diff --git a/Images/2D_scatter_crypto.png b/Images/2D_scatter_crypto.png
index 90a63fe..bb2e409 100644
Binary files a/Images/2D_scatter_crypto.png and b/Images/2D_scatter_crypto.png differ
diff --git a/Images/3D_scatter_crypto.png b/Images/3D_scatter_crypto.png
index 305125f..7bc1e06 100644
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diff --git a/README.md b/README.md
index ea70077..2c71e81 100644
--- a/README.md
+++ b/README.md
@@ -34,4 +34,4 @@ Python, sklearn, K-means algorithm, PCA algorithm, Pandas, hvplot, plotly
 
 ![alt text](Images/2D_scatter_crypto.png)
 
-- From 2D-scatter plot, it can be seen that their are some outliers like "BitTorrent" and "TurtleCoin"
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+- From 2D-scatter plot, it can be seen that there are some outliers like "BitTorrent" and "TurtleCoin"
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