scratchwork/Untitled5.ipynb

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  {
   "cell_type": "markdown",
   "id": "167950c2-c984-45b6-afa8-ae397ab01f86",
   "metadata": {},
   "source": [
    "# CESM2 Large Ensemble Data Retrieval\n",
    "In this Jupyter Notebook, we retrieve and coarsen CESM2 Large Ensemble data stored in NCAR's glade. We will take this data and store it somewhere our team can access without having access to NCAR's computing resources."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2c6fe335-8bf8-4e21-b2a0-a3b08cf83f67",
   "metadata": {},
   "outputs": [],
   "source": [
    "##### LOADING IN PACKAGES #--------------------------------------------------------------\n",
    "import s3fs; import xarray as xr; import numpy as np\n",
    "import pandas as pd; \n",
    "import dask.array as da\n",
    "import ocetrac\n",
    "\n",
    "import matplotlib.pyplot as plt; import cartopy.crs as ccrs\n",
    "\n",
    "import warnings; import expectexception\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import netCDF4 as nc; import datetime as dt\n",
    "import scipy\n",
    "\n",
    "import intake; import pprint\n",
    "# Allow multiple lines per cell to be displayed without print (default is just last line)\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "# Enable more explicit control of DataFrame display (e.g., to omit annoying line numbers)\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d806f49d-ed44-4128-b990-a56e101f130b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Open original collection description file #----------------------------------------------\n",
    "cat_url_orig = '/glade/collections/cmip/catalog/intake-esm-datastore/catalogs/glade-cesm2-le.json'\n",
    "coll_orig = intake.open_esm_datastore(cat_url_orig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4ea6c2b7-4878-4fb2-a74c-3d36fafeaf64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p><strong>glade-cesm2-le catalog with 8553 dataset(s) from 5359843 asset(s)</strong>:</p> <div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>component</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stream</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>case</th>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>member_id</th>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable</th>\n",
       "      <td>1906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_time</th>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_time</th>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time_range</th>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>long_name</th>\n",
       "      <td>1800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>units</th>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vertical_levels</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>frequency</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>path</th>\n",
       "      <td>5359843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>experiment</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>forcing_variant</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cesm_member_id</th>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>control_branch_year</th>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cmip_experiment_id</th>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coll_orig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3e9132fd-bccd-4b4c-90fe-51c6ba2f235a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>component</th>\n",
       "      <th>stream</th>\n",
       "      <th>case</th>\n",
       "      <th>member_id</th>\n",
       "      <th>variable</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>time_range</th>\n",
       "      <th>long_name</th>\n",
       "      <th>units</th>\n",
       "      <th>vertical_levels</th>\n",
       "      <th>frequency</th>\n",
       "      <th>path</th>\n",
       "      <th>experiment</th>\n",
       "      <th>forcing_variant</th>\n",
       "      <th>cesm_member_id</th>\n",
       "      <th>control_branch_year</th>\n",
       "      <th>cmip_experiment_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1850-01-01</td>\n",
       "      <td>1859-12-31</td>\n",
       "      <td>18500101-18591231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1860-01-01</td>\n",
       "      <td>1869-12-31</td>\n",
       "      <td>18600101-18691231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1870-01-01</td>\n",
       "      <td>1879-12-31</td>\n",
       "      <td>18700101-18791231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1880-01-01</td>\n",
       "      <td>1889-12-31</td>\n",
       "      <td>18800101-18891231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1890-01-01</td>\n",
       "      <td>1899-12-31</td>\n",
       "      <td>18900101-18991231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1900-01-01</td>\n",
       "      <td>1909-12-31</td>\n",
       "      <td>19000101-19091231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1910-01-01</td>\n",
       "      <td>1919-12-31</td>\n",
       "      <td>19100101-19191231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1920-01-01</td>\n",
       "      <td>1929-12-31</td>\n",
       "      <td>19200101-19291231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1930-01-01</td>\n",
       "      <td>1939-12-31</td>\n",
       "      <td>19300101-19391231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>atm</td>\n",
       "      <td>cam.h1</td>\n",
       "      <td>b.e21.BHISTcmip6.f09_g17.LE2-1001.001</td>\n",
       "      <td>r1i1001p1f1</td>\n",
       "      <td>ACTNI</td>\n",
       "      <td>1940-01-01</td>\n",
       "      <td>1949-12-31</td>\n",
       "      <td>19400101-19491231</td>\n",
       "      <td>Average Cloud Top ice number</td>\n",
       "      <td>m-3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>day_1</td>\n",
       "      <td>/glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...</td>\n",
       "      <td>historical</td>\n",
       "      <td>cmip6</td>\n",
       "      <td>1001.001</td>\n",
       "      <td>1001</td>\n",
       "      <td>CESM2_historical_r1i1001p1f1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  component  stream                                   case    member_id  \\\n",
       "0       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "1       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "2       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "3       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "4       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "5       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "6       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "7       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "8       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "9       atm  cam.h1  b.e21.BHISTcmip6.f09_g17.LE2-1001.001  r1i1001p1f1   \n",
       "\n",
       "  variable  start_time    end_time         time_range  \\\n",
       "0    ACTNI  1850-01-01  1859-12-31  18500101-18591231   \n",
       "1    ACTNI  1860-01-01  1869-12-31  18600101-18691231   \n",
       "2    ACTNI  1870-01-01  1879-12-31  18700101-18791231   \n",
       "3    ACTNI  1880-01-01  1889-12-31  18800101-18891231   \n",
       "4    ACTNI  1890-01-01  1899-12-31  18900101-18991231   \n",
       "5    ACTNI  1900-01-01  1909-12-31  19000101-19091231   \n",
       "6    ACTNI  1910-01-01  1919-12-31  19100101-19191231   \n",
       "7    ACTNI  1920-01-01  1929-12-31  19200101-19291231   \n",
       "8    ACTNI  1930-01-01  1939-12-31  19300101-19391231   \n",
       "9    ACTNI  1940-01-01  1949-12-31  19400101-19491231   \n",
       "\n",
       "                      long_name units  vertical_levels frequency  \\\n",
       "0  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "1  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "2  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "3  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "4  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "5  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "6  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "7  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "8  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "9  Average Cloud Top ice number   m-3              1.0     day_1   \n",
       "\n",
       "                                                path  experiment  \\\n",
       "0  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "1  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "2  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "3  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "4  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "5  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "6  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "7  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "8  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "9  /glade/campaign/cgd/cesm/CESM2-LE/timeseries/a...  historical   \n",
       "\n",
       "  forcing_variant  cesm_member_id  control_branch_year  \\\n",
       "0           cmip6        1001.001                 1001   \n",
       "1           cmip6        1001.001                 1001   \n",
       "2           cmip6        1001.001                 1001   \n",
       "3           cmip6        1001.001                 1001   \n",
       "4           cmip6        1001.001                 1001   \n",
       "5           cmip6        1001.001                 1001   \n",
       "6           cmip6        1001.001                 1001   \n",
       "7           cmip6        1001.001                 1001   \n",
       "8           cmip6        1001.001                 1001   \n",
       "9           cmip6        1001.001                 1001   \n",
       "\n",
       "             cmip_experiment_id  \n",
       "0  CESM2_historical_r1i1001p1f1  \n",
       "1  CESM2_historical_r1i1001p1f1  \n",
       "2  CESM2_historical_r1i1001p1f1  \n",
       "3  CESM2_historical_r1i1001p1f1  \n",
       "4  CESM2_historical_r1i1001p1f1  \n",
       "5  CESM2_historical_r1i1001p1f1  \n",
       "6  CESM2_historical_r1i1001p1f1  \n",
       "7  CESM2_historical_r1i1001p1f1  \n",
       "8  CESM2_historical_r1i1001p1f1  \n",
       "9  CESM2_historical_r1i1001p1f1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the first few lines of the catalog\n",
    "coll_orig.df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f39c66ed-92ca-4edf-b704-52f355dc502f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{   'component': {   'count': 6,\n",
      "                     'values': ['lnd', 'rof', 'ocn', 'ice', 'atm', 'glc']},\n",
      "    'experiment': {'count': 2, 'values': ['historical', 'ssp370']},\n",
      "    'frequency': {   'count': 7,\n",
      "                     'values': [   'day_1', 'hour_1', 'hour_6', 'day_365',\n",
      "                                   'hour_3', 'year_1', 'month_1']},\n",
      "    'variable': {   'count': 1906,\n",
      "                    'values': [   'CS_MIXPOSS', 'Jint_100m_NH4', 'PDELDRY',\n",
      "                                  'O_SCALAR', 'QCHARGE', 'SOIL3C', 'NO3', 'UPV',\n",
      "                                  'sidmasslat', 'PO4_diat_uptake', 'TSL',\n",
      "                                  'pom_a4SFWET', 'dvidtd', 'DIA_IMPVF_PO4',\n",
      "                                  'H2OSFC', 'WT_Fe', 'WT_DIC_ALT_CO2', 'ROFF_F',\n",
      "                                  'ncl_a3SF', 'ncl_c3', 'tend_zint_100m_DOCr',\n",
      "                                  'Z200', 'graze_diaz_zint_100m', 'U050',\n",
      "                                  'CLD_CAL_LIQ', 'SOIL1C_vr', 'ncl_c3SFWET',\n",
      "                                  'siv', 'ALT', 'SFCO2', 'SFncl_a1', 'smb',\n",
      "                                  'FvPER_ALK_ALT_CO2', 'ZWT_PERCH', 'Q050',\n",
      "                                  'sig1', 'Q2M', 'apond_ai', 'ncl_a3SFWET',\n",
      "                                  'DWT_CROPPROD1N_GAIN', 'bc_a4DDF',\n",
      "                                  'AODdnMODE1', 'F_N2O_NIT', 'FSNO_EFF',\n",
      "                                  'pom_a4_CMXF', 'CLDTOT_CAL_LIQ',\n",
      "                                  'ISOP_ADV_TEND_SALT', 'XBLT', 'QSW_BIN_02',\n",
      "                                  'dst_c2SFWET', 'WVEL2', 'SABV', 'SNOWLIQ_ICE',\n",
      "                                  'TMso4_a3', 'diazP', 'num_a1', 'sipr',\n",
      "                                  'COL_FIRE_NLOSS', 'EVAPPREC', 'UVEL2',\n",
      "                                  'sidragtop', 'LITR2C_TO_SOIL1C', 'Vzm',\n",
      "                                  'ABIO_DIC', 'bc_c1', 'FLNS', 'so4_c2AQSO4',\n",
      "                                  'FROOTN', 'Lig_prod', 'TWS', 'WOODC',\n",
      "                                  'H2OSNO_TOP', 'PO4_diaz_uptake',\n",
      "                                  'tend_zint_100m_NO3', 'J_NO3', 'CWDC',\n",
      "                                  'FvICE_DIC_ALT_CO2', 'CFC_ATM_PRESS',\n",
      "                                  'fswabs', 'FGR', 'COST_NRETRANS', 'ADVT_ISOP',\n",
      "                                  'RF_TEND_TEMP', 'diat_P_lim_Cweight_avg_100m',\n",
      "                                  'Jmx25Z', 'Q100', 'fresh', 'VV',\n",
      "                                  'DOCr_remin_zint_100m', 'J_DIC_ALT_CO2',\n",
      "                                  'QFLUX', 'soa_a1', 'DIA_IMPVF_Fe',\n",
      "                                  'CS_SNOWPOSS', 'FSH_PRECIP_CONVERSION',\n",
      "                                  'so4_c1AQSO4', 'V1000', 'KVMIX_M',\n",
      "                                  'DOP_diat_uptake', 'diatSi', 'AODBCdn',\n",
      "                                  'EXTINCTNIRdn', 'FvPER_ABIO_DIC',\n",
      "                                  'graze_diat_zoo_zint', 'bc_a1DDF',\n",
      "                                  'QSNOMELT_ICE', 'CROPPROD1C_LOSS', 'WIND',\n",
      "                                  'PAR_avg', 'sispeed_d', 'CLOUD', 'GSSHALN',\n",
      "                                  'HO2', 'CS_SNOWCERT', 'V010',\n",
      "                                  'POC_REMIN_DOCr_zint', 'CLMMODIS', 'SSH_2',\n",
      "                                  'VBOT', 'FSNR', 'spC_zint_100m',\n",
      "                                  'POP_FLUX_IN', 'DWT_CONV_CFLUX_PATCH',\n",
      "                                  'photoFe_sp', 'T500', 'photoNH4_diat',\n",
      "                                  'diat_Fe_lim_Cweight_avg_100m',\n",
      "                                  'CH4_SURF_EBUL_SAT', 'NUMICE',\n",
      "                                  'sp_P_lim_Cweight_avg_100m', 'CMFDQ',\n",
      "                                  'QSOIL_ICE', 'O2_CONSUMPTION', 'strinty',\n",
      "                                  'FSRND', 'graze_diat_zoo_zint_100m', 'FCEV',\n",
      "                                  'SNODSTMSL', 'ACTNL', 'SWBGT_R', 'TOTPFTC',\n",
      "                                  'DOC_prod_zint', 'DON_remin',\n",
      "                                  'Jint_100m_ALK_ALT_CO2', 'TSMN', 'SFnum_a3',\n",
      "                                  'SUPPLEMENT_TO_SMINN', 'NPP_NAM', 'HMXL_DR',\n",
      "                                  'TMDMS', 'C13_TOTECOSYSC', 'NOX',\n",
      "                                  'SedDenitrif', 'KVH_CLUBB', 'so4_c3AQH2SO4',\n",
      "                                  'CaCO3_PROD_zint_100m', 'WD_H2O2',\n",
      "                                  'PLANT_NDEMAND', 'sistremax', 'SFnum_a2',\n",
      "                                  'VN_DIC', 'RCM_CLUBB', 'SFDMS',\n",
      "                                  'ECOSYS_ATM_PRESS', 'sp_loss_doc_zint_100m',\n",
      "                                  'UE_PO4', 'PTEQ', 'BSF', 'WA',\n",
      "                                  'diaz_light_lim_Cweight_avg_100m',\n",
      "                                  'TEND_DIC_ALT_CO2', 'T700', 'ACTNI',\n",
      "                                  'NPASSIVE', 'NBP', 'TG_ICE', 'flwup',\n",
      "                                  'SFncl_a2', 'O2_ZMIN', 'SF6',\n",
      "                                  'SOILWATER_10CM', 'TEMP2',\n",
      "                                  'zoo_loss_poc_zint_100m', 'POP_PROD',\n",
      "                                  'TOTSOMN_1m', 'H2SO4', 'LEAF_MR', 'H2OSNO',\n",
      "                                  'ncl_a1', 'RIMTEND_CLUBB', 'num_c2DDF',\n",
      "                                  'PON_REMIN_NH4', 'ADV_3D_TEMP',\n",
      "                                  'LITR3N_TO_SOIL2N', 'LWPMODIS', 'num_a2',\n",
      "                                  'SOILLIQ', 'so4_a3DDF', 'CS_RAINPROB',\n",
      "                                  'photoNO3_diat', 'TIDAL_DIFF', 'num_a3SFWET',\n",
      "                                  'Redi_TEND_TEMP', 'QSW_BIN_01',\n",
      "                                  'tend_zint_100m_ALK_ALT_CO2', 'SSS',\n",
      "                                  'VN_DIC_ALT_CO2', 'DSTFLXT', 'Q1000',\n",
      "                                  'so4_a1_sfgaex1', 'dst_c3DDF', 'sp_Qp',\n",
      "                                  'vsnon_d', 'CROPSEEDC_DEFICIT', 'AODDUST2',\n",
      "                                  'ADV_3D_PO4', 'meltb', 'J_ALK',\n",
      "                                  'ALK_ALT_CO2_RIV_FLUX',\n",
      "                                  'ATM_COARSE_DUST_FLUX_CPL', 'num_a1_CLXF',\n",
      "                                  'DEADCROOTN', 'sp_loss_doc_zint', 'ncl_c2',\n",
      "                                  'TEND_DIC', 'CaCO3_form_zint_100m',\n",
      "                                  'LITR2C_vr', 'NRETRANS_STRESS',\n",
      "                                  'O2_PRODUCTION', 'NPP_NACTIVE', 'EXTINCTUVdn',\n",
      "                                  'so4_a2SFWET', 'AODVISdn', 'URBAN_HEAT',\n",
      "                                  'POC_FLUX_IN', 'V', 'RF_TEND_DIC_ALT_CO2',\n",
      "                                  'SOIL2C_vr', 'C13_TOTLITC', 'soa_a1SFWET',\n",
      "                                  'SFSOAG', 'num_c1', 'DOCr_remin',\n",
      "                                  'DIA_IMPVF_DIC', 'SNOFSRVD', 'TMCO2_OCN',\n",
      "                                  'H2SO4M_C', 'SNOFSRNI', 'HDIFN_DIC',\n",
      "                                  'num_a1SF', 'ESAI', 'PRECTMX',\n",
      "                                  'DpCO2_ALT_CO2', 'CFAD_SR532_CAL',\n",
      "                                  'REFFCLWMODIS', 'SWBGT_U', 'dst_a2DDF',\n",
      "                                  'FIRE_R', 'SEAICE_BLACK_CARBON_FLUX_CPL',\n",
      "                                  'UISOP', 'XMXL', 'FSNO', 'apeff_ai',\n",
      "                                  'graze_diat_zint', 'CFC_IFRAC', 'J_SiO3',\n",
      "                                  'NPP_NECM', 'graze_diat_poc_zint_100m',\n",
      "                                  'QSW_HBL', 'spCaCO3_zint_100m', 'VN_O2',\n",
      "                                  'PRECSL', 'QICE_FORC', 'CS_RAINCERT',\n",
      "                                  'QSW_BIN_04', 'DEADSTEMC', 'P_iron_PROD',\n",
      "                                  'UE_DOC', 'FISCCP1_COSP', 'HDIFE_DOC',\n",
      "                                  'SUBM_ADV_TEND_TEMP', 'NUMSNO', 'popToSed',\n",
      "                                  'SO2_CMXF', 'CH4_SURF_DIFF_UNSAT',\n",
      "                                  'NITROP_PD', 'DISPVEGN', 'FSH_G',\n",
      "                                  'PSNSUN_TO_CPOOL', 'soa_a2_SRF',\n",
      "                                  'sisnthick_d', 'SNOFSRVI', 'HDIFB_DIC',\n",
      "                                  'ABSORB', 'siitdconc', 'REFF_AERO',\n",
      "                                  'so4_a2DDF', 'diat_loss_doc_zint_100m',\n",
      "                                  'TAUILOGMODIS', 'CaCO3_PROD_zint',\n",
      "                                  'TSOI_10CM', 'photoC_sp_zint_100m', 'WTS',\n",
      "                                  'zsatcalc', 'diat_agg_zint_100m',\n",
      "                                  'ACTUAL_IMMOB', 'NUMLIQ', 'GPP', 'FSDSVILN',\n",
      "                                  'TMCO2_FFF', 'zoo_loss_zint_100m', 'ardg',\n",
      "                                  'STF_ALK_ALT_CO2', 'FSDS', 'flwdn', 'NOY',\n",
      "                                  'SU', 'FSDSC', 'daidtt_d', 'SFdst_a2',\n",
      "                                  'HDIFE_PO4', 'VVC', 'WT_DOC', 'QRSC',\n",
      "                                  'dst_a2', 'THzm', 'FRACR_BIN_02',\n",
      "                                  'sp_N_lim_surf', 'diat_agg_zint', 'H2CO3',\n",
      "                                  'STF_ALK', 'sistrydtop', 'HBLT', 'DOP_remin',\n",
      "                                  'LAND_USE_FLUX', 'photoC_diaz_zint_2',\n",
      "                                  'graze_sp_poc_zint', 'bc_a4_CMXF',\n",
      "                                  'WPTHVP_CLUBB', 'FLNT', 'DSTSFMBL',\n",
      "                                  'strocnx_d', 'F_NIT', 'diazC_zint_100m',\n",
      "                                  'SEEDC', 'F_N2O_DENIT', 'topg', 'sistreave',\n",
      "                                  'FSH_R', 'sistrxubot', 'RHO_CLUBB', 'QSW_3D',\n",
      "                                  'SFCO2_LND', 'Lig_deg', 'pH_3D', 'SOILICE',\n",
      "                                  'QRLC', 'EVAPTZM', 'CLOY', 'FROOTC_ALLOC',\n",
      "                                  'SFH2SO4', 'sisnhc', 'LITTERC_HR',\n",
      "                                  'ADVT_SUBM', 'FLNSC', 'DF_SO2',\n",
      "                                  'diaz_Fe_lim_Cweight_avg_100m',\n",
      "                                  'sp_light_lim_Cweight_avg_100m', 'VP2_CLUBB',\n",
      "                                  'ADV_3D_DIC', 'Fe', 'IWPMODIS', 'CS_NOPRECIP',\n",
      "                                  'photoNH4_sp', 'SMIN_NO3_RUNOFF', 'PSL',\n",
      "                                  'SOILN_vr', 'SOAG_SRF',\n",
      "                                  'RIVER_DISCHARGE_OVER_LAND_ICE', 'FSH_ICE',\n",
      "                                  'TREFHTMN', 'sndmasssnf', 'U',\n",
      "                                  'CH4_SURF_DIFF_SAT', 'hi_d', 'VNS_ISOP',\n",
      "                                  'FvICE_ALK', 'AQRAIN', 'so4_a1_CHMP',\n",
      "                                  'CaCO3_PROD', 'WD_H2SO4', 'SCHMIDT_CO2',\n",
      "                                  'DON_prod', 'NEE', 'TOTVEGN', 'SFpom_a4',\n",
      "                                  'TSRF_FORC', 'HUMIDEX_R',\n",
      "                                  'diaz_agg_zint_100m', 'soa_a1_SRF', 'FSR',\n",
      "                                  'DOP_sp_uptake', 'FCH4TOCO2', 'LITR2C',\n",
      "                                  'ncl_c1DDF', 'C14_NBP', 'SiO2_FLUX_IN',\n",
      "                                  'diat_Fe_lim_surf', 'TMXL_DR', 'sidmasstrany',\n",
      "                                  'PSNSUN', 'TOTECOSYSC', 'SHF_2', 'DTCORE',\n",
      "                                  'RF_TEND_SALT', 'LEAFN_TO_LITTER', 'LEAFN',\n",
      "                                  'NPP_NUPTAKE', 'DMS', 'DWT_WOODPRODN_GAIN',\n",
      "                                  'fhocn', 'dst_c2DDF', 'V100', 'LITR1C',\n",
      "                                  'TOTECOSYSN', 'C13_TOTVEGC', 'spChl_SURF',\n",
      "                                  'T850', 'CLDHGH_CAL_ICE', 'PBOT', 'FLNR',\n",
      "                                  'congel_d', 'TSKIN', 'ALK_ALT_CO2', 'QOVER',\n",
      "                                  'PRECT', 'aice', 'HMXL', 'sp_P_lim_surf',\n",
      "                                  'C14_TOTLITC', 'num_a4_CMXF', 'LEAFC',\n",
      "                                  'ADVS_ISOP', 'FROOTC_TO_LITTER', 'ZT_CLUBB',\n",
      "                                  'so4_c2SFWET', 'graze_sp_poc_zint_100m',\n",
      "                                  'ABIO_D14Catm', 'FSA', 'TROP_Z', 'DOP',\n",
      "                                  'sifllatstop', 'NAM_NO3', 'CFC11',\n",
      "                                  'siflfwdrain', 'ABIO_pCO2SURF', 'dst_a3_SRF',\n",
      "                                  'so4_c2', 'SiO3_RESTORE_TEND',\n",
      "                                  'diat_loss_poc_zint_100m', 'FAREA_BURNED',\n",
      "                                  'TG', 'pom_c4DDF', 'CH4_SURF_AERE_SAT',\n",
      "                                  'diat_loss_poc_zint', 'TMXL',\n",
      "                                  'SiO2_FLUX_100m', 'CaCO3_FLUX_100m', 'LFC2',\n",
      "                                  'SAD_TROP', 'SWCF', 'FRACR_BIN_03',\n",
      "                                  'FSNO_ICE', 'FSNSC', 'THLP2_CLUBB', 'C14_AR',\n",
      "                                  'bc_a4_CLXF', 'LAISHA', 'AODUVdn',\n",
      "                                  'C13_TOTSOMC', 'DWT_CONV_CFLUX', 'hs',\n",
      "                                  'SFsoa_a1', 'siflswutop', 'POC_REMIN_DIC',\n",
      "                                  'TOTSOILLIQ', 'SR', 'DENITRIF', 'SNOFSRND',\n",
      "                                  'fswthru_d', 'SOIL2C', 'pom_a1DDF',\n",
      "                                  'strinty_d', 'siu', 'AODABSdn', 'pfeToSed',\n",
      "                                  'QSNO_WINDUNLOAD', 'W_SCALAR', 'SNOOCMSL',\n",
      "                                  'DH2O2CHM', 'FFIX_TO_SMINN', 'Tsfc',\n",
      "                                  'RIVER_DISCHARGE_OVER_LAND_LIQ', 'PCO2',\n",
      "                                  'TOTAL_DISCHARGE_TO_OCEAN_LIQ', 'SNOWDP',\n",
      "                                  'TGCLDLWP', 'photoC_sp_zint_2', 'strcory',\n",
      "                                  'SiO3_RIV_FLUX', 'JMX25T', 'AGNPP',\n",
      "                                  'SAD_LNAT', 'SFH2O2', 'sitemptop',\n",
      "                                  'QRUNOFF_ICE_TO_COUPLER', 'soa_c1', 'SOIL1N',\n",
      "                                  'GSSHA', 'TMCO2', 'NAM', 'pom_a1', 'ALK',\n",
      "                                  'RTPTHLP_CLUBB', 'BURDENPOMdn', 'Z050',\n",
      "                                  'strairy', 'DpCO2_2', 'C13_AR', 'TEND_SALT',\n",
      "                                  'CS_UN', 'num_a2SF', 'TAUWLOGMODIS', 'UES',\n",
      "                                  'TOT_WOODPRODC_LOSS', 'CLD_CAL', 'SFdst_a1',\n",
      "                                  'QH2OSFC', 'so4_a3SFWET', 'Q200',\n",
      "                                  'QFLX_SUB_SNOW_ICE', 'Jint_100m_O2', 'NUMRAI',\n",
      "                                  'SOILC_vr', 'DWT_CONV_CFLUX_DRIBBLED',\n",
      "                                  'TAUGWX', 'POC_REMIN_DIC_zint',\n",
      "                                  'ICE_CONTENT1', 'FSH_TO_COUPLER', 'SABG_PEN',\n",
      "                                  'QSW_BIN_03', 'CLDICE', 'N_HEAT', 'RHO_VINT',\n",
      "                                  'num_a3_SRF', 'SSS2', 'DONr_RIV_FLUX', 'TCLY',\n",
      "                                  'SNOCAN', 'CWDN_vr', 'ponToSed',\n",
      "                                  'FRACR_BIN_04', 'WTGQ', 'so4_a2_sfgaex1',\n",
      "                                  'SO2_CHML', 'diaz_Nfix', 'melts',\n",
      "                                  'CLOUDFRAC_CLUBB', 'PRECSC', 'DF_H2O2',\n",
      "                                  'vicen', 'ice_present', 'Q', 'V700',\n",
      "                                  'UPWP_CLUBB', 'NDEPLOY', 'siitdthick',\n",
      "                                  'AODVIS', 'TSA', 'sp_Fe_lim_surf', 'FLDS_ICE',\n",
      "                                  'J_NH4', 'CO2', 'HDIFT', 'graze_auto_TOT',\n",
      "                                  'CaCO3_form_zint', 'TAUTMODIS', 'bc_a1_SRF',\n",
      "                                  'J_DIC', 'LEAFC_CHANGE', 'TOTPFTN',\n",
      "                                  'Jint_100m_SiO3', 'ANSNOW', 'BROX', 'PO4',\n",
      "                                  'SFso4_a3', 'NUPTAKE', 'LEAFC_TO_LITTER',\n",
      "                                  'TMso4_a1', 'uvel', 'EFLX_GRND_LAKE', 'SHF',\n",
      "                                  'PO4_RESTORE_TEND', 'TTGWORO', 'TAUX2',\n",
      "                                  'Jint_100m_PO4', 'pom_c4SFWET', 'VVEL2',\n",
      "                                  'DSTDEP', 'FLDS', 'bSi_form',\n",
      "                                  'DWT_WOOD_PRODUCTC_GAIN_PATCH',\n",
      "                                  'EFLX_LH_TOT_ICE', 'CS_MIXCERT', 'TS', 'FCTR',\n",
      "                                  'CROPPROD1N_LOSS', 'photoC_diat_zint_100m',\n",
      "                                  'POP_FLUX_100m', 'SSH', 'FSRVD', 'TBUILD',\n",
      "                                  'SFsoa_a2', 'VTHzm', 'RETRANSN_TO_NPOOL',\n",
      "                                  'num_a3DDF', 'pom_c1DDF', 'UWzm', 'daidtd',\n",
      "                                  'num_a2_sfnnuc1', 'photoNO3_diaz',\n",
      "                                  'LITR1C_vr', 'WBT_U', 'Fe_scavenge',\n",
      "                                  'diaz_P_lim_surf', 'AWNI', 'DIC', 'ICIMR',\n",
      "                                  'sithick', 'snoice_d', 'EXTxASYMdn',\n",
      "                                  'PFT_FIRE_NLOSS', 'KPP_SRC_O2', 'WTT',\n",
      "                                  'CLDTOT_ISCCP', 'BTRAN2', 'UE_DOCr', 'RAINQM',\n",
      "                                  'POP_REMIN_PO4', 'SUBM_ADV_TEND_SALT',\n",
      "                                  'dvidtt', 'RETRANSN', 'melts_d',\n",
      "                                  'dry_deposition_NHx_as_N', 'NECM_NH4', 'FSNS',\n",
      "                                  'MEANPTOP_ISCCP', 'FREQZM', 'meltt_d',\n",
      "                                  'DIA_IMPVF_DOC', 'V050', 'CDNUMC', 'LITR3N',\n",
      "                                  'sp_agg_zint_100m', 'rain', 'QVEGT', 'RH2M',\n",
      "                                  'FSH', 'DTWR_H2SO4', 'spChl', 'CLDLOW_CAL_UN',\n",
      "                                  'bc_a4_SRF', 'photoFe_diaz', 'RAIN_FROM_ATM',\n",
      "                                  'FREQR', 'dgnumwet2', 'AODSSdn', 'jh2o2',\n",
      "                                  'VPV', 'FGR12', 'LWUP_F', 'diaz_agg',\n",
      "                                  'FINUNDATED', 'DISPVEGC', 'CFAD_DBZE94_CS',\n",
      "                                  'sihc', 'TOT_WOODPRODN_LOSS', 'bc_c4SFWET',\n",
      "                                  'SV', 'GSSUNLN', 'TTEND_TOT', 'ncl_a3DDF',\n",
      "                                  'ABIO_DpCO2', 'DIA_DEPTH', 'POC_PROD_zint',\n",
      "                                  'WOOD_HARVESTC', 'TOTSOMC', 'sidmassmeltbot',\n",
      "                                  'EVAPQZM', 'LEAFC_TO_LITTER_FUN', 'QFLOOD',\n",
      "                                  'spP', 'num_a1SFWET', 'CLD_CAL_ICE', 'CLDLOW',\n",
      "                                  'FYarea', 'sirdgthick', 'strintx_d', 'LEAFCN',\n",
      "                                  'UBOT', 'SFbc_a1', 'SFncl_a3', 'QSNOFRZ',\n",
      "                                  'NACTIVE_NO3', 'dst_a2SF',\n",
      "                                  'tend_zint_100m_NH4', 'UST_LAKE', 'QFLUX_2',\n",
      "                                  'IRON_FLUX', 'UTGWORO', 'NACTIVE', 'QSNOW',\n",
      "                                  'CLD_CAL_NOTCS', 'HIA_U', 'CLLMODIS', 'MOC',\n",
      "                                  'LANDFRAC', 'sifb', 'SOILC_HR',\n",
      "                                  'zoo_loss_doc_zint', 'TLT', 'dst_a3',\n",
      "                                  'LIQUID_CONTENT1', 'SNOWHICE',\n",
      "                                  'HEAT_CONTENT1', 'HCL_GAS', 'CLD_CAL_UN',\n",
      "                                  'FSNTOA', 'siflsensupbot',\n",
      "                                  'diaz_loss_doc_zint', 'siv_d', 'num_a4_SRF',\n",
      "                                  'NFIRE', 'num_a2SFWET', 'TH', 'Z1000',\n",
      "                                  'so4_a2', 'dvidtt_d', 'CLDTOT_CAL_ICE',\n",
      "                                  'SHFLX', 'dTEMP_NEG_2D', 'vatm',\n",
      "                                  'QRUNOFF_RAIN_TO_SNOW_CONVERSION', 'VNS_SUBM',\n",
      "                                  'siitdsnthick', 'siforcecoriolx',\n",
      "                                  'SoilAlpha_U', 'AODDUST1', 'calcToSed',\n",
      "                                  'AREI', 'T050', 'POTENTIAL_IMMOB',\n",
      "                                  'SNOINTABS', 'bc_a4', 'STF_CFC11', 'Q850',\n",
      "                                  'wet_deposition_NHx_as_N', 'LEAFC_LOSS',\n",
      "                                  'FG_ABIO_DIC', 'sitempsnic', 'QDRIP', 'OMEGA',\n",
      "                                  'num_c2SFWET', 'ZWT', 'LWDN_F', 'HDIFB_Fe',\n",
      "                                  'QICE_MELT', 'TPOWER', 'WSUBM', 'MELT_F',\n",
      "                                  'FRACR_BIN_01', 'DTCOND', 'PTTEND',\n",
      "                                  'photoC_NO3_TOT_zint', 'VSUBM',\n",
      "                                  'diaz_P_lim_Cweight_avg_100m',\n",
      "                                  'DWT_SEEDN_TO_LEAF', 'BURDENSO4',\n",
      "                                  'CLDMED_CAL_ICE', 'N_SALT', 'SNOOCMCL',\n",
      "                                  'U1000', 'F_DENIT', 'dry_deposition_NOy_as_N',\n",
      "                                  'sndmassmelt', 'QRAIN', 'NFERTILIZATION',\n",
      "                                  'RAD_LNAT', 'LNC', 'UTEND_CLUBB', 'POC_PROD',\n",
      "                                  'QVEGE', 'RF_TEND_O2', 'siforceintstrx',\n",
      "                                  'strcorx', 'QFLX_EVAP_TOT', 'pom_a4_SRF',\n",
      "                                  'VNT_ISOP', 'THBOT', 'sidmassdyn', 'congel',\n",
      "                                  'IVT', 'DIA_IMPVF_DOCr', 'so4_a1_CMXF',\n",
      "                                  'WPRTP_CLUBB', 'CFC_XKW', 'hi',\n",
      "                                  'CLDLOW_CAL_LIQ', 'graze_diaz_zoo_zint',\n",
      "                                  'diazFe', 'tstep_count', 'Dso4_a3CHM',\n",
      "                                  'so4_c3AQSO4', 'Jint_100m_DOCr',\n",
      "                                  'Jint_ABIO_DIC14', 'diatChl_SURF',\n",
      "                                  'NNONMYC_NH4', 'T_FLUX_EXCH_INTRF',\n",
      "                                  'photoC_diaz_zint_100m',\n",
      "                                  'diat_SiO3_lim_Cweight_avg_100m',\n",
      "                                  'photoC_TOT_zint', 'TMCO2_LND', 'SNOBCMSL',\n",
      "                                  'soa_a2', 'BCDEP', 'frazil_d', 'so4_a2_CLXF',\n",
      "                                  'NPP_NNONMYC', 'PVWP', 'dst_a3SF',\n",
      "                                  'REFFCLIMODIS', 'POT_F_DENIT', 'TOTVEGC',\n",
      "                                  'SOAG', 'TEMP', 'ERRH2O', 'WOODC_ALLOC',\n",
      "                                  'FREQL', 'QFLX_ICE_DYNBAL', 'QRUNOFF_ICE',\n",
      "                                  'SMP', 'graze_sp_zoo_zint', 'HIA_R', 'FUELC',\n",
      "                                  'FSM', 'DOC_RIV_FLUX', 'AREA',\n",
      "                                  'tend_zint_100m_SiO3', 'diaz_Qp', 'AR',\n",
      "                                  'photoC_TOT_zint_100m',\n",
      "                                  'tend_zint_100m_DIC_ALT_CO2',\n",
      "                                  'sidmassgrowthwat', 'VU', 'DOPr_remin',\n",
      "                                  'NET_NMIN', 'STF_ABIO_DIC', 'diat_N_lim_surf',\n",
      "                                  'ncl_c3DDF', 'soa_a1DDF', 'strength',\n",
      "                                  'PARVEGLN', 'CaCO3_REMIN_zint', 'CS_RAINPOSS',\n",
      "                                  'siforceintstry', 'PCT_CFT', 'TH2OSFC',\n",
      "                                  'dustToSed', 'RAD_SULFC', 'HDIFB_DIC_ALT_CO2',\n",
      "                                  'NEP', 'PRECC', 'CPOOL', 'TAUBLJY', 'GS_SO2',\n",
      "                                  'ncl_c2DDF', 'strocny_d', 'SALT_F',\n",
      "                                  'OMEGA100', 'CCN3', 'soa_c2', 'FLNTC',\n",
      "                                  'sidmassth', 'dst_a1SFWET', 'SOMC_FIRE',\n",
      "                                  'graze_diat_doc_zint_100m', 'NPP_NAM_NO3',\n",
      "                                  'FROOTC_LOSS', 'TAUIMODIS', 'OMEGA010',\n",
      "                                  'EFLXBUILD', 'ATM_CO2', 'Wzm', 'RF_TEND_DOCr',\n",
      "                                  'CLDTOT_CS2', 'HNO3_GAS', 'strairx_d',\n",
      "                                  'daidtd_d', 'CO2_OCN', 'tend_zint_100m_DOC',\n",
      "                                  'POC_REMIN_DOCr_zint_100m', 'CME', 'GSSUN',\n",
      "                                  'ADVS_SUBM', 'QREFHT', 'HOR_DIFF',\n",
      "                                  'sp_light_lim_surf', 'num_a3SF', 'AODdnDUST2',\n",
      "                                  'TREFMXAV', 'QSW_BIN_06', 'UP2_CLUBB',\n",
      "                                  'ABIO_PH_SURF', 'RF_TEND_DOC',\n",
      "                                  'photoC_diat_zint', 'CLTMODIS', 'T1000',\n",
      "                                  'OMEGA850', 'LITR1N_vr', 'TOTCOLC', 'VN_PO4',\n",
      "                                  'RH2M_U', 'SFbc_a4', 'VISOP', 'strtlty',\n",
      "                                  'O2SAT', 'SOILRESIS',\n",
      "                                  'TOTAL_DISCHARGE_TO_OCEAN_ICE', 'TLAKE',\n",
      "                                  'UE_DIC', 'MEANCLDALB_ISCCP', 'ZBOT',\n",
      "                                  'bc_a1SFWET', 'DCO2STAR_ALT_CO2', 'TFW_S',\n",
      "                                  'DMS_SRF', 'ncl_c2SFWET', 'QFLX_SUB_SNOW',\n",
      "                                  'CH4_SURF_EBUL_UNSAT', 'SO2_CHMP', 'fswsfcn',\n",
      "                                  'SMINN_TO_PLANT_FUN', 'SFso4_a1', 'FIRE',\n",
      "                                  'SF6_XKW', 'SNOWQM', 'QINTR', 'STF_SF6',\n",
      "                                  'dst_a1', 'NDEP_TO_SMINN', 'CLOX',\n",
      "                                  'NRETRANS_REG', 'HDIFE_Fe', 'FSNTC', 'ac_CO2',\n",
      "                                  'SO2_SRF', 'Z850', 'sitemptop_d', 'LITR3C_vr',\n",
      "                                  'NOx_FLUX', 'TAUY', 'SF6_ATM_PRESS', 'ELAI',\n",
      "                                  'NPP', 'graze_sp_zoo_zint_100m', 'SFso4_a2',\n",
      "                                  'C13_NBP', 'siu_d', 'bc_c1DDF',\n",
      "                                  'POC_REMIN_DOCr', 'FSRVI', 'LITR3C_TO_SOIL2C',\n",
      "                                  'CaCO3_form', 'sig2', 'photoNO3_sp', 'TSMX',\n",
      "                                  'FRACR_BIN_05', 'diat_agg', 'URBAN_AC', 'PH',\n",
      "                                  'T100', 'SFdst_a3', 'dst_a3SFWET', 'TREFMNAV',\n",
      "                                  'FvICE_DIC', 'bc_c4', 'FIRA', 'QBOT',\n",
      "                                  'QSW_BIN_05', 'DONr_remin', 'TV', 'HDIFB_O2',\n",
      "                                  'diaz_loss_poc_zint', 'NPP_NAM_NH4',\n",
      "                                  'HMXL_DR_2', 'FGEV', 'AODdnMODE2', 'C13_HR',\n",
      "                                  'diaz_Fe_lim_surf', 'SOIL2N', 'DOPr_RIV_FLUX',\n",
      "                                  'SiO3', 'COST_NFIX', 'LIQCAN', 'WBT_R',\n",
      "                                  'flat_ai', 'num_a1_SRF', 'AODDUST3',\n",
      "                                  'RF_TEND_Fe', 'KPP_SRC_PO4', 'sidmassmelttop',\n",
      "                                  'VOLRMCH', 'siflswdbot', 'U010', 'CLHMODIS',\n",
      "                                  'DIA_IMPVF_SALT', 'so4_a2_CMXF', 'NPP_GROWTH',\n",
      "                                  'dst_c3', 'so4_a3_sfgaex1', 'PHIS',\n",
      "                                  'SNOW_FROM_ATM', 'FSDSNDLN', 'snoice',\n",
      "                                  'FG_ABIO_DIC14', 'Z300', 'T_SCALAR', 'num_a4',\n",
      "                                  'CLRLMODIS', 'FG_CO2',\n",
      "                                  'CaCO3_ALT_CO2_FLUX_IN', 'ADV_3D_SALT',\n",
      "                                  'FLDSC', 'aice_d',\n",
      "                                  'diat_light_lim_Cweight_avg_100m', 'OMEGA700',\n",
      "                                  'TEND_Fe', 'BURDENDUSTdn', 'strairy_d',\n",
      "                                  'dust_FLUX_IN', 'NRETRANS', 'sp_agg', 'artm',\n",
      "                                  'fsens', 'ADVT', 'QRUNOFF_TO_COUPLER',\n",
      "                                  'ncl_a2SF', 'HDIFN_DOCr', 'V200', 'UE_Fe',\n",
      "                                  'TEND_O2', 'snowfrac_d', 'TBOT',\n",
      "                                  'CS_RAINHARD', 'QSNOEVAP_ICE', 'CLWMODIS',\n",
      "                                  'DWT_SLASH_CFLUX', 'diatC', 'sistrxdtop',\n",
      "                                  'Jint_100m_DIC_ALT_CO2',\n",
      "                                  'KPP_SRC_DIC_ALT_CO2', 'LITR1N', 'diazChl',\n",
      "                                  'TGCLDIWP', 'QDRAI_XS', 'SFpom_a1', 'sialb',\n",
      "                                  'ZMDQ', 'UE_O2', 'DWT_CONV_NFLUX',\n",
      "                                  'so4_a1DDF', 'DIRECT_DISCHARGE_TO_OCEAN_ICE',\n",
      "                                  'LITR3N_vr', 'SEAICE_DUST_FLUX_CPL', 'TMSO2',\n",
      "                                  'LITR1N_TO_SOIL1N', 'HDIFB_DOC', 'CLIMODIS',\n",
      "                                  'so4_c1AQH2SO4', 'diatP', 'DOP_RIV_FLUX',\n",
      "                                  'FCH4', 'NACTIVE_NH4', 'pCO2SURF_3',\n",
      "                                  'HUMIDEX', 'RELHUM', 'CLDTOT_CS',\n",
      "                                  'zoo_loss_doc_zint_100m', 'FCTI', 'OMEGA200',\n",
      "                                  'spC_zint_100m_2', 'GRAINC_TO_SEED', 'frazil',\n",
      "                                  'LITR2N_vr', 'WP2_CLUBB', 'WPRCP_CLUBB',\n",
      "                                  'ERRH2OSNO', 'U200', 'MEANTB_ISCCP',\n",
      "                                  'fswabs_d', 'bsiToSed', 'SMINN', 'RESID_T',\n",
      "                                  'SMINN_TO_NPOOL', 'NAM_NH4', 'HR', 'SFnum_a1',\n",
      "                                  'U100', 'NNONMYC', 'PON_REMIN_DONr',\n",
      "                                  'CaCO3_FLUX_IN', 'QSNWCPICE', 'MEANTAU_ISCCP',\n",
      "                                  'diaz_loss_zint_100m', 'DONr', 'PH_ALT_CO2',\n",
      "                                  'Q010', 'NHx_SURFACE_EMIS', 'ADVS', 'Z500',\n",
      "                                  'num_c3DDF', 'pCO2SURF', 'co3_sat_calc',\n",
      "                                  'CLDMED_CAL_UN', 'HDIFN_O2', 'SNOW_SINKS',\n",
      "                                  'CONCLD', 'VNT_SUBM', 'CLOUDCOVER_CLUBB',\n",
      "                                  'RTP2_CLUBB', 'SOIL1C', 'strairx', 'meltt',\n",
      "                                  'pom_c1', 'AQ_SO2', 'GRAINC', 'EVAP_F',\n",
      "                                  'HUMIDEX_U', 'diatChl', 'diat_loss_zint_100m',\n",
      "                                  'vvel', 'FCOV', 'graze_diat_zint_100m',\n",
      "                                  'H2O2_SRF', 'pocToSed', 'PBLH',\n",
      "                                  'siforcecorioly', 'num_c4',\n",
      "                                  'RCMINLAYER_CLUBB', 'DSL', 'sithick_d',\n",
      "                                  'photoC_NO3_TOT', 'POT_F_NIT',\n",
      "                                  'sidmassgrowthbot', 'QDRAI', 'Q500',\n",
      "                                  'PCTMODIS', 'IAGE', 'Fe_RIV_FLUX',\n",
      "                                  'EFLX_LH_TOT', 'FvICE_ABIO_DIC', 'AODUVstdn',\n",
      "                                  'SNOW_ICE', 'RSSUN', 'ABIO_ALK_SURF', 'vIVT',\n",
      "                                  'UVEL', 'VDC_S', 'FSRNI', 'ZM_CLUBB',\n",
      "                                  'AEROD_v', 'zoo_loss_poc_zint', 'Q700',\n",
      "                                  'QRGWL', 'NPP_NNONMYC_NO3',\n",
      "                                  'POC_REMIN_DIC_zint_100m', 'TOT_WOODPRODC',\n",
      "                                  'SFnum_a4', 'CO2_FFF', 'TGCLDCWP',\n",
      "                                  'TOTLITN_1m', 'CWDC_LOSS', 'AODSOAdn', 'flat',\n",
      "                                  'QICE_FRZ', 'HR_vr', 'sisnthick', 'ICWMR',\n",
      "                                  'SMIN_NO3', 'diaz_loss_doc_zint_100m',\n",
      "                                  'STF_CFC12', 'ZMDT', 'COL_FIRE_CLOSS',\n",
      "                                  'ncl_a1SF', 'BAF_PEATF', 'DCQ', 'ICEFRAC',\n",
      "                                  'dst_c2', 'calcToSed_ALT_CO2', 'UU',\n",
      "                                  'COST_NACTIVE', 'ALK_RIV_FLUX', 'dagedtt',\n",
      "                                  'ncl_a1SFWET', 'CROPPROD1C', 'so4_c2DDF',\n",
      "                                  'ncl_c1SFWET', 'pom_a4DDF', 'NNONMYC_NO3',\n",
      "                                  'rain_d', 'WD_SO2', 'U850',\n",
      "                                  'HDIFN_DIC_ALT_CO2', 'XMXL_2',\n",
      "                                  'H2SO4_sfnnuc1', 'WOODC_LOSS', 'ncl_a3_SRF',\n",
      "                                  'diaz_loss_poc_zint_100m',\n",
      "                                  'graze_diaz_zoo_zint_100m', 'soa_a2DDF',\n",
      "                                  'NPP_NACTIVE_NO3', 'QSOIL', 'SAD_AERO',\n",
      "                                  'pom_c4', 'sp_agg_zint', 'TKE1', 'OH', 'U500',\n",
      "                                  'FLUTC', 'FLNTCLR', 'PSNSHADE_TO_CPOOL',\n",
      "                                  'diat_light_lim_surf', 'GROSS_NMIN',\n",
      "                                  'LIVESTEMC', 'GRAINN', 'QFLX_SNOW_DRAIN',\n",
      "                                  'RAD_ICE', 'sidmassevapsubl', 'CO3',\n",
      "                                  'JCONVECT', 'KAPPA_THIC', 'siflsaltbot',\n",
      "                                  'TOTSOILICE', 'WISOP', 'U10_DUST',\n",
      "                                  'AODdnDUST1', 'DF_H2SO4', 'TAUWMODIS',\n",
      "                                  'bc_a1', 'diat_SiO3_lim_surf', 'H2OSOI',\n",
      "                                  'C14_TOTVEGC', 'PFT_FIRE_CLOSS', 'diatFe',\n",
      "                                  'CH4_SURF_AERE_UNSAT', 'USUBM', 'TSOI',\n",
      "                                  'SNOW', 'so4_a2_SRF', 'SNOWHLND',\n",
      "                                  'LITTERC_LOSS', 'DON',\n",
      "                                  'FSH_RUNOFF_ICE_TO_LIQ', 'VDC_T',\n",
      "                                  'DEADCROOTC', 'fswup', 'Lig_loss',\n",
      "                                  'TOT_CLD_VISTAU', 'TAUBLJX', 'LIVESTEMN',\n",
      "                                  'fsens_ai', 'photoFe_diat', 'CLDTOT_CAL',\n",
      "                                  'O2', 'alvdf_ai', 'tend_zint_100m_ALK',\n",
      "                                  'ncl_a2SFWET', 'diaz_agg_zint', 'evap',\n",
      "                                  'CLD_MISR', 'HLS_SUBM', 'AODdnMODE3',\n",
      "                                  'photoNH4_diaz', 'CLDLIQ', 'NH4', 'STORVEGC',\n",
      "                                  'albsni', 'meltl_d', 'dgnumwet3', 'TMQ',\n",
      "                                  'J_PO4', 'QFLX_DEW_GRND', 'KVMIX',\n",
      "                                  'ncl_a1DDF', 'num_c1SFWET', 'ADSNOW',\n",
      "                                  'CO2_LND', 'XMXL_DR', 'SOLLD', 'DTWR_H2O2',\n",
      "                                  'RR', 'num_c1DDF', 'num_a4_CLXF', 'QIRRIG',\n",
      "                                  'XSMRPOOL', 'SABG', 'num_a3', 'divu', 'CFC12',\n",
      "                                  'PCT_LANDUNIT', 'V500', 'so4_a3',\n",
      "                                  'CaCO3_form_zint_2', 'DOPr',\n",
      "                                  'tend_zint_100m_DIC', 'OMEGA1000', 'MSKtem',\n",
      "                                  'SF6_IFRAC', 'TOT_WOODPRODN', 'LEAFC_ALLOC',\n",
      "                                  'PD', 'ECOSYS_IFRAC', 'sp_loss_poc_zint_100m',\n",
      "                                  'SSH2', 'FG_ALT_CO2', 'siforcetiltx',\n",
      "                                  'DIA_IMPVF_TEMP', 'UM_CLUBB', 'dvidtd_d',\n",
      "                                  'FSDSVDLN', 'ALK_RESTORE_TEND', 'FvPER_ALK',\n",
      "                                  'QICE', 'TLAI', 'usurf', 'SNOW_F', 'AODSO4dn',\n",
      "                                  'FREQS', 'V850', 'dust_REMIN',\n",
      "                                  'graze_sp_doc_zint', 'VVEL', 'PO4_sp_uptake',\n",
      "                                  'DOP_diaz_uptake', 'IWC', 'C14_SOILC_vr',\n",
      "                                  'FICE', 'J_Fe', 'HCO3', 'siforcetilty',\n",
      "                                  'CH4PROD', 'BURDENSO4dn', 'TAUGWY', 'NFIX',\n",
      "                                  'Jint_100m_Fe', 'CLDMED', 'LIVECROOTC',\n",
      "                                  'graze_diaz_poc_zint', 'FROST_TABLE',\n",
      "                                  'SMIN_NH4', 'TOTH', 'sispeed', 'insitu_temp',\n",
      "                                  'HDIFN_PO4', 'STORVEGN', 'so4_a3_SRF',\n",
      "                                  'DOP_prod', 'HIA', 'QDRAI_PERCH', 'BTRANMN',\n",
      "                                  'CLDLOW_CAL', 'TAUX', 'spC', 'ATM_ALT_CO2',\n",
      "                                  'S_FLUX_EXCH_INTRF', 'num_c3SFWET',\n",
      "                                  'LITR1C_TO_SOIL1C', 'WBT',\n",
      "                                  'tend_zint_100m_Fe', 'NITRIF',\n",
      "                                  'BURDENSEASALTdn', 'H2OCAN', 'SO2_CLXF',\n",
      "                                  'num_c3', 'CAPE', 'graze_diaz_zint', 'SOIL3N',\n",
      "                                  'FG_CO2_2', 'so4_c1DDF', 'FH2OSFC',\n",
      "                                  'photoC_NO3_TOT_zint_100m', 'INT_DEPTH',\n",
      "                                  'TSA_U', 'SFSO2', 'diazC', 'CMFMC',\n",
      "                                  'FRACR_BIN_06', 'SO2', 'DOCr_RIV_FLUX',\n",
      "                                  'snow_d', 'graze_diat_poc_zint', 'QSNOMELT',\n",
      "                                  'RHO', 'Fe_scavenge_rate', 'AODNIRstdn',\n",
      "                                  'ATM_TOPO', 'DIC_RIV_FLUX', 'DCO2STAR',\n",
      "                                  'bc_a4SFWET', 'NPP_NRETRANS', 'DENIT', 'Lig',\n",
      "                                  'diaz_light_lim_surf', 'so4_c1SFWET',\n",
      "                                  'HDIFB_PO4', 'so4_c3', 'H2O_CLXF', 'strintx',\n",
      "                                  'VN_Fe', 'GRAINC_TO_FOOD', 'T', 'TOTCOLN',\n",
      "                                  'OMEGA500', 'strocnx', 'ABIO_DCO2STAR',\n",
      "                                  'J_ALK_ALT_CO2', 'SFCO2_OCN', 'num_a2_CLXF',\n",
      "                                  'SNODSTMCL', 'diazChl_SURF',\n",
      "                                  'ATM_FINE_DUST_FLUX_CPL', 'snow', 'aicen',\n",
      "                                  'DON_RIV_FLUX', 'QT', 'meltb_d',\n",
      "                                  'Lig_photochem', 'SNOTXMASS', 'OCNFRAC',\n",
      "                                  'uatm', 'SNOWLIQ', 'SO2_XFRC',\n",
      "                                  'Jint_100m_ALK', 'TOTLITC_1m',\n",
      "                                  'ALK_ALT_CO2_RESTORE_TEND',\n",
      "                                  'DIC_ALT_CO2_RIV_FLUX', 'TMso4_a2',\n",
      "                                  'ncl_a2_SRF', 'sp_loss_zint_100m', 'RH2M_R',\n",
      "                                  'TOTCOLCH4', 'T200', 'RELVAR', 'FvPER_DIC',\n",
      "                                  'DIC_ALT_CO2', 'CLDTOT_CAL_UN',\n",
      "                                  'zoo_loss_zint', 'NRETRANS_SEASON',\n",
      "                                  'siflfwbot', 'OCDEP', 'diatC_zint_100m_2',\n",
      "                                  'siage', 'bc_c4DDF', 'WT_O2', 'so4_a1_SRF',\n",
      "                                  'DWT_CROPPROD1C_GAIN', 'sistryubot', 'ZMMTT',\n",
      "                                  'ADRAIN', 'VN_DOC', 'thk', 'QSNOEVAP',\n",
      "                                  'AQSNOW', 'NPP_NECM_NH4', 'ERRSEB',\n",
      "                                  'HDIFN_Fe', 'PS', 'VM_CLUBB', 'FSDSVI',\n",
      "                                  'WT_PO4', 'AODDUST', 'SWBGT', 'NECM', 'NEM',\n",
      "                                  'ncl_a3', 'HTOP', 'VZ', 'CLDHGH_CAL_UN',\n",
      "                                  'num_a2_SRF', 'CMFMCDZM',\n",
      "                                  'QFLX_SNOW_DRAIN_ICE', 'so4_a1', 'sidconcdyn',\n",
      "                                  'FREQI', 'TROP_T', 'TAQ', 'TEND_DOCr',\n",
      "                                  'so4_c3DDF', 'SFCO2_FFF', 'QSW_HTP',\n",
      "                                  'FvICE_ALK_ALT_CO2', 'Jint_100m_NO3', 'FCTL',\n",
      "                                  'LITR2N', 'Z3',\n",
      "                                  'DIRECT_DISCHARGE_TO_OCEAN_LIQ', 'Fefree',\n",
      "                                  'ANRAIN', 'C14_TOTSOMC', 'SAD_ICE',\n",
      "                                  'SLASH_HARVESTC', 'alvdr_ai', 'SNOTXMASS_ICE',\n",
      "                                  'RCMTEND_CLUBB', 'RFL_PARASOL', 'soa_a2SFWET',\n",
      "                                  'TEND_DOC', 'spCaCO3', 'BAF_CROP', 'meltl',\n",
      "                                  'KPP_SRC_DIC', 'DOC_remin', 'TSAI', 'QINFL',\n",
      "                                  'STF_O2_2', 'TOTSOMN', 'ABIO_D14Cocn', 'SALT',\n",
      "                                  'FYarea_d', 'FSNTOAC', 'FPI', 'ACTREL',\n",
      "                                  'soa_c2SFWET', 'SNOW_SOURCES', 'ncl_c1',\n",
      "                                  'FSNT', 'RVMTEND_CLUBB', 'DTV',\n",
      "                                  'Jint_100m_DOC', 'DIA_IMPVF_DIC_ALT_CO2',\n",
      "                                  'co3_sat_arag', 'BURDENSOAdn',\n",
      "                                  'DWT_SEEDN_TO_DEADSTEM', 'SNOUNLOAD',\n",
      "                                  'DOC_remin_zint_100m', 'VNT', 'AODPOMdn',\n",
      "                                  'TPU25T', 'tend_zint_100m_PO4',\n",
      "                                  'QFLX_DEW_SNOW', 'CWDN', 'VEGWP', 'dst_a3DDF',\n",
      "                                  'fswup_d', 'FLUT', 'VOLR', 'FW',\n",
      "                                  'DOC_remin_zint', 'SFWF_WRST', 'TOTLITC',\n",
      "                                  'Uzm', 'daidtt', 'POC_FLUX_100m', 'SHF_QSW',\n",
      "                                  'graze_sp_zint_100m', 'CS_PIA',\n",
      "                                  'SNOW_PERSISTENCE', 'QSNOCPLIQ', 'QFLX',\n",
      "                                  'sidmasstranx', 'dagedtd', 'HBLT_2',\n",
      "                                  'diat_N_lim_Cweight_avg_100m',\n",
      "                                  'photoC_sp_zint', 'HDIFN_DOC',\n",
      "                                  'graze_diaz_doc_zint', 'QFLX_LIQ_DYNBAL',\n",
      "                                  'BGNPP', 'CROPPROD1N', 'LAKEICETHICK',\n",
      "                                  'ALTMAX', 'dst_a1_SRF', 'dst_a1SF', 'TBRY',\n",
      "                                  'sicompstren', 'TOTSOMC_1m', 'HDIFE_DIC',\n",
      "                                  'FPSN', 'sidmasssi', 'EXTINCTdn',\n",
      "                                  'sndmassubl', 'ice_present_d', 'PO4_RIV_FLUX',\n",
      "                                  'ZWT_CH4_UNSAT', 'dst_a1DDF', 'SFWF_2',\n",
      "                                  'HDIFS', 'MASS', 'WSUB', 'ncl_a2DDF',\n",
      "                                  'so4_c2AQH2SO4', 'HNO3_NAT',\n",
      "                                  'NPP_NNONMYC_NH4', 'TOPO_COL_ICE',\n",
      "                                  'graze_diat_doc_zint', 'SAD_SULFC',\n",
      "                                  'ncl_a1_SRF', 'Redi_TEND_SALT',\n",
      "                                  'photoC_diaz_zint', 'HNO3_STS', 'LIVECROOTN',\n",
      "                                  'PCT_NAT_PFT', 'AREL', 'spFe', 'FSRNDLN',\n",
      "                                  'FSH_V', 'RESID_S', 'NECM_NO3', 'AOU',\n",
      "                                  'CLDLOW_CAL_ICE', 'C14_TOTECOSYSC',\n",
      "                                  'Dso4_a1CHM', 'Z100', 'HMXL_DR2',\n",
      "                                  'ECOSYS_XKW_2', 'num_a4SFWET', 'dst_a2_SRF',\n",
      "                                  'SOM_C_LEACHED', 'pom_a1_SRF', 'pom_c1SFWET',\n",
      "                                  'QRL', 'TREFHTMX', 'FSAT', 'shear',\n",
      "                                  'DOCr_remin_zint', 'RAIN_ICE', 'STF_O2',\n",
      "                                  'fswthrun', 'VQ', 'H2O_CMXF', 'SST',\n",
      "                                  'FvPER_ABIO_DIC14', 'Vcmx25Z', 'vsnon',\n",
      "                                  'siflcondtop', 'fswthru', 'STEND_CLUBB',\n",
      "                                  'BURDENBCdn', 'TBLT', 'CLDHGH_CAL',\n",
      "                                  'num_a1_CMXF', 'alidr_ai', 'HDIFB_DOCr',\n",
      "                                  'CLDMED_CAL', 'num_a2_CMXF', 'WVEL',\n",
      "                                  'num_c4SFWET', 'Lig_scavenge', 'num_a2DDF',\n",
      "                                  'uIVT', 'so4_a1SFWET', 'BROY', 'ERRSOI',\n",
      "                                  'DOC_prod_zint_100m', 'TFW_T',\n",
      "                                  'UE_DIC_ALT_CO2', 'SST2', 'FCH4_DFSAT',\n",
      "                                  'diazC_zint_100m_2', 'pom_a4',\n",
      "                                  'FvPER_DIC_ALT_CO2', 'H2O', 'WSPDSRFMX',\n",
      "                                  'POP_REMIN_DOPr', 'NPP_NECM_NO3', 'fswdn_d',\n",
      "                                  'wet_deposition_NOy_as_N', 'LHFLX', 'CWDC_vr',\n",
      "                                  'sp_loss_zint', 'vicen_d', 'CO2STAR_ALT_CO2',\n",
      "                                  'ZMMU', 'CLDHGH_CAL_LIQ', 'hs_d', 'VCMX25T',\n",
      "                                  'ABIO_pCO2', 'diaz_loss_zint', 'SOILC_CHANGE',\n",
      "                                  'pom_a4_CLXF', 'zooC_zint_100m',\n",
      "                                  'so4_a2_sfnnuc1', 'ncl_a2', 'EFLX_DYNBAL',\n",
      "                                  'HDIFE_DIC_ALT_CO2', 'siflswdtop', 'PV',\n",
      "                                  'internal_time', 'FIRA_R', 'WPTHLP_CLUBB',\n",
      "                                  'num_a4DDF', 'ABIO_CO2STAR',\n",
      "                                  'ISOP_ADV_TEND_TEMP', 'STF_ABIO_DIC14',\n",
      "                                  'VN_DOCr', 'UET', 'graze_sp_zint',\n",
      "                                  'sp_Fe_lim_Cweight_avg_100m',\n",
      "                                  'NO3_RESTORE_TEND', 'P_iron_FLUX_IN', 'SL',\n",
      "                                  'GR', 'C13_GPP', 'zsatarag', 'WT_DIC',\n",
      "                                  'RHREFHT', 'num_c2', 'DEADSTEMN', 'PREC_F',\n",
      "                                  'PCH4', 'soa_c1SFWET',\n",
      "                                  'CaCO3_REMIN_zint_100m', 'fswintn',\n",
      "                                  'WP3_CLUBB', 'NPP_NFIX', 'SEEDN', 'SOIL3C_vr',\n",
      "                                  'LITR3C', 'dgnumwet1', 'dst_c3SFWET', 'U10',\n",
      "                                  'ERRSOL', 'graze_diaz_poc_zint_100m',\n",
      "                                  'strocny', 'TSOI_ICE', 'DOC',\n",
      "                                  'FvICE_ABIO_DIC14', 'siflsenstop',\n",
      "                                  'NUPTAKE_NPP_FRACTION', 'PCT_GLC_MEC',\n",
      "                                  'C14_GPP', 'SNOBCMCL', 'SOLSD', 'sitempbot',\n",
      "                                  'CaCO3_REMIN', 'pom_a1SFWET', 'OMEGA050',\n",
      "                                  'QSNO_TEMPUNLOAD', 'KPP_SRC_Fe', 'VT',\n",
      "                                  'diat_P_lim_surf', 'KAPPA_ISOP', 'FSR_ICE',\n",
      "                                  'photoC_TOT', 'EFLX_LH_TOT_R',\n",
      "                                  'tend_zint_100m_O2', 'CPHASE',\n",
      "                                  'graze_diaz_doc_zint_100m', 'FSUTOA',\n",
      "                                  'ATM_BLACK_CARBON_FLUX_CPL', 'NPOOL',\n",
      "                                  'SMIN_NO3_LEACHED', 'SOLIN',\n",
      "                                  'XSMRPOOL_RECOVER', 'dst_c1', 'fswdn',\n",
      "                                  'CaCO3_ALT_CO2_REMIN', 'SNOW_DEPTH', 'PVWM',\n",
      "                                  'H2O_SRF', 'sifllwutop', 'snowfrac', 'AWNC',\n",
      "                                  'SNOWICE_ICE', 'LWCF',\n",
      "                                  'graze_sp_doc_zint_100m', 'RF_TEND_DIC',\n",
      "                                  'LITFALL', 'num_a1DDF', 'NHy_FLUX',\n",
      "                                  'VPWP_CLUBB', 'TSA_R', 'ECOSYS_XKW',\n",
      "                                  'LITR2N_TO_SOIL1N', 'DIA_IMPVF_O2',\n",
      "                                  'QSNOFRZ_ICE', 'Jint_100m_DIC',\n",
      "                                  'POC_PROD_zint_100m', 'zooC', 'WTHzm',\n",
      "                                  'FROOTC', 'IOFF_F', 'ACTREI',\n",
      "                                  'P_iron_FLUX_100m', 'diat_loss_doc_zint',\n",
      "                                  'sp_loss_poc_zint', 'TEND_TEMP', 'TSA_ICE',\n",
      "                                  'SNOWICE', 'alidf_ai', 'strtltx',\n",
      "                                  'S_FLUX_ROFF_VSF_SRF', 'aicen_d', 'Z700',\n",
      "                                  'dst_a2SFWET', 'TAUTLOGMODIS', 'IFRAC',\n",
      "                                  'OMEGAT', 'so4_a1_CLXF', 'PRECL', 'FIRE_ICE',\n",
      "                                  'CO2STAR', 'sifllwdtop', 'HDIFE_DOCr',\n",
      "                                  'WOOD_HARVESTN', 'O3', 'LAKEICEFRAC_SURF',\n",
      "                                  'HDIFE_O2', 'FSDSND', 'QRS', 'DTWR_SO2',\n",
      "                                  'ECOSYS_IFRAC_2', 'C14_HR', 'fsalt',\n",
      "                                  'VTEND_CLUBB', 'H2SO4_SRF', 'O2_ZMIN_DEPTH',\n",
      "                                  'photoC_diat_zint_2', 'Z010', 'CLMODIS',\n",
      "                                  'MEANTBCLR_ISCCP', 'LAISUN', 'NO3_RIV_FLUX',\n",
      "                                  'RAIN', 'CLRIMODIS', 'siflcondbot', 'SFWF',\n",
      "                                  'U700', 'UVzm', 'CLDMED_CAL_LIQ',\n",
      "                                  'Dso4_a2CHM', 'VD01', 'so4_a2_CHMP',\n",
      "                                  'dTEMP_POS_2D', 'TREFHT', 'QRUNOFF',\n",
      "                                  'num_c4DDF', 'DWT_WOODPRODC_GAIN', 'FSDSNI',\n",
      "                                  'DOC_prod', 'FREQCLR', 'SMINN_TO_PLANT',\n",
      "                                  'WSPDSRFAV', 'TAUY2', 'FSRVDLN', 'SiO2_PROD',\n",
      "                                  'bc_c1SFWET', 'SENH_F', 'TOPO_FORC', 'RSSHA',\n",
      "                                  'dst_c1DDF', 'ER', 'H2O2', 'DpCO2',\n",
      "                                  'P_iron_REMIN', 'CLDTOT', 'so4_c1', 'T010',\n",
      "                                  'MR', 'AODVISstdn', 'SSAVIS', 'VNS',\n",
      "                                  'MELTH_F', 'CLDTOT_CALCS', 'TROP_P',\n",
      "                                  'NPP_NACTIVE_NH4', 'CLDHGH', 'WT_DOCr',\n",
      "                                  'diat_Qp', 'ABIO_DIC14',\n",
      "                                  'sp_N_lim_Cweight_avg_100m', 'AODdnDUST3',\n",
      "                                  'FSDSVD', 'diat_loss_zint', 'dst_c1SFWET',\n",
      "                                  'so4_c3SFWET', 'FREE_RETRANSN_TO_NPOOL',\n",
      "                                  'sidconcth', 'TOTLITN', 'PSNSHA',\n",
      "                                  'SCHMIDT_O2', 'HEAT_FROM_AC', 'WASTEHEAT',\n",
      "                                  'diatC_zint_100m', 'DOCr', 'apond_ai_d']}}\n"
     ]
    }
   ],
   "source": [
    "# Show expanded version of collection structure with details\n",
    "import pprint\n",
    "uniques = coll_orig.unique(columns=[\"component\", \"frequency\", \"experiment\", \"variable\"])\n",
    "pprint.pprint(uniques, compact=True, indent=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4fa3bb7c-d1c9-4a45-a3f6-fef1511f0c6c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['r1i1001p1f1' 'r2i1021p1f1' 'r3i1041p1f1' 'r4i1061p1f1' 'r5i1081p1f1'\n",
      " 'r6i1101p1f1' 'r7i1121p1f1' 'r8i1141p1f1' 'r9i1161p1f1' 'r10i1181p1f1'\n",
      " 'r1i1231p1f1' 'r2i1231p1f1' 'r3i1231p1f1' 'r4i1231p1f1' 'r5i1231p1f1'\n",
      " 'r6i1231p1f1' 'r7i1231p1f1' 'r8i1231p1f1' 'r9i1231p1f1' 'r10i1231p1f1'\n",
      " 'r1i1251p1f1' 'r2i1251p1f1' 'r3i1251p1f1' 'r4i1251p1f1' 'r5i1251p1f1'\n",
      " 'r6i1251p1f1' 'r7i1251p1f1' 'r8i1251p1f1' 'r9i1251p1f1' 'r10i1251p1f1'\n",
      " 'r1i1281p1f1' 'r2i1281p1f1' 'r3i1281p1f1' 'r4i1281p1f1' 'r5i1281p1f1'\n",
      " 'r6i1281p1f1' 'r7i1281p1f1' 'r8i1281p1f1' 'r9i1281p1f1' 'r10i1281p1f1'\n",
      " 'r1i1301p1f1' 'r2i1301p1f1' 'r3i1301p1f1' 'r4i1301p1f1' 'r5i1301p1f1'\n",
      " 'r6i1301p1f1' 'r7i1301p1f1' 'r8i1301p1f1' 'r9i1301p1f1' 'r10i1301p1f1'\n",
      " 'r1i1011p1f2' 'r2i1031p1f2' 'r3i1051p1f2' 'r4i1071p1f2' 'r5i1091p1f2'\n",
      " 'r6i1111p1f2' 'r7i1131p1f2' 'r8i1151p1f2' 'r9i1171p1f2' 'r10i1191p1f2'\n",
      " 'r11i1231p1f2' 'r12i1231p1f2' 'r13i1231p1f2' 'r14i1231p1f2'\n",
      " 'r15i1231p1f2' 'r16i1231p1f2' 'r17i1231p1f2' 'r18i1231p1f2'\n",
      " 'r19i1231p1f2' 'r20i1231p1f2' 'r11i1251p1f2' 'r12i1251p1f2'\n",
      " 'r13i1251p1f2' 'r14i1251p1f2' 'r15i1251p1f2' 'r16i1251p1f2'\n",
      " 'r17i1251p1f2' 'r18i1251p1f2' 'r19i1251p1f2' 'r20i1251p1f2'\n",
      " 'r11i1281p1f2' 'r12i1281p1f2' 'r13i1281p1f2' 'r14i1281p1f2'\n",
      " 'r15i1281p1f2' 'r16i1281p1f2' 'r17i1281p1f2' 'r18i1281p1f2'\n",
      " 'r19i1281p1f2' 'r20i1281p1f2' 'r11i1301p1f2' 'r12i1301p1f2'\n",
      " 'r13i1301p1f2' 'r14i1301p1f2' 'r15i1301p1f2' 'r16i1301p1f2'\n",
      " 'r17i1301p1f2' 'r18i1301p1f2' 'r19i1301p1f2' 'r20i1301p1f2']\n"
     ]
    }
   ],
   "source": [
    "# ----------------\n",
    "# Use https://www.cesm.ucar.edu/projects/community-projects/LENS2/variable-list/ to see \n",
    "# where our variables are located\n",
    "# ----------------\n",
    "\n",
    "### ----- SST (complete)\n",
    "# subset_SST = coll_orig.search(component='atm',variable='SST',frequency='month_1',experiment='historical')\n",
    "\n",
    "## Sea Level Pressure (complete)\n",
    "# subset_PSL = coll_orig.search(component='atm',variable='PSL',frequency='month_1',experiment='historical')\n",
    "\n",
    "### ----- SSH (complete on GoogleDrive) # Not sure if this is correct because this is on a POP grid. I did not coarsen the SSH grid.\n",
    "subset_SSH = coll_orig.search(component='ocn',variable='SSH',frequency='month_1',experiment='historical')\n",
    "member_id_list = subset_SSH.df.member_id.unique()\n",
    "print(member_id_list)\n",
    "\n",
    "### ----- Precipitation (complete)\n",
    "# subset_precip = coll_orig.search(component='atm',variable='PRECT',frequency='month_1',experiment='historical')\n",
    "\n",
    "## 10m Wind U (complete)\n",
    "# subset_10U = coll_orig.search(component='atm',variable='U10',frequency='month_1',experiment='historical')\n",
    "\n",
    "## 10m Wind V (ran into some problems here!)\n",
    "subset_10V = coll_orig.search(component='atm',variable='V10',frequency='month_1',experiment='historical')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "aea93c1d-30a3-46ad-afae-3343ce475b2d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
     ]
    },
    {
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     "text": [
      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
      "  * z_w                     (z_w) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
      "  * z_w_top                 (z_w_top) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
      "  * z_w_bot                 (z_w_bot) float32 1e+03 2e+03 ... 5.25e+05 5.5e+05\n",
      "  * lat_aux_grid            (lat_aux_grid) float32 -79.49 -78.95 ... 89.47 90.0\n",
      "    ...                      ...\n",
      "    ULONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ULAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U11 'r1i1001p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
      "    SSH                     (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 120, 384, 320), meta=np.ndarray>\n",
      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1001.001\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-12 at 14:05:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
     ]
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
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       "\n",
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       "\n",
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       "  stroke: currentColor;\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.30836, -175.8463 , -176.16678, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.49557, -176.15474, -176.47441, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-178.06822, -177.02254, -178.08104, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r1i1001p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-469d9cd6-4bf2-461b-8c07-297c92b45185' class='xr-array-in' type='checkbox' checked><label for='section-469d9cd6-4bf2-461b-8c07-297c92b45185' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.30836, -175.8463 , -176.16678, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.49557, -176.15474, -176.47441, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-178.06822, -177.02254, -178.08104, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-9e12d5c7-a8f7-4b4d-815d-c55de51cb530' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9e12d5c7-a8f7-4b4d-815d-c55de51cb530' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-dbe03a75-cd44-4094-94e6-c4d76bf3fc92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dbe03a75-cd44-4094-94e6-c4d76bf3fc92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b04c191-a7ef-4644-9f8f-a70bb2437250' class='xr-var-data-in' type='checkbox'><label for='data-9b04c191-a7ef-4644-9f8f-a70bb2437250' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-2511b96c-dffa-47cd-8e45-79b4894d497f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2511b96c-dffa-47cd-8e45-79b4894d497f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b42fcd27-5f61-44d2-8cea-bcb7ad38c132' class='xr-var-data-in' type='checkbox'><label for='data-b42fcd27-5f61-44d2-8cea-bcb7ad38c132' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-21006f20-67c4-4b82-b61a-5993bc47b2fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21006f20-67c4-4b82-b61a-5993bc47b2fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b84286d3-87e4-40c2-bd1b-20b447ed3c6c' class='xr-var-data-in' type='checkbox'><label for='data-b84286d3-87e4-40c2-bd1b-20b447ed3c6c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-caf9e5f2-53ec-4d68-b64c-d13ac8529df7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-caf9e5f2-53ec-4d68-b64c-d13ac8529df7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb810093-708c-4a22-a6cb-6714e9e61abb' class='xr-var-data-in' type='checkbox'><label for='data-fb810093-708c-4a22-a6cb-6714e9e61abb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-bf73a544-20eb-4b8a-b800-4d3c9675ac0a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf73a544-20eb-4b8a-b800-4d3c9675ac0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f245b4b-6b2c-4174-8de4-35d88cabcd38' class='xr-var-data-in' type='checkbox'><label for='data-3f245b4b-6b2c-4174-8de4-35d88cabcd38' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r1i1001p1f1&#x27;</div><input id='attrs-ad7ba485-316a-4b1a-9b47-e857740057a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad7ba485-316a-4b1a-9b47-e857740057a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2ecb8a2-adf1-4bfa-a586-cfe1f7ea99aa' class='xr-var-data-in' type='checkbox'><label for='data-d2ecb8a2-adf1-4bfa-a586-cfe1f7ea99aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r1i1001p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5185e8f9-1464-4b70-a8a4-94a3a91160bb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5185e8f9-1464-4b70-a8a4-94a3a91160bb' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
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       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.30836, -175.8463 , -176.16678, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.49557, -176.15474, -176.47441, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-178.06822, -177.02254, -178.08104, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r1i1001p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
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     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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     "text": [
      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
      "  * z_w                     (z_w) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
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      "  * z_w_bot                 (z_w_bot) float32 1e+03 2e+03 ... 5.25e+05 5.5e+05\n",
      "  * lat_aux_grid            (lat_aux_grid) float32 -79.49 -78.95 ... 89.47 90.0\n",
      "    ...                      ...\n",
      "    ULONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ULAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U11 'r2i1021p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
      "    SSH                     (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 120, 384, 320), meta=np.ndarray>\n",
      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1021.002\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-13 at 09:08:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
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       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.18802, -172.96144, -173.18025, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-172.02618, -171.27454, -171.62018, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-178.97305, -178.3069 , -178.94157, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r2i1021p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-16340b4c-a60c-4c0e-8c29-1f08b8505464' class='xr-array-in' type='checkbox' checked><label for='section-16340b4c-a60c-4c0e-8c29-1f08b8505464' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.18802, -172.96144, -173.18025, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-172.02618, -171.27454, -171.62018, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-178.97305, -178.3069 , -178.94157, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-4bee1d83-3fed-45b9-842a-36075b5aa6a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4bee1d83-3fed-45b9-842a-36075b5aa6a8' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-e7a3d3c3-2053-4c44-aaf3-d0d99e080677' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7a3d3c3-2053-4c44-aaf3-d0d99e080677' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b009ca67-57b1-448c-9bd0-0f2956bd805f' class='xr-var-data-in' type='checkbox'><label for='data-b009ca67-57b1-448c-9bd0-0f2956bd805f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-c5235ea1-5d44-4639-b72f-38f723d0747d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5235ea1-5d44-4639-b72f-38f723d0747d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ef8462c-ca5a-4ffb-89e3-d1e8862659b4' class='xr-var-data-in' type='checkbox'><label for='data-6ef8462c-ca5a-4ffb-89e3-d1e8862659b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-7e59f3b2-5399-4434-95f6-c9d0b6eabcb3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e59f3b2-5399-4434-95f6-c9d0b6eabcb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42a96004-c250-45e2-a4a6-d1ab4e00c147' class='xr-var-data-in' type='checkbox'><label for='data-42a96004-c250-45e2-a4a6-d1ab4e00c147' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-a424a4f0-225e-4be2-9a8d-af769d48f4e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a424a4f0-225e-4be2-9a8d-af769d48f4e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ccac970-4b19-40f7-bf6b-55b919356caf' class='xr-var-data-in' type='checkbox'><label for='data-3ccac970-4b19-40f7-bf6b-55b919356caf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-81a011f8-966d-4452-bba0-579a48c3570c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81a011f8-966d-4452-bba0-579a48c3570c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1058497f-162f-4d8b-8344-b0eef4b44998' class='xr-var-data-in' type='checkbox'><label for='data-1058497f-162f-4d8b-8344-b0eef4b44998' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r2i1021p1f1&#x27;</div><input id='attrs-22bacff3-89c6-4d27-bdb4-3569c2d194af' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-22bacff3-89c6-4d27-bdb4-3569c2d194af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4053c35-f080-441b-a752-07111eb98c3e' class='xr-var-data-in' type='checkbox'><label for='data-b4053c35-f080-441b-a752-07111eb98c3e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r2i1021p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1079d20e-10f2-430a-a60a-69aea303825a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1079d20e-10f2-430a-a60a-69aea303825a' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
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       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.18802, -172.96144, -173.18025, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-172.02618, -171.27454, -171.62018, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-178.97305, -178.3069 , -178.94157, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r2i1021p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
      ]
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     "metadata": {},
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     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
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      "  * lat_aux_grid            (lat_aux_grid) float32 -79.49 -78.95 ... 89.47 90.0\n",
      "    ...                      ...\n",
      "    ULONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
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      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U11 'r3i1041p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
      "    SSH                     (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 120, 384, 320), meta=np.ndarray>\n",
      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1041.003\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-12 at 14:09:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
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       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.21616, -172.77972, -173.22714, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-172.76088, -172.40446, -172.66905, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-183.922  , -183.33968, -183.91159, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r3i1041p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ed9bb292-7674-4430-a20a-981d2d726677' class='xr-array-in' type='checkbox' checked><label for='section-ed9bb292-7674-4430-a20a-981d2d726677' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.21616, -172.77972, -173.22714, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-172.76088, -172.40446, -172.66905, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-183.922  , -183.33968, -183.91159, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-13e7bacf-a422-4fd0-bf80-02350a652c56' class='xr-section-summary-in' type='checkbox'  checked><label for='section-13e7bacf-a422-4fd0-bf80-02350a652c56' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-0779a8bc-af07-4103-8e39-cbf271b26add' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0779a8bc-af07-4103-8e39-cbf271b26add' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce61830f-fd72-4f14-9a6a-12e59ca0c233' class='xr-var-data-in' type='checkbox'><label for='data-ce61830f-fd72-4f14-9a6a-12e59ca0c233' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-3a4ccf89-5605-45e2-af6e-e7aefd0fd777' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a4ccf89-5605-45e2-af6e-e7aefd0fd777' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2cde371e-bc5d-4768-b4e0-d3a272ad7839' class='xr-var-data-in' type='checkbox'><label for='data-2cde371e-bc5d-4768-b4e0-d3a272ad7839' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-018928e4-bdd0-4850-bae6-7419d64b3ae7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-018928e4-bdd0-4850-bae6-7419d64b3ae7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94a65d49-2796-4c36-bf32-bdbaffebde1a' class='xr-var-data-in' type='checkbox'><label for='data-94a65d49-2796-4c36-bf32-bdbaffebde1a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-b5930131-5f91-4748-be05-4df3e0f9d75c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b5930131-5f91-4748-be05-4df3e0f9d75c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a70ea738-62bd-4b35-8dd7-0a2254e17a86' class='xr-var-data-in' type='checkbox'><label for='data-a70ea738-62bd-4b35-8dd7-0a2254e17a86' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-d5e0ae8c-347e-40f7-8190-09ae8b045b17' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5e0ae8c-347e-40f7-8190-09ae8b045b17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5eee9c69-a286-495f-aaa6-f17fd655f3db' class='xr-var-data-in' type='checkbox'><label for='data-5eee9c69-a286-495f-aaa6-f17fd655f3db' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r3i1041p1f1&#x27;</div><input id='attrs-af591f23-e7fa-4a97-a1ce-2062b312a9ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-af591f23-e7fa-4a97-a1ce-2062b312a9ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-354c74ec-efec-4c58-adb3-9262e87202b0' class='xr-var-data-in' type='checkbox'><label for='data-354c74ec-efec-4c58-adb3-9262e87202b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r3i1041p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1aab3de7-58d0-4972-bfb5-066deefa82d1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1aab3de7-58d0-4972-bfb5-066deefa82d1' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
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       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.21616, -172.77972, -173.22714, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
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       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-172.76088, -172.40446, -172.66905, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-183.922  , -183.33968, -183.91159, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r3i1041p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
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      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
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      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
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      "    ...                      ...\n",
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      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
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      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1061.004\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-12 at 14:10:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
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       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.90707, -175.59122, -175.79224, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.73947, -173.92346, -173.48059, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-179.72382, -179.39433, -179.73476, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r4i1061p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f0423230-5713-43b1-a61f-3087d7631000' class='xr-array-in' type='checkbox' checked><label for='section-f0423230-5713-43b1-a61f-3087d7631000' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.90707, -175.59122, -175.79224, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.73947, -173.92346, -173.48059, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-179.72382, -179.39433, -179.73476, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-f9a9f1fb-cce3-4339-afa3-4d9d6a1d3797' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f9a9f1fb-cce3-4339-afa3-4d9d6a1d3797' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-92865274-4d01-4c33-a79c-8a372d10f9da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92865274-4d01-4c33-a79c-8a372d10f9da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e7e888a-c697-4814-b90b-18557d32cfdd' class='xr-var-data-in' type='checkbox'><label for='data-1e7e888a-c697-4814-b90b-18557d32cfdd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-3095c9eb-328a-400a-b367-7b2a9c0e7b3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3095c9eb-328a-400a-b367-7b2a9c0e7b3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15c59897-21fe-4649-a770-ba82a3db8d12' class='xr-var-data-in' type='checkbox'><label for='data-15c59897-21fe-4649-a770-ba82a3db8d12' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-7bf53338-886d-427e-9632-160afca47ee1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7bf53338-886d-427e-9632-160afca47ee1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38bdc87e-9a8e-4e92-9b0b-381f1d271dde' class='xr-var-data-in' type='checkbox'><label for='data-38bdc87e-9a8e-4e92-9b0b-381f1d271dde' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-6ecae36c-bbdc-46a1-9328-c924b003dd49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ecae36c-bbdc-46a1-9328-c924b003dd49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f613314-7c6e-43b4-a52e-d852d40eba32' class='xr-var-data-in' type='checkbox'><label for='data-4f613314-7c6e-43b4-a52e-d852d40eba32' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-61b28a5d-7ac0-4eac-8b42-ffc5732c0f7c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61b28a5d-7ac0-4eac-8b42-ffc5732c0f7c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4920ade1-3c44-460f-9335-91c98533385e' class='xr-var-data-in' type='checkbox'><label for='data-4920ade1-3c44-460f-9335-91c98533385e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r4i1061p1f1&#x27;</div><input id='attrs-7c39a859-3a05-4bec-81bd-6b06a6b81645' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7c39a859-3a05-4bec-81bd-6b06a6b81645' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46847b10-241f-4f90-8696-4965e4fa8bd2' class='xr-var-data-in' type='checkbox'><label for='data-46847b10-241f-4f90-8696-4965e4fa8bd2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r4i1061p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5f14688c-952b-4c49-9637-26fd7d4f8ea4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5f14688c-952b-4c49-9637-26fd7d4f8ea4' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.90707, -175.59122, -175.79224, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.73947, -173.92346, -173.48059, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-179.72382, -179.39433, -179.73476, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r4i1061p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
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     "execution_count": 18,
     "metadata": {},
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      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
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      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
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      "  * lat_aux_grid            (lat_aux_grid) float32 -79.49 -78.95 ... 89.47 90.0\n",
      "    ...                      ...\n",
      "    ULONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ULAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
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      "    TLAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U11 'r5i1081p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
      "    SSH                     (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 120, 384, 320), meta=np.ndarray>\n",
      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1081.005\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-12 at 14:32:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
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       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
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       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r5i1081p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b2b765ff-2b82-4bb1-8abc-8f45ff346743' class='xr-array-in' type='checkbox' checked><label for='section-b2b765ff-2b82-4bb1-8abc-8f45ff346743' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-179.25777, -178.55667, -179.23035, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-181.0527 , -180.81685, -181.008  , ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-180.91283, -179.9595 , -180.87582, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-ca99160f-46a4-4085-a289-6f9468d20b40' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ca99160f-46a4-4085-a289-6f9468d20b40' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-e76059b9-024c-49df-8ded-c841f1a69874' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e76059b9-024c-49df-8ded-c841f1a69874' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1597018f-5f49-4770-b0e0-7fa0a15a0ae9' class='xr-var-data-in' type='checkbox'><label for='data-1597018f-5f49-4770-b0e0-7fa0a15a0ae9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-b201ff97-9edb-486e-93d6-a381c52eeb13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b201ff97-9edb-486e-93d6-a381c52eeb13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0d660a3-52a1-400f-9e0b-00f4ef0e1c3d' class='xr-var-data-in' type='checkbox'><label for='data-d0d660a3-52a1-400f-9e0b-00f4ef0e1c3d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-f171fb85-b196-44c9-97eb-785c379cf1c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f171fb85-b196-44c9-97eb-785c379cf1c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30be9d0b-50bf-49c9-a8d1-dea4a6d572a3' class='xr-var-data-in' type='checkbox'><label for='data-30be9d0b-50bf-49c9-a8d1-dea4a6d572a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-0f7331d9-7639-49a2-b210-b2e2e8ea2d37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f7331d9-7639-49a2-b210-b2e2e8ea2d37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61883c6f-ae7e-410b-bda5-13fced390502' class='xr-var-data-in' type='checkbox'><label for='data-61883c6f-ae7e-410b-bda5-13fced390502' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-4632545d-7f5c-4c68-a2d7-1d61cebc8b19' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4632545d-7f5c-4c68-a2d7-1d61cebc8b19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5181c8ea-f5b3-40e3-936c-d52ce58dd04b' class='xr-var-data-in' type='checkbox'><label for='data-5181c8ea-f5b3-40e3-936c-d52ce58dd04b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r5i1081p1f1&#x27;</div><input id='attrs-be7077c9-a736-45e1-98f6-e4774568db82' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be7077c9-a736-45e1-98f6-e4774568db82' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0878baa4-070d-4289-b344-8b0e3dc77b5a' class='xr-var-data-in' type='checkbox'><label for='data-0878baa4-070d-4289-b344-8b0e3dc77b5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r5i1081p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-116c80a0-049d-4535-b0e0-f4bbc1ae7068' class='xr-section-summary-in' type='checkbox'  checked><label for='section-116c80a0-049d-4535-b0e0-f4bbc1ae7068' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-179.25777, -178.55667, -179.23035, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-181.0527 , -180.81685, -181.008  , ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-180.91283, -179.9595 , -180.87582, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r5i1081p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
     ]
    },
    {
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     "text": [
      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
      "  * z_w                     (z_w) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
      "  * z_w_top                 (z_w_top) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
      "  * z_w_bot                 (z_w_bot) float32 1e+03 2e+03 ... 5.25e+05 5.5e+05\n",
      "  * lat_aux_grid            (lat_aux_grid) float32 -79.49 -78.95 ... 89.47 90.0\n",
      "    ...                      ...\n",
      "    ULONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ULAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U11 'r6i1101p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
      "    SSH                     (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 120, 384, 320), meta=np.ndarray>\n",
      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1101.006\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-12 at 21:18:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-177.01407, -176.70453, -176.9113 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.17451, -175.9509 , -175.98279, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-179.87233, -178.99461, -179.89934, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r6i1101p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ba07974c-81dd-4b69-a19b-e663cfc997f5' class='xr-array-in' type='checkbox' checked><label for='section-ba07974c-81dd-4b69-a19b-e663cfc997f5' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-177.01407, -176.70453, -176.9113 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.17451, -175.9509 , -175.98279, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-179.87233, -178.99461, -179.89934, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-a23182e1-6735-40de-bd31-4bd7044a7e53' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a23182e1-6735-40de-bd31-4bd7044a7e53' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-c8e046b4-900e-43eb-be34-1d71facfaa9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8e046b4-900e-43eb-be34-1d71facfaa9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f1c6468-cb62-4df7-90ee-48c8328f4c2b' class='xr-var-data-in' type='checkbox'><label for='data-5f1c6468-cb62-4df7-90ee-48c8328f4c2b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-050938dc-dbc4-422d-94a5-d675ee35a862' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-050938dc-dbc4-422d-94a5-d675ee35a862' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1933f4d3-96e2-4eda-8f6e-ff366607015b' class='xr-var-data-in' type='checkbox'><label for='data-1933f4d3-96e2-4eda-8f6e-ff366607015b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-9ca3376c-cf5b-4e11-b023-b2b2794227a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ca3376c-cf5b-4e11-b023-b2b2794227a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-178222b2-cfab-4f61-b508-186ba3a28640' class='xr-var-data-in' type='checkbox'><label for='data-178222b2-cfab-4f61-b508-186ba3a28640' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-031d4468-59cd-4ba3-b61d-1b339ad1531e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-031d4468-59cd-4ba3-b61d-1b339ad1531e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9269b133-6921-4c7d-879d-04edac8b7fea' class='xr-var-data-in' type='checkbox'><label for='data-9269b133-6921-4c7d-879d-04edac8b7fea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-87853118-44d2-4e38-a7f6-98e8f7fa167c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87853118-44d2-4e38-a7f6-98e8f7fa167c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca829438-a6f4-4564-979f-53878f10579d' class='xr-var-data-in' type='checkbox'><label for='data-ca829438-a6f4-4564-979f-53878f10579d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r6i1101p1f1&#x27;</div><input id='attrs-aa871d24-7d84-4486-ba46-24db863bd32b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aa871d24-7d84-4486-ba46-24db863bd32b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05d859f9-9ee0-4267-8789-45488ecbef67' class='xr-var-data-in' type='checkbox'><label for='data-05d859f9-9ee0-4267-8789-45488ecbef67' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r6i1101p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e3ce6eae-d388-4e7e-be6e-a00dea83bbc5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e3ce6eae-d388-4e7e-be6e-a00dea83bbc5' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-177.01407, -176.70453, -176.9113 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.17451, -175.9509 , -175.98279, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-179.87233, -178.99461, -179.89934, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r6i1101p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
     ]
    },
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     "text": [
      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
      "  * z_w                     (z_w) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
      "  * z_w_top                 (z_w_top) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
      "  * z_w_bot                 (z_w_bot) float32 1e+03 2e+03 ... 5.25e+05 5.5e+05\n",
      "  * lat_aux_grid            (lat_aux_grid) float32 -79.49 -78.95 ... 89.47 90.0\n",
      "    ...                      ...\n",
      "    ULONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ULAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U11 'r7i1121p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
      "    SSH                     (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 120, 384, 320), meta=np.ndarray>\n",
      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1121.007\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-12 at 21:19:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
     ]
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       "\n",
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       ".xr-attrs dd {\n",
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       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.85826, -173.17151, -173.77008, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-171.96626, -171.37697, -171.74869, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-177.71472, -176.58118, -177.74342, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r7i1121p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-8dfecb54-2c15-4e55-bd56-ff4bcc4c953b' class='xr-array-in' type='checkbox' checked><label for='section-8dfecb54-2c15-4e55-bd56-ff4bcc4c953b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.85826, -173.17151, -173.77008, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-171.96626, -171.37697, -171.74869, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-177.71472, -176.58118, -177.74342, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-09036f78-8059-463d-ba51-7fe0656ec8aa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-09036f78-8059-463d-ba51-7fe0656ec8aa' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-a8fe6609-af5e-4267-88db-f3a7e2e032b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a8fe6609-af5e-4267-88db-f3a7e2e032b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9cff85d-de7d-402c-be07-8cfe094262de' class='xr-var-data-in' type='checkbox'><label for='data-d9cff85d-de7d-402c-be07-8cfe094262de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-eef9eb4a-d963-49f8-941a-4b9b83e5e011' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eef9eb4a-d963-49f8-941a-4b9b83e5e011' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7616933-629e-443c-be40-e33b114af339' class='xr-var-data-in' type='checkbox'><label for='data-f7616933-629e-443c-be40-e33b114af339' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-8191efcc-92b8-4af2-a4d8-dd041f9101e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8191efcc-92b8-4af2-a4d8-dd041f9101e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c3fbdae-f376-4d69-89d6-031a2948e4ca' class='xr-var-data-in' type='checkbox'><label for='data-8c3fbdae-f376-4d69-89d6-031a2948e4ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-cff2af8d-9731-48ed-b2fa-155d36ce2e63' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cff2af8d-9731-48ed-b2fa-155d36ce2e63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6cf4e472-381e-4a9c-a31b-95a6da5fa83a' class='xr-var-data-in' type='checkbox'><label for='data-6cf4e472-381e-4a9c-a31b-95a6da5fa83a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-41c6e3e8-4740-4367-a7cd-5a5e4b32b585' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-41c6e3e8-4740-4367-a7cd-5a5e4b32b585' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74400a0b-94f8-4a17-96d0-6e3c13b58eb7' class='xr-var-data-in' type='checkbox'><label for='data-74400a0b-94f8-4a17-96d0-6e3c13b58eb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r7i1121p1f1&#x27;</div><input id='attrs-3ab27a08-1e7a-446a-8da6-768c1b4fe51a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3ab27a08-1e7a-446a-8da6-768c1b4fe51a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de70f764-fba4-458a-8d70-9a50a36d0b9f' class='xr-var-data-in' type='checkbox'><label for='data-de70f764-fba4-458a-8d70-9a50a36d0b9f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r7i1121p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3c8a0703-a95d-42e9-b9fc-0eb6a936c40c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3c8a0703-a95d-42e9-b9fc-0eb6a936c40c' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
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       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-173.85826, -173.17151, -173.77008, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-171.96626, -171.37697, -171.74869, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-177.71472, -176.58118, -177.74342, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r7i1121p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
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     "output_type": "stream",
     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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     "text": [
      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
      "  * z_w                     (z_w) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
      "  * z_w_top                 (z_w_top) float32 0.0 1e+03 2e+03 ... 5e+05 5.25e+05\n",
      "  * z_w_bot                 (z_w_bot) float32 1e+03 2e+03 ... 5.25e+05 5.5e+05\n",
      "  * lat_aux_grid            (lat_aux_grid) float32 -79.49 -78.95 ... 89.47 90.0\n",
      "    ...                      ...\n",
      "    ULONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ULAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    TLAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U11 'r8i1141p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
      "    SSH                     (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 120, 384, 320), meta=np.ndarray>\n",
      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1141.008\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-12 at 22:25:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
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       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.83833, -176.54143, -176.80312, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.27773, -175.85439, -176.14804, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.67409, -175.2795 , -175.69067, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r8i1141p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-cb0c0dcc-5dee-4404-9421-b0481714793c' class='xr-array-in' type='checkbox' checked><label for='section-cb0c0dcc-5dee-4404-9421-b0481714793c' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.83833, -176.54143, -176.80312, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.27773, -175.85439, -176.14804, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.67409, -175.2795 , -175.69067, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-8309ce27-4b99-471a-9778-092b20229f57' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8309ce27-4b99-471a-9778-092b20229f57' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-0c12e070-68c9-4dc7-9571-a4653f0c4c4a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c12e070-68c9-4dc7-9571-a4653f0c4c4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e88cf5d-0ac6-4489-acca-8f36eb9984ac' class='xr-var-data-in' type='checkbox'><label for='data-0e88cf5d-0ac6-4489-acca-8f36eb9984ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-cca361f7-2435-4fc8-8fc4-bfbe187b41e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cca361f7-2435-4fc8-8fc4-bfbe187b41e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32a1e0d9-1b25-4fb8-ae25-ec2ae262b365' class='xr-var-data-in' type='checkbox'><label for='data-32a1e0d9-1b25-4fb8-ae25-ec2ae262b365' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-4ff4fc3c-46b4-4cd0-9367-bbea44dd1c5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4ff4fc3c-46b4-4cd0-9367-bbea44dd1c5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b36c140-a9e8-4063-9f3b-068780846509' class='xr-var-data-in' type='checkbox'><label for='data-1b36c140-a9e8-4063-9f3b-068780846509' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-52004f4f-eae3-44cd-9477-02ae389234d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52004f4f-eae3-44cd-9477-02ae389234d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a683c6b-ec6d-4c1a-bd40-09d1d94f1dc3' class='xr-var-data-in' type='checkbox'><label for='data-1a683c6b-ec6d-4c1a-bd40-09d1d94f1dc3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-3373528f-698c-4f17-9b6d-05fb69966573' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3373528f-698c-4f17-9b6d-05fb69966573' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38aeb411-c477-4f3e-a2fa-bdcb3f3787c8' class='xr-var-data-in' type='checkbox'><label for='data-38aeb411-c477-4f3e-a2fa-bdcb3f3787c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r8i1141p1f1&#x27;</div><input id='attrs-34f2881b-d8d1-47c3-9803-fcb023e60f95' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34f2881b-d8d1-47c3-9803-fcb023e60f95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-474d4eaf-3e64-470d-b74e-dab4e62fbe25' class='xr-var-data-in' type='checkbox'><label for='data-474d4eaf-3e64-470d-b74e-dab4e62fbe25' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r8i1141p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-19b909e1-d25f-427f-8c04-b9263369f0f0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-19b909e1-d25f-427f-8c04-b9263369f0f0' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
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       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.83833, -176.54143, -176.80312, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.27773, -175.85439, -176.14804, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.67409, -175.2795 , -175.69067, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r8i1141p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
      ]
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     "execution_count": 18,
     "metadata": {},
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     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
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      "  * lat_aux_grid            (lat_aux_grid) float32 -79.49 -78.95 ... 89.47 90.0\n",
      "    ...                      ...\n",
      "    ULONG                   (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ULAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
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      "    TLAT                    (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U11 'r9i1161p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
      "    SSH                     (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 120, 384, 320), meta=np.ndarray>\n",
      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1161.009\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-13 at 20:10:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
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       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.5281 , -174.3522 , -174.4432 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.72598, -173.97714, -174.52818, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.74213, -176.17902, -176.74323, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r9i1161p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-87c0e0d1-126d-4e2b-834b-bbbaa17e4ecf' class='xr-array-in' type='checkbox' checked><label for='section-87c0e0d1-126d-4e2b-834b-bbbaa17e4ecf' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.5281 , -174.3522 , -174.4432 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.72598, -173.97714, -174.52818, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.74213, -176.17902, -176.74323, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-1341aa83-097c-45bb-a2d1-0b439034e776' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1341aa83-097c-45bb-a2d1-0b439034e776' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-3b820fc5-9fa6-4802-a50b-c637913e595c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b820fc5-9fa6-4802-a50b-c637913e595c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-061191bd-9d0e-4a9c-be90-6072d5c1f9af' class='xr-var-data-in' type='checkbox'><label for='data-061191bd-9d0e-4a9c-be90-6072d5c1f9af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-0aa68572-1354-47a8-8f2f-b1796fb2c81f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0aa68572-1354-47a8-8f2f-b1796fb2c81f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d29fe0b1-8ea2-4806-ba0c-7733ac62fdab' class='xr-var-data-in' type='checkbox'><label for='data-d29fe0b1-8ea2-4806-ba0c-7733ac62fdab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-93dc844c-99c9-4894-8379-d5e752ef67fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93dc844c-99c9-4894-8379-d5e752ef67fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63f7245c-80a4-4466-954d-51ea177de473' class='xr-var-data-in' type='checkbox'><label for='data-63f7245c-80a4-4466-954d-51ea177de473' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-0dd953b7-1a68-4316-803c-73d95a377d73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0dd953b7-1a68-4316-803c-73d95a377d73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34a99565-38b7-404a-b583-028df913ea4a' class='xr-var-data-in' type='checkbox'><label for='data-34a99565-38b7-404a-b583-028df913ea4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-5c95b741-17f1-4494-aebc-9b8264a98929' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5c95b741-17f1-4494-aebc-9b8264a98929' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c7eaca2-3b8e-49ac-8f5a-4a7b5852738a' class='xr-var-data-in' type='checkbox'><label for='data-6c7eaca2-3b8e-49ac-8f5a-4a7b5852738a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r9i1161p1f1&#x27;</div><input id='attrs-58ce2a1a-84a2-4bdf-ae8a-f1d15e960104' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58ce2a1a-84a2-4bdf-ae8a-f1d15e960104' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56352e92-412a-449e-8d8b-6f861ae7cb99' class='xr-var-data-in' type='checkbox'><label for='data-56352e92-412a-449e-8d8b-6f861ae7cb99' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r9i1161p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-84ce1be4-20f2-46ed-bc0c-b43da38f07d4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-84ce1be4-20f2-46ed-bc0c-b43da38f07d4' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
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       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.5281 , -174.3522 , -174.4432 , ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.72598, -173.97714, -174.52818, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-176.74213, -176.17902, -176.74323, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r9i1161p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
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      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
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      "{'ocn.historical.pop.h.cmip6.SSH': <xarray.Dataset>\n",
      "Dimensions:                 (moc_comp: 3, transport_comp: 5, transport_reg: 2, z_t: 60, z_t_150m: 15, z_w: 60, z_w_top: 60, z_w_bot: 60, lat_aux_grid: 395, moc_z: 61, nlat: 384, nlon: 320, time: 1980, d2: 2, member_id: 1)\n",
      "Coordinates: (12/13)\n",
      "  * z_t                     (z_t) float32 500.0 1.5e+03 ... 5.125e+05 5.375e+05\n",
      "  * z_t_150m                (z_t_150m) float32 500.0 1.5e+03 ... 1.45e+04\n",
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      "    ...                      ...\n",
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      "  * time                    (time) object 1850-02-01 00:00:00 ... 2015-01-01 ...\n",
      "  * member_id               (member_id) <U12 'r10i1181p1f1'\n",
      "Dimensions without coordinates: moc_comp, transport_comp, transport_reg, nlat, nlon, d2\n",
      "Data variables: (12/55)\n",
      "    moc_components          (moc_comp) |S384 dask.array<chunksize=(3,), meta=np.ndarray>\n",
      "    transport_components    (transport_comp) |S384 dask.array<chunksize=(5,), meta=np.ndarray>\n",
      "    transport_regions       (transport_reg) |S384 dask.array<chunksize=(2,), meta=np.ndarray>\n",
      "    dz                      (z_t) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    dzw                     (z_w) float32 dask.array<chunksize=(60,), meta=np.ndarray>\n",
      "    KMT                     (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
      "    ...                      ...\n",
      "    salinity_factor         float64 ...\n",
      "    sflux_factor            float64 ...\n",
      "    nsurface_t              float64 ...\n",
      "    nsurface_u              float64 ...\n",
      "    time_bound              (time, d2) object dask.array<chunksize=(120, 2), meta=np.ndarray>\n",
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      "Attributes: (12/13)\n",
      "    Conventions:             CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf...\n",
      "    intake_esm_varname:      ['SSH']\n",
      "    title:                   b.e21.BHISTcmip6.f09_g17.LE2-1181.010\n",
      "    model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
      "    time_period_freq:        month_1\n",
      "    cell_methods:            cell_methods = time: mean ==> the variable value...\n",
      "    ...                      ...\n",
      "    start_time:              This dataset was created on 2020-02-16 at 12:46:...\n",
      "    source:                  CCSM POP2, the CCSM Ocean Component\n",
      "    history:                 none\n",
      "    revision:                $Id$\n",
      "    calendar:                All years have exactly  365 days.\n",
      "    intake_esm_dataset_key:  ocn.historical.pop.h.cmip6.SSH}\n"
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       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;SSH&#x27; (time: 1980, nlat: 384, nlon: 320)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.55447, -174.75598, -175.52606, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.4318 , -174.02519, -174.34256, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-181.47354, -180.33519, -181.48592, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U12 &#x27;r10i1181p1f1&#x27;\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span>nlat</span>: 384</li><li><span>nlon</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d174c535-9868-4447-b812-15c49ab1e329' class='xr-array-in' type='checkbox' checked><label for='section-d174c535-9868-4447-b812-15c49ab1e329' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.55447, -174.75598, -175.52606, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.4318 , -174.02519, -174.34256, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-181.47354, -180.33519, -181.48592, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-83fd524c-e36f-4fa9-9940-0b371dcaa518' class='xr-section-summary-in' type='checkbox'  checked><label for='section-83fd524c-e36f-4fa9-9940-0b371dcaa518' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>321.1 322.3 323.4 ... 319.6 320.0</div><input id='attrs-169520f5-5049-4cbb-bc40-aaee64171f03' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-169520f5-5049-4cbb-bc40-aaee64171f03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78c74010-c3eb-4d6c-8dbe-255f634afc06' class='xr-var-data-in' type='checkbox'><label for='data-78c74010-c3eb-4d6c-8dbe-255f634afc06' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       [321.12500894, 322.25000897, 323.375009  , ..., 317.75000884,\n",
       "        318.87500887, 320.0000089 ],\n",
       "       ...,\n",
       "       [320.48637802, 320.97240884, 321.4577638 , ..., 319.02760897,\n",
       "        319.51363979, 320.00001324],\n",
       "       [320.45160767, 320.90286181, 321.35342745, ..., 319.097156  ,\n",
       "        319.54841014, 320.00001293],\n",
       "       [320.41397858, 320.82760085, 321.24052915, ..., 319.17241696,\n",
       "        319.58603923, 320.00001259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.95 -78.95 ... 72.41 72.41</div><input id='attrs-827cf2e0-cf96-413f-8d3c-eef185075daf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-827cf2e0-cf96-413f-8d3c-eef185075daf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad4e8e85-6080-4f18-a411-b4e5bbc297ab' class='xr-var-data-in' type='checkbox'><label for='data-ad4e8e85-6080-4f18-a411-b4e5bbc297ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-78.95289509, -78.95289509, -78.95289509, ..., -78.95289509,\n",
       "        -78.95289509, -78.95289509],\n",
       "       [-78.41865507, -78.41865507, -78.41865507, ..., -78.41865507,\n",
       "        -78.41865507, -78.41865507],\n",
       "       [-77.88441506, -77.88441506, -77.88441506, ..., -77.88441506,\n",
       "        -77.88441506, -77.88441506],\n",
       "       ...,\n",
       "       [ 71.51215224,  71.51766482,  71.52684191, ...,  71.51766482,\n",
       "         71.51215224,  71.51031365],\n",
       "       [ 71.95983548,  71.96504258,  71.97371054, ...,  71.96504258,\n",
       "         71.95983548,  71.95809872],\n",
       "       [ 72.4135549 ,  72.41841155,  72.42649554, ...,  72.41841155,\n",
       "         72.4135549 ,  72.41193498]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>320.6 321.7 322.8 ... 319.4 319.8</div><input id='attrs-5633610f-fa75-4f4e-b98d-e2a44c5e7aae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5633610f-fa75-4f4e-b98d-e2a44c5e7aae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9cc085a-45fb-4c6e-9ef0-7b9489b7f424' class='xr-var-data-in' type='checkbox'><label for='data-a9cc085a-45fb-4c6e-9ef0-7b9489b7f424' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       [320.56250892, 321.68750895, 322.81250898, ..., 317.18750883,\n",
       "        318.31250886, 319.43750889],\n",
       "       ...,\n",
       "       [320.25133086, 320.75380113, 321.25577325, ..., 318.74424456,\n",
       "        319.24621668, 319.74869143],\n",
       "       [320.23459477, 320.70358949, 321.17207442, ..., 318.82794339,\n",
       "        319.29642832, 319.76542721],\n",
       "       [320.21650899, 320.6493303 , 321.08163473, ..., 318.91838308,\n",
       "        319.3506875 , 319.78351267]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-79.22 -79.22 ... 72.19 72.19</div><input id='attrs-f581fb4a-27a6-4ff6-826f-bed5dafda51b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f581fb4a-27a6-4ff6-826f-bed5dafda51b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3036fb5b-4907-4957-b7eb-99ad85f46da4' class='xr-var-data-in' type='checkbox'><label for='data-3036fb5b-4907-4957-b7eb-99ad85f46da4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-79.22052261, -79.22052261, -79.22052261, ..., -79.22052261,\n",
       "        -79.22052261, -79.22052261],\n",
       "       [-78.68630626, -78.68630626, -78.68630626, ..., -78.68630626,\n",
       "        -78.68630626, -78.68630626],\n",
       "       [-78.15208992, -78.15208992, -78.15208992, ..., -78.15208992,\n",
       "        -78.15208992, -78.15208992],\n",
       "       ...,\n",
       "       [ 71.29031715,  71.29408252,  71.30160692, ...,  71.30160692,\n",
       "         71.29408252,  71.29031716],\n",
       "       [ 71.73524335,  71.73881845,  71.74596231, ...,  71.74596231,\n",
       "         71.73881845,  71.73524335],\n",
       "       [ 72.18597561,  72.18933231,  72.19603941, ...,  72.19603941,\n",
       "         72.18933231,  72.18597562]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-4990d1ae-016b-4457-a137-3fe775098cba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4990d1ae-016b-4457-a137-3fe775098cba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68f20270-8c50-44b6-8f40-f3a7081b9ce6' class='xr-var-data-in' type='checkbox'><label for='data-68f20270-8c50-44b6-8f40-f3a7081b9ce6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bound</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U12</div><div class='xr-var-preview xr-preview'>&#x27;r10i1181p1f1&#x27;</div><input id='attrs-cfc9bad2-3e7f-4d4e-8673-8545fd45f574' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cfc9bad2-3e7f-4d4e-8673-8545fd45f574' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc5a9b9c-8eef-411b-8293-b857e0e1516b' class='xr-var-data-in' type='checkbox'><label for='data-cc5a9b9c-8eef-411b-8293-b857e0e1516b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r10i1181p1f1&#x27;, dtype=&#x27;&lt;U12&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-797a8ecb-364f-49c0-b34f-6d83e01649b7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-797a8ecb-364f-49c0-b34f-6d83e01649b7' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'SSH' (time: 1980, nlat: 384, nlon: 320)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-175.55447, -174.75598, -175.52606, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-174.4318 , -174.02519, -174.34256, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [-181.47354, -180.33519, -181.48592, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "    ULONG      (nlat, nlon) float64 321.1 322.3 323.4 ... 319.2 319.6 320.0\n",
       "    ULAT       (nlat, nlon) float64 -78.95 -78.95 -78.95 ... 72.42 72.41 72.41\n",
       "    TLONG      (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
       "    TLAT       (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U12 'r10i1181p1f1'\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter\n",
       "    grid_loc:      2110\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "for i in range(0,10):\n",
    "    subset = coll_orig.search(component='ocn',variable='SSH',frequency='month_1',experiment='historical',member_id= str(member_id_list[i]))\n",
    "    dsets = subset.to_dataset_dict(zarr_kwargs={\"consolidated\": True}, storage_options={\"anon\": True})\n",
    "    print(dsets)\n",
    "    ds = dsets['ocn.historical.pop.h.cmip6.SSH']\n",
    "    SSH = ds.SSH.isel(member_id=0)\n",
    "    # SSH_coarse=SSH.coarsen(nlon=3, nlat=3, boundary=\"trim\").mean()\n",
    "    SSH.load()\n",
    "    SSH.to_netcdf('/glade/work/cassiacai/ENSO_Project_SSH_'+str(member_id_list[i])+'.nc')"
   ]
  },
  {
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     "text": [
      "0\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECT&#x27; (time: 1980, lat: 64, lon: 96)&gt;\n",
       "array([[[3.48715345e-09, 3.77534537e-09, 4.03973210e-09, ...,\n",
       "         3.47869089e-09, 3.50309337e-09, 3.50341534e-09],\n",
       "        [2.72280642e-09, 2.66936118e-09, 2.87544966e-09, ...,\n",
       "         2.59223221e-09, 2.65122013e-09, 2.85544943e-09],\n",
       "        [2.63866196e-09, 2.28535657e-09, 1.90262828e-09, ...,\n",
       "         2.66542544e-09, 2.97676062e-09, 2.94903812e-09],\n",
       "        ...,\n",
       "        [6.09709394e-09, 5.59050939e-09, 5.03952036e-09, ...,\n",
       "         6.60631816e-09, 6.51700560e-09, 6.47268150e-09],\n",
       "        [3.51417651e-09, 3.32560801e-09, 3.37665496e-09, ...,\n",
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       "         2.10674056e-09, 2.12717755e-09, 2.15121521e-09]],\n",
       "\n",
       "       [[1.82377435e-09, 1.73516268e-09, 1.67118819e-09, ...,\n",
       "         1.93229344e-09, 1.89954075e-09, 1.86806015e-09],\n",
       "        [2.65283107e-09, 2.51350496e-09, 2.49326404e-09, ...,\n",
       "         2.64837796e-09, 2.90910318e-09, 2.85490831e-09],\n",
       "        [3.91579213e-09, 3.41311890e-09, 2.71574452e-09, ...,\n",
       "         4.99017450e-09, 4.73722706e-09, 4.44167769e-09],\n",
       "...\n",
       "        [6.11154238e-09, 5.93121818e-09, 5.87240079e-09, ...,\n",
       "         6.53425269e-09, 6.04731776e-09, 5.99632521e-09],\n",
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       "        [4.64228611e-09, 4.66143746e-09, 4.67239092e-09, ...,\n",
       "         4.66839367e-09, 4.64056793e-09, 4.63162486e-09]],\n",
       "\n",
       "       [[2.93139601e-09, 2.90068258e-09, 2.86594215e-09, ...,\n",
       "         3.02711212e-09, 2.98982727e-09, 2.96087621e-09],\n",
       "        [3.08060422e-09, 2.88360180e-09, 2.71718248e-09, ...,\n",
       "         3.67223096e-09, 3.44505779e-09, 3.29812710e-09],\n",
       "        [3.86018506e-09, 3.53231155e-09, 3.20748317e-09, ...,\n",
       "         5.30219957e-09, 4.87533036e-09, 4.28177716e-09],\n",
       "        ...,\n",
       "        [1.35067530e-08, 1.18246826e-08, 1.14390453e-08, ...,\n",
       "         2.73137459e-08, 2.17710650e-08, 1.68746457e-08],\n",
       "        [1.01043591e-08, 9.21344689e-09, 8.37197867e-09, ...,\n",
       "         1.20328361e-08, 1.14225553e-08, 1.07905702e-08],\n",
       "        [6.96626135e-09, 6.72029188e-09, 6.47983178e-09, ...,\n",
       "         7.45775264e-09, 7.33184580e-09, 7.17368698e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r1i1001p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fcf701eb-2f59-46d2-91f3-f1c362ab0a9e' class='xr-array-in' type='checkbox' checked><label for='section-fcf701eb-2f59-46d2-91f3-f1c362ab0a9e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>3.487e-09 3.775e-09 4.04e-09 ... 7.458e-09 7.332e-09 7.174e-09</span></div><div class='xr-array-data'><pre>array([[[3.48715345e-09, 3.77534537e-09, 4.03973210e-09, ...,\n",
       "         3.47869089e-09, 3.50309337e-09, 3.50341534e-09],\n",
       "        [2.72280642e-09, 2.66936118e-09, 2.87544966e-09, ...,\n",
       "         2.59223221e-09, 2.65122013e-09, 2.85544943e-09],\n",
       "        [2.63866196e-09, 2.28535657e-09, 1.90262828e-09, ...,\n",
       "         2.66542544e-09, 2.97676062e-09, 2.94903812e-09],\n",
       "        ...,\n",
       "        [6.09709394e-09, 5.59050939e-09, 5.03952036e-09, ...,\n",
       "         6.60631816e-09, 6.51700560e-09, 6.47268150e-09],\n",
       "        [3.51417651e-09, 3.32560801e-09, 3.37665496e-09, ...,\n",
       "         4.43254367e-09, 4.17558876e-09, 3.85297438e-09],\n",
       "        [2.17601981e-09, 2.20173346e-09, 2.22835750e-09, ...,\n",
       "         2.10674056e-09, 2.12717755e-09, 2.15121521e-09]],\n",
       "\n",
       "       [[1.82377435e-09, 1.73516268e-09, 1.67118819e-09, ...,\n",
       "         1.93229344e-09, 1.89954075e-09, 1.86806015e-09],\n",
       "        [2.65283107e-09, 2.51350496e-09, 2.49326404e-09, ...,\n",
       "         2.64837796e-09, 2.90910318e-09, 2.85490831e-09],\n",
       "        [3.91579213e-09, 3.41311890e-09, 2.71574452e-09, ...,\n",
       "         4.99017450e-09, 4.73722706e-09, 4.44167769e-09],\n",
       "...\n",
       "        [6.11154238e-09, 5.93121818e-09, 5.87240079e-09, ...,\n",
       "         6.53425269e-09, 6.04731776e-09, 5.99632521e-09],\n",
       "        [6.95693814e-09, 7.18574000e-09, 7.21143634e-09, ...,\n",
       "         5.40081313e-09, 6.09807405e-09, 6.64802657e-09],\n",
       "        [4.64228611e-09, 4.66143746e-09, 4.67239092e-09, ...,\n",
       "         4.66839367e-09, 4.64056793e-09, 4.63162486e-09]],\n",
       "\n",
       "       [[2.93139601e-09, 2.90068258e-09, 2.86594215e-09, ...,\n",
       "         3.02711212e-09, 2.98982727e-09, 2.96087621e-09],\n",
       "        [3.08060422e-09, 2.88360180e-09, 2.71718248e-09, ...,\n",
       "         3.67223096e-09, 3.44505779e-09, 3.29812710e-09],\n",
       "        [3.86018506e-09, 3.53231155e-09, 3.20748317e-09, ...,\n",
       "         5.30219957e-09, 4.87533036e-09, 4.28177716e-09],\n",
       "        ...,\n",
       "        [1.35067530e-08, 1.18246826e-08, 1.14390453e-08, ...,\n",
       "         2.73137459e-08, 2.17710650e-08, 1.68746457e-08],\n",
       "        [1.01043591e-08, 9.21344689e-09, 8.37197867e-09, ...,\n",
       "         1.20328361e-08, 1.14225553e-08, 1.07905702e-08],\n",
       "        [6.96626135e-09, 6.72029188e-09, 6.47983178e-09, ...,\n",
       "         7.45775264e-09, 7.33184580e-09, 7.17368698e-09]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-6f939805-e9c3-4b71-9800-1e54612737ae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6f939805-e9c3-4b71-9800-1e54612737ae' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-fe64b14d-39c5-47c4-a969-dbd6f934437d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe64b14d-39c5-47c4-a969-dbd6f934437d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6af3ddf2-deff-4ba9-b46e-560072c20084' class='xr-var-data-in' type='checkbox'><label for='data-6af3ddf2-deff-4ba9-b46e-560072c20084' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-957447ec-a603-4a02-be66-1dcab87178f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-957447ec-a603-4a02-be66-1dcab87178f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d919c26-1444-4c98-a932-f2d802d3a21a' class='xr-var-data-in' type='checkbox'><label for='data-7d919c26-1444-4c98-a932-f2d802d3a21a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-88c886c3-dcec-4062-9062-ce7866c531a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88c886c3-dcec-4062-9062-ce7866c531a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbffda03-a953-4cd2-b62a-dc91390ede9e' class='xr-var-data-in' type='checkbox'><label for='data-fbffda03-a953-4cd2-b62a-dc91390ede9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r1i1001p1f1&#x27;</div><input id='attrs-ffea0f0b-2ab1-4b6b-b705-950c30cc0e9d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ffea0f0b-2ab1-4b6b-b705-950c30cc0e9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1723c2ea-f098-4f44-8679-180bc8497111' class='xr-var-data-in' type='checkbox'><label for='data-1723c2ea-f098-4f44-8679-180bc8497111' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r1i1001p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eb66eddc-1aaf-4a55-8b8c-1848bfec9cac' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eb66eddc-1aaf-4a55-8b8c-1848bfec9cac' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
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       "<xarray.DataArray 'PRECT' (time: 1980, lat: 64, lon: 96)>\n",
       "array([[[3.48715345e-09, 3.77534537e-09, 4.03973210e-09, ...,\n",
       "         3.47869089e-09, 3.50309337e-09, 3.50341534e-09],\n",
       "        [2.72280642e-09, 2.66936118e-09, 2.87544966e-09, ...,\n",
       "         2.59223221e-09, 2.65122013e-09, 2.85544943e-09],\n",
       "        [2.63866196e-09, 2.28535657e-09, 1.90262828e-09, ...,\n",
       "         2.66542544e-09, 2.97676062e-09, 2.94903812e-09],\n",
       "        ...,\n",
       "        [6.09709394e-09, 5.59050939e-09, 5.03952036e-09, ...,\n",
       "         6.60631816e-09, 6.51700560e-09, 6.47268150e-09],\n",
       "        [3.51417651e-09, 3.32560801e-09, 3.37665496e-09, ...,\n",
       "         4.43254367e-09, 4.17558876e-09, 3.85297438e-09],\n",
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       "\n",
       "       [[1.82377435e-09, 1.73516268e-09, 1.67118819e-09, ...,\n",
       "         1.93229344e-09, 1.89954075e-09, 1.86806015e-09],\n",
       "        [2.65283107e-09, 2.51350496e-09, 2.49326404e-09, ...,\n",
       "         2.64837796e-09, 2.90910318e-09, 2.85490831e-09],\n",
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       "         4.99017450e-09, 4.73722706e-09, 4.44167769e-09],\n",
       "...\n",
       "        [6.11154238e-09, 5.93121818e-09, 5.87240079e-09, ...,\n",
       "         6.53425269e-09, 6.04731776e-09, 5.99632521e-09],\n",
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       "\n",
       "       [[2.93139601e-09, 2.90068258e-09, 2.86594215e-09, ...,\n",
       "         3.02711212e-09, 2.98982727e-09, 2.96087621e-09],\n",
       "        [3.08060422e-09, 2.88360180e-09, 2.71718248e-09, ...,\n",
       "         3.67223096e-09, 3.44505779e-09, 3.29812710e-09],\n",
       "        [3.86018506e-09, 3.53231155e-09, 3.20748317e-09, ...,\n",
       "         5.30219957e-09, 4.87533036e-09, 4.28177716e-09],\n",
       "        ...,\n",
       "        [1.35067530e-08, 1.18246826e-08, 1.14390453e-08, ...,\n",
       "         2.73137459e-08, 2.17710650e-08, 1.68746457e-08],\n",
       "        [1.01043591e-08, 9.21344689e-09, 8.37197867e-09, ...,\n",
       "         1.20328361e-08, 1.14225553e-08, 1.07905702e-08],\n",
       "        [6.96626135e-09, 6.72029188e-09, 6.47983178e-09, ...,\n",
       "         7.45775264e-09, 7.33184580e-09, 7.17368698e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r1i1001p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
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     "text": [
      "1\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
     ]
    },
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       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECT&#x27; (time: 1980, lat: 64, lon: 96)&gt;\n",
       "array([[[1.35249323e-09, 1.33935119e-09, 1.32768663e-09, ...,\n",
       "         1.37894185e-09, 1.36845069e-09, 1.35969447e-09],\n",
       "        [6.08713580e-10, 6.20322960e-10, 6.26660557e-10, ...,\n",
       "         5.37249523e-10, 5.48313006e-10, 5.80238413e-10],\n",
       "        [2.35843373e-10, 2.70068995e-10, 3.23555793e-10, ...,\n",
       "         1.43432294e-10, 1.69381259e-10, 2.05542278e-10],\n",
       "        ...,\n",
       "        [1.34608547e-08, 1.28269697e-08, 1.21050743e-08, ...,\n",
       "         9.83127713e-09, 1.18400942e-08, 1.32059634e-08],\n",
       "        [1.20533930e-08, 1.19069954e-08, 1.13993712e-08, ...,\n",
       "         1.14287522e-08, 1.19780568e-08, 1.20515375e-08],\n",
       "        [1.18912373e-08, 1.19469883e-08, 1.19622339e-08, ...,\n",
       "         1.16485861e-08, 1.17547900e-08, 1.18282673e-08]],\n",
       "\n",
       "       [[9.02189434e-10, 8.79069262e-10, 8.54125048e-10, ...,\n",
       "         8.57295290e-10, 8.74529504e-10, 8.99037400e-10],\n",
       "        [1.11240850e-09, 1.08072351e-09, 1.05990816e-09, ...,\n",
       "         1.30255551e-09, 1.20914900e-09, 1.14444099e-09],\n",
       "        [2.60255262e-09, 2.40393838e-09, 2.36924058e-09, ...,\n",
       "         2.69213718e-09, 2.58240518e-09, 2.63440381e-09],\n",
       "...\n",
       "        [1.20855379e-08, 1.31141240e-08, 1.34300553e-08, ...,\n",
       "         8.27225666e-09, 9.48990930e-09, 1.07516795e-08],\n",
       "        [8.50092796e-09, 8.85859208e-09, 9.02887365e-09, ...,\n",
       "         7.17811188e-09, 7.56737251e-09, 8.06464406e-09],\n",
       "        [4.21299040e-09, 4.23108748e-09, 4.22209911e-09, ...,\n",
       "         4.15234602e-09, 4.17351798e-09, 4.19221990e-09]],\n",
       "\n",
       "       [[7.10903281e-10, 7.11653181e-10, 7.19312054e-10, ...,\n",
       "         7.45038142e-10, 7.33841765e-10, 7.18830606e-10],\n",
       "        [1.32461042e-09, 1.22832877e-09, 1.25105393e-09, ...,\n",
       "         1.38666756e-09, 1.38224210e-09, 1.32574218e-09],\n",
       "        [1.61438030e-09, 1.68289638e-09, 2.34199593e-09, ...,\n",
       "         2.04687511e-09, 1.95323269e-09, 1.83455973e-09],\n",
       "        ...,\n",
       "        [8.75220341e-09, 9.26411658e-09, 1.01183080e-08, ...,\n",
       "         9.98497018e-09, 9.05211017e-09, 8.65599770e-09],\n",
       "        [7.26025862e-09, 7.59110819e-09, 7.82198928e-09, ...,\n",
       "         6.18335516e-09, 6.59050015e-09, 6.91207935e-09],\n",
       "        [4.04096179e-09, 4.05020506e-09, 4.03929290e-09, ...,\n",
       "         3.88686017e-09, 3.95083166e-09, 4.00340205e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r2i1021p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ee54deb9-11d9-425c-a155-5b59be1f903e' class='xr-array-in' type='checkbox' checked><label for='section-ee54deb9-11d9-425c-a155-5b59be1f903e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.352e-09 1.339e-09 1.328e-09 ... 3.887e-09 3.951e-09 4.003e-09</span></div><div class='xr-array-data'><pre>array([[[1.35249323e-09, 1.33935119e-09, 1.32768663e-09, ...,\n",
       "         1.37894185e-09, 1.36845069e-09, 1.35969447e-09],\n",
       "        [6.08713580e-10, 6.20322960e-10, 6.26660557e-10, ...,\n",
       "         5.37249523e-10, 5.48313006e-10, 5.80238413e-10],\n",
       "        [2.35843373e-10, 2.70068995e-10, 3.23555793e-10, ...,\n",
       "         1.43432294e-10, 1.69381259e-10, 2.05542278e-10],\n",
       "        ...,\n",
       "        [1.34608547e-08, 1.28269697e-08, 1.21050743e-08, ...,\n",
       "         9.83127713e-09, 1.18400942e-08, 1.32059634e-08],\n",
       "        [1.20533930e-08, 1.19069954e-08, 1.13993712e-08, ...,\n",
       "         1.14287522e-08, 1.19780568e-08, 1.20515375e-08],\n",
       "        [1.18912373e-08, 1.19469883e-08, 1.19622339e-08, ...,\n",
       "         1.16485861e-08, 1.17547900e-08, 1.18282673e-08]],\n",
       "\n",
       "       [[9.02189434e-10, 8.79069262e-10, 8.54125048e-10, ...,\n",
       "         8.57295290e-10, 8.74529504e-10, 8.99037400e-10],\n",
       "        [1.11240850e-09, 1.08072351e-09, 1.05990816e-09, ...,\n",
       "         1.30255551e-09, 1.20914900e-09, 1.14444099e-09],\n",
       "        [2.60255262e-09, 2.40393838e-09, 2.36924058e-09, ...,\n",
       "         2.69213718e-09, 2.58240518e-09, 2.63440381e-09],\n",
       "...\n",
       "        [1.20855379e-08, 1.31141240e-08, 1.34300553e-08, ...,\n",
       "         8.27225666e-09, 9.48990930e-09, 1.07516795e-08],\n",
       "        [8.50092796e-09, 8.85859208e-09, 9.02887365e-09, ...,\n",
       "         7.17811188e-09, 7.56737251e-09, 8.06464406e-09],\n",
       "        [4.21299040e-09, 4.23108748e-09, 4.22209911e-09, ...,\n",
       "         4.15234602e-09, 4.17351798e-09, 4.19221990e-09]],\n",
       "\n",
       "       [[7.10903281e-10, 7.11653181e-10, 7.19312054e-10, ...,\n",
       "         7.45038142e-10, 7.33841765e-10, 7.18830606e-10],\n",
       "        [1.32461042e-09, 1.22832877e-09, 1.25105393e-09, ...,\n",
       "         1.38666756e-09, 1.38224210e-09, 1.32574218e-09],\n",
       "        [1.61438030e-09, 1.68289638e-09, 2.34199593e-09, ...,\n",
       "         2.04687511e-09, 1.95323269e-09, 1.83455973e-09],\n",
       "        ...,\n",
       "        [8.75220341e-09, 9.26411658e-09, 1.01183080e-08, ...,\n",
       "         9.98497018e-09, 9.05211017e-09, 8.65599770e-09],\n",
       "        [7.26025862e-09, 7.59110819e-09, 7.82198928e-09, ...,\n",
       "         6.18335516e-09, 6.59050015e-09, 6.91207935e-09],\n",
       "        [4.04096179e-09, 4.05020506e-09, 4.03929290e-09, ...,\n",
       "         3.88686017e-09, 3.95083166e-09, 4.00340205e-09]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-af7afffd-fe0b-4a35-9ee5-4a69fa1a42b2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-af7afffd-fe0b-4a35-9ee5-4a69fa1a42b2' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-a9763265-fc98-4a13-b6af-7a8928c7567a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9763265-fc98-4a13-b6af-7a8928c7567a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3f603db-fce4-491c-a12b-57f566037b59' class='xr-var-data-in' type='checkbox'><label for='data-d3f603db-fce4-491c-a12b-57f566037b59' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-c8e7110b-86a7-4896-96b4-5113343db7a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8e7110b-86a7-4896-96b4-5113343db7a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f07d814-02f4-47c8-afa2-587c770e8ced' class='xr-var-data-in' type='checkbox'><label for='data-8f07d814-02f4-47c8-afa2-587c770e8ced' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-564ece28-f234-4a22-a0ed-99335e50afb5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-564ece28-f234-4a22-a0ed-99335e50afb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8467d812-226a-4e41-9df4-b2355da5ffd0' class='xr-var-data-in' type='checkbox'><label for='data-8467d812-226a-4e41-9df4-b2355da5ffd0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r2i1021p1f1&#x27;</div><input id='attrs-2643b4c8-b347-4bfb-b0d2-e44a13f5f379' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2643b4c8-b347-4bfb-b0d2-e44a13f5f379' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdba3a79-6970-4d3a-8a61-473b8e0931da' class='xr-var-data-in' type='checkbox'><label for='data-cdba3a79-6970-4d3a-8a61-473b8e0931da' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r2i1021p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-87de5ebf-b3f8-4c27-8410-99dcd2e3a2f9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-87de5ebf-b3f8-4c27-8410-99dcd2e3a2f9' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
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       "        ...,\n",
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       "\n",
       "       [[9.02189434e-10, 8.79069262e-10, 8.54125048e-10, ...,\n",
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       "...\n",
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       "\n",
       "       [[7.10903281e-10, 7.11653181e-10, 7.19312054e-10, ...,\n",
       "         7.45038142e-10, 7.33841765e-10, 7.18830606e-10],\n",
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       "        [7.26025862e-09, 7.59110819e-09, 7.82198928e-09, ...,\n",
       "         6.18335516e-09, 6.59050015e-09, 6.91207935e-09],\n",
       "        [4.04096179e-09, 4.05020506e-09, 4.03929290e-09, ...,\n",
       "         3.88686017e-09, 3.95083166e-09, 4.00340205e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r2i1021p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
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     "execution_count": 21,
     "metadata": {},
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     "text": [
      "2\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECT&#x27; (time: 1980, lat: 64, lon: 96)&gt;\n",
       "array([[[2.40314502e-09, 2.46293497e-09, 2.50488386e-09, ...,\n",
       "         2.36443398e-09, 2.42957299e-09, 2.42238496e-09],\n",
       "        [2.53392352e-09, 3.06849457e-09, 3.35251116e-09, ...,\n",
       "         1.54884494e-09, 1.86911731e-09, 2.05608552e-09],\n",
       "        [1.91223126e-09, 1.95302818e-09, 1.94349581e-09, ...,\n",
       "         6.76804945e-10, 9.38784717e-10, 1.47929369e-09],\n",
       "        ...,\n",
       "        [4.29263070e-09, 4.72832618e-09, 5.20153298e-09, ...,\n",
       "         3.18211502e-09, 3.55842489e-09, 3.83953314e-09],\n",
       "        [4.17411439e-09, 4.17612744e-09, 4.00481381e-09, ...,\n",
       "         3.38957151e-09, 3.65735220e-09, 3.95711686e-09],\n",
       "        [2.75435186e-09, 2.79682233e-09, 2.84011148e-09, ...,\n",
       "         2.61799782e-09, 2.66015521e-09, 2.71095746e-09]],\n",
       "\n",
       "       [[2.23367946e-09, 2.20598229e-09, 2.20387397e-09, ...,\n",
       "         2.26649743e-09, 2.26826447e-09, 2.26225327e-09],\n",
       "        [1.56628011e-09, 1.46720924e-09, 1.33665301e-09, ...,\n",
       "         2.00493200e-09, 1.84140658e-09, 1.66914382e-09],\n",
       "        [2.24400476e-09, 1.75553516e-09, 1.37124401e-09, ...,\n",
       "         2.89230084e-09, 2.90278535e-09, 2.74907919e-09],\n",
       "...\n",
       "        [5.23013366e-09, 5.24350696e-09, 5.41227996e-09, ...,\n",
       "         9.00371777e-09, 6.90793023e-09, 5.56507240e-09],\n",
       "        [6.12708195e-09, 6.17075502e-09, 6.33593977e-09, ...,\n",
       "         6.96090785e-09, 6.46737952e-09, 6.21762064e-09],\n",
       "        [6.17453866e-09, 6.21013507e-09, 6.28018082e-09, ...,\n",
       "         6.05643091e-09, 6.08076611e-09, 6.12878814e-09]],\n",
       "\n",
       "       [[2.89120639e-09, 2.87306134e-09, 2.86626300e-09, ...,\n",
       "         2.98391334e-09, 2.93660052e-09, 2.90197222e-09],\n",
       "        [2.48803111e-09, 2.42825471e-09, 2.46901521e-09, ...,\n",
       "         2.69778311e-09, 2.63527555e-09, 2.57365174e-09],\n",
       "        [2.50101539e-09, 2.30627806e-09, 2.21869034e-09, ...,\n",
       "         3.59652463e-09, 3.21893201e-09, 2.86667690e-09],\n",
       "        ...,\n",
       "        [1.02691660e-08, 1.14274030e-08, 1.19899575e-08, ...,\n",
       "         5.55325297e-09, 7.11006010e-09, 9.01775188e-09],\n",
       "        [9.20604748e-09, 9.88830440e-09, 1.03061035e-08, ...,\n",
       "         6.91348667e-09, 7.45608464e-09, 8.28579871e-09],\n",
       "        [6.43654952e-09, 6.55550592e-09, 6.66452138e-09, ...,\n",
       "         6.04299766e-09, 6.17177953e-09, 6.30851993e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r3i1041p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1342a1eb-ab7e-4c1d-9370-4f6cf3cad453' class='xr-array-in' type='checkbox' checked><label for='section-1342a1eb-ab7e-4c1d-9370-4f6cf3cad453' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.403e-09 2.463e-09 2.505e-09 ... 6.043e-09 6.172e-09 6.309e-09</span></div><div class='xr-array-data'><pre>array([[[2.40314502e-09, 2.46293497e-09, 2.50488386e-09, ...,\n",
       "         2.36443398e-09, 2.42957299e-09, 2.42238496e-09],\n",
       "        [2.53392352e-09, 3.06849457e-09, 3.35251116e-09, ...,\n",
       "         1.54884494e-09, 1.86911731e-09, 2.05608552e-09],\n",
       "        [1.91223126e-09, 1.95302818e-09, 1.94349581e-09, ...,\n",
       "         6.76804945e-10, 9.38784717e-10, 1.47929369e-09],\n",
       "        ...,\n",
       "        [4.29263070e-09, 4.72832618e-09, 5.20153298e-09, ...,\n",
       "         3.18211502e-09, 3.55842489e-09, 3.83953314e-09],\n",
       "        [4.17411439e-09, 4.17612744e-09, 4.00481381e-09, ...,\n",
       "         3.38957151e-09, 3.65735220e-09, 3.95711686e-09],\n",
       "        [2.75435186e-09, 2.79682233e-09, 2.84011148e-09, ...,\n",
       "         2.61799782e-09, 2.66015521e-09, 2.71095746e-09]],\n",
       "\n",
       "       [[2.23367946e-09, 2.20598229e-09, 2.20387397e-09, ...,\n",
       "         2.26649743e-09, 2.26826447e-09, 2.26225327e-09],\n",
       "        [1.56628011e-09, 1.46720924e-09, 1.33665301e-09, ...,\n",
       "         2.00493200e-09, 1.84140658e-09, 1.66914382e-09],\n",
       "        [2.24400476e-09, 1.75553516e-09, 1.37124401e-09, ...,\n",
       "         2.89230084e-09, 2.90278535e-09, 2.74907919e-09],\n",
       "...\n",
       "        [5.23013366e-09, 5.24350696e-09, 5.41227996e-09, ...,\n",
       "         9.00371777e-09, 6.90793023e-09, 5.56507240e-09],\n",
       "        [6.12708195e-09, 6.17075502e-09, 6.33593977e-09, ...,\n",
       "         6.96090785e-09, 6.46737952e-09, 6.21762064e-09],\n",
       "        [6.17453866e-09, 6.21013507e-09, 6.28018082e-09, ...,\n",
       "         6.05643091e-09, 6.08076611e-09, 6.12878814e-09]],\n",
       "\n",
       "       [[2.89120639e-09, 2.87306134e-09, 2.86626300e-09, ...,\n",
       "         2.98391334e-09, 2.93660052e-09, 2.90197222e-09],\n",
       "        [2.48803111e-09, 2.42825471e-09, 2.46901521e-09, ...,\n",
       "         2.69778311e-09, 2.63527555e-09, 2.57365174e-09],\n",
       "        [2.50101539e-09, 2.30627806e-09, 2.21869034e-09, ...,\n",
       "         3.59652463e-09, 3.21893201e-09, 2.86667690e-09],\n",
       "        ...,\n",
       "        [1.02691660e-08, 1.14274030e-08, 1.19899575e-08, ...,\n",
       "         5.55325297e-09, 7.11006010e-09, 9.01775188e-09],\n",
       "        [9.20604748e-09, 9.88830440e-09, 1.03061035e-08, ...,\n",
       "         6.91348667e-09, 7.45608464e-09, 8.28579871e-09],\n",
       "        [6.43654952e-09, 6.55550592e-09, 6.66452138e-09, ...,\n",
       "         6.04299766e-09, 6.17177953e-09, 6.30851993e-09]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-8c80f44e-caee-4f9b-8f7c-a7199b42c58e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8c80f44e-caee-4f9b-8f7c-a7199b42c58e' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-1810915f-aa55-48f8-8e02-40250be9af6b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1810915f-aa55-48f8-8e02-40250be9af6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a2b46c2-7e4d-42f1-adf0-abcaf3ba2c3e' class='xr-var-data-in' type='checkbox'><label for='data-3a2b46c2-7e4d-42f1-adf0-abcaf3ba2c3e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-e7f37d91-f060-465f-80e8-0d6e99dbe65f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7f37d91-f060-465f-80e8-0d6e99dbe65f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b68486b-5e37-4ed4-a5fc-4f6bb5a4b3cf' class='xr-var-data-in' type='checkbox'><label for='data-4b68486b-5e37-4ed4-a5fc-4f6bb5a4b3cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-1c7d45f0-2524-42da-8dd8-73d6b6bc7020' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c7d45f0-2524-42da-8dd8-73d6b6bc7020' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d42576d6-a33f-4102-9d9c-b8d8e8cfc8d0' class='xr-var-data-in' type='checkbox'><label for='data-d42576d6-a33f-4102-9d9c-b8d8e8cfc8d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r3i1041p1f1&#x27;</div><input id='attrs-19c4755f-d6e6-4f59-8918-2427ba939768' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-19c4755f-d6e6-4f59-8918-2427ba939768' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6eb9ba6-2852-4a35-b054-aa9d700178e2' class='xr-var-data-in' type='checkbox'><label for='data-c6eb9ba6-2852-4a35-b054-aa9d700178e2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r3i1041p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ea97ffc4-02ec-4fa2-9f45-6962969a5af4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ea97ffc4-02ec-4fa2-9f45-6962969a5af4' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'PRECT' (time: 1980, lat: 64, lon: 96)>\n",
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       "    member_id  <U11 'r3i1041p1f1'\n",
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       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
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     "execution_count": 21,
     "metadata": {},
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      "3\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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       "         6.39997033e-09, 6.13888851e-09, 5.72333869e-09],\n",
       "        [3.12434612e-09, 3.10326431e-09, 3.08510284e-09, ...,\n",
       "         3.18140003e-09, 3.15574678e-09, 3.13828896e-09]],\n",
       "\n",
       "       [[2.64786665e-10, 2.75917206e-10, 3.00905661e-10, ...,\n",
       "         2.50403531e-10, 2.56114324e-10, 2.57870503e-10],\n",
       "        [9.08110143e-10, 1.06281339e-09, 1.14305854e-09, ...,\n",
       "         5.63387115e-10, 7.42350903e-10, 8.79944229e-10],\n",
       "        [4.72287431e-10, 5.33431299e-10, 5.13129594e-10, ...,\n",
       "         7.64869723e-10, 6.08839867e-10, 4.51371940e-10],\n",
       "        ...,\n",
       "        [7.96482258e-09, 9.47820755e-09, 1.05950795e-08, ...,\n",
       "         6.11421447e-09, 6.08210016e-09, 6.58389565e-09],\n",
       "        [7.80980614e-09, 7.79965870e-09, 7.80567166e-09, ...,\n",
       "         8.33661762e-09, 8.28344771e-09, 7.97254440e-09],\n",
       "        [5.47197709e-09, 5.33111244e-09, 5.17794874e-09, ...,\n",
       "         5.70872238e-09, 5.67351721e-09, 5.59610758e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r4i1061p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-67f6b5bc-7f1d-408a-a7b5-bd931d6593c3' class='xr-array-in' type='checkbox' checked><label for='section-67f6b5bc-7f1d-408a-a7b5-bd931d6593c3' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.513e-09 1.533e-09 1.559e-09 ... 5.709e-09 5.674e-09 5.596e-09</span></div><div class='xr-array-data'><pre>array([[[1.51307189e-09, 1.53338742e-09, 1.55871449e-09, ...,\n",
       "         1.52490776e-09, 1.51494239e-09, 1.50606161e-09],\n",
       "        [8.78827677e-10, 8.62521832e-10, 8.88451368e-10, ...,\n",
       "         9.33313427e-10, 8.86882567e-10, 8.56876847e-10],\n",
       "        [5.56283242e-10, 5.81663218e-10, 6.11367179e-10, ...,\n",
       "         8.89046836e-10, 8.18109802e-10, 6.80396961e-10],\n",
       "        ...,\n",
       "        [9.47095380e-09, 8.94400998e-09, 8.56535642e-09, ...,\n",
       "         9.86603155e-09, 1.00082040e-08, 9.88969351e-09],\n",
       "        [6.57481847e-09, 6.54952714e-09, 6.63605881e-09, ...,\n",
       "         7.36772199e-09, 7.13442860e-09, 6.81020929e-09],\n",
       "        [6.91873225e-09, 6.82384149e-09, 6.73690126e-09, ...,\n",
       "         7.07391568e-09, 7.06691994e-09, 7.00642833e-09]],\n",
       "\n",
       "       [[3.52025853e-09, 3.60071950e-09, 3.71670539e-09, ...,\n",
       "         3.59586738e-09, 3.55095775e-09, 3.52122997e-09],\n",
       "        [3.85470100e-09, 4.05177047e-09, 4.21673407e-09, ...,\n",
       "         3.77019926e-09, 3.69671338e-09, 3.69546171e-09],\n",
       "        [4.36239533e-09, 4.39502967e-09, 4.33636460e-09, ...,\n",
       "         4.17543733e-09, 4.01350597e-09, 3.99118649e-09],\n",
       "...\n",
       "        [1.31116007e-08, 1.22068728e-08, 1.16706165e-08, ...,\n",
       "         1.35027260e-08, 1.34526807e-08, 1.34127198e-08],\n",
       "        [5.31808686e-09, 5.00656183e-09, 4.65587924e-09, ...,\n",
       "         6.39997033e-09, 6.13888851e-09, 5.72333869e-09],\n",
       "        [3.12434612e-09, 3.10326431e-09, 3.08510284e-09, ...,\n",
       "         3.18140003e-09, 3.15574678e-09, 3.13828896e-09]],\n",
       "\n",
       "       [[2.64786665e-10, 2.75917206e-10, 3.00905661e-10, ...,\n",
       "         2.50403531e-10, 2.56114324e-10, 2.57870503e-10],\n",
       "        [9.08110143e-10, 1.06281339e-09, 1.14305854e-09, ...,\n",
       "         5.63387115e-10, 7.42350903e-10, 8.79944229e-10],\n",
       "        [4.72287431e-10, 5.33431299e-10, 5.13129594e-10, ...,\n",
       "         7.64869723e-10, 6.08839867e-10, 4.51371940e-10],\n",
       "        ...,\n",
       "        [7.96482258e-09, 9.47820755e-09, 1.05950795e-08, ...,\n",
       "         6.11421447e-09, 6.08210016e-09, 6.58389565e-09],\n",
       "        [7.80980614e-09, 7.79965870e-09, 7.80567166e-09, ...,\n",
       "         8.33661762e-09, 8.28344771e-09, 7.97254440e-09],\n",
       "        [5.47197709e-09, 5.33111244e-09, 5.17794874e-09, ...,\n",
       "         5.70872238e-09, 5.67351721e-09, 5.59610758e-09]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-fa8aac04-6e71-4461-8e24-d584c82714c2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fa8aac04-6e71-4461-8e24-d584c82714c2' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-62bf9ec4-c131-4211-b4ae-21b12e29ddef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62bf9ec4-c131-4211-b4ae-21b12e29ddef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-176f7784-abe6-4f57-bfab-dda9b79874e8' class='xr-var-data-in' type='checkbox'><label for='data-176f7784-abe6-4f57-bfab-dda9b79874e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-3f9bec78-b317-4671-bd71-8edaf3b071b4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f9bec78-b317-4671-bd71-8edaf3b071b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47fc7fb4-7b42-4746-954b-b417ecfaff61' class='xr-var-data-in' type='checkbox'><label for='data-47fc7fb4-7b42-4746-954b-b417ecfaff61' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-f7b47783-599e-48f6-9958-515bf4c87291' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f7b47783-599e-48f6-9958-515bf4c87291' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d70e2978-7b1b-4bfd-9fbc-9ed2ec2f3c5a' class='xr-var-data-in' type='checkbox'><label for='data-d70e2978-7b1b-4bfd-9fbc-9ed2ec2f3c5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r4i1061p1f1&#x27;</div><input id='attrs-9736c243-c4b4-46da-b885-00cca3952a34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9736c243-c4b4-46da-b885-00cca3952a34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e983cb38-6b04-47db-8a2b-53354183ab57' class='xr-var-data-in' type='checkbox'><label for='data-e983cb38-6b04-47db-8a2b-53354183ab57' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r4i1061p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-68f44d1b-33dd-439e-88cb-b0b0f7673d7f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-68f44d1b-33dd-439e-88cb-b0b0f7673d7f' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'PRECT' (time: 1980, lat: 64, lon: 96)>\n",
       "array([[[1.51307189e-09, 1.53338742e-09, 1.55871449e-09, ...,\n",
       "         1.52490776e-09, 1.51494239e-09, 1.50606161e-09],\n",
       "        [8.78827677e-10, 8.62521832e-10, 8.88451368e-10, ...,\n",
       "         9.33313427e-10, 8.86882567e-10, 8.56876847e-10],\n",
       "        [5.56283242e-10, 5.81663218e-10, 6.11367179e-10, ...,\n",
       "         8.89046836e-10, 8.18109802e-10, 6.80396961e-10],\n",
       "        ...,\n",
       "        [9.47095380e-09, 8.94400998e-09, 8.56535642e-09, ...,\n",
       "         9.86603155e-09, 1.00082040e-08, 9.88969351e-09],\n",
       "        [6.57481847e-09, 6.54952714e-09, 6.63605881e-09, ...,\n",
       "         7.36772199e-09, 7.13442860e-09, 6.81020929e-09],\n",
       "        [6.91873225e-09, 6.82384149e-09, 6.73690126e-09, ...,\n",
       "         7.07391568e-09, 7.06691994e-09, 7.00642833e-09]],\n",
       "\n",
       "       [[3.52025853e-09, 3.60071950e-09, 3.71670539e-09, ...,\n",
       "         3.59586738e-09, 3.55095775e-09, 3.52122997e-09],\n",
       "        [3.85470100e-09, 4.05177047e-09, 4.21673407e-09, ...,\n",
       "         3.77019926e-09, 3.69671338e-09, 3.69546171e-09],\n",
       "        [4.36239533e-09, 4.39502967e-09, 4.33636460e-09, ...,\n",
       "         4.17543733e-09, 4.01350597e-09, 3.99118649e-09],\n",
       "...\n",
       "        [1.31116007e-08, 1.22068728e-08, 1.16706165e-08, ...,\n",
       "         1.35027260e-08, 1.34526807e-08, 1.34127198e-08],\n",
       "        [5.31808686e-09, 5.00656183e-09, 4.65587924e-09, ...,\n",
       "         6.39997033e-09, 6.13888851e-09, 5.72333869e-09],\n",
       "        [3.12434612e-09, 3.10326431e-09, 3.08510284e-09, ...,\n",
       "         3.18140003e-09, 3.15574678e-09, 3.13828896e-09]],\n",
       "\n",
       "       [[2.64786665e-10, 2.75917206e-10, 3.00905661e-10, ...,\n",
       "         2.50403531e-10, 2.56114324e-10, 2.57870503e-10],\n",
       "        [9.08110143e-10, 1.06281339e-09, 1.14305854e-09, ...,\n",
       "         5.63387115e-10, 7.42350903e-10, 8.79944229e-10],\n",
       "        [4.72287431e-10, 5.33431299e-10, 5.13129594e-10, ...,\n",
       "         7.64869723e-10, 6.08839867e-10, 4.51371940e-10],\n",
       "        ...,\n",
       "        [7.96482258e-09, 9.47820755e-09, 1.05950795e-08, ...,\n",
       "         6.11421447e-09, 6.08210016e-09, 6.58389565e-09],\n",
       "        [7.80980614e-09, 7.79965870e-09, 7.80567166e-09, ...,\n",
       "         8.33661762e-09, 8.28344771e-09, 7.97254440e-09],\n",
       "        [5.47197709e-09, 5.33111244e-09, 5.17794874e-09, ...,\n",
       "         5.70872238e-09, 5.67351721e-09, 5.59610758e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r4i1061p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
     ]
    },
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECT&#x27; (time: 1980, lat: 64, lon: 96)&gt;\n",
       "array([[[2.98144998e-09, 2.96577363e-09, 2.99268077e-09, ...,\n",
       "         3.02145065e-09, 3.00422487e-09, 3.00216629e-09],\n",
       "        [2.73689338e-09, 2.68742006e-09, 2.57250576e-09, ...,\n",
       "         2.48320231e-09, 2.72308553e-09, 2.72443912e-09],\n",
       "        [4.12618117e-09, 3.68720832e-09, 3.37464301e-09, ...,\n",
       "         5.01758546e-09, 4.68956785e-09, 4.39150316e-09],\n",
       "        ...,\n",
       "        [4.55347227e-09, 5.60848434e-09, 5.56420865e-09, ...,\n",
       "         2.90582092e-09, 2.88062396e-09, 3.58857211e-09],\n",
       "        [3.53156948e-09, 3.97995370e-09, 4.65051819e-09, ...,\n",
       "         2.97918357e-09, 3.06945180e-09, 3.21609361e-09],\n",
       "        [3.69610231e-09, 3.79500253e-09, 3.84610122e-09, ...,\n",
       "         3.41817907e-09, 3.48630746e-09, 3.59106789e-09]],\n",
       "\n",
       "       [[4.47693971e-09, 4.48500259e-09, 4.47948167e-09, ...,\n",
       "         4.50438842e-09, 4.48232118e-09, 4.47641346e-09],\n",
       "        [3.67745034e-09, 3.51281049e-09, 3.34344863e-09, ...,\n",
       "         3.90245436e-09, 3.79252585e-09, 3.73551323e-09],\n",
       "        [2.97723091e-09, 2.60096211e-09, 2.29166286e-09, ...,\n",
       "         5.05699926e-09, 4.41901582e-09, 3.55504537e-09],\n",
       "...\n",
       "        [8.08756351e-09, 7.51695506e-09, 6.65993527e-09, ...,\n",
       "         8.77978401e-09, 8.72783001e-09, 8.45682102e-09],\n",
       "        [4.83554308e-09, 4.65228789e-09, 4.63501770e-09, ...,\n",
       "         5.07222486e-09, 5.17416554e-09, 5.08669862e-09],\n",
       "        [4.40104975e-09, 4.40835013e-09, 4.37944569e-09, ...,\n",
       "         4.40966197e-09, 4.38617098e-09, 4.38177095e-09]],\n",
       "\n",
       "       [[1.29967936e-09, 1.28615418e-09, 1.28067945e-09, ...,\n",
       "         1.34789735e-09, 1.34063127e-09, 1.31958322e-09],\n",
       "        [1.22986232e-09, 1.19459409e-09, 1.15938470e-09, ...,\n",
       "         1.14462839e-09, 1.22560995e-09, 1.24758615e-09],\n",
       "        [8.80276796e-10, 7.04415581e-10, 5.61816038e-10, ...,\n",
       "         1.66280301e-09, 1.39017142e-09, 1.10772991e-09],\n",
       "        ...,\n",
       "        [1.69938392e-08, 1.68897749e-08, 1.63309579e-08, ...,\n",
       "         1.50615520e-08, 1.55395625e-08, 1.58956937e-08],\n",
       "        [1.25352635e-08, 1.32280000e-08, 1.37318166e-08, ...,\n",
       "         1.08287574e-08, 1.11466285e-08, 1.17210259e-08],\n",
       "        [1.09143494e-08, 1.10404645e-08, 1.11655716e-08, ...,\n",
       "         1.05256923e-08, 1.06411946e-08, 1.07691598e-08]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r5i1081p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9cca1460-2ed7-4074-b3d6-5dd8c496354f' class='xr-array-in' type='checkbox' checked><label for='section-9cca1460-2ed7-4074-b3d6-5dd8c496354f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.981e-09 2.966e-09 2.993e-09 ... 1.053e-08 1.064e-08 1.077e-08</span></div><div class='xr-array-data'><pre>array([[[2.98144998e-09, 2.96577363e-09, 2.99268077e-09, ...,\n",
       "         3.02145065e-09, 3.00422487e-09, 3.00216629e-09],\n",
       "        [2.73689338e-09, 2.68742006e-09, 2.57250576e-09, ...,\n",
       "         2.48320231e-09, 2.72308553e-09, 2.72443912e-09],\n",
       "        [4.12618117e-09, 3.68720832e-09, 3.37464301e-09, ...,\n",
       "         5.01758546e-09, 4.68956785e-09, 4.39150316e-09],\n",
       "        ...,\n",
       "        [4.55347227e-09, 5.60848434e-09, 5.56420865e-09, ...,\n",
       "         2.90582092e-09, 2.88062396e-09, 3.58857211e-09],\n",
       "        [3.53156948e-09, 3.97995370e-09, 4.65051819e-09, ...,\n",
       "         2.97918357e-09, 3.06945180e-09, 3.21609361e-09],\n",
       "        [3.69610231e-09, 3.79500253e-09, 3.84610122e-09, ...,\n",
       "         3.41817907e-09, 3.48630746e-09, 3.59106789e-09]],\n",
       "\n",
       "       [[4.47693971e-09, 4.48500259e-09, 4.47948167e-09, ...,\n",
       "         4.50438842e-09, 4.48232118e-09, 4.47641346e-09],\n",
       "        [3.67745034e-09, 3.51281049e-09, 3.34344863e-09, ...,\n",
       "         3.90245436e-09, 3.79252585e-09, 3.73551323e-09],\n",
       "        [2.97723091e-09, 2.60096211e-09, 2.29166286e-09, ...,\n",
       "         5.05699926e-09, 4.41901582e-09, 3.55504537e-09],\n",
       "...\n",
       "        [8.08756351e-09, 7.51695506e-09, 6.65993527e-09, ...,\n",
       "         8.77978401e-09, 8.72783001e-09, 8.45682102e-09],\n",
       "        [4.83554308e-09, 4.65228789e-09, 4.63501770e-09, ...,\n",
       "         5.07222486e-09, 5.17416554e-09, 5.08669862e-09],\n",
       "        [4.40104975e-09, 4.40835013e-09, 4.37944569e-09, ...,\n",
       "         4.40966197e-09, 4.38617098e-09, 4.38177095e-09]],\n",
       "\n",
       "       [[1.29967936e-09, 1.28615418e-09, 1.28067945e-09, ...,\n",
       "         1.34789735e-09, 1.34063127e-09, 1.31958322e-09],\n",
       "        [1.22986232e-09, 1.19459409e-09, 1.15938470e-09, ...,\n",
       "         1.14462839e-09, 1.22560995e-09, 1.24758615e-09],\n",
       "        [8.80276796e-10, 7.04415581e-10, 5.61816038e-10, ...,\n",
       "         1.66280301e-09, 1.39017142e-09, 1.10772991e-09],\n",
       "        ...,\n",
       "        [1.69938392e-08, 1.68897749e-08, 1.63309579e-08, ...,\n",
       "         1.50615520e-08, 1.55395625e-08, 1.58956937e-08],\n",
       "        [1.25352635e-08, 1.32280000e-08, 1.37318166e-08, ...,\n",
       "         1.08287574e-08, 1.11466285e-08, 1.17210259e-08],\n",
       "        [1.09143494e-08, 1.10404645e-08, 1.11655716e-08, ...,\n",
       "         1.05256923e-08, 1.06411946e-08, 1.07691598e-08]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-63f265ef-ce53-4e6c-b83b-51c954e05b61' class='xr-section-summary-in' type='checkbox'  checked><label for='section-63f265ef-ce53-4e6c-b83b-51c954e05b61' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-262b9ab4-afdd-4b6f-8090-c390deefe420' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-262b9ab4-afdd-4b6f-8090-c390deefe420' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7987932d-11b1-444a-992a-586806d1485c' class='xr-var-data-in' type='checkbox'><label for='data-7987932d-11b1-444a-992a-586806d1485c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-2243ba9b-3037-47bb-aae1-b331a76bb717' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2243ba9b-3037-47bb-aae1-b331a76bb717' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a98920bd-eba7-4d1f-b979-dc8ed6078324' class='xr-var-data-in' type='checkbox'><label for='data-a98920bd-eba7-4d1f-b979-dc8ed6078324' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-d7afe0ac-f2ca-455c-81eb-bf5007cdcaba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d7afe0ac-f2ca-455c-81eb-bf5007cdcaba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e52d6038-4fdf-43b5-816e-65d41088ab56' class='xr-var-data-in' type='checkbox'><label for='data-e52d6038-4fdf-43b5-816e-65d41088ab56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r5i1081p1f1&#x27;</div><input id='attrs-bd8ea2f3-a540-4c1a-af49-13de8adf8f7f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd8ea2f3-a540-4c1a-af49-13de8adf8f7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5cced8f-e70a-4389-98c9-072b75c5157b' class='xr-var-data-in' type='checkbox'><label for='data-e5cced8f-e70a-4389-98c9-072b75c5157b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r5i1081p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-57a06561-51f6-49bd-9b7c-a59b3501a9fe' class='xr-section-summary-in' type='checkbox'  checked><label for='section-57a06561-51f6-49bd-9b7c-a59b3501a9fe' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
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       "\n",
       "       [[4.47693971e-09, 4.48500259e-09, 4.47948167e-09, ...,\n",
       "         4.50438842e-09, 4.48232118e-09, 4.47641346e-09],\n",
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       "...\n",
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       "\n",
       "       [[1.29967936e-09, 1.28615418e-09, 1.28067945e-09, ...,\n",
       "         1.34789735e-09, 1.34063127e-09, 1.31958322e-09],\n",
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       "        ...,\n",
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       "         1.08287574e-08, 1.11466285e-08, 1.17210259e-08],\n",
       "        [1.09143494e-08, 1.10404645e-08, 1.11655716e-08, ...,\n",
       "         1.05256923e-08, 1.06411946e-08, 1.07691598e-08]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r5i1081p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
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     "text": [
      "5\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECT&#x27; (time: 1980, lat: 64, lon: 96)&gt;\n",
       "array([[[2.35852338e-09, 2.32760811e-09, 2.28649832e-09, ...,\n",
       "         2.27069274e-09, 2.34054642e-09, 2.36349162e-09],\n",
       "        [8.19214308e-10, 8.43788817e-10, 8.98123742e-10, ...,\n",
       "         5.11357734e-10, 5.37250688e-10, 6.62749577e-10],\n",
       "        [4.75410766e-10, 5.63182279e-10, 6.56783739e-10, ...,\n",
       "         6.78902878e-10, 5.25271493e-10, 4.41304021e-10],\n",
       "        ...,\n",
       "        [5.42470424e-09, 5.29224398e-09, 5.32680566e-09, ...,\n",
       "         6.46440235e-09, 6.01722094e-09, 5.70491387e-09],\n",
       "        [7.25311988e-09, 7.35224948e-09, 7.41395434e-09, ...,\n",
       "         6.98450542e-09, 7.11374559e-09, 7.17677695e-09],\n",
       "        [6.98500857e-09, 7.01204383e-09, 7.00888103e-09, ...,\n",
       "         6.85110990e-09, 6.91482338e-09, 6.95426738e-09]],\n",
       "\n",
       "       [[1.68502567e-09, 1.59261693e-09, 1.52257362e-09, ...,\n",
       "         2.00254946e-09, 1.87645588e-09, 1.79369408e-09],\n",
       "        [5.42731415e-10, 4.09362655e-10, 3.85450227e-10, ...,\n",
       "         1.22187627e-09, 9.69909819e-10, 7.81261000e-10],\n",
       "        [2.51161508e-10, 2.87533802e-10, 3.67432862e-10, ...,\n",
       "         3.55442814e-10, 2.74422596e-10, 2.43700504e-10],\n",
       "...\n",
       "        [8.01625255e-09, 8.69055317e-09, 9.09475606e-09, ...,\n",
       "         8.66629879e-09, 7.99155142e-09, 7.64447705e-09],\n",
       "        [7.56693108e-09, 7.78671616e-09, 8.15151502e-09, ...,\n",
       "         7.20258297e-09, 7.26109217e-09, 7.41320694e-09],\n",
       "        [6.39252518e-09, 6.42212106e-09, 6.42041220e-09, ...,\n",
       "         6.22527629e-09, 6.27690122e-09, 6.33540820e-09]],\n",
       "\n",
       "       [[2.27707053e-09, 2.23979613e-09, 2.20989538e-09, ...,\n",
       "         2.35571673e-09, 2.32891639e-09, 2.30502439e-09],\n",
       "        [1.83264093e-09, 1.79130444e-09, 1.74381165e-09, ...,\n",
       "         1.87168170e-09, 1.85843463e-09, 1.85069637e-09],\n",
       "        [1.37030254e-09, 1.29656552e-09, 1.22849053e-09, ...,\n",
       "         1.58152158e-09, 1.52659885e-09, 1.45701851e-09],\n",
       "        ...,\n",
       "        [6.00174266e-09, 5.58620572e-09, 5.52261881e-09, ...,\n",
       "         7.41239692e-09, 6.51031762e-09, 6.18497387e-09],\n",
       "        [5.88261795e-09, 5.75051962e-09, 5.83416870e-09, ...,\n",
       "         6.35192832e-09, 6.27744523e-09, 6.07004491e-09],\n",
       "        [4.66725769e-09, 4.61747574e-09, 4.58270355e-09, ...,\n",
       "         4.79841944e-09, 4.75609818e-09, 4.71893680e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r6i1101p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d611399e-1a3a-4e1c-9284-ad3cc3f43fec' class='xr-array-in' type='checkbox' checked><label for='section-d611399e-1a3a-4e1c-9284-ad3cc3f43fec' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.359e-09 2.328e-09 2.286e-09 ... 4.798e-09 4.756e-09 4.719e-09</span></div><div class='xr-array-data'><pre>array([[[2.35852338e-09, 2.32760811e-09, 2.28649832e-09, ...,\n",
       "         2.27069274e-09, 2.34054642e-09, 2.36349162e-09],\n",
       "        [8.19214308e-10, 8.43788817e-10, 8.98123742e-10, ...,\n",
       "         5.11357734e-10, 5.37250688e-10, 6.62749577e-10],\n",
       "        [4.75410766e-10, 5.63182279e-10, 6.56783739e-10, ...,\n",
       "         6.78902878e-10, 5.25271493e-10, 4.41304021e-10],\n",
       "        ...,\n",
       "        [5.42470424e-09, 5.29224398e-09, 5.32680566e-09, ...,\n",
       "         6.46440235e-09, 6.01722094e-09, 5.70491387e-09],\n",
       "        [7.25311988e-09, 7.35224948e-09, 7.41395434e-09, ...,\n",
       "         6.98450542e-09, 7.11374559e-09, 7.17677695e-09],\n",
       "        [6.98500857e-09, 7.01204383e-09, 7.00888103e-09, ...,\n",
       "         6.85110990e-09, 6.91482338e-09, 6.95426738e-09]],\n",
       "\n",
       "       [[1.68502567e-09, 1.59261693e-09, 1.52257362e-09, ...,\n",
       "         2.00254946e-09, 1.87645588e-09, 1.79369408e-09],\n",
       "        [5.42731415e-10, 4.09362655e-10, 3.85450227e-10, ...,\n",
       "         1.22187627e-09, 9.69909819e-10, 7.81261000e-10],\n",
       "        [2.51161508e-10, 2.87533802e-10, 3.67432862e-10, ...,\n",
       "         3.55442814e-10, 2.74422596e-10, 2.43700504e-10],\n",
       "...\n",
       "        [8.01625255e-09, 8.69055317e-09, 9.09475606e-09, ...,\n",
       "         8.66629879e-09, 7.99155142e-09, 7.64447705e-09],\n",
       "        [7.56693108e-09, 7.78671616e-09, 8.15151502e-09, ...,\n",
       "         7.20258297e-09, 7.26109217e-09, 7.41320694e-09],\n",
       "        [6.39252518e-09, 6.42212106e-09, 6.42041220e-09, ...,\n",
       "         6.22527629e-09, 6.27690122e-09, 6.33540820e-09]],\n",
       "\n",
       "       [[2.27707053e-09, 2.23979613e-09, 2.20989538e-09, ...,\n",
       "         2.35571673e-09, 2.32891639e-09, 2.30502439e-09],\n",
       "        [1.83264093e-09, 1.79130444e-09, 1.74381165e-09, ...,\n",
       "         1.87168170e-09, 1.85843463e-09, 1.85069637e-09],\n",
       "        [1.37030254e-09, 1.29656552e-09, 1.22849053e-09, ...,\n",
       "         1.58152158e-09, 1.52659885e-09, 1.45701851e-09],\n",
       "        ...,\n",
       "        [6.00174266e-09, 5.58620572e-09, 5.52261881e-09, ...,\n",
       "         7.41239692e-09, 6.51031762e-09, 6.18497387e-09],\n",
       "        [5.88261795e-09, 5.75051962e-09, 5.83416870e-09, ...,\n",
       "         6.35192832e-09, 6.27744523e-09, 6.07004491e-09],\n",
       "        [4.66725769e-09, 4.61747574e-09, 4.58270355e-09, ...,\n",
       "         4.79841944e-09, 4.75609818e-09, 4.71893680e-09]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-42e726f7-ea48-4867-aa7a-cf303decffb8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-42e726f7-ea48-4867-aa7a-cf303decffb8' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-b26dd634-e026-4d15-91ea-f8d7c2d65243' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b26dd634-e026-4d15-91ea-f8d7c2d65243' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f725ef5-dcd6-4213-86f1-981b426830a1' class='xr-var-data-in' type='checkbox'><label for='data-6f725ef5-dcd6-4213-86f1-981b426830a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-786c78ec-847e-45a3-99b3-b67165505664' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-786c78ec-847e-45a3-99b3-b67165505664' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-120f6683-6af6-48e2-941b-0bf7761a12a5' class='xr-var-data-in' type='checkbox'><label for='data-120f6683-6af6-48e2-941b-0bf7761a12a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-7f681c05-af35-44fa-8886-0500477164c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f681c05-af35-44fa-8886-0500477164c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b74bc287-12c9-4dbf-b79d-9735911cc251' class='xr-var-data-in' type='checkbox'><label for='data-b74bc287-12c9-4dbf-b79d-9735911cc251' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r6i1101p1f1&#x27;</div><input id='attrs-7ed75666-4b4f-448c-9e85-7a3fcd91351e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ed75666-4b4f-448c-9e85-7a3fcd91351e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e5465b0-3c48-4073-93a5-d4ded6c0be23' class='xr-var-data-in' type='checkbox'><label for='data-2e5465b0-3c48-4073-93a5-d4ded6c0be23' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r6i1101p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-90a9bcfd-9764-4e30-9e25-2c9f577d9675' class='xr-section-summary-in' type='checkbox'  checked><label for='section-90a9bcfd-9764-4e30-9e25-2c9f577d9675' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
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       "...\n",
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       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r6i1101p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
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     "execution_count": 21,
     "metadata": {},
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      "6\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECT&#x27; (time: 1980, lat: 64, lon: 96)&gt;\n",
       "array([[[1.62240343e-09, 1.57654423e-09, 1.52643653e-09, ...,\n",
       "         1.76659887e-09, 1.70601688e-09, 1.66157377e-09],\n",
       "        [1.17541421e-09, 1.29482258e-09, 1.39728928e-09, ...,\n",
       "         1.17214649e-09, 1.10912857e-09, 1.09842668e-09],\n",
       "        [9.94751170e-10, 9.67848468e-10, 9.74902159e-10, ...,\n",
       "         1.37586553e-09, 1.20842547e-09, 1.04372344e-09],\n",
       "        ...,\n",
       "        [4.08074241e-09, 4.29846203e-09, 4.72605599e-09, ...,\n",
       "         3.73454512e-09, 3.78370357e-09, 3.94212574e-09],\n",
       "        [2.94465341e-09, 3.09262771e-09, 3.23778737e-09, ...,\n",
       "         2.83997759e-09, 2.82777290e-09, 2.86336599e-09],\n",
       "        [2.06291761e-09, 2.12483142e-09, 2.16680673e-09, ...,\n",
       "         1.87537408e-09, 1.93443883e-09, 1.99993289e-09]],\n",
       "\n",
       "       [[2.87047430e-09, 2.86771140e-09, 2.86828494e-09, ...,\n",
       "         2.92121816e-09, 2.90539037e-09, 2.88438540e-09],\n",
       "        [1.57294755e-09, 1.55216384e-09, 1.48074764e-09, ...,\n",
       "         1.47671997e-09, 1.52761714e-09, 1.56743907e-09],\n",
       "        [1.38557688e-09, 1.15396659e-09, 1.03493369e-09, ...,\n",
       "         1.16939136e-09, 1.08693621e-09, 1.27555333e-09],\n",
       "...\n",
       "        [7.02578973e-09, 7.05596337e-09, 7.32103222e-09, ...,\n",
       "         8.16333667e-09, 7.53136575e-09, 7.11204784e-09],\n",
       "        [6.36151487e-09, 6.54825527e-09, 6.82594870e-09, ...,\n",
       "         6.77868028e-09, 6.49315801e-09, 6.34054143e-09],\n",
       "        [7.21534299e-09, 7.35801731e-09, 7.47703677e-09, ...,\n",
       "         6.86480428e-09, 6.97834368e-09, 7.07858927e-09]],\n",
       "\n",
       "       [[6.77345469e-09, 6.76798040e-09, 6.76731382e-09, ...,\n",
       "         6.83669921e-09, 6.83239909e-09, 6.79336631e-09],\n",
       "        [4.80376450e-09, 4.67802597e-09, 4.57529525e-09, ...,\n",
       "         5.52069368e-09, 5.22542409e-09, 4.98838171e-09],\n",
       "        [3.75371423e-09, 3.27806915e-09, 2.84399082e-09, ...,\n",
       "         4.65863303e-09, 4.36421033e-09, 4.11762224e-09],\n",
       "        ...,\n",
       "        [4.76212314e-09, 4.97378094e-09, 4.77336703e-09, ...,\n",
       "         3.92611810e-09, 4.33011671e-09, 4.63022420e-09],\n",
       "        [3.15013504e-09, 3.06306447e-09, 3.08587600e-09, ...,\n",
       "         3.27185989e-09, 3.31629724e-09, 3.27680438e-09],\n",
       "        [3.71042974e-09, 3.70703446e-09, 3.70544884e-09, ...,\n",
       "         3.81932974e-09, 3.76625131e-09, 3.72813158e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r7i1121p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-546b5ce9-0a5e-471f-8c43-924973df7d70' class='xr-array-in' type='checkbox' checked><label for='section-546b5ce9-0a5e-471f-8c43-924973df7d70' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.622e-09 1.577e-09 1.526e-09 ... 3.819e-09 3.766e-09 3.728e-09</span></div><div class='xr-array-data'><pre>array([[[1.62240343e-09, 1.57654423e-09, 1.52643653e-09, ...,\n",
       "         1.76659887e-09, 1.70601688e-09, 1.66157377e-09],\n",
       "        [1.17541421e-09, 1.29482258e-09, 1.39728928e-09, ...,\n",
       "         1.17214649e-09, 1.10912857e-09, 1.09842668e-09],\n",
       "        [9.94751170e-10, 9.67848468e-10, 9.74902159e-10, ...,\n",
       "         1.37586553e-09, 1.20842547e-09, 1.04372344e-09],\n",
       "        ...,\n",
       "        [4.08074241e-09, 4.29846203e-09, 4.72605599e-09, ...,\n",
       "         3.73454512e-09, 3.78370357e-09, 3.94212574e-09],\n",
       "        [2.94465341e-09, 3.09262771e-09, 3.23778737e-09, ...,\n",
       "         2.83997759e-09, 2.82777290e-09, 2.86336599e-09],\n",
       "        [2.06291761e-09, 2.12483142e-09, 2.16680673e-09, ...,\n",
       "         1.87537408e-09, 1.93443883e-09, 1.99993289e-09]],\n",
       "\n",
       "       [[2.87047430e-09, 2.86771140e-09, 2.86828494e-09, ...,\n",
       "         2.92121816e-09, 2.90539037e-09, 2.88438540e-09],\n",
       "        [1.57294755e-09, 1.55216384e-09, 1.48074764e-09, ...,\n",
       "         1.47671997e-09, 1.52761714e-09, 1.56743907e-09],\n",
       "        [1.38557688e-09, 1.15396659e-09, 1.03493369e-09, ...,\n",
       "         1.16939136e-09, 1.08693621e-09, 1.27555333e-09],\n",
       "...\n",
       "        [7.02578973e-09, 7.05596337e-09, 7.32103222e-09, ...,\n",
       "         8.16333667e-09, 7.53136575e-09, 7.11204784e-09],\n",
       "        [6.36151487e-09, 6.54825527e-09, 6.82594870e-09, ...,\n",
       "         6.77868028e-09, 6.49315801e-09, 6.34054143e-09],\n",
       "        [7.21534299e-09, 7.35801731e-09, 7.47703677e-09, ...,\n",
       "         6.86480428e-09, 6.97834368e-09, 7.07858927e-09]],\n",
       "\n",
       "       [[6.77345469e-09, 6.76798040e-09, 6.76731382e-09, ...,\n",
       "         6.83669921e-09, 6.83239909e-09, 6.79336631e-09],\n",
       "        [4.80376450e-09, 4.67802597e-09, 4.57529525e-09, ...,\n",
       "         5.52069368e-09, 5.22542409e-09, 4.98838171e-09],\n",
       "        [3.75371423e-09, 3.27806915e-09, 2.84399082e-09, ...,\n",
       "         4.65863303e-09, 4.36421033e-09, 4.11762224e-09],\n",
       "        ...,\n",
       "        [4.76212314e-09, 4.97378094e-09, 4.77336703e-09, ...,\n",
       "         3.92611810e-09, 4.33011671e-09, 4.63022420e-09],\n",
       "        [3.15013504e-09, 3.06306447e-09, 3.08587600e-09, ...,\n",
       "         3.27185989e-09, 3.31629724e-09, 3.27680438e-09],\n",
       "        [3.71042974e-09, 3.70703446e-09, 3.70544884e-09, ...,\n",
       "         3.81932974e-09, 3.76625131e-09, 3.72813158e-09]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-e5502ba7-b49a-4ff8-a7b7-9b2a7a851f4b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e5502ba7-b49a-4ff8-a7b7-9b2a7a851f4b' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-73effcb3-5f0b-4004-8044-69cbc2208955' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-73effcb3-5f0b-4004-8044-69cbc2208955' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8f9a454-9ba3-40cd-98a1-e5a5e6b03a0c' class='xr-var-data-in' type='checkbox'><label for='data-b8f9a454-9ba3-40cd-98a1-e5a5e6b03a0c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-99c0b283-90bf-4c47-b3d4-8bb0fd56290c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99c0b283-90bf-4c47-b3d4-8bb0fd56290c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c0c4e46-688a-49e2-b022-6a66d822dc8b' class='xr-var-data-in' type='checkbox'><label for='data-9c0c4e46-688a-49e2-b022-6a66d822dc8b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-a9ec6913-9ddd-44e0-a7eb-5ac2d7b19de1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9ec6913-9ddd-44e0-a7eb-5ac2d7b19de1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b75826ff-c7d8-4adc-a337-da761a7a029e' class='xr-var-data-in' type='checkbox'><label for='data-b75826ff-c7d8-4adc-a337-da761a7a029e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r7i1121p1f1&#x27;</div><input id='attrs-86216273-38fe-41d4-b8bd-b68b8f6fb54e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86216273-38fe-41d4-b8bd-b68b8f6fb54e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9dd53ab9-92cd-455e-86cb-2555d4d20505' class='xr-var-data-in' type='checkbox'><label for='data-9dd53ab9-92cd-455e-86cb-2555d4d20505' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r7i1121p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-be840293-c398-4f87-aeb9-2f6512076fee' class='xr-section-summary-in' type='checkbox'  checked><label for='section-be840293-c398-4f87-aeb9-2f6512076fee' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'PRECT' (time: 1980, lat: 64, lon: 96)>\n",
       "array([[[1.62240343e-09, 1.57654423e-09, 1.52643653e-09, ...,\n",
       "         1.76659887e-09, 1.70601688e-09, 1.66157377e-09],\n",
       "        [1.17541421e-09, 1.29482258e-09, 1.39728928e-09, ...,\n",
       "         1.17214649e-09, 1.10912857e-09, 1.09842668e-09],\n",
       "        [9.94751170e-10, 9.67848468e-10, 9.74902159e-10, ...,\n",
       "         1.37586553e-09, 1.20842547e-09, 1.04372344e-09],\n",
       "        ...,\n",
       "        [4.08074241e-09, 4.29846203e-09, 4.72605599e-09, ...,\n",
       "         3.73454512e-09, 3.78370357e-09, 3.94212574e-09],\n",
       "        [2.94465341e-09, 3.09262771e-09, 3.23778737e-09, ...,\n",
       "         2.83997759e-09, 2.82777290e-09, 2.86336599e-09],\n",
       "        [2.06291761e-09, 2.12483142e-09, 2.16680673e-09, ...,\n",
       "         1.87537408e-09, 1.93443883e-09, 1.99993289e-09]],\n",
       "\n",
       "       [[2.87047430e-09, 2.86771140e-09, 2.86828494e-09, ...,\n",
       "         2.92121816e-09, 2.90539037e-09, 2.88438540e-09],\n",
       "        [1.57294755e-09, 1.55216384e-09, 1.48074764e-09, ...,\n",
       "         1.47671997e-09, 1.52761714e-09, 1.56743907e-09],\n",
       "        [1.38557688e-09, 1.15396659e-09, 1.03493369e-09, ...,\n",
       "         1.16939136e-09, 1.08693621e-09, 1.27555333e-09],\n",
       "...\n",
       "        [7.02578973e-09, 7.05596337e-09, 7.32103222e-09, ...,\n",
       "         8.16333667e-09, 7.53136575e-09, 7.11204784e-09],\n",
       "        [6.36151487e-09, 6.54825527e-09, 6.82594870e-09, ...,\n",
       "         6.77868028e-09, 6.49315801e-09, 6.34054143e-09],\n",
       "        [7.21534299e-09, 7.35801731e-09, 7.47703677e-09, ...,\n",
       "         6.86480428e-09, 6.97834368e-09, 7.07858927e-09]],\n",
       "\n",
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       "         3.81932974e-09, 3.76625131e-09, 3.72813158e-09]]], dtype=float32)\n",
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       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r7i1121p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 21,
     "metadata": {},
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     "text": [
      "7\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0d8b9a1c-6412-4bce-9e01-b30d148c4c22' class='xr-array-in' type='checkbox' checked><label for='section-0d8b9a1c-6412-4bce-9e01-b30d148c4c22' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>4.676e-10 4.764e-10 4.644e-10 ... 2.659e-09 2.64e-09 2.618e-09</span></div><div class='xr-array-data'><pre>array([[[4.67555272e-10, 4.76415574e-10, 4.64420696e-10, ...,\n",
       "         5.03447894e-10, 4.79299489e-10, 4.66618022e-10],\n",
       "        [1.47811222e-10, 1.43633674e-10, 1.82078005e-10, ...,\n",
       "         2.12064880e-10, 1.85433460e-10, 1.71395440e-10],\n",
       "        [5.55195279e-10, 6.47433163e-10, 4.21671920e-10, ...,\n",
       "         3.57804175e-10, 3.87436805e-10, 4.13562129e-10],\n",
       "        ...,\n",
       "        [6.20991347e-09, 6.35579678e-09, 6.04649664e-09, ...,\n",
       "         5.46026024e-09, 5.58880409e-09, 5.87894666e-09],\n",
       "        [5.08598319e-09, 4.83593565e-09, 4.51896431e-09, ...,\n",
       "         5.08278886e-09, 5.16815524e-09, 5.17176435e-09],\n",
       "        [3.72244902e-09, 3.68543196e-09, 3.64052855e-09, ...,\n",
       "         3.79626330e-09, 3.77474807e-09, 3.75099063e-09]],\n",
       "\n",
       "       [[2.04238160e-09, 2.10314099e-09, 2.15633356e-09, ...,\n",
       "         1.97625827e-09, 1.99228167e-09, 2.02154626e-09],\n",
       "        [1.13422916e-09, 1.42705925e-09, 1.58375135e-09, ...,\n",
       "         1.15956245e-09, 1.11807752e-09, 1.12079412e-09],\n",
       "        [7.43352657e-10, 9.06429098e-10, 1.11182752e-09, ...,\n",
       "         6.46190546e-10, 6.66583844e-10, 6.78439749e-10],\n",
       "...\n",
       "        [1.62558447e-08, 1.56080553e-08, 1.50410813e-08, ...,\n",
       "         1.28293642e-08, 1.50643427e-08, 1.63555480e-08],\n",
       "        [1.60391753e-08, 1.72423960e-08, 1.77769408e-08, ...,\n",
       "         1.32586582e-08, 1.40728265e-08, 1.49457087e-08],\n",
       "        [1.52594613e-08, 1.53356456e-08, 1.53060142e-08, ...,\n",
       "         1.45713459e-08, 1.48161394e-08, 1.50558499e-08]],\n",
       "\n",
       "       [[1.52138879e-09, 1.48141133e-09, 1.47397905e-09, ...,\n",
       "         1.75390624e-09, 1.66301817e-09, 1.57933977e-09],\n",
       "        [5.88978200e-10, 5.16699128e-10, 4.49312143e-10, ...,\n",
       "         1.47292489e-09, 1.08985942e-09, 7.60203067e-10],\n",
       "        [2.90941021e-10, 1.94790517e-10, 1.42435827e-10, ...,\n",
       "         9.66516422e-10, 6.82088053e-10, 4.31412739e-10],\n",
       "        ...,\n",
       "        [1.14134515e-08, 1.06110214e-08, 9.92020421e-09, ...,\n",
       "         1.39102445e-08, 1.29269191e-08, 1.22634720e-08],\n",
       "        [3.66187791e-09, 3.27900751e-09, 2.98982195e-09, ...,\n",
       "         4.47603021e-09, 4.29076330e-09, 4.00925693e-09],\n",
       "        [2.60873834e-09, 2.60785882e-09, 2.61342237e-09, ...,\n",
       "         2.65917910e-09, 2.64023758e-09, 2.61830646e-09]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-6e271102-7c78-40d3-9863-2074ce46832d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6e271102-7c78-40d3-9863-2074ce46832d' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-61a7f152-2174-4d4f-8346-c84b9c3bcf74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61a7f152-2174-4d4f-8346-c84b9c3bcf74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bd3ec93-e716-4718-80e9-6ab339f576aa' class='xr-var-data-in' type='checkbox'><label for='data-5bd3ec93-e716-4718-80e9-6ab339f576aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-4dfea6f1-6f40-496b-8e91-43040a62d8ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4dfea6f1-6f40-496b-8e91-43040a62d8ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8be80dea-2a06-47b5-bff0-557316f0ab49' class='xr-var-data-in' type='checkbox'><label for='data-8be80dea-2a06-47b5-bff0-557316f0ab49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-582b07e7-a0b7-44c8-91d7-8f2c1aca4437' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-582b07e7-a0b7-44c8-91d7-8f2c1aca4437' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9665589-57e2-426a-8556-161bc1a00db6' class='xr-var-data-in' type='checkbox'><label for='data-b9665589-57e2-426a-8556-161bc1a00db6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r8i1141p1f1&#x27;</div><input id='attrs-37ebd440-dc01-4be9-b513-e6064f6b073e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37ebd440-dc01-4be9-b513-e6064f6b073e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3f6aab8-75d7-4c01-bbe7-8be90cbc6a6f' class='xr-var-data-in' type='checkbox'><label for='data-f3f6aab8-75d7-4c01-bbe7-8be90cbc6a6f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r8i1141p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-76786dfb-9a13-4dc5-b859-f6d737b7791b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-76786dfb-9a13-4dc5-b859-f6d737b7791b' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'PRECT' (time: 1980, lat: 64, lon: 96)>\n",
       "array([[[4.67555272e-10, 4.76415574e-10, 4.64420696e-10, ...,\n",
       "         5.03447894e-10, 4.79299489e-10, 4.66618022e-10],\n",
       "        [1.47811222e-10, 1.43633674e-10, 1.82078005e-10, ...,\n",
       "         2.12064880e-10, 1.85433460e-10, 1.71395440e-10],\n",
       "        [5.55195279e-10, 6.47433163e-10, 4.21671920e-10, ...,\n",
       "         3.57804175e-10, 3.87436805e-10, 4.13562129e-10],\n",
       "        ...,\n",
       "        [6.20991347e-09, 6.35579678e-09, 6.04649664e-09, ...,\n",
       "         5.46026024e-09, 5.58880409e-09, 5.87894666e-09],\n",
       "        [5.08598319e-09, 4.83593565e-09, 4.51896431e-09, ...,\n",
       "         5.08278886e-09, 5.16815524e-09, 5.17176435e-09],\n",
       "        [3.72244902e-09, 3.68543196e-09, 3.64052855e-09, ...,\n",
       "         3.79626330e-09, 3.77474807e-09, 3.75099063e-09]],\n",
       "\n",
       "       [[2.04238160e-09, 2.10314099e-09, 2.15633356e-09, ...,\n",
       "         1.97625827e-09, 1.99228167e-09, 2.02154626e-09],\n",
       "        [1.13422916e-09, 1.42705925e-09, 1.58375135e-09, ...,\n",
       "         1.15956245e-09, 1.11807752e-09, 1.12079412e-09],\n",
       "        [7.43352657e-10, 9.06429098e-10, 1.11182752e-09, ...,\n",
       "         6.46190546e-10, 6.66583844e-10, 6.78439749e-10],\n",
       "...\n",
       "        [1.62558447e-08, 1.56080553e-08, 1.50410813e-08, ...,\n",
       "         1.28293642e-08, 1.50643427e-08, 1.63555480e-08],\n",
       "        [1.60391753e-08, 1.72423960e-08, 1.77769408e-08, ...,\n",
       "         1.32586582e-08, 1.40728265e-08, 1.49457087e-08],\n",
       "        [1.52594613e-08, 1.53356456e-08, 1.53060142e-08, ...,\n",
       "         1.45713459e-08, 1.48161394e-08, 1.50558499e-08]],\n",
       "\n",
       "       [[1.52138879e-09, 1.48141133e-09, 1.47397905e-09, ...,\n",
       "         1.75390624e-09, 1.66301817e-09, 1.57933977e-09],\n",
       "        [5.88978200e-10, 5.16699128e-10, 4.49312143e-10, ...,\n",
       "         1.47292489e-09, 1.08985942e-09, 7.60203067e-10],\n",
       "        [2.90941021e-10, 1.94790517e-10, 1.42435827e-10, ...,\n",
       "         9.66516422e-10, 6.82088053e-10, 4.31412739e-10],\n",
       "        ...,\n",
       "        [1.14134515e-08, 1.06110214e-08, 9.92020421e-09, ...,\n",
       "         1.39102445e-08, 1.29269191e-08, 1.22634720e-08],\n",
       "        [3.66187791e-09, 3.27900751e-09, 2.98982195e-09, ...,\n",
       "         4.47603021e-09, 4.29076330e-09, 4.00925693e-09],\n",
       "        [2.60873834e-09, 2.60785882e-09, 2.61342237e-09, ...,\n",
       "         2.65917910e-09, 2.64023758e-09, 2.61830646e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r8i1141p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
     ]
    },
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       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
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       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
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       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECT&#x27; (time: 1980, lat: 64, lon: 96)&gt;\n",
       "array([[[2.60271554e-10, 2.59141458e-10, 2.55033134e-10, ...,\n",
       "         2.66569600e-10, 2.65615585e-10, 2.63066208e-10],\n",
       "        [3.65800418e-10, 3.96831401e-10, 4.81767515e-10, ...,\n",
       "         4.07640949e-10, 3.99354827e-10, 3.47958690e-10],\n",
       "        [6.24223173e-10, 7.56834373e-10, 8.23394020e-10, ...,\n",
       "         1.02805564e-09, 7.60542074e-10, 5.35334221e-10],\n",
       "        ...,\n",
       "        [4.66105687e-09, 5.70097747e-09, 7.55924656e-09, ...,\n",
       "         5.94114713e-09, 5.08518383e-09, 4.48928450e-09],\n",
       "        [2.48002174e-09, 2.49354115e-09, 2.58718469e-09, ...,\n",
       "         2.79545476e-09, 2.60459521e-09, 2.51100474e-09],\n",
       "        [2.87677882e-09, 2.87314039e-09, 2.87987723e-09, ...,\n",
       "         2.92757285e-09, 2.91077518e-09, 2.89294544e-09]],\n",
       "\n",
       "       [[2.57295807e-09, 2.54215204e-09, 2.50757171e-09, ...,\n",
       "         2.65472067e-09, 2.62880762e-09, 2.60376476e-09],\n",
       "        [2.36537145e-09, 2.27471952e-09, 2.16178520e-09, ...,\n",
       "         2.80845192e-09, 2.60489341e-09, 2.43658893e-09],\n",
       "        [3.22586757e-09, 2.91793012e-09, 2.58169552e-09, ...,\n",
       "         3.97421873e-09, 3.64942410e-09, 3.33562555e-09],\n",
       "...\n",
       "        [7.11543890e-09, 7.40117878e-09, 7.67769492e-09, ...,\n",
       "         8.72675177e-09, 7.94091903e-09, 7.19491533e-09],\n",
       "        [5.41841016e-09, 5.76188963e-09, 5.97320993e-09, ...,\n",
       "         4.52322180e-09, 4.72056172e-09, 5.04762276e-09],\n",
       "        [4.89378094e-09, 5.11006615e-09, 5.31745803e-09, ...,\n",
       "         4.49059456e-09, 4.59600047e-09, 4.72318584e-09]],\n",
       "\n",
       "       [[3.58572905e-09, 3.48396600e-09, 3.39625972e-09, ...,\n",
       "         3.89416943e-09, 3.80920717e-09, 3.69847597e-09],\n",
       "        [1.83442539e-09, 1.68981551e-09, 1.52873070e-09, ...,\n",
       "         2.98432323e-09, 2.38495690e-09, 2.05452544e-09],\n",
       "        [1.10694254e-09, 8.82053819e-10, 5.60757885e-10, ...,\n",
       "         1.89841676e-09, 1.61511160e-09, 1.33485500e-09],\n",
       "        ...,\n",
       "        [1.35507872e-08, 1.22336097e-08, 1.09352918e-08, ...,\n",
       "         1.74809021e-08, 1.67955889e-08, 1.50985446e-08],\n",
       "        [1.27988722e-08, 1.18985621e-08, 1.10908296e-08, ...,\n",
       "         1.50087764e-08, 1.45934616e-08, 1.37381200e-08],\n",
       "        [1.01219779e-08, 1.00367252e-08, 9.93117055e-09, ...,\n",
       "         1.01443254e-08, 1.01568025e-08, 1.01732143e-08]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U11 &#x27;r9i1161p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-df247358-7d40-47ca-b7a7-0b38a3f3aac9' class='xr-array-in' type='checkbox' checked><label for='section-df247358-7d40-47ca-b7a7-0b38a3f3aac9' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.603e-10 2.591e-10 2.55e-10 ... 1.014e-08 1.016e-08 1.017e-08</span></div><div class='xr-array-data'><pre>array([[[2.60271554e-10, 2.59141458e-10, 2.55033134e-10, ...,\n",
       "         2.66569600e-10, 2.65615585e-10, 2.63066208e-10],\n",
       "        [3.65800418e-10, 3.96831401e-10, 4.81767515e-10, ...,\n",
       "         4.07640949e-10, 3.99354827e-10, 3.47958690e-10],\n",
       "        [6.24223173e-10, 7.56834373e-10, 8.23394020e-10, ...,\n",
       "         1.02805564e-09, 7.60542074e-10, 5.35334221e-10],\n",
       "        ...,\n",
       "        [4.66105687e-09, 5.70097747e-09, 7.55924656e-09, ...,\n",
       "         5.94114713e-09, 5.08518383e-09, 4.48928450e-09],\n",
       "        [2.48002174e-09, 2.49354115e-09, 2.58718469e-09, ...,\n",
       "         2.79545476e-09, 2.60459521e-09, 2.51100474e-09],\n",
       "        [2.87677882e-09, 2.87314039e-09, 2.87987723e-09, ...,\n",
       "         2.92757285e-09, 2.91077518e-09, 2.89294544e-09]],\n",
       "\n",
       "       [[2.57295807e-09, 2.54215204e-09, 2.50757171e-09, ...,\n",
       "         2.65472067e-09, 2.62880762e-09, 2.60376476e-09],\n",
       "        [2.36537145e-09, 2.27471952e-09, 2.16178520e-09, ...,\n",
       "         2.80845192e-09, 2.60489341e-09, 2.43658893e-09],\n",
       "        [3.22586757e-09, 2.91793012e-09, 2.58169552e-09, ...,\n",
       "         3.97421873e-09, 3.64942410e-09, 3.33562555e-09],\n",
       "...\n",
       "        [7.11543890e-09, 7.40117878e-09, 7.67769492e-09, ...,\n",
       "         8.72675177e-09, 7.94091903e-09, 7.19491533e-09],\n",
       "        [5.41841016e-09, 5.76188963e-09, 5.97320993e-09, ...,\n",
       "         4.52322180e-09, 4.72056172e-09, 5.04762276e-09],\n",
       "        [4.89378094e-09, 5.11006615e-09, 5.31745803e-09, ...,\n",
       "         4.49059456e-09, 4.59600047e-09, 4.72318584e-09]],\n",
       "\n",
       "       [[3.58572905e-09, 3.48396600e-09, 3.39625972e-09, ...,\n",
       "         3.89416943e-09, 3.80920717e-09, 3.69847597e-09],\n",
       "        [1.83442539e-09, 1.68981551e-09, 1.52873070e-09, ...,\n",
       "         2.98432323e-09, 2.38495690e-09, 2.05452544e-09],\n",
       "        [1.10694254e-09, 8.82053819e-10, 5.60757885e-10, ...,\n",
       "         1.89841676e-09, 1.61511160e-09, 1.33485500e-09],\n",
       "        ...,\n",
       "        [1.35507872e-08, 1.22336097e-08, 1.09352918e-08, ...,\n",
       "         1.74809021e-08, 1.67955889e-08, 1.50985446e-08],\n",
       "        [1.27988722e-08, 1.18985621e-08, 1.10908296e-08, ...,\n",
       "         1.50087764e-08, 1.45934616e-08, 1.37381200e-08],\n",
       "        [1.01219779e-08, 1.00367252e-08, 9.93117055e-09, ...,\n",
       "         1.01443254e-08, 1.01568025e-08, 1.01732143e-08]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-127233c5-1725-43c7-94a3-d9f8e4723275' class='xr-section-summary-in' type='checkbox'  checked><label for='section-127233c5-1725-43c7-94a3-d9f8e4723275' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-86539800-c90f-41bf-8d58-ed2f58059630' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-86539800-c90f-41bf-8d58-ed2f58059630' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99fc82e8-ec86-4820-a77a-3afc503cee3b' class='xr-var-data-in' type='checkbox'><label for='data-99fc82e8-ec86-4820-a77a-3afc503cee3b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-47c02993-d35b-4a19-84c3-3941ec62feff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47c02993-d35b-4a19-84c3-3941ec62feff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7235c4d-a46a-47f0-a59f-4a0e0eaec66a' class='xr-var-data-in' type='checkbox'><label for='data-b7235c4d-a46a-47f0-a59f-4a0e0eaec66a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-d4979373-78ff-41cc-97ab-6fb5584df49a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4979373-78ff-41cc-97ab-6fb5584df49a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50dccc51-6fb6-4a13-8277-61a890f58fb1' class='xr-var-data-in' type='checkbox'><label for='data-50dccc51-6fb6-4a13-8277-61a890f58fb1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;r9i1161p1f1&#x27;</div><input id='attrs-8369feca-cdc8-44b7-928a-ce247e1ec899' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8369feca-cdc8-44b7-928a-ce247e1ec899' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41bbeac7-6559-41d6-8144-01dbfc276259' class='xr-var-data-in' type='checkbox'><label for='data-41bbeac7-6559-41d6-8144-01dbfc276259' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r9i1161p1f1&#x27;, dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-665b4341-7439-4fba-8fe0-94f6ebe2b0ad' class='xr-section-summary-in' type='checkbox'  checked><label for='section-665b4341-7439-4fba-8fe0-94f6ebe2b0ad' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
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       "        ...,\n",
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       "\n",
       "       [[2.57295807e-09, 2.54215204e-09, 2.50757171e-09, ...,\n",
       "         2.65472067e-09, 2.62880762e-09, 2.60376476e-09],\n",
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       "...\n",
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       "\n",
       "       [[3.58572905e-09, 3.48396600e-09, 3.39625972e-09, ...,\n",
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       "         1.50087764e-08, 1.45934616e-08, 1.37381200e-08],\n",
       "        [1.01219779e-08, 1.00367252e-08, 9.93117055e-09, ...,\n",
       "         1.01443254e-08, 1.01568025e-08, 1.01732143e-08]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U11 'r9i1161p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 21,
     "metadata": {},
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     "text": [
      "9\n",
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'component.experiment.stream.forcing_variant.variable'\n"
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       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECT&#x27; (time: 1980, lat: 64, lon: 96)&gt;\n",
       "array([[[1.2936435e-09, 1.3208721e-09, 1.3873068e-09, ...,\n",
       "         1.2868325e-09, 1.2862484e-09, 1.2864696e-09],\n",
       "        [8.5540425e-10, 9.1846952e-10, 1.0154839e-09, ...,\n",
       "         9.8579322e-10, 9.1353614e-10, 8.7327046e-10],\n",
       "        [3.4734582e-10, 3.1381392e-10, 3.8001924e-10, ...,\n",
       "         5.6341398e-10, 4.6540449e-10, 4.2286163e-10],\n",
       "        ...,\n",
       "        [8.1240801e-09, 8.3635170e-09, 8.3486649e-09, ...,\n",
       "         7.6194073e-09, 7.7329023e-09, 7.8191302e-09],\n",
       "        [6.6741390e-09, 6.6818240e-09, 6.6876029e-09, ...,\n",
       "         6.5378591e-09, 6.6672197e-09, 6.7185479e-09],\n",
       "        [5.8590093e-09, 5.8789671e-09, 5.8920233e-09, ...,\n",
       "         5.7684373e-09, 5.8030025e-09, 5.8329457e-09]],\n",
       "\n",
       "       [[2.8303815e-09, 2.8495868e-09, 2.8989124e-09, ...,\n",
       "         2.7072891e-09, 2.7452101e-09, 2.8049312e-09],\n",
       "        [2.4331166e-09, 2.3414184e-09, 2.3191296e-09, ...,\n",
       "         2.9876390e-09, 2.7867544e-09, 2.5365035e-09],\n",
       "        [1.9906043e-09, 1.8424841e-09, 1.7446435e-09, ...,\n",
       "         2.3942779e-09, 2.2595810e-09, 2.1827087e-09],\n",
       "...\n",
       "        [7.8174827e-09, 7.6234850e-09, 7.4776221e-09, ...,\n",
       "         6.5801427e-09, 7.0457795e-09, 7.6838704e-09],\n",
       "        [5.5779119e-09, 5.4890923e-09, 5.4373879e-09, ...,\n",
       "         5.7384701e-09, 5.6486460e-09, 5.6888916e-09],\n",
       "        [4.6233364e-09, 4.6140354e-09, 4.6175290e-09, ...,\n",
       "         4.7648325e-09, 4.7287676e-09, 4.6670428e-09]],\n",
       "\n",
       "       [[4.2079242e-09, 4.1747721e-09, 4.1349799e-09, ...,\n",
       "         4.4154178e-09, 4.3429451e-09, 4.2754413e-09],\n",
       "        [4.2170996e-09, 3.9470383e-09, 3.7215147e-09, ...,\n",
       "         5.2525166e-09, 4.9069722e-09, 4.5513833e-09],\n",
       "        [3.6758676e-09, 3.2320571e-09, 2.8451008e-09, ...,\n",
       "         6.2516978e-09, 5.0788511e-09, 4.2203832e-09],\n",
       "        ...,\n",
       "        [9.4095327e-09, 1.0546512e-08, 1.1300071e-08, ...,\n",
       "         8.7287093e-09, 8.7748937e-09, 8.7375911e-09],\n",
       "        [5.6636464e-09, 5.8228786e-09, 6.0120540e-09, ...,\n",
       "         5.0545359e-09, 5.1681224e-09, 5.4095111e-09],\n",
       "        [5.0485820e-09, 5.1491309e-09, 5.2250897e-09, ...,\n",
       "         4.8544417e-09, 4.8943138e-09, 4.9403206e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  &lt;U12 &#x27;r10i1181p1f1&#x27;\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'PRECT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1980</li><li><span class='xr-has-index'>lat</span>: 64</li><li><span class='xr-has-index'>lon</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c0a1bb18-720b-47ee-b35c-dc359637d8e3' class='xr-array-in' type='checkbox' checked><label for='section-c0a1bb18-720b-47ee-b35c-dc359637d8e3' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.294e-09 1.321e-09 1.387e-09 ... 4.854e-09 4.894e-09 4.94e-09</span></div><div class='xr-array-data'><pre>array([[[1.2936435e-09, 1.3208721e-09, 1.3873068e-09, ...,\n",
       "         1.2868325e-09, 1.2862484e-09, 1.2864696e-09],\n",
       "        [8.5540425e-10, 9.1846952e-10, 1.0154839e-09, ...,\n",
       "         9.8579322e-10, 9.1353614e-10, 8.7327046e-10],\n",
       "        [3.4734582e-10, 3.1381392e-10, 3.8001924e-10, ...,\n",
       "         5.6341398e-10, 4.6540449e-10, 4.2286163e-10],\n",
       "        ...,\n",
       "        [8.1240801e-09, 8.3635170e-09, 8.3486649e-09, ...,\n",
       "         7.6194073e-09, 7.7329023e-09, 7.8191302e-09],\n",
       "        [6.6741390e-09, 6.6818240e-09, 6.6876029e-09, ...,\n",
       "         6.5378591e-09, 6.6672197e-09, 6.7185479e-09],\n",
       "        [5.8590093e-09, 5.8789671e-09, 5.8920233e-09, ...,\n",
       "         5.7684373e-09, 5.8030025e-09, 5.8329457e-09]],\n",
       "\n",
       "       [[2.8303815e-09, 2.8495868e-09, 2.8989124e-09, ...,\n",
       "         2.7072891e-09, 2.7452101e-09, 2.8049312e-09],\n",
       "        [2.4331166e-09, 2.3414184e-09, 2.3191296e-09, ...,\n",
       "         2.9876390e-09, 2.7867544e-09, 2.5365035e-09],\n",
       "        [1.9906043e-09, 1.8424841e-09, 1.7446435e-09, ...,\n",
       "         2.3942779e-09, 2.2595810e-09, 2.1827087e-09],\n",
       "...\n",
       "        [7.8174827e-09, 7.6234850e-09, 7.4776221e-09, ...,\n",
       "         6.5801427e-09, 7.0457795e-09, 7.6838704e-09],\n",
       "        [5.5779119e-09, 5.4890923e-09, 5.4373879e-09, ...,\n",
       "         5.7384701e-09, 5.6486460e-09, 5.6888916e-09],\n",
       "        [4.6233364e-09, 4.6140354e-09, 4.6175290e-09, ...,\n",
       "         4.7648325e-09, 4.7287676e-09, 4.6670428e-09]],\n",
       "\n",
       "       [[4.2079242e-09, 4.1747721e-09, 4.1349799e-09, ...,\n",
       "         4.4154178e-09, 4.3429451e-09, 4.2754413e-09],\n",
       "        [4.2170996e-09, 3.9470383e-09, 3.7215147e-09, ...,\n",
       "         5.2525166e-09, 4.9069722e-09, 4.5513833e-09],\n",
       "        [3.6758676e-09, 3.2320571e-09, 2.8451008e-09, ...,\n",
       "         6.2516978e-09, 5.0788511e-09, 4.2203832e-09],\n",
       "        ...,\n",
       "        [9.4095327e-09, 1.0546512e-08, 1.1300071e-08, ...,\n",
       "         8.7287093e-09, 8.7748937e-09, 8.7375911e-09],\n",
       "        [5.6636464e-09, 5.8228786e-09, 6.0120540e-09, ...,\n",
       "         5.0545359e-09, 5.1681224e-09, 5.4095111e-09],\n",
       "        [5.0485820e-09, 5.1491309e-09, 5.2250897e-09, ...,\n",
       "         4.8544417e-09, 4.8943138e-09, 4.9403206e-09]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-14b7f2e0-e24b-43a7-8ef8-339e1bb4490f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-14b7f2e0-e24b-43a7-8ef8-339e1bb4490f' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.06 -86.23 -83.4 ... 86.23 89.06</div><input id='attrs-2491ce21-e0dc-4019-b6d0-c1b7402dcd8b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2491ce21-e0dc-4019-b6d0-c1b7402dcd8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef99d7fd-e2fd-48b1-99ba-f48ad6450498' class='xr-var-data-in' type='checkbox'><label for='data-ef99d7fd-e2fd-48b1-99ba-f48ad6450498' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.057592, -86.230366, -83.403141, -80.575916, -77.748691, -74.921466,\n",
       "       -72.094241, -69.267016, -66.439791, -63.612565, -60.78534 , -57.958115,\n",
       "       -55.13089 , -52.303665, -49.47644 , -46.649215, -43.82199 , -40.994764,\n",
       "       -38.167539, -35.340314, -32.513089, -29.685864, -26.858639, -24.031414,\n",
       "       -21.204188, -18.376963, -15.549738, -12.722513,  -9.895288,  -7.068063,\n",
       "        -4.240838,  -1.413613,   1.413613,   4.240838,   7.068063,   9.895288,\n",
       "        12.722513,  15.549738,  18.376963,  21.204188,  24.031414,  26.858639,\n",
       "        29.685864,  32.513089,  35.340314,  38.167539,  40.994764,  43.82199 ,\n",
       "        46.649215,  49.47644 ,  52.303665,  55.13089 ,  57.958115,  60.78534 ,\n",
       "        63.612565,  66.439791,  69.267016,  72.094241,  74.921466,  77.748691,\n",
       "        80.575916,  83.403141,  86.230366,  89.057592])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.25 5.0 8.75 ... 350.0 353.8 357.5</div><input id='attrs-f998b5c6-ca7c-46e6-a270-38a34a872fc7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f998b5c6-ca7c-46e6-a270-38a34a872fc7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c123a8d0-f956-47c8-9af6-02eaac230767' class='xr-var-data-in' type='checkbox'><label for='data-c123a8d0-f956-47c8-9af6-02eaac230767' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   5.  ,   8.75,  12.5 ,  16.25,  20.  ,  23.75,  27.5 ,  31.25,\n",
       "        35.  ,  38.75,  42.5 ,  46.25,  50.  ,  53.75,  57.5 ,  61.25,  65.  ,\n",
       "        68.75,  72.5 ,  76.25,  80.  ,  83.75,  87.5 ,  91.25,  95.  ,  98.75,\n",
       "       102.5 , 106.25, 110.  , 113.75, 117.5 , 121.25, 125.  , 128.75, 132.5 ,\n",
       "       136.25, 140.  , 143.75, 147.5 , 151.25, 155.  , 158.75, 162.5 , 166.25,\n",
       "       170.  , 173.75, 177.5 , 181.25, 185.  , 188.75, 192.5 , 196.25, 200.  ,\n",
       "       203.75, 207.5 , 211.25, 215.  , 218.75, 222.5 , 226.25, 230.  , 233.75,\n",
       "       237.5 , 241.25, 245.  , 248.75, 252.5 , 256.25, 260.  , 263.75, 267.5 ,\n",
       "       271.25, 275.  , 278.75, 282.5 , 286.25, 290.  , 293.75, 297.5 , 301.25,\n",
       "       305.  , 308.75, 312.5 , 316.25, 320.  , 323.75, 327.5 , 331.25, 335.  ,\n",
       "       338.75, 342.5 , 346.25, 350.  , 353.75, 357.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-02-01 00:00:00 ... 2015-01-...</div><input id='attrs-befe99f8-b459-40ec-ab23-9aca82ef30bf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-befe99f8-b459-40ec-ab23-9aca82ef30bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c7520f1-31b2-4cb5-b6bc-87fc038ab548' class='xr-var-data-in' type='checkbox'><label for='data-3c7520f1-31b2-4cb5-b6bc-87fc038ab548' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U12</div><div class='xr-var-preview xr-preview'>&#x27;r10i1181p1f1&#x27;</div><input id='attrs-9207b40e-379d-453d-9195-745f8c31d73c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9207b40e-379d-453d-9195-745f8c31d73c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb1ba784-9122-41f8-8b59-226e69f06450' class='xr-var-data-in' type='checkbox'><label for='data-fb1ba784-9122-41f8-8b59-226e69f06450' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r10i1181p1f1&#x27;, dtype=&#x27;&lt;U12&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-65ddc759-316c-4753-8ee4-ba146270a1bd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-65ddc759-316c-4753-8ee4-ba146270a1bd' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>Total (convective and large-scale) precipitation rate (liq + ice)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'PRECT' (time: 1980, lat: 64, lon: 96)>\n",
       "array([[[1.2936435e-09, 1.3208721e-09, 1.3873068e-09, ...,\n",
       "         1.2868325e-09, 1.2862484e-09, 1.2864696e-09],\n",
       "        [8.5540425e-10, 9.1846952e-10, 1.0154839e-09, ...,\n",
       "         9.8579322e-10, 9.1353614e-10, 8.7327046e-10],\n",
       "        [3.4734582e-10, 3.1381392e-10, 3.8001924e-10, ...,\n",
       "         5.6341398e-10, 4.6540449e-10, 4.2286163e-10],\n",
       "        ...,\n",
       "        [8.1240801e-09, 8.3635170e-09, 8.3486649e-09, ...,\n",
       "         7.6194073e-09, 7.7329023e-09, 7.8191302e-09],\n",
       "        [6.6741390e-09, 6.6818240e-09, 6.6876029e-09, ...,\n",
       "         6.5378591e-09, 6.6672197e-09, 6.7185479e-09],\n",
       "        [5.8590093e-09, 5.8789671e-09, 5.8920233e-09, ...,\n",
       "         5.7684373e-09, 5.8030025e-09, 5.8329457e-09]],\n",
       "\n",
       "       [[2.8303815e-09, 2.8495868e-09, 2.8989124e-09, ...,\n",
       "         2.7072891e-09, 2.7452101e-09, 2.8049312e-09],\n",
       "        [2.4331166e-09, 2.3414184e-09, 2.3191296e-09, ...,\n",
       "         2.9876390e-09, 2.7867544e-09, 2.5365035e-09],\n",
       "        [1.9906043e-09, 1.8424841e-09, 1.7446435e-09, ...,\n",
       "         2.3942779e-09, 2.2595810e-09, 2.1827087e-09],\n",
       "...\n",
       "        [7.8174827e-09, 7.6234850e-09, 7.4776221e-09, ...,\n",
       "         6.5801427e-09, 7.0457795e-09, 7.6838704e-09],\n",
       "        [5.5779119e-09, 5.4890923e-09, 5.4373879e-09, ...,\n",
       "         5.7384701e-09, 5.6486460e-09, 5.6888916e-09],\n",
       "        [4.6233364e-09, 4.6140354e-09, 4.6175290e-09, ...,\n",
       "         4.7648325e-09, 4.7287676e-09, 4.6670428e-09]],\n",
       "\n",
       "       [[4.2079242e-09, 4.1747721e-09, 4.1349799e-09, ...,\n",
       "         4.4154178e-09, 4.3429451e-09, 4.2754413e-09],\n",
       "        [4.2170996e-09, 3.9470383e-09, 3.7215147e-09, ...,\n",
       "         5.2525166e-09, 4.9069722e-09, 4.5513833e-09],\n",
       "        [3.6758676e-09, 3.2320571e-09, 2.8451008e-09, ...,\n",
       "         6.2516978e-09, 5.0788511e-09, 4.2203832e-09],\n",
       "        ...,\n",
       "        [9.4095327e-09, 1.0546512e-08, 1.1300071e-08, ...,\n",
       "         8.7287093e-09, 8.7748937e-09, 8.7375911e-09],\n",
       "        [5.6636464e-09, 5.8228786e-09, 6.0120540e-09, ...,\n",
       "         5.0545359e-09, 5.1681224e-09, 5.4095111e-09],\n",
       "        [5.0485820e-09, 5.1491309e-09, 5.2250897e-09, ...,\n",
       "         4.8544417e-09, 4.8943138e-09, 4.9403206e-09]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -89.06 -86.23 -83.4 -80.58 ... 83.4 86.23 89.06\n",
       "  * lon        (lon) float64 1.25 5.0 8.75 12.5 ... 346.2 350.0 353.8 357.5\n",
       "  * time       (time) object 1850-02-01 00:00:00 ... 2015-01-01 00:00:00\n",
       "    member_id  <U12 'r10i1181p1f1'\n",
       "Attributes:\n",
       "    units:         m/s\n",
       "    long_name:     Total (convective and large-scale) precipitation rate (liq...\n",
       "    cell_methods:  time: mean"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in range(0,10):\n",
    "    print(i)\n",
    "    subset = coll_orig.search(component='atm',variable='PRECT',frequency='month_1',experiment='historical',member_id= str(member_id_list[i]))\n",
    "    dsets = subset.to_dataset_dict(zarr_kwargs={\"consolidated\": True}, storage_options={\"anon\": True})\n",
    "    ds = dsets['atm.historical.cam.h0.cmip6.PRECT']\n",
    "    PRECT = ds.PRECT.isel(member_id=0)\n",
    "    PRECT_coarse=PRECT.coarsen(lon=3, lat=3, boundary=\"trim\").mean()\n",
    "    PRECT_coarse.load()\n",
    "    PRECT_coarse.to_netcdf('/glade/work/cassiacai/ENSO_Project_PRECT_'+str(member_id_list[i])+'.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "de37b551-4a83-472d-971c-9d6c807b461e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "{}\n",
      "1\n",
      "{}\n",
      "2\n",
      "{}\n",
      "3\n",
      "{}\n",
      "4\n",
      "{}\n",
      "5\n",
      "{}\n",
      "6\n",
      "{}\n",
      "7\n",
      "{}\n",
      "8\n",
      "{}\n",
      "9\n",
      "{}\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,10):\n",
    "    print(i)\n",
    "    subset = coll_orig.search(component='atm',variable='V10',frequency='month_1',experiment='historical',member_id= str(member_id_list[i]))\n",
    "    dsets = subset.to_dataset_dict(zarr_kwargs={\"consolidated\": True}, storage_options={\"anon\": True})\n",
    "    print(dsets)\n",
    "#     ds = dsets['atm.historical.cam.h0.cmip6.V010']\n",
    "#     V010 = ds.V010.isel(member_id=0)\n",
    "#     V010_coarse=V010.coarsen(lon=3, lat=3, boundary=\"trim\").mean()\n",
    "#     V010_coarse.load()\n",
    "#     V010_coarse.to_netcdf('/glade/work/cassiacai/ENSO_Project_V010_'+str(member_id_list[i])+'.nc')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78a60e33-911b-4f95-a899-440299050fb3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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