From 869390e0499b140e0652c1d6c5782e0e1144b0f4 Mon Sep 17 00:00:00 2001 From: Andy Barrett Date: Thu, 31 Oct 2024 20:30:40 +0000 Subject: [PATCH] update text and add large order guidance --- tutorials/IS2_Harmony.ipynb | 4505 +++-------------------------------- 1 file changed, 293 insertions(+), 4212 deletions(-) diff --git a/tutorials/IS2_Harmony.ipynb b/tutorials/IS2_Harmony.ipynb index 27baf0a0..75c03e29 100644 --- a/tutorials/IS2_Harmony.ipynb +++ b/tutorials/IS2_Harmony.ipynb @@ -21,7 +21,6 @@ "\n", "## TODO by Monday 28 October\n", "- check authentication\n", - "- fix no granules found error\n", "- add option to get https link\n", "- prune imports" ] @@ -95,19 +94,7 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "156ec5b1-75d3-41a7-8735-58e587bb704f", - "metadata": {}, - "outputs": [], - "source": [ - "%%capture\n", - "# Update harmony-py to 0.4.15\n", - "%pip install -U harmony-py" - ] - }, - { - "cell_type": "code", - "execution_count": 2, + "execution_count": 20, "id": "9d8e9be7-c7ab-4e87-baae-0d516e1d9a37", "metadata": {}, "outputs": [], @@ -127,78 +114,40 @@ "import json\n", "import datetime as dt\n", "from pprint import pprint\n", - "import s3fs\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "cdf0d4c7-08a0-4fe8-b6da-2fdf383653e0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.5.0'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import harmony\n", - "harmony.__version__" + "import s3fs\n", + "\n", + "from IPython.display import display, JSON" ] }, { "cell_type": "markdown", - "id": "43316940-28e2-4e8f-898e-7302cafc82ca", + "id": "86f8544a-658e-478d-903f-87bb0f76495c", "metadata": {}, "source": [ - "### Step 2: login to NASA Earthdata\n", - "\n", - "We need to log in to NASA Earthdata to use Harmony services. We'll use `earthaccess.login()` to do this.\n", + "### Step 2: start a Harmony client\n", "\n", - "`earthaccess.login()` will search for you Earthdata Login credentials stored as environment variables or in a `.netrc` file. See the [`earthaccess` documentation](_link to docs_) for more details. If no environment variables or `.netrc` file is found, we will be prompted for a _username_ and _password_.\n", + "A Harmony client is the interface to Harmony services and is used to submit requests and retrieve the results of those requests.\n", "\n", - "`earthaccess.login()` can be used to create a `.netrc` file with the following command. This command will prompt for a _username_ and _password_ and save these to a `.netrc` file located in the `home` directory.\n", + "To create a Harmony Client we need to supply our Earthdata Login credentials. We will use `earthaccess.login()` to do this.\n", "\n", - "`earthaccess.login(strategy='interactive', persist=True)`" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "800bf1d0-ba1a-45cf-bdf6-2af2f3707256", - "metadata": {}, - "outputs": [], - "source": [ - "auth = earthaccess.login() # " - ] - }, - { - "cell_type": "markdown", - "id": "86f8544a-658e-478d-903f-87bb0f76495c", - "metadata": {}, - "source": [ - "### Step 3: start a Harmony client\n", + ":::{note}\n", + "`earthaccess.login()` will search for you Earthdata Login credentials stored as environment variables or in a `.netrc` file. If no environment variables or `.netrc` file is found, we will be prompted for a _username_ and _password_.\n", "\n", - "Once we have logged in we need to start a Harmony client. A Harmony client is the interface to Harmony services and is used to submit requests and retrieve the results of those requests.\n", + "See the [`earthaccess` documentation](https://earthaccess.readthedocs.io/en/latest/user_guide/authenticate/) for more details.\n", + ":::\n", "\n", "We only need to start the client once. That client can then be used to discover what options are available for a dataset, request subsetting, check on the status of that request and retrieve the results." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "id": "94650df1-161f-499d-a5be-4eff06a55e3a", "metadata": {}, "outputs": [], "source": [ - "# Including UAT environment for testing purposes. `env=Environment.UAT` can be deleted when in production\n", - "harmony_client = Client(auth=(\"apbarret\", \"FurryM0nk3y?\"), env=Environment.UAT)" + "# auth = earthaccess.login()\n", + "harmony_client = Client() #auth=(auth.username, auth.password))" ] }, { @@ -207,7 +156,7 @@ "id": "d79e241d-74a1-446f-85d9-e84e1adce707", "metadata": {}, "source": [ - "### Step 4: discover service options for ICESAT-2\n", + "### Step 3: discover service options for ICESAT-2\n", "\n", "The first thing we want to know is what service options Harmony has for the ICESat-2 dataset. We discover service options for a dataset by submitting a `CapabilitiesRequest`. \n", "\n", @@ -218,13 +167,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "id": "21a1f815-b187-4059-a4ef-0337721da3e8", "metadata": {}, "outputs": [], "source": [ "short_name = \"ATL03\"\n", - "# capabilities_request = CapabilitiesRequest(collection_id='C1256407609-NSIDC_CUAT')\n", "capabilities_request = CapabilitiesRequest(short_name=short_name)" ] }, @@ -238,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "id": "bc59afbe-e218-4240-8315-5f73a51e6125", "metadata": {}, "outputs": [], @@ -251,4085 +199,72 @@ "id": "f6e984f6-7758-496a-af24-12ca87b58bb6", "metadata": {}, "source": [ - "The result is returned as a [JSON](https://en.wikipedia.org/wiki/JSON) string. This string is human readable text but the format makes it hard to read the contents. We can use the `json` library to _decode_ the string and print it in a more reader-friendly format." + "The result is returned as a [JSON](https://en.wikipedia.org/wiki/JSON) string. This string is human readable text but the format makes it hard to read the contents. We can use the `json` library to _decode_ the string and print it in a more reader-friendly format.\n", + "\n", + ":::{warning}\n", + "The JSON returned by capabilities can be very long if variable subsetting is an option and data\n", + "files contains lots of variables. However, information about subsetting service options should be in the first few lines of output.\n", + ":::" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 21, "id": "20a8a6c4-095a-4aeb-8fc6-6ff96db182c7", "metadata": { "scrolled": true }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " \"conceptId\": \"C1234714691-EEDTEST\",\n", - " \"shortName\": \"ATL03\",\n", - " \"variableSubset\": true,\n", - " \"bboxSubset\": true,\n", - " \"shapeSubset\": true,\n", - " \"concatenate\": true,\n", - " \"reproject\": false,\n", - " \"outputFormats\": [\n", - " \"application/x-hdf\",\n", - " \"application/x-zarr\"\n", - " ],\n", - " \"services\": [\n", - " {\n", - " \"name\": \"sds/trajectory-subsetter\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/S1242315633-EEDTEST\",\n", - " \"capabilities\": {\n", - " \"subsetting\": {\n", - " \"temporal\": true,\n", - " \"bbox\": true,\n", - " \"shape\": true,\n", - " \"variable\": true\n", - " },\n", - " \"output_formats\": [\n", - " \"application/x-hdf\"\n", - " ]\n", - " }\n", - " },\n", - " {\n", - " \"name\": \"harmony/netcdf-to-zarr\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/S1237980031-EEDTEST\",\n", - " \"capabilities\": {\n", - " \"concatenation\": true,\n", - " \"concatenate_by_default\": false,\n", - " \"subsetting\": {\n", - " \"variable\": false\n", - " },\n", - " \"output_formats\": [\n", - " \"application/x-zarr\"\n", - " ]\n", - " }\n", - " }\n", - " ],\n", - " \"variables\": [\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/atl03_pad\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795788-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/band_tol\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795774-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/min_full_sat\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795768-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/min_near_sat\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795781-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/min_sat_h\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795777-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/min_scan_s\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795786-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/ph_sat_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795776-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/ph_sat_lb\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795784-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/ph_sat_ub\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795772-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/podppd_pad\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795770-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/altimetry/scan_settle_s\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795780-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/det_ab_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795544-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/ds_gt\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795542-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/ds_stat\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795548-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/hvpc_ab_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795556-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/laser_12_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795550-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/lrs_ab_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795546-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/pdu_ab_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795552-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/ph_uncorrelated_error\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795554-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/receiver/rx_bckgrd_sensitivity\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795572-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/receiver/rx_return_sensitivity\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795574-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/spd_ab_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795538-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/tams_ab_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795540-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/transmit/tx_pulse_distribution\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795558-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/transmit/tx_pulse_energy\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795560-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/transmit/tx_pulse_skew_est\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795562-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/transmit/tx_pulse_thresh_lower\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795564-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/transmit/tx_pulse_thresh_upper\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795566-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/transmit/tx_pulse_width_lower\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795568-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_engineering/transmit/tx_pulse_width_upper\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795570-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/atlas_sdp_gps_epoch\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795324-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/cal42_product\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795418-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt1l/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795430-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt1l/sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795432-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt1r/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795422-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt1r/sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795424-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt2l/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795438-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt2l/sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795440-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt2r/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795426-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt2r/sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795428-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt3l/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795434-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt3l/sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795436-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt3r/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795442-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/gt3r/sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795444-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/side\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795420-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time/temperature\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795416-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/cal34_product\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795366-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt1l/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795368-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt1l/rad_corr\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795372-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt1l/strength\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795370-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt1l/width\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795374-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt1r/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795384-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt1r/rad_corr\",\n", - 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" \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795378-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt2l/width\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795382-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt2r/dead_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795392-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt2r/rad_corr\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795396-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt2r/strength\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795394-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/calibrations/dead_time_radiometric_signal_loss/gt2r/width\",\n", - 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" },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/alpha_max\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795578-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/delta_t_gap_min\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795634-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/delta_t_lin_fit\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795636-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/delta_t_max\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795594-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/delta_t_min\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795602-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/delta_z_bg\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795580-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/delta_zmax2\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795618-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/delta_zmin\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795592-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/e_a\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795616-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/e_linfit_edit\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795582-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/e_linfit_slant\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795622-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/e_m\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795584-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/e_m_mult\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795600-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/htspanmin\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795628-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/lslant_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795596-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/min_fit_time_fact\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795610-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/n_delta_z1\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795608-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/n_delta_z2\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795598-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/nbin_min\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795626-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/nphot_min\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795590-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/nslw\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795620-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/nslw_v\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795588-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/out_edit_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795632-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/pc_bckgrd_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795612-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/r\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795638-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/r2\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795604-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/sig_find_t_inc\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795576-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/snrlow\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795586-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/snrmed\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795606-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt1r/signal_find_input/t_gap_big\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795614-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/addpad_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795902-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/alpha_inc\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795908-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/alpha_max\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795856-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/delta_t_gap_min\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795912-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/delta_t_lin_fit\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795914-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/delta_t_max\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795872-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/delta_t_min\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795880-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/delta_z_bg\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795858-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/delta_zmax2\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795896-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/delta_zmin\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795870-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/e_a\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795893-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/e_linfit_edit\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795860-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/e_linfit_slant\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795900-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/e_m\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795862-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/e_m_mult\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795878-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/htspanmin\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795906-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/lslant_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795874-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/min_fit_time_fact\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795888-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/n_delta_z1\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795886-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/n_delta_z2\",\n", - 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" },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/pc_bckgrd_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795890-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/r\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795916-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/r2\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795882-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/sig_find_t_inc\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795854-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/snrlow\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795864-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/ancillary_data/gt2l/signal_find_input/snrmed\",\n", - 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" },\n", - " {\n", - " \"name\": \"/gt1l/signal_find_output/land/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794740-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt1l/signal_find_output/land_ice/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794762-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt1l/signal_find_output/land_ice/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794764-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt1l/signal_find_output/land_ice/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794766-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt1l/signal_find_output/land_ice/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794768-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt1l/signal_find_output/land_ice/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794770-EEDTEST\"\n", - 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" },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/sigma_h\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795188-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/sigma_lat\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795174-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/sigma_lon\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795158-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/solar_azimuth\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795170-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/solar_elevation\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795202-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795172-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/tx_pulse_energy\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795184-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/tx_pulse_skew_est\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795182-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/tx_pulse_width_lower\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795176-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/tx_pulse_width_upper\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795186-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/velocity_sc\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795192-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geolocation/yaw\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795162-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/dac\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795226-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795238-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/dem_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795218-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/dem_h\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795232-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/geoid\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795236-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/geoid_free2mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795224-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/tide_earth\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795222-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/tide_earth_free2mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795230-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/tide_equilibrium\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795234-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/tide_load\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795228-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/tide_oc_pole\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795216-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/tide_ocean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795220-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/geophys_corr/tide_pole\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795240-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795310-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/dist_ph_across\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795314-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/dist_ph_along\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795298-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/h_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795304-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/lat_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795296-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/lon_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795308-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/pce_mframe_cnt\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795312-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/ph_id_channel\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795306-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/ph_id_count\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795294-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/ph_id_pulse\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795302-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/quality_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795292-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/heights/signal_conf_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795300-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/inlandwater/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795282-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/inlandwater/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795284-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/inlandwater/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795286-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/inlandwater/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795288-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/inlandwater/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795290-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795271-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795275-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795274-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795278-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795279-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land_ice/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795262-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land_ice/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795264-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land_ice/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795266-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land_ice/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795268-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/land_ice/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795270-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/ocean/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795242-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/ocean/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795244-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/ocean/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795246-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/ocean/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795247-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/ocean/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795250-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/sea_ice/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795252-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/sea_ice/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795254-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/sea_ice/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795256-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/sea_ice/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795258-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2l/signal_find_output/sea_ice/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795260-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/bckgrd_counts\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794436-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/bckgrd_counts_reduced\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794429-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/bckgrd_hist_top\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794426-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/bckgrd_int_height\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794414-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/bckgrd_int_height_reduced\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794424-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/bckgrd_rate\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794418-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794432-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/pce_mframe_cnt\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794433-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/tlm_height_band1\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794416-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/tlm_height_band2\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794428-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/tlm_top_band1\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794420-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/bckgrd_atlas/tlm_top_band2\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794421-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/altitude_sc\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794504-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/bounce_time_offset\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794498-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794500-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/full_sat_fract\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794488-EEDTEST\"\n", - 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" },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/podppd_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794484-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/range_bias_corr\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794446-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/ref_azimuth\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794454-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/ref_elev\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794458-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/reference_photon_index\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794502-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt2r/geolocation/reference_photon_lat\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794494-EEDTEST\"\n", - 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" {\n", - " \"name\": \"/gt3l/geolocation/reference_photon_index\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795012-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/reference_photon_lat\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795004-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/reference_photon_lon\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794958-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/roll\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794984-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/segment_dist_x\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795016-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/segment_id\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795000-EEDTEST\"\n", - 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" },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/sigma_lon\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794962-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/solar_azimuth\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794974-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/solar_elevation\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795006-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794976-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/tx_pulse_energy\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794988-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/tx_pulse_skew_est\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794986-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/tx_pulse_width_lower\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794980-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/tx_pulse_width_upper\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794990-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/velocity_sc\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794996-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geolocation/yaw\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794966-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/dac\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795030-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795042-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/dem_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795022-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/dem_h\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795036-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/geoid\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795040-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/geoid_free2mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795028-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/tide_earth\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795026-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/tide_earth_free2mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795034-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/tide_equilibrium\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795038-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/tide_load\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795032-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/tide_oc_pole\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795020-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/tide_ocean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795024-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/geophys_corr/tide_pole\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795044-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/heights/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795114-EEDTEST\"\n", - 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" \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795110-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/heights/ph_id_count\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795098-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/heights/ph_id_pulse\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795106-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/heights/quality_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795095-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/heights/signal_conf_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795104-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/inlandwater/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795086-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/inlandwater/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795088-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/inlandwater/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795090-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/inlandwater/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795091-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/inlandwater/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795094-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/land/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795046-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/land/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795048-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/land/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795050-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/land/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795052-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/land/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795054-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/land_ice/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795075-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/land_ice/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795078-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/land_ice/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795079-EEDTEST\"\n", - 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" },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/ocean/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795064-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/sea_ice/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795066-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/sea_ice/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795068-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/sea_ice/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795070-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/sea_ice/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795072-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3l/signal_find_output/sea_ice/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245795074-EEDTEST\"\n", - 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" },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/neutat_delay_total\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796104-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/neutat_ht\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796055-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/ph_index_beg\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796058-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/pitch\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796034-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/podppd_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796080-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/range_bias_corr\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796040-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/ref_azimuth\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796050-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/ref_elev\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796054-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/reference_photon_index\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796097-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/reference_photon_lat\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796090-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/reference_photon_lon\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796044-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/roll\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796070-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/segment_dist_x\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796102-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/segment_id\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796086-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/segment_length\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796038-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/segment_ph_cnt\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796036-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/sigma_across\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796046-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/sigma_along\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796068-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/sigma_h\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796078-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/sigma_lat\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796064-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/sigma_lon\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796048-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/solar_azimuth\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796060-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/solar_elevation\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796094-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796062-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/tx_pulse_energy\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796074-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/tx_pulse_skew_est\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796072-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/tx_pulse_width_lower\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796066-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/tx_pulse_width_upper\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796076-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/velocity_sc\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796082-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geolocation/yaw\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796052-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geophys_corr/dac\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796116-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geophys_corr/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796128-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geophys_corr/dem_flag\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796108-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geophys_corr/dem_h\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796121-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geophys_corr/geoid\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796125-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/geophys_corr/geoid_free2mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796114-EEDTEST\"\n", - " },\n", - " {\n", - 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" {\n", - " \"name\": \"/gt3r/geophys_corr/tide_pole\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796129-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/heights/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796200-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/heights/dist_ph_across\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796204-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/heights/dist_ph_along\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796188-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/heights/h_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796194-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/heights/lat_ph\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796186-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/heights/lon_ph\",\n", - 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" {\n", - " \"name\": \"/gt3r/signal_find_output/land_ice/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796154-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/land_ice/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796156-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/land_ice/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796158-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/land_ice/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796160-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/ocean/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796132-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/ocean/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796134-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/ocean/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796136-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/ocean/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796138-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/ocean/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796140-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/sea_ice/bckgrd_mean\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796142-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/sea_ice/bckgrd_sigma\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796144-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/sea_ice/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796146-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/sea_ice/t_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796148-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/gt3r/signal_find_output/sea_ice/z_pc_delta\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245796150-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/orbit_info/crossing_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794228-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/orbit_info/cycle_number\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794226-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/orbit_info/lan\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794230-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/orbit_info/orbit_number\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1237332633-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/orbit_info/rgt\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794234-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/orbit_info/sc_orient\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794232-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/orbit_info/sc_orient_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794235-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/delta_time\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794810-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt1l/qa_perc_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794840-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt1l/qa_perc_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794842-EEDTEST\"\n", - 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" \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794812-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt1r/qa_perc_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794814-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt1r/qa_perc_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794816-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt1r/qa_perc_surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794818-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt1r/qa_total_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794820-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt1r/qa_total_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794822-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt1r/qa_total_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794824-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2l/qa_perc_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794868-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2l/qa_perc_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794870-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2l/qa_perc_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794872-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2l/qa_perc_surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794874-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2l/qa_total_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794876-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2l/qa_total_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794878-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2l/qa_total_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794880-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2r/qa_perc_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794826-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2r/qa_perc_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794828-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2r/qa_perc_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794830-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2r/qa_perc_surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794832-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2r/qa_total_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794834-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2r/qa_total_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794836-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt2r/qa_total_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794838-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3l/qa_perc_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794854-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3l/qa_perc_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794856-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3l/qa_perc_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794858-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3l/qa_perc_surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794860-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3l/qa_total_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794862-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3l/qa_total_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794864-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3l/qa_total_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794866-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3r/qa_perc_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794882-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3r/qa_perc_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794884-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3r/qa_perc_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794886-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3r/qa_perc_surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794888-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3r/qa_total_signal_conf_ph_high\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794890-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3r/qa_total_signal_conf_ph_low\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794892-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/gt3r/qa_total_signal_conf_ph_med\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794894-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/qa_granule_fail_reason\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794808-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"/quality_assessment/qa_granule_pass_fail\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794805-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"ds_surf_type\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794224-EEDTEST\"\n", - " },\n", - " {\n", - " \"name\": \"ds_xyz\",\n", - " \"href\": \"https://cmr.uat.earthdata.nasa.gov/search/concepts/V1245794222-EEDTEST\"\n", - " }\n", - " ],\n", - " \"capabilitiesVersion\": \"2\"\n", - "}\n" - ] + "data": { + "application/json": { + "bboxSubset": true, + "capabilitiesVersion": "2", + "concatenate": false, + "conceptId": "C2596864127-NSIDC_CPRD", + "outputFormats": [ + "application/x-hdf" + ], + "reproject": false, + "services": [ + { + "capabilities": { + "output_formats": [ + "application/x-hdf" + ], + "subsetting": { + "bbox": true, + "shape": true, + "temporal": true, + "variable": true + } + }, + "href": "https://cmr.earthdata.nasa.gov/search/concepts/S2836723123-XYZ_PROV", + "name": "sds/trajectory-subsetter" + } + ], + "shapeSubset": true, + "shortName": "ATL03", + "variableSubset": false, + "variables": [] + }, + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": { + "application/json": { + "expanded": false, + "root": "root" + } + }, + "output_type": "execute_result" } ], "source": [ - "print(json.dumps(capabilities, indent=2))" + "# print(json.dumps(capabilities, indent=2))\n", + "JSON(capabilities)" ] }, { @@ -4347,7 +282,7 @@ "id": "258e04a7-4b96-4652-b523-9bbdef9f7f06", "metadata": {}, "source": [ - "### Step 5: subset ICESat-2 ATL03 file\n", + "### Step 4: subset ICESat-2 ATL03 file\n", "\n", "Now that we know what subsetting options are available for for the ATL03 dataset, we can request a subsetted dataset. " ] @@ -4359,7 +294,7 @@ "source": [ "#### Create A Subset Request\n", "\n", - "we create a simple request for subset of ATL03 for a bounding box over the northern Colorado Front Range and for the 2020-04-27 to 2020-05-28 period.\n", + "we will create a simple request for subset of ATL03 for a bounding box over the northern Colorado Front Range and for the 2020-04-27 to 2020-05-28 period.\n", "\n", "![Bounding Box and ATL03 Ground Track for northern Colorado](images/atl03_ground_track_and_bbox.png)" ] @@ -4369,7 +304,11 @@ "id": "c1b953ba-e8cd-486f-8132-6cdbb69b656c", "metadata": {}, "source": [ - "See the [harmony-py](https://harmony-py.readthedocs.io/en/latest/) documentation for details on how to construct your request." + "The spatial extent to subset is passed as a `BBox` object that defines the _minimum longitude_, _minimum latitude_, _maximum longitude_ and _maximum latitude_ in decimal degrees.\n", + "\n", + "The temporal range to subset is passed to Harmony as a dictionary with `\"start\"` and `\"stop\"` keys, and dates supplied as `datetime` objects. \n", + "\n", + "Currently, ICESat-2 data only allows spatial and temporal subsetting so we only demonstrate these capabilities. For further information on constructing a `Request` objects see the [harmony-py](https://harmony-py.readthedocs.io/en/latest/) documentation." ] }, { @@ -4379,12 +318,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Use collection_id='C1256407609-NSIDC_CUAT' for testing. Update to use short_name when ready to move to production:\n", - "# short_name = 'ATL03'\n", - "\n", - "# Use earthaccess to check for granules\n", "request = Request(\n", - " collection = Collection(id='C1256407609-NSIDC_CUAT'), #capabilities[\"conceptId\"]),\n", + " collection = Collection(id=capabilities[\"conceptId\"]),\n", " spatial=BBox(-105.5,40,-105,41.),\n", " temporal={\n", " 'start': dt.datetime(2020, 4, 27),\n", @@ -4402,22 +337,22 @@ "\n", "The request is submitted in the same way as the Capabilities request. This starts the subsetting process, which may take a while depending on the size of the request. Submitting request returns a Job ID, which is a unique identifier for your request that is used to track the progress of the request and to access the results.\n", "\n", - "If the request involves a lot of files (more than 300), Harmony will only process the first 300 files. See section on large jobs on how to work around this restriction. " + "If the request involves a lot of files (more than 300), Harmony will only process the first 300 files. See section on [Handling Large Jobs](https://openscapes.2i2c.cloud/user/andypbarrett/lab/workspaces/auto-e/tree/earthdata-cloud-cookbook/tutorials/IS2_Harmony.ipynb#handling-large-requests) on how to work around this restriction. " ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "id": "c1c312bc-a986-4ebd-951f-c0d11208d19f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'0f383131-ee48-419a-aef9-2d2b71f920e3'" + "'2dd7cf22-a902-4eb8-8c0e-8d8cdd48b27c'" ] }, - "execution_count": 15, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -4432,14 +367,14 @@ "id": "53982496-f3a6-4c46-a61f-f164157e119a", "metadata": {}, "source": [ - "### Step 6: check the status of the request\n", + "### Step 5: check the status of the request\n", "\n", "Subsetting is performed in the cloud. For small jobs, the subsetting process can be monitored with a progress bar by submitting the `job_id` to the `wait_for_processing` method of the Harmony client." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "id": "9b253c1e-da1e-4d14-883d-7fbd87834133", "metadata": {}, "outputs": [ @@ -4465,46 +400,73 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "id": "be41beda-a445-419f-9af2-080fb7e7b1d3", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'createdAt': '2024-10-25T19:41:24.048Z',\n", - " 'dataExpiration': '2024-11-24T19:41:24.048Z',\n", - " 'jobID': '0f383131-ee48-419a-aef9-2d2b71f920e3',\n", - " 'labels': [],\n", - " 'links': [{'href': 'https://harmony.uat.earthdata.nasa.gov/stac/0f383131-ee48-419a-aef9-2d2b71f920e3/',\n", - " 'rel': 'stac-catalog-json',\n", - " 'title': 'STAC catalog',\n", - " 'type': 'application/json'},\n", - " {'bbox': [-108.28738, 26.94838, -103.60569, 59.54235],\n", - " 'href': 'https://harmony.uat.earthdata.nasa.gov/service-results/harmony-uat-staging/public/0f383131-ee48-419a-aef9-2d2b71f920e3/4882744/ATL03_20200427193622_04930702_006_02_subsetted.h5',\n", - " 'rel': 'data',\n", - " 'temporal': {'end': '2020-04-27T19:44:52.680Z',\n", - " 'start': '2020-04-27T19:36:22.028Z'},\n", - " 'title': 'ATL03_20200427193622_04930702_006_02_subsetted.h5',\n", - " 'type': 'application/x-hdf5'},\n", - " {'href': 'https://harmony.uat.earthdata.nasa.gov/jobs/0f383131-ee48-419a-aef9-2d2b71f920e3?linktype=https&page=1&limit=2000',\n", - " 'rel': 'self',\n", - " 'title': 'The current page',\n", - " 'type': 'application/json'}],\n", - " 'message': 'The job has completed successfully',\n", - " 'numInputGranules': 1,\n", - " 'progress': 100,\n", - " 'request': 'https://harmony.uat.earthdata.nasa.gov/C1256407609-NSIDC_CUAT/ogc-api-coverages/1.0.0/collections/parameter_vars/coverage/rangeset?forceAsync=true&subset=lat(40%3A41.0)&subset=lon(-105.5%3A-105)&subset=time(%222020-04-27T00%3A00%3A00%22%3A%222020-05-28T00%3A00%3A00%22)&variable=all',\n", - " 'status': 'successful',\n", - " 'updatedAt': '2024-10-25T19:44:11.633Z',\n", - " 'username': 'apbarret'}\n" - ] + "data": { + "application/json": { + "createdAt": "2024-10-29T20:46:15.371Z", + "dataExpiration": "2024-11-28T20:46:15.371Z", + "jobID": "2dd7cf22-a902-4eb8-8c0e-8d8cdd48b27c", + "labels": [], + "links": [ + { + "href": "https://harmony.earthdata.nasa.gov/stac/2dd7cf22-a902-4eb8-8c0e-8d8cdd48b27c/", + "rel": "stac-catalog-json", + "title": "STAC catalog", + "type": "application/json" + }, + { + "bbox": [ + -108.28738, + 26.94838, + -103.60569, + 59.54235 + ], + "href": "https://harmony.earthdata.nasa.gov/service-results/harmony-prod-staging/public/2dd7cf22-a902-4eb8-8c0e-8d8cdd48b27c/79898885/ATL03_20200427193622_04930702_006_02_subsetted.h5", + "rel": "data", + "temporal": { + "end": "2020-04-27T19:44:52.680Z", + "start": "2020-04-27T19:36:22.028Z" + }, + "title": "ATL03_20200427193622_04930702_006_02_subsetted.h5", + "type": "application/x-hdf5" + }, + { + "href": "https://harmony.earthdata.nasa.gov/jobs/2dd7cf22-a902-4eb8-8c0e-8d8cdd48b27c?linktype=https&page=1&limit=2000", + "rel": "self", + "title": "The current page", + "type": "application/json" + } + ], + "message": "The job has completed successfully", + "numInputGranules": 1, + "progress": 100, + "request": "https://harmony.earthdata.nasa.gov/C2596864127-NSIDC_CPRD/ogc-api-coverages/1.0.0/collections/all/coverage/rangeset?forceAsync=true&subset=lat(40%3A41.0)&subset=lon(-105.5%3A-105)&subset=time(%222020-04-27T00%3A00%3A00%22%3A%222020-05-28T00%3A00%3A00%22)", + "status": "successful", + "updatedAt": "2024-10-29T20:48:52.599Z", + "username": "apbarret" + }, + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": { + "application/json": { + "expanded": false, + "root": "root" + } + }, + "output_type": "execute_result" } ], "source": [ "job_summary = harmony_client.result_json(job_id)\n", - "pprint(job_summary)" + "# pprint(job_summary)\n", + "JSON(job_summary)" ] }, { @@ -4512,7 +474,7 @@ "id": "421391bc-f996-4dbb-a69d-ac7d40d67243", "metadata": {}, "source": [ - "### Step 7: access the subsetted data\n", + "### Step 6: access the subsetted data\n", "\n", "The subsetted files can be accessed by downloading the files to a local machine, such as a laptop or desktop workstation, or by _streaming_ the data. We will use both access methods in the two examples below.\n", "\n", @@ -4535,10 +497,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "2e8f110a-4aa3-4bec-9ac3-65eef9f0e4aa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "./ATL03_20200427193622_04930702_006_02_subsetted.h5\n", + "./ATL03_20200427193622_04930702_006_02_subsetted.h5\n", + "./ATL03_20200427193622_04930702_006_02_subsetted.h5\n" + ] + } + ], "source": [ "url = list(harmony_client.result_urls(job_id))[0] # Get the data url of the first file\n", "filepath = harmony_client.download(url, directory=\".\", overwrite=False).result()\n", @@ -4559,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 12, "id": "951581ed-03a3-4aa2-b147-ed2054b75905", "metadata": {}, "outputs": [ @@ -4567,7 +539,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "['./4882744_ATL03_20200427193622_04930702_006_02_subsetted.h5']\n" + "['./ATL03_20200427193622_04930702_006_02_subsetted.h5']\n" ] } ], @@ -4593,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 13, "id": "ae13153c-2968-44c1-a668-0f72f07a7d8c", "metadata": {}, "outputs": [ @@ -4964,7 +936,7 @@ " fill: currentColor;\n", "}\n", "
<xarray.Dataset> Size: 92MB\n",
-       "Dimensions:         (delta_time: 1848993, ds_surf_type: 5)\n",
+       "Dimensions:         (delta_time: 1848992, ds_surf_type: 5)\n",
        "Coordinates:\n",
        "  * delta_time      (delta_time) datetime64[ns] 15MB 2020-04-27T19:39:45.8497...\n",
        "    lat_ph          (delta_time) float64 15MB ...\n",
@@ -4983,10 +955,10 @@
        "    weight_ph       (delta_time) uint8 2MB ...\n",
        "Attributes:\n",
        "    Description:  Contains arrays of the parameters for each received photon.\n",
-       "    data_rate:    Data are stored at the photon detection rate.
  • Description :
    Contains arrays of the parameters for each received photon.
    data_rate :
    Data are stored at the photon detection rate.
    • " ], "text/plain": [ " Size: 92MB\n", - "Dimensions: (delta_time: 1848993, ds_surf_type: 5)\n", + "Dimensions: (delta_time: 1848992, ds_surf_type: 5)\n", "Coordinates:\n", " * delta_time (delta_time) datetime64[ns] 15MB 2020-04-27T19:39:45.8497...\n", " lat_ph (delta_time) float64 15MB ...\n", @@ -5033,7 +1005,7 @@ " data_rate: Data are stored at the photon detection rate." ] }, - "execution_count": 33, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -5068,17 +1040,17 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 14, "id": "a8d8a29d-91df-4872-9d9c-6a116bc92774", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['s3://harmony-uat-staging/public/0f383131-ee48-419a-aef9-2d2b71f920e3/4882744/ATL03_20200427193622_04930702_006_02_subsetted.h5']" + "['s3://harmony-prod-staging/public/2dd7cf22-a902-4eb8-8c0e-8d8cdd48b27c/79898885/ATL03_20200427193622_04930702_006_02_subsetted.h5']" ] }, - "execution_count": 27, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -5100,7 +1072,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 15, "id": "d58df790-d40c-410c-a295-22d6d39dfd5b", "metadata": {}, "outputs": [], @@ -5118,7 +1090,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 16, "id": "73bc9a2d-b009-4cf9-8a47-531a308833b0", "metadata": {}, "outputs": [], @@ -5145,7 +1117,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 17, "id": "f29584a0-357a-4f1a-8a3b-ab72fc20d6e4", "metadata": {}, "outputs": [], @@ -5163,7 +1135,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 18, "id": "8860630c-2050-4256-88c2-f1879456a9a1", "metadata": {}, "outputs": [ @@ -5534,7 +1506,7 @@ " fill: currentColor;\n", "}\n", "
    <xarray.Dataset> Size: 92MB\n",
-       "Dimensions:         (delta_time: 1848993, ds_surf_type: 5)\n",
+       "Dimensions:         (delta_time: 1848992, ds_surf_type: 5)\n",
        "Coordinates:\n",
        "  * delta_time      (delta_time) datetime64[ns] 15MB 2020-04-27T19:39:45.8497...\n",
        "    lat_ph          (delta_time) float64 15MB ...\n",
@@ -5553,10 +1525,10 @@
        "    weight_ph       (delta_time) uint8 2MB ...\n",
        "Attributes:\n",
        "    Description:  Contains arrays of the parameters for each received photon.\n",
-       "    data_rate:    Data are stored at the photon detection rate.
  • Description :
    Contains arrays of the parameters for each received photon.
    data_rate :
    Data are stored at the photon detection rate.
    • " ], "text/plain": [ " Size: 92MB\n", - "Dimensions: (delta_time: 1848993, ds_surf_type: 5)\n", + "Dimensions: (delta_time: 1848992, ds_surf_type: 5)\n", "Coordinates:\n", " * delta_time (delta_time) datetime64[ns] 15MB 2020-04-27T19:39:45.8497...\n", " lat_ph (delta_time) float64 15MB ...\n", @@ -5603,7 +1575,7 @@ " data_rate: Data are stored at the photon detection rate." ] }, - "execution_count": 31, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -5613,12 +1585,20 @@ "ds" ] }, + { + "cell_type": "markdown", + "id": "43f8125f-8e99-4fe9-a7cb-62a10295b21d", + "metadata": {}, + "source": [ + "## Appendices" + ] + }, { "cell_type": "markdown", "id": "ba0d2015-f342-4987-aa16-e0b67b6e35b3", "metadata": {}, "source": [ - "## Handling large requests\n", + "### A. Handling large requests\n", "\n", "Need to explain large-jobs and previews, pausing\n", "\n", @@ -5629,14 +1609,115 @@ "https://harmony.earthdata.nasa.gov/docs#skipping-preview" ] }, + { + "cell_type": "code", + "execution_count": 23, + "id": "7ca0b14a-7f6d-40f4-8eeb-b7f871a851da", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'status': 'running',\n", + " 'message': 'The job is being processed',\n", + " 'progress': 0,\n", + " 'created_at': datetime.datetime(2024, 10, 29, 22, 14, 21, 784000, tzinfo=tzlocal()),\n", + " 'updated_at': datetime.datetime(2024, 10, 29, 22, 14, 21, 784000, tzinfo=tzlocal()),\n", + " 'created_at_local': '2024-10-29T22:14:21+00:00',\n", + " 'updated_at_local': '2024-10-29T22:14:21+00:00',\n", + " 'request': 'https://harmony.earthdata.nasa.gov/C2596864127-NSIDC_CPRD/ogc-api-coverages/1.0.0/collections/all/coverage/rangeset?forceAsync=true&subset=lat(40%3A41.0)&subset=lon(-105.5%3A-105)',\n", + " 'num_input_granules': 134,\n", + " 'data_expiration': datetime.datetime(2024, 11, 28, 22, 14, 21, 784000, tzinfo=tzlocal()),\n", + " 'data_expiration_local': '2024-11-28T22:14:21+00:00'}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "request = Request(\n", + " collection = Collection(id=capabilities[\"conceptId\"]),\n", + " spatial=BBox(-105.5,40,-105,41.),\n", + " # temporal={\n", + " # 'start': dt.datetime(2020, 4, 27),\n", + " # 'stop': dt.datetime(2020, 5, 28)\n", + " # }\n", + ")\n", + "job_id = harmony_client.submit(request)\n", + "harmony_client.status(job_id)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "00b36a4a-d673-45d5-b0a4-9c7bba958852", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " [ Processing: 80% ] |######################################## | [/]\n", + "Job is running with errors.\n", + " [ Processing: 100% ] |###################################################| [|]\n" + ] + } + ], + "source": [ + "harmony_client.wait_for_processing(job_id, show_progress=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "6710674d-d124-4b9d-9a39-265b65baa749", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'status': 'complete_with_errors',\n", + " 'message': 'The job has completed with errors. See the errors field for more details',\n", + " 'progress': 100,\n", + " 'created_at': datetime.datetime(2024, 10, 29, 22, 14, 21, 784000, tzinfo=tzlocal()),\n", + " 'updated_at': datetime.datetime(2024, 10, 29, 22, 29, 32, 444000, tzinfo=tzlocal()),\n", + " 'created_at_local': '2024-10-29T22:14:21+00:00',\n", + " 'updated_at_local': '2024-10-29T22:29:32+00:00',\n", + " 'request': 'https://harmony.earthdata.nasa.gov/C2596864127-NSIDC_CPRD/ogc-api-coverages/1.0.0/collections/all/coverage/rangeset?forceAsync=true&subset=lat(40%3A41.0)&subset=lon(-105.5%3A-105)',\n", + " 'num_input_granules': 134,\n", + " 'data_expiration': datetime.datetime(2024, 11, 28, 22, 14, 21, 784000, tzinfo=tzlocal()),\n", + " 'data_expiration_local': '2024-11-28T22:14:21+00:00',\n", + " 'errors': [{'url': 'https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2023/08/20/ATL03_20230820094935_09352002_006_02.h5',\n", + " 'message': 'WorkItem failed: sds/trajectory-subsetter:0.1.21: L2 Trajectory Subsetter failed with error: No data found that matched subset constraints.'},\n", + " {'url': 'https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2020/08/25/ATL03_20200825135211_09350802_006_01.h5',\n", + " 'message': 'WorkItem failed: sds/trajectory-subsetter:0.1.21: L2 Trajectory Subsetter failed with error: No data found that matched subset constraints.'},\n", + " {'url': 'https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2018/11/28/ATL03_20181128201334_09350102_006_02.h5',\n", + " 'message': 'WorkItem failed: sds/trajectory-subsetter:0.1.21: L2 Trajectory Subsetter failed with error: No data found that matched subset constraints.'},\n", + " {'url': 'https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2022/11/20/ATL03_20221120225059_09351702_006_02.h5',\n", + " 'message': 'WorkItem failed: sds/trajectory-subsetter:0.1.21: L2 Trajectory Subsetter failed with error: No data found that matched subset constraints.'},\n", + " {'url': 'https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL03/006/2021/02/21/ATL03_20210221172745_09121006_006_01.h5',\n", + " 'message': 'WorkItem failed: sds/trajectory-subsetter:0.1.21: L2 Trajectory Subsetter failed with error: No data found that matched subset constraints.'}]}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "harmony_client.status(job_id)" + ] + }, { "cell_type": "markdown", "id": "bdbaa61e-7ecb-4826-9986-1893784d98c7", "metadata": {}, "source": [ - "## Some useful tools\n", + "### B. Translating requests\n", "\n", - "`harmony-py` is an interface to the Harmony RESTful API. RESTful API send requests and receive responses via HTTPS; the same protocol that serves web pages. Requests are sent to service endpoints, which is a URL (e.g. `https://service.endpoint.com/type_of_service`). Ouery parameters that modify a request can be appended a key-value pairs after a `?`. Each key-value pair is separated by an &. For example:\n", + "`harmony-py` is an interface to the Harmony RESTful API. RESTful API send requests and receive responses via HTTPS; the same protocol that serves web pages. Requests are sent to service endpoints, which is a URL (e.g. `https://service.endpoint.com/type_of_service`). Query parameters that modify a request can be appended a key-value pairs after a `?`. Each key-value pair is separated by an &. For example:\n", "\n", "```\n", "https://service.endpoint.com/type_of_service?param1=value1¶m2=value2\n",