diff --git a/notebooks/datasets/DirectCloud_Access_SWOT_Oceanography.ipynb b/notebooks/datasets/DirectCloud_Access_SWOT_Oceanography.ipynb
index 3f5c315f..2c5ad0df 100644
--- a/notebooks/datasets/DirectCloud_Access_SWOT_Oceanography.ipynb
+++ b/notebooks/datasets/DirectCloud_Access_SWOT_Oceanography.ipynb
@@ -21,6 +21,8 @@
     "1. **SWOT Level 2 KaRIn Low Rate Sea Surface Height Data Product** - shortname `SWOT_L2_LR_SSH_2.0`\n",
     "2. **SWOT Level 2 Nadir Altimeter Interim Geophysical Data Record with Waveforms  - SSHA Version 2.0** - shortname `SWOT_L2_NALT_IGDR_SSHA_2.0` \n",
     "    - This is a subcollection of the parent collection: `SWOT_L2_NALT_IGDR_2.0`\n",
+    "3. **SWOT Level 2 Radiometer Data Products** - overview of all\n",
+    "\n",
     "\n",
     "We will access the data from inside the AWS cloud (us-west-2 region, specifically) and load a time series made of multiple netCDF files into a single xarray dataset.\n",
     "\n",
@@ -84,6 +86,13 @@
    },
    "source": [
     "## 1. **SWOT Level 2 KaRIn Low Rate Sea Surface Height Data Product**\n",
+    "\n",
+    "Outlined below is a map of the different KaRIn Data Products we host at PO.DAAC and their sub collections, and why you may choose one over the other. For more information, see the [SWOT Data User Handbook](https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-docs/web-misc/swot_mission_docs/D-109532_SWOT_UserHandbook_20240502.pdf).\n",
+    "\n",
+    "![](https://github.com/podaac/tutorials/tree/master/images/SWOT_LR_explanations/SWOT_LR_KaRIn.png)\n",
+    "\n",
+    "Once you've picked the dataset you want to look at, you can enter its shortname or subcollection below in the search query.\n",
+    "\n",
     "### Access Files without any Downloads to your running instance\n",
     "\n",
     "Here, we use the `earthaccess` Python library to search for and then load the data directly into xarray without downloading any files. This dataset is currently restricted to a select few people, and can only be accessed using the version of `earthaccess` reinstalled above. If zero granules are returned, make sure the correct version '0.5.4' is installed."
@@ -91,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {
     "tags": []
    },
@@ -106,9 +115,8 @@
    ],
    "source": [
     "#retrieves granule from the day we want\n",
-    "karin_results = earthaccess.search_data(short_name = 'SWOT_L2_LR_SSH_2.0', \n",
-    "                                        temporal = (\"2024-02-01 12:00:00\", \"2024-02-01 19:43:00\"), \n",
-    "                                        granule_name = '*Expert*') # filter by files with \"Expert\" in file name. This collection has subcollections of 'Basic', 'Windwave', 'Unsmoothed' and 'Expert' granules."
+    "karin_results = earthaccess.search_data(short_name = 'SWOT_L2_LR_SSH_EXPERT_2.0', \n",
+    "                                        temporal = (\"2024-02-01 12:00:00\", \"2024-02-01 19:43:00\"))"
    ]
   },
   {
@@ -7969,7 +7977,14 @@
     "tags": []
    },
    "source": [
-    "## 2. **SWOT Level 2 Nadir Altimeter Interim Geophysical Data Record with Waveforms - SSHA Version 1.0**\n",
+    "## 2. **SWOT Level 2 Nadir Altimeter Interim Geophysical Data Record with Waveforms - SSHA Version 2.0**\n",
+    "\n",
+    "Outlined below is a map of the different Nadir Data Products we host at PO.DAAC and their sub collections, and why you may choose one over the other. For more information, see the [SWOT Data User Handbook](https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-docs/web-misc/swot_mission_docs/D-109532_SWOT_UserHandbook_20240502.pdf).\n",
+    "\n",
+    "![](https://github.com/podaac/tutorials/tree/master/images/SWOT_LR_explanations/SWOT_LR_Nadir.png)\n",
+    "\n",
+    "Once you've picked the dataset you want to look at, you can enter its shortname or subcollection below in the search query.\n",
+    "\n",
     "### Access Files without any Downloads to your running instance\n",
     "\n",
     "Here, we use the `earthaccess` Python library to search for and then load the data directly into xarray without downloading any files."
@@ -10658,6 +10673,19 @@
     "plt.colorbar().set_label('Depth or Elevation (m)')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 3. **SWOT Level 2 Radiometer Datasets**\n",
+    "\n",
+    "Outlined below is a map of the different Radiometer Data Products we host at PO.DAAC, and why you may choose one over the other. For more information, see the [SWOT Data User Handbook](https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-docs/web-misc/swot_mission_docs/D-109532_SWOT_UserHandbook_20240502.pdf).\n",
+    "\n",
+    "![](https://github.com/podaac/tutorials/tree/master/images/SWOT_LR_explanations/SWOT_LR_Radiometer.png)\n",
+    "\n",
+    "Once you've picked the dataset you want to look at, you can search and visualize this dataset similar to the above datasets."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/notebooks/datasets/Localmachine_SWOT_Oceanography.ipynb b/notebooks/datasets/Localmachine_SWOT_Oceanography.ipynb
index 085e9d1a..368141bd 100644
--- a/notebooks/datasets/Localmachine_SWOT_Oceanography.ipynb
+++ b/notebooks/datasets/Localmachine_SWOT_Oceanography.ipynb
@@ -21,6 +21,7 @@
     "1. **SWOT Level 2 KaRIn Low Rate Sea Surface Height Data Product** - shortname `SWOT_L2_LR_SSH_2.0`\n",
     "2. **SWOT Level 2 Nadir Altimeter Interim Geophysical Data Record with Waveforms  - SSHA Version 2.0** - shortname `SWOT_L2_NALT_IGDR_SSHA_2.0` \n",
     "    - This is a subcollection of the parent collection: `SWOT_L2_NALT_IGDR_2.0`\n",
+    "3. **SWOT Level 2 Radiometer Data Products** - overview of all\n",
     "\n",
     "We will download the data and load a time series made of multiple netCDF files into a single xarray dataset.\n",
     "\n",
@@ -78,6 +79,13 @@
    "metadata": {},
    "source": [
     "## 1. **SWOT Level 2 KaRIn Low Rate Sea Surface Height Data Product**\n",
+    "\n",
+    "Outlined below is a map of the different KaRIn Data Products we host at PO.DAAC and their sub collections, and why you may choose one over the other. For more information, see the [SWOT Data User Handbook](https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-docs/web-misc/swot_mission_docs/D-109532_SWOT_UserHandbook_20240502.pdf).\n",
+    "\n",
+    "![](https://github.com/podaac/tutorials/tree/master/images/SWOT_LR_explanations/SWOT_LR_KaRIn.png)\n",
+    "\n",
+    "Once you've picked the dataset you want to look at, you can enter its shortname or subcollection below in the search query.\n",
+    "\n",
     "### Search and Download Data!\n",
     "\n",
     "It's time to find our data! Below we are searching using `earthaccess` Python library."
@@ -5860,7 +5868,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 2. **SWOT Level 2 Nadir Altimeter Interim Geophysical Data Record with Waveforms - SSHA Version 1.0**\n",
+    "## 2. **SWOT Level 2 Nadir Altimeter Interim Geophysical Data Record with Waveforms - SSHA Version 2.0**\n",
+    "\n",
+    "Outlined below is a map of the different Nadir Data Products we host at PO.DAAC and their sub collections, and why you may choose one over the other. For more information, see the [SWOT Data User Handbook](https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-docs/web-misc/swot_mission_docs/D-109532_SWOT_UserHandbook_20240502.pdf).\n",
+    "\n",
+    "![](https://github.com/podaac/tutorials/tree/master/images/SWOT_LR_explanations/SWOT_LR_Nadir.png)\n",
+    "\n",
+    "Once you've picked the dataset you want to look at, you can enter its shortname or subcollection below in the search query.\n",
+    "\n",
     "### Search and Download Data!\n",
     "\n",
     "Below we are searching using `earthaccess` Python library."
@@ -7871,6 +7886,19 @@
     "plt.colorbar().set_label('Depth or Elevation (m)')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 3. **SWOT Level 2 Radiometer Datasets**\n",
+    "\n",
+    "Outlined below is a map of the different Radiometer Data Products we host at PO.DAAC, and why you may choose one over the other. For more information, see the [SWOT Data User Handbook](https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-docs/web-misc/swot_mission_docs/D-109532_SWOT_UserHandbook_20240502.pdf).\n",
+    "\n",
+    "![](https://github.com/podaac/tutorials/tree/master/images/SWOT_LR_explanations/SWOT_LR_Radiometer.png)\n",
+    "\n",
+    "Once you've picked the dataset you want to look at, you can search and visualize this dataset in a workflow similar to the above datasets."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},