diff --git a/examples/dbapi.ipynb b/examples/dbapi.ipynb
index 92d65784f34..a9f20d601ae 100644
--- a/examples/dbapi.ipynb
+++ b/examples/dbapi.ipynb
@@ -2,8 +2,10 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5b4d0d97",
-   "metadata": {},
+   "id": "49583274adf87e83",
+   "metadata": {
+    "collapsed": false
+   },
    "source": [
     "### Required imports"
    ]
@@ -220,8 +222,8 @@
    ]
   },
   {
-   "cell_type": "raw",
-   "id": "9789285b0362e8a6",
+   "cell_type": "markdown",
+   "id": "b44a19840b2b3366",
    "metadata": {
     "collapsed": false
    },
@@ -233,6 +235,7 @@
   },
   {
    "cell_type": "code",
+   "execution_count": null,
    "id": "e96d2bda533b250d",
    "metadata": {
     "collapsed": false
@@ -407,8 +410,8 @@
    ]
   },
   {
-   "cell_type": "raw",
-   "id": "80a885228cbad698",
+   "cell_type": "markdown",
+   "id": "e6fb3e46c972d13a",
    "metadata": {
     "collapsed": false
    },
@@ -418,6 +421,7 @@
   },
   {
    "cell_type": "code",
+   "execution_count": null,
    "id": "5eaaf1c35bac6fc6",
    "metadata": {
     "collapsed": false
@@ -449,7 +453,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.9.20"
   }
  },
  "nbformat": 4,