Running `poetry init` will involve having to run through some basic setup steps to define out config file.
+Since we already have some code, we use the later option for this project. Running `poetry init` will involve having to run through some basic setup steps to define out config file. Replace all instances of `crsid` with _your own CRSID_.
```
Package name [packaging-publishing]: cancer-prediction-crsid
@@ -85,103 +85,8 @@ poetry add streamlit
Notice that now `streamlit` has appeared in `pyproject.toml`! Poetry has also created a file called `poetry.lock`. This file essentially locks in all of your dependencies so someone external can recreate your environment. It is somewhat analogous to the conda `environment.yml` file. Generally, we never alter this file manually.
-When you see this symbol:
-
+
![Dark Souls Bonfire](../imgs/dark-souls-bonfire.gif "Commit your changes and rest, weary traveller"){ width="50" .center }
+
-it means that you should commit and push your changes to the repository. They indicate key checkpoints in the workshop.
-
-## Implement the CLI entry point
-Notice that the CLI will still not work in the way that we want it to. In order for the CLI to work, we have to make two alterations.
-
-!!! tip
-
- There are a few different libraries that will help you handle CLI. In this project, we use `typer`, but `argparse` is also a very popular one.
-
-### Additions to the code
-At this point it is worth quickly going through the code for the `app.py` script. Click the arrows to find out what the code does.
-
-``` python
-import sys
-
-import typer
-from cancer_prediction import streamlit_app # (1)!
-from streamlit.web import cli as stcli
-
-app = typer.Typer() # (2)!
-
-@app.command() # (3)!
-def __version__():
- typer.echo("0.1.0")
-
-@app.command() # (4)!
-def run():
- sys.argv = ["streamlit", "run", "cancer_prediction/streamlit_app.py"]
- sys.exit(stcli.main())
-
-
-if __name__ == "__main__":
- app()
-```
-
-1. Since this depends on the `streamlit_app.py` script, we have to import it here
-2. Initialize the typer app
-3. A command that prints out the version of the app
-4. A command that essentially mimics the `streamlit run cancer_prediction/streamlit_app.py` command that we used earlier
-
-We create a new folder inside `cancer_prediction` called `cli`. We also create a new `__init__.py` file and copy over the `app.py` file. The init file should contain only:
-```python
-from .app import app
-
-__all__ = ["app"]
-```
-
-We also need to add the `typer` library. Since this is a main dependancy, we can add it using the regular `poetry add` command.
-
-### Additions to the `.toml` file
-We want someone to be able to do:
-```bash
-pip install cancer-prediction
-```
-
-and then
-```
-cancer-prediction run
-```
-
-We have defined our `run` command, but your bash terminal will not recognize the command `cancer-prediction`! To do this, we first need to define an entry point. We add the following line to `pyproject.toml` below the readme:
-```toml
-packages = [{include = "cancer_prediction"}]
-```
-
-Then we add the following lines
-```
-[tool.poetry.scripts]
-cancer-prediction = "cancer_prediction.cli:app"
-```
-
-This provides us with an entry point to the `cli/app.py` file. What is essentially says is: "When I type the command `cancer-prediction` into my command line, what I really mean is execute this app."
-
-We then install a local copy of our package which mimics a pip installation:
-```bash
-poetry install
-```
-
-We can now try it out by running
-```bash
-cancer-prediction run
-```
-
-and the streamlit app should open! You should be able to play around with the app in the browser. In general, streamlit is a great way to prototype new applications. Try training a model using the training data - give it a name like `cancer_model_v2`. Then try running inference on this model with the testing data.
-
-![Dark Souls Bonfire](imgs/dark-souls-bonfire.gif "Commit your changes and rest, weary traveller"){ width="50" .center }
-
-## Further reading
-
-
-- :fontawesome-solid-book-open:{ .lg .middle } [__Poetry resources__](resources/references.md#poetry)
-
- ---
- Information on Poetry, toml files, and licensing
-
-
\ No newline at end of file
+Now let's implement the command line interface (CLI).
\ No newline at end of file
diff --git a/docs/Poetry/CLI.md b/docs/Poetry/CLI.md
index 6899fb6d0..19ac860e7 100644
--- a/docs/Poetry/CLI.md
+++ b/docs/Poetry/CLI.md
@@ -81,7 +81,9 @@ cancer-prediction run
and the streamlit app should open! You should be able to play around with the app in the browser. In general, streamlit is a great way to prototype new applications. Try training a model using the training data - give it a name like `cancer_model_v2`. Then try running inference on this model with the testing data.
+
![Dark Souls Bonfire](../imgs/dark-souls-bonfire.gif "Commit your changes and rest, weary traveller"){ width="50" .center }
+
## Further reading
diff --git a/docs/imgs/tests.png b/docs/imgs/tests.png
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