diff --git a/content/Azure/02_intro_to_compute.ipynb b/content/Azure/02_intro_to_compute.ipynb
index 59b2df8..feed87a 100644
--- a/content/Azure/02_intro_to_compute.ipynb
+++ b/content/Azure/02_intro_to_compute.ipynb
@@ -39,7 +39,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a86373b5",
+   "id": "b85b77ed",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -123,9 +123,11 @@
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "e3a1c48a",
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d5b8abd",
    "metadata": {},
+   "outputs": [],
    "source": [
     "## Create a VM\n",
     "\n",
diff --git a/content/Azure/07_monitoring_costs.ipynb b/content/Azure/07_monitoring_costs.ipynb
index d239bb0..b5c7c53 100644
--- a/content/Azure/07_monitoring_costs.ipynb
+++ b/content/Azure/07_monitoring_costs.ipynb
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1261e723",
+   "id": "c98c2c16",
    "metadata": {},
    "source": [
     "## Overall Costs analysis\n",
@@ -33,12 +33,15 @@
     "* This will take you to the *Billing account* page.  This page provides an *overview* of the costs for your overall \n",
     "account. You will see the *Amount due*, *Upcoming invoices* (For the Billing period), *past invoices*, *Spending rate and \n",
     "forecast*, and *This months top product charges*.\n",
+    "![Overall-cost-analysis](images/azure-student-cost-analysis.png)\n",
     "* In the left hand menu click the *Cost analysis* tab.\n",
     "* Here you will see the actual and forecasted cost as well as a breakdown by *service name*, *Location (zone)*, and *subscription*. \n",
     "* A time series graph is also provided to give a visual of curent and forecasted cost for the end of \n",
     "the billing period.\n",
-    "\n",
-    "## Costs analysis of Resource Groups\n",
+    "![cost-analysis](images/azure-cost-analysis-time-doughnut.png)\n",
+    "* Note: These values may all be zero if there are no resources allocated yet in this account.  Also, in this example there\n",
+    "is only one item under service name.\n",
+    "## Costs analysis for Resource Groups\n",
     "* Similarly, you can see a cost breakdown for a Resouce Group and resources contained in it by navigating to\n",
     "the *Resource Groups* tab in the hamburger menu.  \n",
     "* Once in the Resource Group page, click on the Resource Group you are interested in.\n",
@@ -48,14 +51,17 @@
     "* The doughnut charts are interactive and by moving your curser over the chart you can drilling down to look \n",
     "at costs for individual resources.\n",
     "* A time series graph is provided to give a visual of curent and forecasted costs through the end of the billing period.\n",
-    "* Using the time series graph, you can see how the cost of your resources will increase over time (until the end of the \n",
-    "billing period).\n"
+    "* The forecasted information in the time series graph will help plan adjustments to your resource allocation to meet \n",
+    "your cost requirements.\n",
+    "![rg-cost-analysis](images/azure-rg-cost-analysis.png)\n",
+    "* Note: These values may all be zero if there are no resources allocated yet in this account. Also, in this example there\n",
+    "is only one resource listed.\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8590419b",
+   "id": "ae56bbd1",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/content/Azure/images/azure-cost-analysis-time-doughnut.png b/content/Azure/images/azure-cost-analysis-time-doughnut.png
new file mode 100644
index 0000000..3b8a944
Binary files /dev/null and b/content/Azure/images/azure-cost-analysis-time-doughnut.png differ
diff --git a/content/Azure/images/azure-rg-cost-analysis.png b/content/Azure/images/azure-rg-cost-analysis.png
new file mode 100644
index 0000000..cf8c5ee
Binary files /dev/null and b/content/Azure/images/azure-rg-cost-analysis.png differ
diff --git a/content/Azure/images/azure-student-cost-analysis.png b/content/Azure/images/azure-student-cost-analysis.png
new file mode 100644
index 0000000..ee2bffa
Binary files /dev/null and b/content/Azure/images/azure-student-cost-analysis.png differ