diff --git a/docs/howto/edl.ipynb b/docs/howto/edl.ipynb
index d26503dc..21313b77 100644
--- a/docs/howto/edl.ipynb
+++ b/docs/howto/edl.ipynb
@@ -17,17 +17,7 @@
    "execution_count": 1,
    "id": "ce723d6f-8b5f-43e1-9531-19ee08a056fe",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "You're now authenticated with NASA Earthdata Login\n",
-      "Using token with expiration date: 09/25/2023\n",
-      "Using environment variables for EDL\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import earthaccess\n",
     "\n",
@@ -40,32 +30,17 @@
    "metadata": {},
    "source": [
     "### Data in AWS\n",
-    "If the data we want to access is on AWS, we can use earthaccess to generate temporary S3 credentials for any of the DAACs"
+    "If the data we want to access is on AWS, we can use earthaccess to generate temporary S3 credentials for any of the DAACs. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "3108ff21-1ea2-449b-b2f5-b442dd3b61f5",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'accessKeyId': 'ASIA2D3OGJNTE2UAIDHR',\n",
-       " 'secretAccessKey': '9+6D3m76HTuNi3qvbgUMBFlJECsCgPyJ4ur2CfZL',\n",
-       " 'sessionToken': 'FwoGZXIvYXdzEPL//////////wEaDIVnMBd6zBaEKmG58CLpAXrPN52vpRHvs+0y960kNwGOdFHPD81WVsdeUciP/vQvsU/xX4Cg+iLH/OXDlH/PBWCmSgfk4vgXD9k6r2JRmnpkwyF4v4K4+ciIuUHNG43ZegSFtkzZoLHShLtEnNu/OIT0TlcrOLJIY+TnjEDcKkXiLSsLYB7qDKZIeg654oPCkjeXyDuoWOumJa7utBEwHmakOGdGJTthOfbfJ6RJ9sbPbmsEXg0bHF5PY9h3/Eoq0rjyRmlb1WYuopw5YK8dL5N9IwSKlKiu19Cj0nd04XVNuiB02+fLDubsnKK1b3j0jR53qAU3FxobKLHgj6YGMi0kDN7xWP6yqI7Ry69Lf5EEcDRVp4UVz6llGYoDpsKr9s3cXaBljkhEjH7N5dQ=',\n",
-       " 'expiration': '2023-07-28 17:43:29+00:00'}"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "s3_credentials = auth.get_s3_credentials(\"NSIDC\")\n",
-    "s3_credentials"
+    "s3_credentials = auth.get_s3_credentials(\"NSIDC\")"
    ]
   },
   {
@@ -88,7 +63,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 3,
    "id": "a7bb1a93-6f85-40cd-93b4-ce821a03a8b5",
    "metadata": {},
    "outputs": [],
@@ -102,7 +77,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 4,
    "id": "c0f4e286-8ce9-4cde-b3a2-631b361a0d51",
    "metadata": {},
    "outputs": [
@@ -112,7 +87,7 @@
        "'�HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00���������HUn\\x00\\x00\\x00\\x00��������\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR\\x02'"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -133,7 +108,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 5,
    "id": "1e5f5f7a-0643-42cb-b70c-4ac982824ff9",
    "metadata": {},
    "outputs": [],
@@ -143,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 6,
    "id": "fbc7bc5f-b984-4324-b095-3648a437fba2",
    "metadata": {},
    "outputs": [
@@ -153,7 +128,7 @@
        "b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR'"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -166,19 +141,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "id": "07433a9f-f276-4d2b-9ed3-f556df2884af",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f68d214c1c4b4d0fb0b44d878a003a33",
+       "model_id": "ac15458d5f9e4b8aac40f2e5417b22c7",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "QUEUEING TASKS | : 0it [00:00, ?it/s]"
+       "QUEUEING TASKS | :   0%|          | 0/1 [00:00<?, ?it/s]"
       ]
      },
      "metadata": {},
@@ -187,7 +162,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "185025ed0c284481982459d85c8dbb1f",
+       "model_id": "100cb212635146bab6548c8bf171d970",
        "version_major": 2,
        "version_minor": 0
       },
@@ -201,7 +176,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ec660bd64a284df28a03705f56eea208",
+       "model_id": "3754ed8d0297407cade522b651c59ead",
        "version_major": 2,
        "version_minor": 0
       },
@@ -216,8 +191,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 983 ms, sys: 101 ms, total: 1.08 s\n",
-      "Wall time: 18.3 s\n"
+      "CPU times: user 2.73 s, sys: 241 ms, total: 2.97 s\n",
+      "Wall time: 10.9 s\n"
      ]
     },
     {
@@ -586,25 +561,25 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 3kB\n",
        "Dimensions:           (bands: 285)\n",
        "Dimensions without coordinates: bands\n",
        "Data variables:\n",
-       "    wavelengths       (bands) float32 ...\n",
-       "    fwhm              (bands) float32 ...\n",
-       "    good_wavelengths  (bands) float32 ...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-5bccc958-c146-4c96-bff3-3bb1192cabe4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5bccc958-c146-4c96-bff3-3bb1192cabe4' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>bands</span>: 285</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1762f4af-4275-4de2-a60b-212974a37714' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1762f4af-4275-4de2-a60b-212974a37714' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-a0ec6ab2-8789-423c-b8a5-68b7ad70c280' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a0ec6ab2-8789-423c-b8a5-68b7ad70c280' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>wavelengths</span></div><div class='xr-var-dims'>(bands)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e0a4ffbe-5053-4b11-a89a-cac8825f524d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e0a4ffbe-5053-4b11-a89a-cac8825f524d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5354c83-0276-431a-913a-bcd675945ac4' class='xr-var-data-in' type='checkbox'><label for='data-d5354c83-0276-431a-913a-bcd675945ac4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wavelength Centers</dd><dt><span>units :</span></dt><dd>nm</dd></dl></div><div class='xr-var-data'><pre>[285 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fwhm</span></div><div class='xr-var-dims'>(bands)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3c8797e7-1c1b-4423-ae85-057084395786' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c8797e7-1c1b-4423-ae85-057084395786' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a54f045f-96b6-49c5-9266-e5615af70a7f' class='xr-var-data-in' type='checkbox'><label for='data-a54f045f-96b6-49c5-9266-e5615af70a7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Full Width at Half Max</dd><dt><span>units :</span></dt><dd>nm</dd></dl></div><div class='xr-var-data'><pre>[285 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>good_wavelengths</span></div><div class='xr-var-dims'>(bands)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-93a19519-a78f-4b37-9b63-fd503a602141' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93a19519-a78f-4b37-9b63-fd503a602141' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74aa0491-8340-4332-a2cc-d85b7aa96407' class='xr-var-data-in' type='checkbox'><label for='data-74aa0491-8340-4332-a2cc-d85b7aa96407' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wavelengths where reflectance is useable: 1 = good data, 0 = bad data</dd><dt><span>units :</span></dt><dd>unitless</dd></dl></div><div class='xr-var-data'><pre>[285 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2e739f0a-61b0-4394-9f22-6e6de6d1b193' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2e739f0a-61b0-4394-9f22-6e6de6d1b193' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-db876828-0745-4d96-a611-e74dbe3f8be3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-db876828-0745-4d96-a611-e74dbe3f8be3' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "    wavelengths       (bands) float32 1kB ...\n",
+       "    fwhm              (bands) float32 1kB ...\n",
+       "    good_wavelengths  (bands) float32 1kB ...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a77454ce-32d9-4909-8c2f-c3a69f1acf05' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a77454ce-32d9-4909-8c2f-c3a69f1acf05' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>bands</span>: 285</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-3e7c8c34-32f3-4201-a03b-bdc984c1cbc2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3e7c8c34-32f3-4201-a03b-bdc984c1cbc2' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-a6f008f4-112b-4032-a4f8-71aeda7d1911' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a6f008f4-112b-4032-a4f8-71aeda7d1911' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>wavelengths</span></div><div class='xr-var-dims'>(bands)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a1e99f53-de37-49f4-801b-28a334707122' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1e99f53-de37-49f4-801b-28a334707122' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-555eb7e3-7b9c-4e1a-aa4f-723a6321f4f8' class='xr-var-data-in' type='checkbox'><label for='data-555eb7e3-7b9c-4e1a-aa4f-723a6321f4f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wavelength Centers</dd><dt><span>units :</span></dt><dd>nm</dd></dl></div><div class='xr-var-data'><pre>[285 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fwhm</span></div><div class='xr-var-dims'>(bands)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-92f72bbe-e94a-4cce-a3b1-491e689450e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92f72bbe-e94a-4cce-a3b1-491e689450e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fe6397f-1398-4e1f-b838-45a166683893' class='xr-var-data-in' type='checkbox'><label for='data-2fe6397f-1398-4e1f-b838-45a166683893' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Full Width at Half Max</dd><dt><span>units :</span></dt><dd>nm</dd></dl></div><div class='xr-var-data'><pre>[285 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>good_wavelengths</span></div><div class='xr-var-dims'>(bands)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-48051428-22ff-4a40-85e7-27ff7c18a3c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48051428-22ff-4a40-85e7-27ff7c18a3c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4b76c8f-6015-4870-a7e7-e21a6b65eaa4' class='xr-var-data-in' type='checkbox'><label for='data-f4b76c8f-6015-4870-a7e7-e21a6b65eaa4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wavelengths where reflectance is useable: 1 = good data, 0 = bad data</dd><dt><span>units :</span></dt><dd>unitless</dd></dl></div><div class='xr-var-data'><pre>[285 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dc6c043e-46f6-4544-be92-b2f94b99f0fd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-dc6c043e-46f6-4544-be92-b2f94b99f0fd' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-5dbe57d8-f873-48bb-8e68-b27e57402e7b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5dbe57d8-f873-48bb-8e68-b27e57402e7b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
+       "<xarray.Dataset> Size: 3kB\n",
        "Dimensions:           (bands: 285)\n",
        "Dimensions without coordinates: bands\n",
        "Data variables:\n",
-       "    wavelengths       (bands) float32 ...\n",
-       "    fwhm              (bands) float32 ...\n",
-       "    good_wavelengths  (bands) float32 ..."
+       "    wavelengths       (bands) float32 1kB ...\n",
+       "    fwhm              (bands) float32 1kB ...\n",
+       "    good_wavelengths  (bands) float32 1kB ..."
       ]
      },
-     "execution_count": 13,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -638,7 +613,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.10.14"
   }
  },
  "nbformat": 4,