fix: various typos (#32231)

docs/docs/integrations/retrievers/elasticsearch_retriever.ipynb

@@ -265,13 +265,7 @@
    "cell_type": "markdown",
    "id": "08437fa2",
    "metadata": {},
-   "source": [
-    "## Instantiation\n",
-    "\n",
-    "### Vector search\n",
-    "\n",
-    "Dense vector retrival using fake embeddings in this example."
-   ]
+   "source": "## Instantiation\n\n### Vector search\n\nDense vector retrieval using fake embeddings in this example."
   },
   {
    "cell_type": "code",
@@ -713,4 +707,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}

docs/docs/integrations/vectorstores/timescalevector.ipynb

@@ -447,11 +447,7 @@
    "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "We'll define a helper funciton to create a uuid for a document and associated vector embedding based on its timestamp. We'll use this function to create a uuid for each git log entry.\n",
-    "\n",
-    "Important note: If you are working with documents and want the current date and time associated with vector for time-based search, you can skip this step. A uuid will be automatically generated when the documents are ingested by default."
-   ]
+   "source": "We'll define a helper function to create a uuid for a document and associated vector embedding based on its timestamp. We'll use this function to create a uuid for each git log entry.\n\nImportant note: If you are working with documents and want the current date and time associated with vector for time-based search, you can skip this step. A uuid will be automatically generated when the documents are ingested by default."
   },
   {
    "cell_type": "code",
@@ -1729,4 +1725,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}