diff --git a/.gitignore b/.gitignore
index c9b3cad..43c2d32 100644
--- a/.gitignore
+++ b/.gitignore
@@ -46,9 +46,8 @@ venv.bak/
 
 # Heavy files
 *.fits
-*.csv
-*.png
 
 # Cloned repos
 deeplenstronomy/
 
+
diff --git a/src/training/MVEUDA/figures/coverage.png b/src/training/MVEUDA/figures/coverage.png
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diff --git a/src/training/MVEUDA/figures/isomap_final.png b/src/training/MVEUDA/figures/isomap_final.png
new file mode 100644
index 0000000..8ab84bf
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diff --git a/src/training/MVEUDA/figures/resid_legend.png b/src/training/MVEUDA/figures/resid_legend.png
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index 0000000..ddcb8a7
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diff --git a/src/training/MVEUDA/figures/residual.png b/src/training/MVEUDA/figures/residual.png
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index 0000000..f1f6fd7
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diff --git a/src/training/MVEUDA/figures/source_example.png b/src/training/MVEUDA/figures/source_example.png
new file mode 100644
index 0000000..3e29b3a
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diff --git a/src/training/MVEUDA/figures/target_example.png b/src/training/MVEUDA/figures/target_example.png
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index 0000000..003ddf3
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