From ad753b2130ce750ceea7844cdecc146e39d6a07c Mon Sep 17 00:00:00 2001
From: Kevin Smith <Kevin.Smith@octobergray.com>
Date: Fri, 29 Sep 2023 11:21:26 -0500
Subject: [PATCH] Remove extra header

---
 notebooks/getting-started-with-dataframes/notebook.ipynb  | 6 +++---
 notebooks/getting-started-with-notebooks/notebook.ipynb   | 2 +-
 .../notebook.ipynb                                        | 8 --------
 notebooks/hybrid-search/notebook.ipynb                    | 8 ++++++++
 notebooks/integrating-with-pandas/notebook.ipynb          | 2 +-
 5 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/notebooks/getting-started-with-dataframes/notebook.ipynb b/notebooks/getting-started-with-dataframes/notebook.ipynb
index 6a7a50f5..2e5cf573 100644
--- a/notebooks/getting-started-with-dataframes/notebook.ipynb
+++ b/notebooks/getting-started-with-dataframes/notebook.ipynb
@@ -212,7 +212,7 @@
       "metadata": {},
       "source": [
         "The code below will create the table in the server from the given `DataFrame`. The data types for the database table will be inferred from\n",
-        "the `DataFrame` data types. The `force=True` is merely used here in case you run the notebook code multiple times against the same\n",
+        "the `DataFrame` data types. The `overwrite=True` is merely used here in case you run the notebook code multiple times against the same\n",
         "database. It will cause an existing `phones` table to be overwritten if it already exists."
       ]
     },
@@ -223,7 +223,7 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "phones_tbl = conn.create_table('phones', phones_df, force=True)\n",
+        "phones_tbl = conn.create_table('phones', phones_df, overwrite=True)\n",
         "phones_tbl.head(3)"
       ]
     },
@@ -432,7 +432,7 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "tbl_2 = conn.create_table('phones2', phones_tbl, force=True)\n",
+        "tbl_2 = conn.create_table('phones2', phones_tbl, overwrite=True)\n",
         "tbl_2"
       ]
     },
diff --git a/notebooks/getting-started-with-notebooks/notebook.ipynb b/notebooks/getting-started-with-notebooks/notebook.ipynb
index 4bc7ecbf..63050e30 100644
--- a/notebooks/getting-started-with-notebooks/notebook.ipynb
+++ b/notebooks/getting-started-with-notebooks/notebook.ipynb
@@ -116,6 +116,7 @@
         "df = pd.read_csv(url, index_col=0,\n",
         "                 # Use parse_date=, dtype=, and converters= to specify explicit data types\n",
         "                 parse_dates=['inspection_date'],\n",
+        "                 date_format='%m/%d/%Y %H:%M:%S %p',\n",
         "                 dtype=dict(business_id=int, business_phone_number=str, business_postal_code=str, inspection_score=float),\n",
         "                 converters=dict(business_location=str_to_shapely))\n",
         "df"
@@ -194,7 +195,6 @@
       "source": [
         "%%sql\n",
         "DROP DATABASE IF EXISTS {{database_name}};\n",
-        "\n",
         "CREATE DATABASE {{database_name}};"
       ]
     },
diff --git a/notebooks/how-to-build-llm-apps-that-can-see-hear-speak/notebook.ipynb b/notebooks/how-to-build-llm-apps-that-can-see-hear-speak/notebook.ipynb
index 4b40b1ae..2e38a0b7 100644
--- a/notebooks/how-to-build-llm-apps-that-can-see-hear-speak/notebook.ipynb
+++ b/notebooks/how-to-build-llm-apps-that-can-see-hear-speak/notebook.ipynb
@@ -16,14 +16,6 @@
         "</div>"
       ]
     },
-    {
-      "cell_type": "markdown",
-      "id": "215c4617-6ebd-43fc-aa25-904fec4bdf5e",
-      "metadata": {},
-      "source": [
-        "# How to Build LLM Apps that can See, Hear, Speak"
-      ]
-    },
     {
       "cell_type": "markdown",
       "id": "a2a7fa17-ff2a-4abf-922d-af00514ab87e",
diff --git a/notebooks/hybrid-search/notebook.ipynb b/notebooks/hybrid-search/notebook.ipynb
index 2cf6ea1c..12c81643 100644
--- a/notebooks/hybrid-search/notebook.ipynb
+++ b/notebooks/hybrid-search/notebook.ipynb
@@ -211,6 +211,14 @@
         "all_embeddings.shape"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "id": "d74c544f-feea-4d48-84be-c62bf5cb4ea3",
+      "metadata": {},
+      "source": [
+        "Merge embedding values into `data` rows."
+      ]
+    },
     {
       "cell_type": "code",
       "execution_count": 10,
diff --git a/notebooks/integrating-with-pandas/notebook.ipynb b/notebooks/integrating-with-pandas/notebook.ipynb
index 1c107ae7..2e08b8f8 100644
--- a/notebooks/integrating-with-pandas/notebook.ipynb
+++ b/notebooks/integrating-with-pandas/notebook.ipynb
@@ -546,7 +546,7 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "ibis_iris = ibis_conn.create_table('iris', iris, force=True)\n",
+        "ibis_iris = ibis_conn.create_table('iris', iris, overwrite=True)\n",
         "ibis_iris.limit(10).execute()"
       ]
     },