notebooks/01_data-selection.ipynb

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     "text": [
      "EARTHDATA_USERNAME and EARTHDATA_PASSWORD are not set in the current environment, try setting them or use a different strategy (netrc, interactive)\n",
      "No .netrc found in /home/jovyan\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter your Earthdata Login username:  earthaccess\n",
      "Enter your Earthdata password:  ········\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You're now authenticated with NASA Earthdata Login\n",
      "Using token with expiration date: 09/30/2023\n",
      "Using user provided credentials for EDL\n"
     ]
    }
   ],
   "source": [
    "import earthaccess\n",
    "\n",
    "auth = earthaccess.login()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52f5d151-ac9d-4bc8-918e-59fc5a8ee7d9",
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   "source": [
    "\n",
    "Tyler suggested a granule over the Antartic Peninsula, I used [Openaltimetry](https://openaltimetry.org/data/icesat2/) to visualize tracks that crossed the area and picked 0811 as a good candidate. CMR doesn't support tracks from IS2 as search parameters but that information is encoded in the granule UR or granule name so we can use earthaccess to filter this specific ground track.\n",
    "\n",
    "We can also use the region to filter certain latitudes, according to the [user guide](https://nsidc.org/sites/default/files/atl03-v005-userguide_1.pdf) region 12 is over the Antarctic region."
   ]
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   "source": [
    "track = \"0811\"\n",
    "region = \"12\"\n",
    "\n",
    "params = {\n",
    "    \"short_name\": \"ATL03\",\n",
    "    \"version\": \"006\",\n",
    "    \"cloud_hosted\": True,\n",
    "    \"temporal\": (\"2018-11-01\", \"2023-08-01\"),\n",
    "    \"granule_name\": f\"ATL*_{track}??{region}*.h5\",\n",
    "    \"count\": 100\n",
    "}"
   ]
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    {
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     "output_type": "stream",
     "text": [
      "Granules found: 17\n"
     ]
    },
    {
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       "</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://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2018/11/20/ATL03_20181120182818_08110112_006_02.h5\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">ATL03_20181120182818_08110112_006_02.h5</a><p/>\n",
       "            <p><b>Size</b>: 7395.49 MB</p>\n",
       "            <p><b>Cloud Hosted</b>: <span>True</span></p>\n",
       "          </div>\n",
       "          <div class=\"col-2 offset-sm-3 pull-right\">\n",
       "            <a href=\"https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-public/ATLAS/ATL03/006/2018/11/20/ATL03_20181120182818_08110112_006_02_BRW.default.default1.jpg\"><img style=\"max-height: 120px;\" src=\"https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-public/ATLAS/ATL03/006/2018/11/20/ATL03_20181120182818_08110112_006_02_BRW.default.default1.jpg\" alt=\"Data Preview\"/></a><a href=\"https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-public/ATLAS/ATL03/006/2018/11/20/ATL03_20181120182818_08110112_006_02_BRW.default.default2.jpg\"><img style=\"max-height: 120px;\" src=\"https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-public/ATLAS/ATL03/006/2018/11/20/ATL03_20181120182818_08110112_006_02_BRW.default.default2.jpg\" alt=\"Data Preview\"/></a>\n",
       "          </div>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "Collection: {'EntryTitle': 'ATLAS/ICESat-2 L2A Global Geolocated Photon Data V006'}\n",
       "Spatial coverage: {'HorizontalSpatialDomain': {'Geometry': {'GPolygons': [{'Boundary': {'Points': [{'Longitude': -69.61872, 'Latitude': -49.95128}, {'Longitude': -69.79713, 'Latitude': -49.96256}, {'Longitude': -69.69184, 'Latitude': -50.65343}, {'Longitude': -68.29856, 'Latitude': -58.83718}, {'Longitude': -67.88243, 'Latitude': -60.90163}, {'Longitude': -66.39798, 'Latitude': -66.93261}, {'Longitude': -66.22196, 'Latitude': -67.52809}, {'Longitude': -66.02903, 'Latitude': -68.15649}, {'Longitude': -65.7854, 'Latitude': -68.91098}, {'Longitude': -65.58881, 'Latitude': -69.49859}, {'Longitude': -65.35432, 'Latitude': -70.15966}, {'Longitude': -65.10366, 'Latitude': -70.82911}, {'Longitude': -64.81972, 'Latitude': -71.54478}, {'Longitude': -64.52121, 'Latitude': -72.25158}, {'Longitude': -64.23384, 'Latitude': -72.89071}, {'Longitude': -63.95121, 'Latitude': -73.4761}, {'Longitude': -63.59331, 'Latitude': -74.18379}, {'Longitude': -63.21474, 'Latitude': -74.87131}, {'Longitude': -62.83336, 'Latitude': -75.51332}, {'Longitude': -62.41113, 'Latitude': -76.16999}, {'Longitude': -62.0175, 'Latitude': -76.7305}, {'Longitude': -61.58798, 'Latitude': -77.30219}, {'Longitude': -61.13641, 'Latitude': -77.86181}, {'Longitude': -60.6366, 'Latitude': -78.42538}, {'Longitude': -60.02967, 'Latitude': -79.04587}, {'Longitude': -59.43863, 'Latitude': -79.02322}, {'Longitude': -60.07361, 'Latitude': -78.40384}, {'Longitude': -60.5984, 'Latitude': -77.84113}, {'Longitude': -61.07251, 'Latitude': -77.28244}, {'Longitude': -61.52345, 'Latitude': -76.71127}, {'Longitude': -61.93639, 'Latitude': -76.15121}, {'Longitude': -62.37913, 'Latitude': -75.49539}, {'Longitude': -62.77898, 'Latitude': -74.85397}, {'Longitude': -63.17571, 'Latitude': -74.167}, {'Longitude': -63.55065, 'Latitude': -73.45999}, {'Longitude': -63.84655, 'Latitude': -72.87466}, {'Longitude': -64.14716, 'Latitude': -72.23611}, {'Longitude': -64.45934, 'Latitude': -71.52972}, {'Longitude': -64.75609, 'Latitude': -70.81442}, {'Longitude': -65.0179, 'Latitude': -70.14528}, {'Longitude': -65.26267, 'Latitude': -69.4845}, {'Longitude': -65.46782, 'Latitude': -68.89726}, {'Longitude': -65.72185, 'Latitude': -68.14289}, {'Longitude': -65.92286, 'Latitude': -67.51472}, {'Longitude': -66.10614, 'Latitude': -66.91939}, {'Longitude': -67.64679, 'Latitude': -60.89032}, {'Longitude': -68.07711, 'Latitude': -58.82572}, {'Longitude': -69.51084, 'Latitude': -50.64309}, {'Longitude': -69.61872, 'Latitude': -49.95128}]}}]}}}\n",
       "Temporal coverage: {'RangeDateTime': {'BeginningDateTime': '2018-11-20T18:28:17.944Z', 'EndingDateTime': '2018-11-20T18:35:59.144Z'}}\n",
       "Size(MB): 7395.491731643677\n",
       "Data: ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2018/11/20/ATL03_20181120182818_08110112_006_02.h5']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
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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 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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://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2019/02/19/ATL03_20190219140808_08110212_006_02.h5\" target=\"_blank\" class=\"btn btn-secondary btn-sm\">ATL03_20190219140808_08110212_006_02.h5</a><p/>\n",
       "            <p><b>Size</b>: 6672.98 MB</p>\n",
       "            <p><b>Cloud Hosted</b>: <span>True</span></p>\n",
       "          </div>\n",
       "          <div class=\"col-2 offset-sm-3 pull-right\">\n",
       "            <a href=\"https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-public/ATLAS/ATL03/006/2019/02/19/ATL03_20190219140808_08110212_006_02_BRW.default.default1.jpg\"><img style=\"max-height: 120px;\" src=\"https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-public/ATLAS/ATL03/006/2019/02/19/ATL03_20190219140808_08110212_006_02_BRW.default.default1.jpg\" alt=\"Data Preview\"/></a><a href=\"https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-public/ATLAS/ATL03/006/2019/02/19/ATL03_20190219140808_08110212_006_02_BRW.default.default2.jpg\"><img style=\"max-height: 120px;\" src=\"https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-public/ATLAS/ATL03/006/2019/02/19/ATL03_20190219140808_08110212_006_02_BRW.default.default2.jpg\" alt=\"Data Preview\"/></a>\n",
       "          </div>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "Collection: {'EntryTitle': 'ATLAS/ICESat-2 L2A Global Geolocated Photon Data V006'}\n",
       "Spatial coverage: {'HorizontalSpatialDomain': {'Geometry': {'GPolygons': [{'Boundary': {'Points': [{'Longitude': -69.65795, 'Latitude': -49.95386}, {'Longitude': -69.83646, 'Latitude': -49.96492}, {'Longitude': -69.74333, 'Latitude': -50.58952}, {'Longitude': -69.27437, 'Latitude': -53.59541}, {'Longitude': -68.83628, 'Latitude': -56.19241}, {'Longitude': -68.4073, 'Latitude': -58.53987}, {'Longitude': -67.06488, 'Latitude': -64.70531}, {'Longitude': -66.56466, 'Latitude': -66.58828}, {'Longitude': -66.00981, 'Latitude': -68.4485}, {'Longitude': -65.84108, 'Latitude': -68.9706}, {'Longitude': -65.62967, 'Latitude': -69.59793}, {'Longitude': -65.40785, 'Latitude': -70.225}, {'Longitude': -65.17486, 'Latitude': -70.85184}, {'Longitude': -64.92955, 'Latitude': -71.4784}, {'Longitude': -64.6705, 'Latitude': -72.10468}, {'Longitude': -64.39614, 'Latitude': -72.73063}, {'Longitude': -64.10493, 'Latitude': -73.35642}, {'Longitude': -63.79481, 'Latitude': -73.98202}, {'Longitude': -63.46345, 'Latitude': -74.6072}, {'Longitude': -63.10818, 'Latitude': -75.23193}, {'Longitude': -62.72602, 'Latitude': -75.85614}, {'Longitude': -62.31328, 'Latitude': -76.4798}, {'Longitude': -61.86526, 'Latitude': -77.10282}, {'Longitude': -61.37668, 'Latitude': -77.72509}, {'Longitude': -60.84142, 'Latitude': -78.34653}, {'Longitude': -60.1657, 'Latitude': -79.0509}, {'Longitude': -59.57396, 'Latitude': -79.02851}, {'Longitude': -60.28167, 'Latitude': -78.32539}, {'Longitude': -60.84404, 'Latitude': -77.70485}, {'Longitude': -61.35725, 'Latitude': -77.08338}, {'Longitude': -61.82771, 'Latitude': -76.46109}, {'Longitude': -62.26098, 'Latitude': -75.83809}, {'Longitude': -62.66199, 'Latitude': -75.21446}, {'Longitude': -63.03464, 'Latitude': -74.59026}, {'Longitude': -63.38203, 'Latitude': -73.96557}, {'Longitude': -63.70701, 'Latitude': -73.34043}, {'Longitude': -64.01201, 'Latitude': -72.71504}, {'Longitude': -64.29921, 'Latitude': -72.08945}, {'Longitude': -64.57024, 'Latitude': -71.46353}, {'Longitude': -64.82675, 'Latitude': -70.83728}, {'Longitude': -65.07023, 'Latitude': -70.21073}, {'Longitude': -65.3019, 'Latitude': -69.58392}, {'Longitude': -65.52257, 'Latitude': -68.95684}, {'Longitude': -65.69859, 'Latitude': -68.43493}, {'Longitude': -66.27668, 'Latitude': -66.57545}, {'Longitude': -66.79693, 'Latitude': -64.69295}, {'Longitude': -68.18756, 'Latitude': -58.52895}, {'Longitude': -68.63019, 'Latitude': -56.18125}, {'Longitude': -69.08109, 'Latitude': -53.58443}, {'Longitude': -69.56259, 'Latitude': -50.57869}, {'Longitude': -69.65795, 'Latitude': -49.95386}]}}]}}}\n",
       "Temporal coverage: {'RangeDateTime': {'BeginningDateTime': '2019-02-19T14:08:08.520Z', 'EndingDateTime': '2019-02-19T14:15:49.769Z'}}\n",
       "Size(MB): 6672.977127075195\n",
       "Data: ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2019/02/19/ATL03_20190219140808_08110212_006_02.h5']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = earthaccess.search_data(\n",
    "    **params\n",
    ")\n",
    "# we print the first 5 previews\n",
    "preview = [display(g) for g in results[:2]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5b1ca6a-29f4-4fa6-83a4-ed54750e20a2",
   "metadata": {
    "tags": [],
    "user_expressions": []
   },
   "source": [
    "Since we are only interested in big granules we are going to filter out the ones that are less than 3gb."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b091e289-1c17-4bc0-b45c-1dd69277865d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATL03_20181120182818_08110112_006_02.h5 Size: 7.4 GB\n",
      "ATL03_20190219140808_08110212_006_02.h5 Size: 6.67 GB\n",
      "ATL03_20200217204710_08110612_006_01.h5 Size: 6.6 GB\n",
      "ATL03_20211114142614_08111312_006_01.h5 Size: 8.0 GB\n",
      "ATL03_20230211164520_08111812_006_01.h5 Size: 7.59 GB\n"
     ]
    }
   ],
   "source": [
    "selected_granules = []\n",
    "\n",
    "for g in results:\n",
    "    if g.size() > 3000:\n",
    "        print(f\"{g['umm']['GranuleUR']} Size: {round(g.size()/1000,2)} GB\")\n",
    "        selected_granules.append(g)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb168189-4bd8-4da0-ae9e-2daa218cda11",
   "metadata": {
    "tags": [],
    "user_expressions": []
   },
   "source": [
    "*earthaccess* doesn't support AWS operations yet, we cannot directly copy the files from the NASA S3 buckets into a different bucket. (we should implement it!)\n",
    "We are going to download the data to our CryoCloud EC2 instance, reprocess them and copy the results into the Cryocloud preconfigured S3 bucket.\n",
    "\n",
    "The files will be organized as follows:\n",
    "\n",
    "* **s3://nasa-cryo-scratch/h5cloud/original/**: the original files\n",
    "* **s3://nasa-cryo-scratch/h5cloud/h5repack/**: the same H5 with consolidated metadata via H5repack\n",
    "* **s3://nasa-cryo-scratch/h5cloud/kerchunk/**: we are going to run kerchunk on the 6 beams of the granules and have the sidecars here\n",
    "* **s3://nasa-cryo-scratch/h5cloud/geoparquet/**: we are going to extract the core variables into a geoparquet file, SlideRule has this already\n",
    "\n",
    "> Note: From the cryocloud we don't need to configure anything to write to the bucket as we have an environment variable to asume a role and grant access. We still need the temporary credentials from NASA to get the data from the NASA S3 buckets.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46be5fdb-070e-43be-a37a-919876077298",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# This operation timed out the first run, maybe we need to revisit the .download() implementation\n",
    "\n",
    "# uncomment and run\n",
    "#files = earthaccess.download(selected_granules, \"data/big\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a658b665-54c9-4df2-b25c-d70e612baaf6",
   "metadata": {
    "tags": [],
    "user_expressions": []
   },
   "source": [
    "## Average Sized Files "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5241ba3-2b69-4a37-8269-395321c5a96e",
   "metadata": {},
   "outputs": [],
   "source": [
    "track = \"1368\"\n",
    "region = \"01\"\n",
    "\n",
    "params = {\n",
    "    \"short_name\": \"ATL03\",\n",
    "    \"version\": \"006\",\n",
    "    \"cloud_hosted\": True,\n",
    "    \"temporal\": (\"2018-11-01\", \"2023-08-01\"),\n",
    "    \"granule_name\": f\"ATL*_{track}??{region}*.h5\",\n",
    "    \"count\": 100\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "acacef46-af14-4e1d-b535-3d9b602f9b5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "selected_granules = []\n",
    "\n",
    "for g in results:\n",
    "    if g.size() < 1200 and  g.size() > 300:\n",
    "        print(f\"{g['umm']['GranuleUR']} Size: {round(g.size()/1000,2)} GB\")\n",
    "        selected_granules.append(g)\n",
    "        \n",
    "selected_granules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0dc18567-f1c4-473b-928e-026e25905ffa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment to download\n",
    "# files = earthaccess.download(selected_granules, \"data/average\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb859a9b-2052-471d-98ef-59745beaac61",
   "metadata": {
    "tags": [],
    "user_expressions": []
   },
   "source": [
    "### Repacking HDF5 Metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7403bc8d-d4d4-463a-8048-f30676950630",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pathlib\n",
    "\n",
    "files = list(pathlib.Path(\"./data\").glob(\"**/*.h5\"))\n",
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9488addb-689f-4d80-a559-96b821f16133",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%time\n",
    "\n",
    "page_size = 8000000\n",
    "\n",
    "for file in files:\n",
    "    repacked_file = str(file).replace(\".h5\", \"_repacked.h5\")\n",
    "    !h5repack -S PAGE -G 8000000 {file} {repacked_file}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4422021c-ef26-41fe-b3e6-1f1a06cdf5ee",
   "metadata": {
    "tags": [],
    "user_expressions": []
   },
   "source": [
    "Now we need to install the AWS client, we are going to use the conda-forge community maintained v2.\n",
    "This needs a post install that downloads a binary [awscliv2](https://github.com/youtype/awscliv2/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6cfa2a4a-dc8a-4606-ab44-d67ba2aeadb2",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "!mamba install -c conda-forge -y awscliv2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4425a9d8-4d73-41a2-b012-30306f2da04e",
   "metadata": {
    "tags": [],
    "user_expressions": []
   },
   "source": [
    "now we run h5repack on the files using:\n",
    "\n",
    "```bash\n",
    "h5repack -S PAGE -G 8000000 ATL03_20230211164520_08111812_006_01.h5\n",
    "```\n",
    "\n",
    "The reason to repack the file metadata is explained at length by Alexander Jenelak in this video: [cloud optimizing HDF5](https://www.youtube.com/watch?v=rcS5vt-mKok) \n",
    "\n",
    "I observed that each granule took about 1 minute 30 seconds to be repacked. \n",
    "\n",
    "```bash\n",
    " 2.62s user 10.11s system 11% cpu 1:50.83 total\n",
    "```\n",
    "\n",
    "finally we sync the data to the target directory with awscliv2 (we aliased as aws):\n",
    "\n",
    "```bash\n",
    "cd data\n",
    "aws s3 sync . s3://nasa-cryo-scratch/h5cloud/h5repack/ \n",
    "```\n"
   ]
  }
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