diff --git a/Food_Items_Embeddings.ipynb b/Food_Items_Embeddings.ipynb
index 72a5b87..95879c1 100644
--- a/Food_Items_Embeddings.ipynb
+++ b/Food_Items_Embeddings.ipynb
@@ -2551,7 +2551,7 @@
   {
    "cell_type": "code",
    "source": [
-    "task = FineTune( 'bert-base-uncased', max_epochs = 2 )\n",
+    "task       = FineTune( 'bert-base-uncased', max_epochs = 2 )\n",
     "embeddings = task.run()"
    ],
    "metadata": {
@@ -2721,7 +2721,7 @@
    "cell_type": "code",
    "source": [
     "# Reduce Dimensionality for Clustering\n",
-    "reduced_emb   = reduce_dims(embeddings.cpu(), n_components = 20)"
+    "reduced_emb = reduce_dims(embeddings.cpu(), n_components = 20)"
    ],
    "metadata": {
     "id": "EgVK4MOzWpPM"
@@ -2779,8 +2779,8 @@
    "source": [
     "# HDB Scan Clustering\n",
     "print(f'HDB Scan Clustering')\n",
-    "reduced_emb   = reduce_dims(embeddings.cpu(), n_components = 30)\n",
-    "hdb_labels    = hdb_clustering(reduced_emb)\n",
+    "reduced_emb  = reduce_dims(embeddings.cpu(), n_components = 30)\n",
+    "hdb_labels   = hdb_clustering(reduced_emb)\n",
     "cluster_analysis(reduced_emb, hdb_labels)"
    ],
    "metadata": {