fixed natural language query in certain places.

Author: giriraj-singh-couchbase

autovec_unstructured/autovec_unstructured.ipynb

@@ -292,7 +292,7 @@
    "metadata": {},
    "source": [
     "# Performing a Similarity Search\n",
-    "   - Defines a natural language query (e.g., \"USA\").\n",
+    "   - Defines a natural language query (e.g., \"How to setup java SDK?\").\n",
     "   - Calls `similarity_search(k=3)` to retrieve the top 3 most semantically similar documents.\n",
     "   - Prints ranked results, extracting the chosen `text_key` (here `text-to-embed`).\n",
     "   - Change `query` to any descriptive phrase (e.g., \"beach resort\", \"airport hotel near NYC\").\n",