From 68180cfe91cc2f2a7f1853b5d9c32909aaceb0a9 Mon Sep 17 00:00:00 2001
From: zoewalschots <zwalscho@lion.lmu.edu>
Date: Tue, 11 Jul 2023 17:12:04 +0000
Subject: [PATCH] Update earthaccess commands

Simplify earthaccess commands
---
 notebooks/datasets/OPERA_GIS_Cloud.ipynb | 194 ++++-------------------
 1 file changed, 30 insertions(+), 164 deletions(-)

diff --git a/notebooks/datasets/OPERA_GIS_Cloud.ipynb b/notebooks/datasets/OPERA_GIS_Cloud.ipynb
index a78f8deb..5e641653 100644
--- a/notebooks/datasets/OPERA_GIS_Cloud.ipynb
+++ b/notebooks/datasets/OPERA_GIS_Cloud.ipynb
@@ -128,7 +128,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "93198552-2adc-4655-9d98-6222c7d0dfc1",
+   "id": "ef23e34a-a414-489d-8136-87532d1744e5",
    "metadata": {
     "tags": []
    },
@@ -137,90 +137,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Granule hits: 50\n"
+      "Granules found: 50\n"
      ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "True"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
-    "Query = DataGranules().concept_id(\"C2617126679-POCLOUD\").bounding_box(-111.144811,36.980121,-110.250799,37.915625).temporal(\"2023-04-11T00:00:00\",\"2023-05-02T23:59:59\")\n",
-    "print(f\"Granule hits: {Query.hits()}\")\n",
-    "cloud_granules = Query.get()\n",
-    "# is this a cloud hosted data granule?\n",
-    "cloud_granules[0].cloud_hosted"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "f4b73d49-05cb-486a-a3ed-f22f6a76d817",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
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GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);border-radius:4px;-webkit-box-shadow:inset 0 1px 0 rgba(255, 255, 255, 0.15), 0 1px 5px rgba(0, 0, 0, 0.075);box-shadow:inset 0 1px 0 rgba(255, 255, 255, 0.15), 0 1px 5px rgba(0, 0, 0, 0.075)}.bootstrap .navbar-default .navbar-nav > .open > a,.bootstrap .navbar-default .navbar-nav > .active > a{background-image:-webkit-linear-gradient(top, #dbdbdb 0, #e2e2e2 100%);background-image:-o-linear-gradient(top, #dbdbdb 0, #e2e2e2 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #dbdbdb), to(#e2e2e2));background-image:linear-gradient(to bottom, #dbdbdb 0, #e2e2e2 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffdbdbdb', endColorstr='#ffe2e2e2', GradientType=0);-webkit-box-shadow:inset 0 3px 9px rgba(0, 0, 0, 0.075);box-shadow:inset 0 3px 9px rgba(0, 0, 0, 0.075)}.bootstrap .navbar-brand,.bootstrap .navbar-nav > li > a{text-shadow:0 1px 0 rgba(255, 255, 255, 0.25)}.bootstrap .navbar-inverse{background-image:-webkit-linear-gradient(top, #3c3c3c 0, #222 100%);background-image:-o-linear-gradient(top, #3c3c3c 0, #222 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #3c3c3c), to(#222));background-image:linear-gradient(to bottom, #3c3c3c 0, #222 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff3c3c3c', endColorstr='#ff222222', GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);border-radius:4px}.bootstrap .navbar-inverse .navbar-nav > .open > a,.bootstrap .navbar-inverse .navbar-nav > .active > a{background-image:-webkit-linear-gradient(top, #080808 0, #0f0f0f 100%);background-image:-o-linear-gradient(top, #080808 0, #0f0f0f 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #080808), to(#0f0f0f));background-image:linear-gradient(to bottom, #080808 0, #0f0f0f 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff080808', endColorstr='#ff0f0f0f', GradientType=0);-webkit-box-shadow:inset 0 3px 9px rgba(0, 0, 0, 0.25);box-shadow:inset 0 3px 9px rgba(0, 0, 0, 0.25)}.bootstrap .navbar-inverse .navbar-brand,.bootstrap .navbar-inverse .navbar-nav > li > a{text-shadow:0 -1px 0 rgba(0, 0, 0, 0.25)}.bootstrap .navbar-static-top,.bootstrap .navbar-fixed-top,.bootstrap .navbar-fixed-bottom{border-radius:0}@media (max-width: 767px){.bootstrap .navbar .navbar-nav .open .dropdown-menu > .active > a,.bootstrap .navbar .navbar-nav .open .dropdown-menu > .active > a:hover,.bootstrap .navbar .navbar-nav .open .dropdown-menu > .active > a:focus{color:#fff;background-image:-webkit-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2e6da4));background-image:linear-gradient(to bottom, #337ab7 0, #2e6da4 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2e6da4', GradientType=0)}}.bootstrap .alert{text-shadow:0 1px 0 rgba(255, 255, 255, 0.2);-webkit-box-shadow:inset 0 1px 0 rgba(255, 255, 255, 0.25), 0 1px 2px rgba(0, 0, 0, 0.05);box-shadow:inset 0 1px 0 rgba(255, 255, 255, 0.25), 0 1px 2px rgba(0, 0, 0, 0.05)}.bootstrap .alert-success{background-image:-webkit-linear-gradient(top, #dff0d8 0, #c8e5bc 100%);background-image:-o-linear-gradient(top, #dff0d8 0, #c8e5bc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #dff0d8), to(#c8e5bc));background-image:linear-gradient(to bottom, #dff0d8 0, #c8e5bc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffdff0d8', endColorstr='#ffc8e5bc', GradientType=0);border-color:#b2dba1}.bootstrap .alert-info{background-image:-webkit-linear-gradient(top, #d9edf7 0, #b9def0 100%);background-image:-o-linear-gradient(top, #d9edf7 0, #b9def0 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9edf7), to(#b9def0));background-image:linear-gradient(to bottom, #d9edf7 0, #b9def0 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9edf7', endColorstr='#ffb9def0', GradientType=0);border-color:#9acfea}.bootstrap .alert-warning{background-image:-webkit-linear-gradient(top, #fcf8e3 0, #f8efc0 100%);background-image:-o-linear-gradient(top, #fcf8e3 0, #f8efc0 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #fcf8e3), to(#f8efc0));background-image:linear-gradient(to bottom, #fcf8e3 0, #f8efc0 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffcf8e3', endColorstr='#fff8efc0', GradientType=0);border-color:#f5e79e}.bootstrap .alert-danger{background-image:-webkit-linear-gradient(top, #f2dede 0, #e7c3c3 100%);background-image:-o-linear-gradient(top, #f2dede 0, #e7c3c3 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f2dede), to(#e7c3c3));background-image:linear-gradient(to bottom, #f2dede 0, #e7c3c3 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2dede', endColorstr='#ffe7c3c3', GradientType=0);border-color:#dca7a7}.bootstrap .progress{background-image:-webkit-linear-gradient(top, #ebebeb 0, #f5f5f5 100%);background-image:-o-linear-gradient(top, #ebebeb 0, #f5f5f5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #ebebeb), to(#f5f5f5));background-image:linear-gradient(to bottom, #ebebeb 0, #f5f5f5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffebebeb', endColorstr='#fff5f5f5', GradientType=0)}.bootstrap .progress-bar{background-image:-webkit-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-o-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#286090));background-image:linear-gradient(to bottom, #337ab7 0, #286090 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff286090', GradientType=0)}.bootstrap .progress-bar-success{background-image:-webkit-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-o-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5cb85c), to(#449d44));background-image:linear-gradient(to bottom, #5cb85c 0, #449d44 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5cb85c', endColorstr='#ff449d44', GradientType=0)}.bootstrap .progress-bar-info{background-image:-webkit-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-o-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5bc0de), to(#31b0d5));background-image:linear-gradient(to bottom, #5bc0de 0, #31b0d5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff31b0d5', GradientType=0)}.bootstrap .progress-bar-warning{background-image:-webkit-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-o-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f0ad4e), to(#ec971f));background-image:linear-gradient(to bottom, #f0ad4e 0, #ec971f 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff0ad4e', endColorstr='#ffec971f', GradientType=0)}.bootstrap .progress-bar-danger{background-image:-webkit-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-o-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9534f), to(#c9302c));background-image:linear-gradient(to bottom, #d9534f 0, #c9302c 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9534f', endColorstr='#ffc9302c', GradientType=0)}.bootstrap .progress-bar-striped{background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent)}.bootstrap .list-group{border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.075);box-shadow:0 1px 2px rgba(0, 0, 0, 0.075)}.bootstrap .list-group-item.active,.bootstrap .list-group-item.active:hover,.bootstrap .list-group-item.active:focus{text-shadow:0 -1px 0 #286090;background-image:-webkit-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2b669a));background-image:linear-gradient(to bottom, #337ab7 0, #2b669a 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2b669a', GradientType=0);border-color:#2b669a}.bootstrap .list-group-item.active .badge,.bootstrap .list-group-item.active:hover .badge,.bootstrap .list-group-item.active:focus .badge{text-shadow:none}.bootstrap .panel{-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.05);box-shadow:0 1px 2px rgba(0, 0, 0, 0.05)}.bootstrap .panel-default > .panel-heading{background-image:-webkit-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-o-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f5f5f5), to(#e8e8e8));background-image:linear-gradient(to bottom, #f5f5f5 0, #e8e8e8 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#ffe8e8e8', GradientType=0)}.bootstrap .panel-primary > .panel-heading{background-image:-webkit-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2e6da4));background-image:linear-gradient(to bottom, #337ab7 0, #2e6da4 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2e6da4', GradientType=0)}.bootstrap .panel-success > .panel-heading{background-image:-webkit-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-o-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #dff0d8), to(#d0e9c6));background-image:linear-gradient(to bottom, #dff0d8 0, #d0e9c6 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffdff0d8', endColorstr='#ffd0e9c6', GradientType=0)}.bootstrap .panel-info > .panel-heading{background-image:-webkit-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-o-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9edf7), to(#c4e3f3));background-image:linear-gradient(to bottom, #d9edf7 0, #c4e3f3 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9edf7', endColorstr='#ffc4e3f3', GradientType=0)}.bootstrap .panel-warning > .panel-heading{background-image:-webkit-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-o-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #fcf8e3), to(#faf2cc));background-image:linear-gradient(to bottom, #fcf8e3 0, #faf2cc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffcf8e3', endColorstr='#fffaf2cc', GradientType=0)}.bootstrap .panel-danger > .panel-heading{background-image:-webkit-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-o-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f2dede), to(#ebcccc));background-image:linear-gradient(to bottom, #f2dede 0, #ebcccc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2dede', endColorstr='#ffebcccc', GradientType=0)}.bootstrap .well{background-image:-webkit-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-o-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #e8e8e8), to(#f5f5f5));background-image:linear-gradient(to bottom, #e8e8e8 0, #f5f5f5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1);box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1)}\n",
-       "</style><style>/*\n",
-       " CSS to override bootstrap or define custom styles\n",
-       "*/\n",
-       "\n",
-       ".bootstrap .p {\n",
-       " font-size: 18px;\n",
-       "}\n",
-       "\n",
-       ".bootstrap .pull-right {\n",
-       "    @extend .float-right;\n",
-       "}\n",
-       ".bootstrap .pull-left {\n",
-       "    @extend .float-left;\n",
-       "}\n",
-       "</style>\n",
-       "            </div>\n",
-       "    <div class=\"bootstrap\">\n",
-       "      <div class=\"container-fluid border\">\n",
-       "        <div class=\"row border\">\n",
-       "          <div class=\"col-6\">\n",
-       "            <p><b>Data</b>: <a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B01_WTR.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B01_WTR.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B02_BWTR.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B02_BWTR.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B03_CONF.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B03_CONF.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B04_DIAG.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B04_DIAG.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B05_WTR-1.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B05_WTR-1.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B06_WTR-2.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B06_WTR-2.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B07_LAND.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B07_LAND.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B08_SHAD.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B08_SHAD.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B09_CLOUD.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B09_CLOUD.tif</a><a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B10_DEM.tif\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B10_DEM.tif</a><p/>\n",
-       "            <p><b>Size</b>: 0 MB</p>\n",
-       "            <p><b>Spatial</b>: <span>{'HorizontalSpatialDomain': {'Geometry': {'BoundingRectangles': [{'WestBoundingCoordinate': -111, 'SouthBoundingCoordinate': 37.04, 'EastBoundingCoordinate': -109.749, 'NorthBoundingCoordinate': 38.036}]}}}</span></p>\n",
-       "          </div>\n",
-       "          <div class=\"col-2 offset-sm-3 pull-right\">\n",
-       "            <a href=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-public/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_BROWSE.png\"><img style=\"max-height: 140px;\" src=\"https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-public/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_BROWSE.png\" alt=\"Data Preview\"/></a>\n",
-       "          </div>\n",
-       "        </div>\n",
-       "      </div>\n",
-       "    </div>\n",
-       "    "
-      ],
-      "text/plain": [
-       "Collection: {'Version': '1.0', 'ShortName': 'OPERA_L3_DSWX-HLS_PROVISIONAL_V1'}\n",
-       "Spatial coverage: {'HorizontalSpatialDomain': {'Geometry': {'BoundingRectangles': [{'WestBoundingCoordinate': -111, 'SouthBoundingCoordinate': 37.04, 'EastBoundingCoordinate': -109.749, 'NorthBoundingCoordinate': 38.036}]}}}\n",
-       "Temporal coverage: {'RangeDateTime': {'EndingDateTime': '2023-04-11T18:02:22.780Z', 'BeginningDateTime': '2023-04-11T18:02:22.780Z'}}\n",
-       "Size(MB): 0\n",
-       "Data: ['https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B01_WTR.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B02_BWTR.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B03_CONF.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B04_DIAG.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B05_WTR-1.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B06_WTR-2.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B07_LAND.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B08_SHAD.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B09_CLOUD.tif', 'https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B10_DEM.tif']"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Let's pretty print this\n",
-    "cloud_granules[0]"
+    "#search for the granules using the short name\n",
+    "opera_results = earthaccess.search_data(short_name=\"OPERA_L3_DSWX-HLS_PROVISIONAL_V1\", temporal= (\"2023-04-11T00:00:00\",\"2023-05-02T23:59:59\"), bounding_box = ('-111.144811','36.980121','-110.250799','37.915625'))"
    ]
   },
   {
@@ -237,41 +160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "b84de729-ab41-4361-8bf2-b71d8c4d0fbd",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['s3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B01_WTR.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B02_BWTR.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B03_CONF.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B04_DIAG.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B05_WTR-1.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B06_WTR-2.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B07_LAND.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B08_SHAD.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B09_CLOUD.tif',\n",
-       " 's3://podaac-ops-cumulus-protected/OPERA_L3_DSWX-HLS_PROVISIONAL_V1/OPERA_L3_DSWx-HLS_T12SWG_20230411T180222Z_20230414T030954Z_L8_30_v1.0_B10_DEM.tif']"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#extract S3 bucket links\n",
-    "data_links = [g.data_links(access=\"direct\") for g in cloud_granules]\n",
-    "data_links[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "e2b72f1b-d940-4156-92fb-8c0f444edebf",
    "metadata": {
     "tags": []
@@ -281,48 +170,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "8\n"
+      "4\n",
+      "4\n"
      ]
     }
    ],
    "source": [
-    "#add the S3 bucket links to a list, here we are looking for B01_WTR layer and two dates specified earlier\n",
-    "s3 = []\n",
-    "for r in data_links:\n",
-    "    for l in r:\n",
+    "#add the S3 bucket links to lists, here we are looking for B01_WTR layer and two dates specified earlier\n",
+    "april = []\n",
+    "may = []\n",
+    "for g in opera_results:\n",
+    "    for l in earthaccess.results.DataGranule.data_links(g, access='direct'):\n",
     "        if 'B01_WTR' in l: \n",
     "            if '20230411' in l:\n",
-    "                s3.append(l)\n",
+    "                april.append(l)\n",
     "            if '20230502' in l:\n",
-    "                s3.append(l)\n",
+    "                may.append(l)\n",
     "\n",
-    "print(len(s3))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "6f367209-2e51-4fd1-bf8e-8527d525635b",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "april = []\n",
-    "may = []\n",
-    "for s in s3:\n",
-    "    if '20230411' in s:\n",
-    "        april.append(s)\n",
-    "    if '20230502' in s:\n",
-    "        may.append(s)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "639e73a1-af07-4a6e-89de-67e64bdf99a9",
-   "metadata": {},
-   "source": [
-    "Since we are looking at two seperate times, we can create two lists, one for each date, which will be used to mosaic based on its respective time range later."
+    "print(len(april))\n",
+    "print(len(may))"
    ]
   },
   {
@@ -337,19 +203,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 6,
    "id": "ceee4f0f-c810-4165-b1b6-a98dc7820ad6",
    "metadata": {
     "tags": []
    },
    "outputs": [],
    "source": [
-    "s3_url = s3[2]"
+    "s3_url = april[2]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "id": "4d4c2838-8624-4bbe-9cda-d54f6098a1fa",
    "metadata": {
     "tags": []
@@ -361,7 +227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "id": "1fef7206-2ead-4946-8bd5-ceb3d75d0ec3",
    "metadata": {
     "tags": []
@@ -370,10 +236,10 @@
     {
      "data": {
       "text/plain": [
-       "<open DatasetReader name='/vsipythonfilelike/068314bf-c361-41a7-85ac-9bb1356e63b2/068314bf-c361-41a7-85ac-9bb1356e63b2' mode='r'>"
+       "<open DatasetReader name='/vsipythonfilelike/cd003986-4be1-4e85-8eae-6a4f8cd983cc/cd003986-4be1-4e85-8eae-6a4f8cd983cc' mode='r'>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -395,7 +261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "id": "753c832e-6be5-4c49-b4f3-2b1cb03d7836",
    "metadata": {
     "tags": []
@@ -410,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "id": "7c862b33-6c47-4ac6-8e56-b79b8e0e4227",
    "metadata": {
     "tags": []
@@ -457,7 +323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "id": "07f58c9d-3879-4424-9f53-08199dd23f28",
    "metadata": {
     "tags": []
@@ -486,7 +352,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "id": "ea887821-ee97-4c08-ada4-3c6d4defe788",
    "metadata": {
     "tags": []
@@ -510,7 +376,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "id": "dc1bd1bb-f6ea-4707-a717-e9a2998c00a4",
    "metadata": {
     "tags": []
@@ -524,7 +390,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 14,
    "id": "4e4fdefd-51c3-4d56-a3ce-6db0283d9d6f",
    "metadata": {
     "tags": []
@@ -538,7 +404,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 15,
    "id": "fc50b63d-f4b8-400e-99c3-b8ff334d70f6",
    "metadata": {
     "tags": []
@@ -600,7 +466,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 16,
    "id": "a55e49b2-5a30-4024-b448-9f4804802b26",
    "metadata": {
     "tags": []