diff --git a/project/ui/qprof_main.ipynb b/project/ui/qprof_main.ipynb
index 8098a9de..45001a7a 100644
--- a/project/ui/qprof_main.ipynb
+++ b/project/ui/qprof_main.ipynb
@@ -181,7 +181,7 @@
     "    }\n",
     "</style>\n",
     "<div class = \"custom_class_conn_info_header\">\n",
-    "<h3> Your connection details are as follows: </h3>\n",
+    "<h3> Your connection details: </h3>\n",
     "</div>"
    ]
   },
@@ -222,15 +222,11 @@
     "def update_key_dropdown_options(change):\n",
     "    # Get the selected schema from the first dropdown\n",
     "    selected_schema = change.new\n",
-    "    \n",
-    "    # Query for the table names based on the selected schema\n",
-    "    query = f\"SELECT DISTINCT table_name FROM tables WHERE table_name LIKE '%_dc_explain_plans_%' AND table_schema = '{selected_schema}' ORDER BY 1;\"\n",
-    "    vdf = vp.vDataFrame(query)\n",
-    "    \n",
     "    # Manipulate table names\n",
     "    length_to_remove = len(\"qprof_dc_explain_plans_\") + 1\n",
-    "    vdf['table_name'] = vdf['table_name'].apply(f\"SUBSTR(table_name, {length_to_remove})\")\n",
-    "    \n",
+    "    # Query for the table names based on the selected schema\n",
+    "    query = f\"SELECT SUBSTR(table_name, {length_to_remove}) AS 'table_name' FROM (SELECT DISTINCT table_name FROM tables WHERE table_name LIKE '%_dc_explain_plans_%' AND table_schema = '{selected_schema}') as foo order by 1;\"\n",
+    "    vdf = vp.vDataFrame(query)\n",
     "    # Update options of the second dropdown\n",
     "    key_dropdown.options = [i[0] for i in vdf.to_list()]\n",
     "\n",
@@ -425,7 +421,7 @@
     "tab.titles = [\"From database\", \"From a file\"]\n",
     "logging.info('[Query Profile Main Page] Trying to display the load tab')\n",
     "logging.info('[Query Profile Main Page] Successfully loaded')\n",
-    "left_heading = widgets.HTML(\"\"\"<h1 style=\"text-align: left;\">Load from existing</h1>\"\"\")\n",
+    "left_heading = widgets.HTML(\"\"\"<h1 style=\"text-align: left;\">Load an existing QueryProfiler</h1>\"\"\")\n",
     "left_section = widgets.VBox([left_heading,tab], layout= {\"margin\" :\"0px 0px 0px 50px\"})"
    ]
   },
@@ -437,11 +433,12 @@
    "outputs": [],
    "source": [
     "search_box_test = widgets.HTML(\"\"\"\n",
-    "You can query the ``query_requests`` table to search for the required query. You can use either:\n",
+    "You can query the 'QUERY_REQUESTS' table to search for the required query to get the transaction ID and statement ID needed to profile the query. You can use either:\n",
     "<ul>\n",
     "<li>Reqeuest label</li> \n",
     "<li>Query part</li>\n",
     "</ul>\n",
+    "For more information, please refer to the <a href=\"https://docs.vertica.com/24.2.x/en/sql-reference/system-tables/v-monitor-schema/query-requests/\" style=\"color: blue; text-decoration: underline;\">query_requests documentation</a>.\n",
     "\"\"\")"
    ]
   },
@@ -458,8 +455,12 @@
     "query_search_check = widgets.Checkbox(value=False,description='Exact')\n",
     "button_01 = widgets.Button(description=\"Query Request Table\", layout=widgets.Layout(width='auto'))\n",
     "output_01 = widgets.Output()\n",
-    "request_label_widget = widgets.HBox([request_label_input, request_label_check])\n",
-    "query_search_widget = widgets.HBox([query_search_input, query_search_check])\n",
+    "request_label_widget = widgets.HBox([request_label_input, \n",
+    "                                     create_tooltip(\"Labels are inserted inside the query in order to track them. If you have labeled your queries, you can conveniently serach them from their labels.\"), \n",
+    "                                     request_label_check])\n",
+    "query_search_widget = widgets.HBox([query_search_input, \n",
+    "                                    create_tooltip(\"Enter the exact Query to search or part of it.\"),\n",
+    "                                    query_search_check])\n",
     "search_box_vbox = widgets.VBox([search_box_test, request_label_widget, query_search_widget, button_01, output_01])\n",
     "search_box = widgets.Accordion(children=[search_box_vbox], titles=('Search for a query',))\n",
     "\n",
@@ -676,7 +677,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "right_heading = widgets.HTML(\"\"\"<h1 style=\"text-align: left;\">Profile from query</h1>\"\"\")\n",
+    "right_heading = widgets.HTML(\"\"\"<h1 style=\"text-align: left;\">Create a new QueryProfiler</h1>\"\"\")\n",
     "right_section = widgets.VBox([right_heading,search_box, tab_2],layout= {\"margin\" :\"0px 0px 0px 50px\"})\n",
     "left_section"
    ]
@@ -780,7 +781,7 @@
     "</head>\n",
     "<body>\n",
     "    <div class=\"version\">\n",
-    "        Page version update date: 6/24/2024\n",
+    "        Page version update date: 7/5/2024\n",
     "    </div>\n",
     "</body>\n",
     "</html>"