diff --git a/README.md b/README.md
index cd5a0c6a..5ce6c63f 100755
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
[![lint](https://github.com/Spatiotemporal-Exposures-and-Toxicology/NRTAPmodel/actions/workflows/lint.yaml/badge.svg)](https://github.com/Spatiotemporal-Exposures-and-Toxicology/NRTAPmodel/actions/workflows/lint.yaml)
[![Lifecycle:
experimental](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](https://lifecycle.r-lib.org/articles/stages.html#experimental)
-# Air Pollution Data for the Masses: An Open-Access, Tested, Updated PM2.5 Hybrid Model
+# Air Pollution Data for the Masses: An Open-Access, Test-Driven, and Reproducible Pipeline PM2.5 Hybrid Model
Group Project for the Spatiotemporal Exposures and Toxicology group with help from friends :smiley: :cowboy_hat_face: :earth_americas:
## GitHub Push/Pull Workflow
@@ -24,9 +24,9 @@ experimental](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](h
```mermaid
flowchart LR
- subgraph "Baked-In Reanalysis"
+ subgraph "Targets: Make-like Reproducible Analysis Pipeline"
direction LR
- A[AQS Data] --> B[Generate Covariates]--> C[Fit Base Learners]-->D[Fit Meta Learners]-->E[Summary Stats]-->F[Predictions]
+ A[AQS Data] --> B[Generate Covariates]--> C[Fit Base Learners]-->D[Fit Meta Learners]-->E[Predictions]-->F[Summary Stats]
end
```
## Unit and Integration Testing