diff --git a/.github/workflows/cml.yml b/.github/workflows/cml.yml
index 9e049360..bf361dd3 100644
--- a/.github/workflows/cml.yml
+++ b/.github/workflows/cml.yml
@@ -17,22 +17,22 @@ jobs:
         run: |
           ls
           cd model_data/simulation_system 
-          pip install seaborn matplotlib
-          python3 -c "import seaborn as sns; import matplotlib.pyplot as plt; sns.scatterplot(data=[0,1,2,3]); plt.savefig('test.png')"
-          # pip install -r requirements.txt
-          # python3 training.py --train-filepath ./model_build_data/change_data/rdsap_full/train_validation_data.parquet --test-filepath ./model_build_data/change_data/rdsap_full/test_data.parquet
+          pip install -r requirements.txt
+          python3 training.py --train-filepath ./model_build_data/change_data/rdsap_full/train_validation_data.parquet --test-filepath ./model_build_data/change_data/rdsap_full/test_data.parquet
 
-          echo "## Residuals plot from model" > report.md
+          cd model_directory/RDSAP_CHANGE
+          echo "## Model metrics" > report.md
+          metrics_location=$(find . -maxdepth 10 -name "metrics.md")
+          echo $metrics_location 
+          cat $metrics_location >> report.md
+          
+          # echo "## Residuals plot from model" >> report.md
           # metrics_location=$(find . -maxdepth 10 -name "residuals.png")
           # echo $metrics_location
           # cd $metric_location
-          echo "![](./test.png)" >> report.md
+          # echo "![](./residuals.png)" >> report.md
 
-          cml comment create --log debug --publish false report.md
+          cml comment create report.md
 
-          # cd model_directory/RDSAP_CHANGE
-          # echo "## Model metrics from registry" >> report.md
-          # cat model_registry.csv >> report.md
-
-          # cml comment create report.md
+          # cml comment create --log debug --publish false report.md