From 9fa16baf6cc706b6916a3827c8678aeeabb2defa Mon Sep 17 00:00:00 2001
From: Emmanuel Ezenwere <emmaezenwere@gmail.com>
Date: Fri, 25 Oct 2024 04:47:23 +0100
Subject: [PATCH] update README.md

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 4dc0d81..f0a2315 100644
--- a/README.md
+++ b/README.md
@@ -93,7 +93,7 @@ Flask-based web interface providing:
 
 
 ### Class Imbalance Considerations
-The dataset exhibits significant class imbalance, particularly in categories like 'water' and 'child alone' which has all zeros. This presents several challenges:
+The dataset exhibits significant class imbalance, particularly in categories like 'water' and 'child alone' which has near or all zeros. This presents several challenges:
 
 - **Training Impact**: Underrepresented classes may have lower prediction accuracy
 - **Metric Selection**: F1-score provides a balanced measure for imbalanced classes
@@ -111,7 +111,7 @@ The dataset exhibits significant class imbalance, particularly in categories lik
 - [ ] Enhanced handling of class imbalance eg using class weights in the ML training pipeline.
 - [ ] Integration with disaster response organizations
 
-## 🧪 Testing
+## Testing
 
 Run the test suite (In development):
 ```bash
@@ -119,7 +119,7 @@ python -m tests/test_data_processing.py
 python -m tests/test_train_classifier.py
 ```
 
-## 📝 Development Notes
+## Development Notes
 
 The `workspace/` directory contains Jupyter notebooks used for:
 - Experimental feature development