diff --git a/README.md b/README.md
index 04f38ce..bc65421 100644
--- a/README.md
+++ b/README.md
@@ -1,41 +1,41 @@
# Netflix Writer
-[](https://www.gnu.org/licenses/agpl-3.0)
[](https://www.python.org/)
+[](https://www.gnu.org/licenses/agpl-3.0)
+[](https://www.python.org/)
[](https://docs.pydantic.dev/)
-org/)
[](https://lawrencemcdaniel.com)
+
+[](https://lawrencemcdaniel.com)
This repo contains source code for ...
Netflix AI Greenlight Challenge: Can Data Science Predict the Next Hit Drama?
## Quickstart
-Install required system packages for your operating system:
+1. Register for Kaggle and get a [Kaggle API Key](./docs/KAGGLE.md)
+2. Install required system packages for your operating system: [Windows](./setup/windows/setup.ps1),
+ [macOS](./setup/macos/setup.sh), [Linux](./setup/linux/setup.sh)
-- [Windows](./setup/windows/setup.ps1)
-- [macOS](./setup/macos/setup.sh)
-- [Linux](./setup/linux/setup.sh)
+3. Initialize your environment. This includes creating and activating a Python virtual
+ environment, and then downloading data files for Netflix, IMDb and The Movie
+ Database (TMDB). The final dataset will be located at `./netflix/db/netflix_enriched_dataset.csv`.
-Initialize your environment. This includes creating and activating a Python virtual
-environment, and then downloading data files for Netflix, IMDb and The Movie
-Database (TMDB). The final dataset will be located at `./netflix/db/netflix_enriched_dataset.csv`.
+ **The setup process will take between 5 and 15 minutes depending on your compute
+ device and your Internet connection.**
-**The setup process will take between 5 and 15 minutes depending on your compute
-device and your Internet connection.**
+ ```console
+ make python-init
+ make run
+ ```
-```console
-make python-init
-make run
-```
-
-Other helpful commands:
+4. Other helpful commands:
-```console
-source venv/bin/activate
-which python3
-which pip3
-python --version # you should see Python 3.13.x
-pip --version # you should see pip 25.3.x
-```
+ ```console
+ source venv/bin/activate
+ which python3
+ which pip3
+ python --version # you should see Python 3.13.x
+ pip --version # you should see pip 25.3.x
+ ```
## Completely Remove This Project
@@ -44,8 +44,6 @@ make tear-down
deactivate
```
-Setup your [Kaggle API Key](./docs/KAGGLE.md)
-
## Support
Please report bugs to the [GitHub Issues Page](https://github.com/netflix-writers/netflix/issues)