datatree/cmip6-sample.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "45c45666-3e14-4696-a86b-6fb68d4c8fd2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from distributed import Client\n",
    "\n",
    "import datatree\n",
    "import intake"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a713164e-c19d-484e-b1b5-4388f59969bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/envs/notebook/lib/python3.9/site-packages/distributed/node.py:160: UserWarning: Port 8787 is already in use.\n",
      "Perhaps you already have a cluster running?\n",
      "Hosting the HTTP server on port 38735 instead\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <div>\n",
       "                <div style=\"\n",
       "                    width: 24px;\n",
       "                    height: 24px;\n",
       "                    background-color: #e1e1e1;\n",
       "                    border: 3px solid #9D9D9D;\n",
       "                    border-radius: 5px;\n",
       "                    position: absolute;\"> </div>\n",
       "                <div style=\"margin-left: 48px;\">\n",
       "                    <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-981f2cf6-1764-11ed-80bd-73f412ed3bf6</p>\n",
       "                    <table style=\"width: 100%; text-align: left;\">\n",
       "                    \n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
       "                    <td style=\"text-align: left;\"><strong>Cluster type:</strong> LocalCluster</td>\n",
       "                </tr>\n",
       "                \n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Dashboard: </strong>\n",
       "                        <a href=\"/user/andersy005/proxy/38735/status\">/user/andersy005/proxy/38735/status</a>\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\"></td>\n",
       "                </tr>\n",
       "                \n",
       "                    </table>\n",
       "                    \n",
       "                <details>\n",
       "                <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
       "                \n",
       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "                <div style=\"\n",
       "                    width: 24px;\n",
       "                    height: 24px;\n",
       "                    background-color: #e1e1e1;\n",
       "                    border: 3px solid #9D9D9D;\n",
       "                    border-radius: 5px;\n",
       "                    position: absolute;\"> </div>\n",
       "                <div style=\"margin-left: 48px;\">\n",
       "                    <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">b4fb5261</p>\n",
       "                    <table style=\"width: 100%; text-align: left;\">\n",
       "                    \n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
       "                <td style=\"text-align: left;\"><strong>Using processes:</strong> False</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard:</strong> <a href=\"/user/andersy005/proxy/38735/status\">/user/andersy005/proxy/38735/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\"><strong>Workers:</strong> 1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total threads:</strong>\n",
       "                    2\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total memory:</strong>\n",
       "                    15.35 GiB\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "                    </table>\n",
       "                    <details>\n",
       "                    <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Scheduler Info</h3></summary>\n",
       "                    \n",
       "        <div style=\"\">\n",
       "            \n",
       "            <div>\n",
       "                <div style=\"\n",
       "                    width: 24px;\n",
       "                    height: 24px;\n",
       "                    background-color: #FFF7E5;\n",
       "                    border: 3px solid #FF6132;\n",
       "                    border-radius: 5px;\n",
       "                    position: absolute;\"> </div>\n",
       "                <div style=\"margin-left: 48px;\">\n",
       "                    <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
       "                    <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-cf4cfb31-18fe-40f4-949c-899f8f65c601</p>\n",
       "                    <table style=\"width: 100%; text-align: left;\">\n",
       "                        <tr>\n",
       "                            <td style=\"text-align: left;\"><strong>Comm:</strong> inproc://192.168.5.181/189/1</td>\n",
       "                            <td style=\"text-align: left;\"><strong>Workers:</strong> 1</td>\n",
       "                        </tr>\n",
       "                        <tr>\n",
       "                            <td style=\"text-align: left;\">\n",
       "                                <strong>Dashboard:</strong> <a href=\"/user/andersy005/proxy/38735/status\">/user/andersy005/proxy/38735/status</a>\n",
       "                            </td>\n",
       "                            <td style=\"text-align: left;\">\n",
       "                                <strong>Total threads:</strong>\n",
       "                                2\n",
       "                            </td>\n",
       "                        </tr>\n",
       "                        <tr>\n",
       "                            <td style=\"text-align: left;\">\n",
       "                                <strong>Started:</strong>\n",
       "                                Just now\n",
       "                            </td>\n",
       "                            <td style=\"text-align: left;\">\n",
       "                                <strong>Total memory:</strong>\n",
       "                                15.35 GiB\n",
       "                            </td>\n",
       "                        </tr>\n",
       "                    </table>\n",
       "                </div>\n",
       "            </div>\n",
       "        \n",
       "            <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Workers</h3></summary>\n",
       "            \n",
       "            <div style=\"margin-bottom: 20px;\">\n",
       "                <div style=\"width: 24px;\n",
       "                            height: 24px;\n",
       "                            background-color: #DBF5FF;\n",
       "                            border: 3px solid #4CC9FF;\n",
       "                            border-radius: 5px;\n",
       "                            position: absolute;\"> </div>\n",
       "                <div style=\"margin-left: 48px;\">\n",
       "                <details>\n",
       "                    <summary>\n",
       "                        <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
       "                    </summary>\n",
       "                    <table style=\"width: 100%; text-align: left;\">\n",
       "                        <tr>\n",
       "                            <td style=\"text-align: left;\"><strong>Comm: </strong> inproc://192.168.5.181/189/3</td>\n",
       "                            <td style=\"text-align: left;\"><strong>Total threads: </strong> 2</td>\n",
       "                        </tr>\n",
       "                        <tr>\n",
       "                            <td style=\"text-align: left;\">\n",
       "                                <strong>Dashboard: </strong>\n",
       "                                <a href=\"/user/andersy005/proxy/33891/status\">/user/andersy005/proxy/33891/status</a>\n",
       "                            </td>\n",
       "                            <td style=\"text-align: left;\">\n",
       "                                <strong>Memory: </strong>\n",
       "                                15.35 GiB\n",
       "                            </td>\n",
       "                        </tr>\n",
       "                        <tr>\n",
       "                            <td style=\"text-align: left;\"><strong>Nanny: </strong> None</td>\n",
       "                            <td style=\"text-align: left;\"></td>\n",
       "                        </tr>\n",
       "                        <tr>\n",
       "                            <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                                <strong>Local directory: </strong>\n",
       "                                /home/jovyan/devel/dask-worker-space/worker-9uuqs5xx\n",
       "                            </td>\n",
       "                        </tr>\n",
       "                        \n",
       "                        \n",
       "                    </table>\n",
       "                </details>\n",
       "                </div>\n",
       "            </div>\n",
       "            \n",
       "            </details>\n",
       "        </div>\n",
       "        \n",
       "                    </details>\n",
       "                </div>\n",
       "            </div>\n",
       "        \n",
       "                </details>\n",
       "                \n",
       "                </div>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "<Client: 'inproc://192.168.5.181/189/1' processes=1 threads=2, memory=15.35 GiB>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client = Client(processes=False)\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "96184783-eb56-4840-81f2-6f8fc934f4f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p><strong>pangeo-cmip6 catalog with 7780 dataset(s) from 522217 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>activity_id</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>institution_id</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_id</th>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>experiment_id</th>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>member_id</th>\n",
       "      <td>657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>table_id</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable_id</th>\n",
       "      <td>709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grid_label</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zstore</th>\n",
       "      <td>522217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dcpp_init_year</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>version</th>\n",
       "      <td>744</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat = intake.open_esm_datastore('https://cmip6-pds.s3.amazonaws.com/pangeo-cmip6.json', sep='/')\n",
    "cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d38f435f-878a-4b15-85ab-005368ff0913",
   "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>activity_id</th>\n",
       "      <th>institution_id</th>\n",
       "      <th>source_id</th>\n",
       "      <th>experiment_id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>table_id</th>\n",
       "      <th>variable_id</th>\n",
       "      <th>grid_label</th>\n",
       "      <th>zstore</th>\n",
       "      <th>dcpp_init_year</th>\n",
       "      <th>version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>ta</td>\n",
       "      <td>gn</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tauv</td>\n",
       "      <td>gn</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>zg</td>\n",
       "      <td>gn</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>vas</td>\n",
       "      <td>gn</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522212</th>\n",
       "      <td>CMIP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3-Veg</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>uas</td>\n",
       "      <td>gr</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20211207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522213</th>\n",
       "      <td>CMIP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3-Veg</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>va</td>\n",
       "      <td>gr</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20211207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522214</th>\n",
       "      <td>CMIP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3-Veg</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>wap</td>\n",
       "      <td>gr</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20211207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522215</th>\n",
       "      <td>CMIP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3-Veg</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gr</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20211207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522216</th>\n",
       "      <td>CMIP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3-Veg</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>vas</td>\n",
       "      <td>gr</td>\n",
       "      <td>s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20211207</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>522217 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       activity_id       institution_id      source_id       experiment_id  \\\n",
       "0       HighResMIP                 CMCC   CMCC-CM2-HR4  highresSST-present   \n",
       "1       HighResMIP                 CMCC   CMCC-CM2-HR4  highresSST-present   \n",
       "2       HighResMIP                 CMCC   CMCC-CM2-HR4  highresSST-present   \n",
       "3       HighResMIP                 CMCC   CMCC-CM2-HR4  highresSST-present   \n",
       "4       HighResMIP                 CMCC   CMCC-CM2-HR4  highresSST-present   \n",
       "...            ...                  ...            ...                 ...   \n",
       "522212        CMIP  EC-Earth-Consortium  EC-Earth3-Veg          historical   \n",
       "522213        CMIP  EC-Earth-Consortium  EC-Earth3-Veg          historical   \n",
       "522214        CMIP  EC-Earth-Consortium  EC-Earth3-Veg          historical   \n",
       "522215        CMIP  EC-Earth-Consortium  EC-Earth3-Veg          historical   \n",
       "522216        CMIP  EC-Earth-Consortium  EC-Earth3-Veg          historical   \n",
       "\n",
       "       member_id table_id variable_id grid_label  \\\n",
       "0       r1i1p1f1     Amon          ta         gn   \n",
       "1       r1i1p1f1     Amon        tauv         gn   \n",
       "2       r1i1p1f1     Amon          zg         gn   \n",
       "3       r1i1p1f1     Amon         vas         gn   \n",
       "4       r1i1p1f1     Amon         tas         gn   \n",
       "...          ...      ...         ...        ...   \n",
       "522212  r1i1p1f1     Amon         uas         gr   \n",
       "522213  r1i1p1f1     Amon          va         gr   \n",
       "522214  r1i1p1f1     Amon         wap         gr   \n",
       "522215  r1i1p1f1     Amon         tas         gr   \n",
       "522216  r1i1p1f1     Amon         vas         gr   \n",
       "\n",
       "                                                   zstore  dcpp_init_year  \\\n",
       "0       s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...             NaN   \n",
       "1       s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...             NaN   \n",
       "2       s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...             NaN   \n",
       "3       s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...             NaN   \n",
       "4       s3://cmip6-pds/CMIP6/HighResMIP/CMCC/CMCC-CM2-...             NaN   \n",
       "...                                                   ...             ...   \n",
       "522212  s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...             NaN   \n",
       "522213  s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...             NaN   \n",
       "522214  s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...             NaN   \n",
       "522215  s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...             NaN   \n",
       "522216  s3://cmip6-pds/CMIP6/CMIP/EC-Earth-Consortium/...             NaN   \n",
       "\n",
       "         version  \n",
       "0       20170706  \n",
       "1       20170706  \n",
       "2       20170706  \n",
       "3       20170706  \n",
       "4       20170706  \n",
       "...          ...  \n",
       "522212  20211207  \n",
       "522213  20211207  \n",
       "522214  20211207  \n",
       "522215  20211207  \n",
       "522216  20211207  \n",
       "\n",
       "[522217 rows x 11 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "cat.df"
   ]
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   "cell_type": "code",
   "execution_count": 5,
   "id": "a0a34f83-586a-4a53-8c0f-685a40fe73ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'activity_id/institution_id/source_id/experiment_id/table_id/grid_label'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.key_template"
   ]
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  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "647402f9-1f27-420e-8abb-e52c22c80eb6",
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    {
     "data": {
      "text/plain": [
       "array(['CNRM-CM6-1', 'GFDL-CM4', 'GFDL-ESM2M', 'GFDL-OM4p5B', 'GFDL-ESM4',\n",
       "       'IPSL-CM6A-LR', 'GISS-E2-1-G', 'CNRM-ESM2-1', 'BCC-CSM2-MR',\n",
       "       'BCC-ESM1', 'MIROC6', 'AWI-CM-1-1-MR', 'CESM2-WACCM', 'CanESM5',\n",
       "       'CESM2', 'SAM0-UNICON', 'GISS-E2-1-H', 'UKESM1-0-LL', 'EC-Earth3',\n",
       "       'CanESM5-CanOE', 'INM-CM4-8', 'EC-Earth3-Veg', 'INM-CM5-0',\n",
       "       'HadGEM3-GC31-LL', 'MPI-ESM-1-2-HAM', 'NESM3', 'CAMS-CSM1-0',\n",
       "       'MPI-ESM1-2-LR', 'MPI-ESM1-2-HR', 'FGOALS-f3-L', 'MCM-UA-1-0',\n",
       "       'NorESM2-LM', 'GISS-E2-1-G-CC', 'MIROC-ES2L', 'E3SM-1-0',\n",
       "       'MRI-ESM2-0', 'NorCPM1', 'NorESM1-F', 'KACE-1-0-G', 'FGOALS-g3',\n",
       "       'FIO-ESM-2-0', 'CESM1-1-CAM5-CMIP5', 'CNRM-CM6-1-HR', 'E3SM-1-1',\n",
       "       'NorESM2-MM', 'ACCESS-CM2', 'ACCESS-ESM1-5', 'CESM2-FV2',\n",
       "       'GISS-E2-2-G', 'GISS-E2-2-H', 'CESM2-WACCM-FV2', 'IITM-ESM',\n",
       "       'HadGEM3-GC31-MM', 'E3SM-1-1-ECA', 'AWI-ESM-1-1-LR',\n",
       "       'EC-Earth3-Veg-LR', 'CIESM', 'CAS-ESM2-0', 'TaiESM1',\n",
       "       'CMCC-CM2-SR5', 'EC-Earth3-AerChem', 'IPSL-CM5A2-INCA',\n",
       "       'KIOST-ESM', 'CMCC-CM2-HR4', 'EC-Earth3-LR', 'EC-Earth3-CC',\n",
       "       'IPSL-CM6A-LR-INCA', 'CMCC-ESM2', 'ICON-ESM-LR'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.search(table_id=['Omon']).df.source_id.unique()"
   ]
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   "cell_type": "code",
   "execution_count": 23,
   "id": "c0deebdd-3eac-4db5-9b34-f115e24ab022",
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     "name": "stdout",
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     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'activity_id/institution_id/source_id/experiment_id/table_id/grid_label'\n"
     ]
    },
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   "source": [
    "cat_sub = cat.search(\n",
    "    table_id=['Amon', 'Omon', 'Lmon'],\n",
    "    member_id=[\"r1i1p1f1\"],\n",
    "    variable_id=['gpp', 'mrso', 'pr', 'co2', 'thetao', 'no3'],\n",
    "    grid_label=['gn', 'gr'],\n",
    "    source_id=['CESM2-WACCM', 'MIROC6', 'CanESM5'],\n",
    "    experiment_id=['historical', 'ssp370'],\n",
    ")\n",
    "cat_sub.df\n",
    "dsets = cat_sub.to_dataset_dict(storage_options={'anon': True})"
   ]
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  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c6ec8eca-d4cd-42da-8f53-2635e885788b",
   "metadata": {},
   "outputs": [],
   "source": [
    "results = {}\n",
    "\n",
    "for key, ds in dsets.copy().items():\n",
    "    subset = {}\n",
    "    if 'lev' in ds:\n",
    "        subset['lev'] = 0\n",
    "    if 'plev' in ds:\n",
    "        subset['plev'] = 0\n",
    "    subset['time'] = list(range(6))\n",
    "    subset['member_id'] = 0\n",
    "\n",
    "    dset_subset = ds.isel(**subset).load()\n",
    "    del dset_subset.attrs['intake_esm_varname']\n",
    "    results[key] = dset_subset"
   ]
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   "cell_type": "code",
   "execution_count": 25,
   "id": "7ae22aa3-46a0-4fca-99ae-0cb245fbefcf",
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       "}\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.Dataset&gt;\n",
       "Dimensions:    (lat: 128, bnds: 2, lon: 256, time: 6)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -88.93 -87.54 -86.14 -84.74 ... 86.14 87.54 88.93\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -88.28 -88.28 ... 88.28 88.28 90.0\n",
       "  * lon        (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
       "    lon_bnds   (lon, bnds) float64 -0.7031 0.7031 0.7031 ... 357.9 357.9 359.3\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 1850-06-16\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1850-01-01 1850-02-01 ... 1850-07-01\n",
       "    member_id  &lt;U8 &#x27;r1i1p1f1&#x27;\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    mrso       (time, lat, lon) float32 4.2e+03 4.2e+03 4.2e+03 ... nan nan nan\n",
       "Attributes: (12/48)\n",
       "    Conventions:             CF-1.7 CMIP-6.2\n",
       "    activity_id:             CMIP\n",
       "    branch_method:           standard\n",
       "    branch_time_in_child:    0.0\n",
       "    branch_time_in_parent:   0.0\n",
       "    cmor_version:            3.3.2\n",
       "    ...                      ...\n",
       "    variable_id:             mrso\n",
       "    variant_label:           r1i1p1f1\n",
       "    status:                  2019-10-25;created;by nhn2@columbia.edu\n",
       "    netcdf_tracking_ids:     hdl:21.14100/a702781b-b6d9-4f90-a65d-c649d59a224...\n",
       "    version_id:              v20190311\n",
       "    intake_esm_dataset_key:  CMIP/MIROC/MIROC6/historical/Lmon/gn</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9e72c631-7163-46ab-8519-80f921d73814' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9e72c631-7163-46ab-8519-80f921d73814' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 128</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 256</li><li><span class='xr-has-index'>time</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-57223ba8-3918-4053-83df-a44848f9cf24' class='xr-section-summary-in' type='checkbox'  checked><label for='section-57223ba8-3918-4053-83df-a44848f9cf24' class='xr-section-summary' >Coordinates: <span>(7)</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'>-88.93 -87.54 ... 87.54 88.93</div><input id='attrs-6236f00d-849a-4208-8f20-4e7c01d0177d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6236f00d-849a-4208-8f20-4e7c01d0177d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f4c3449-b9de-412b-903c-9be6af54e208' class='xr-var-data-in' type='checkbox'><label for='data-4f4c3449-b9de-412b-903c-9be6af54e208' 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>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-88.927735, -87.538705, -86.141472, -84.742386, -83.342596, -81.942466,\n",
       "       -80.542146, -79.14171 , -77.741196, -76.340629, -74.940023, -73.539389,\n",
       "       -72.138732, -70.738059, -69.337372, -67.936673, -66.535966, -65.135251,\n",
       "       -63.73453 , -62.333803, -60.933072, -59.532337, -58.131598, -56.730857,\n",
       "       -55.330112, -53.929366, -52.528617, -51.127867, -49.727115, -48.326361,\n",
       "       -46.925606, -45.52485 , -44.124093, -42.723335, -41.322576, -39.921816,\n",
       "       -38.521056, -37.120294, -35.719532, -34.31877 , -32.918007, -31.517244,\n",
       "       -30.11648 , -28.715716, -27.314951, -25.914186, -24.513421, -23.112655,\n",
       "       -21.71189 , -20.311124, -18.910357, -17.509591, -16.108824, -14.708057,\n",
       "       -13.30729 , -11.906523, -10.505756,  -9.104989,  -7.704221,  -6.303454,\n",
       "        -4.902687,  -3.501919,  -2.101151,  -0.700384,   0.700384,   2.101151,\n",
       "         3.501919,   4.902687,   6.303454,   7.704221,   9.104989,  10.505756,\n",
       "        11.906523,  13.30729 ,  14.708057,  16.108824,  17.509591,  18.910357,\n",
       "        20.311124,  21.71189 ,  23.112655,  24.513421,  25.914186,  27.314951,\n",
       "        28.715716,  30.11648 ,  31.517244,  32.918007,  34.31877 ,  35.719532,\n",
       "        37.120294,  38.521056,  39.921816,  41.322576,  42.723335,  44.124093,\n",
       "        45.52485 ,  46.925606,  48.326361,  49.727115,  51.127867,  52.528617,\n",
       "        53.929366,  55.330112,  56.730857,  58.131598,  59.532337,  60.933072,\n",
       "        62.333803,  63.73453 ,  65.135251,  66.535966,  67.936673,  69.337372,\n",
       "        70.738059,  72.138732,  73.539389,  74.940023,  76.340629,  77.741196,\n",
       "        79.14171 ,  80.542146,  81.942466,  83.342596,  84.742386,  86.141472,\n",
       "        87.538705,  88.927735])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.28 -88.28 ... 88.28 90.0</div><input id='attrs-6659d4b9-68d3-48e2-a9df-d4b841eb3da4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6659d4b9-68d3-48e2-a9df-d4b841eb3da4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80bdd1a2-0556-493a-b29f-5f97327d8248' class='xr-var-data-in' type='checkbox'><label for='data-80bdd1a2-0556-493a-b29f-5f97327d8248' 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([[-90.        , -88.28224497],\n",
       "       [-88.28224497, -86.86642222],\n",
       "       [-86.86642222, -85.45999083],\n",
       "       [-85.45999083, -84.05623797],\n",
       "       [-84.05623797, -82.65362114],\n",
       "       [-82.65362114, -81.25159218],\n",
       "       [-81.25159218, -79.84990689],\n",
       "       [-79.84990689, -78.44843996],\n",
       "       [-78.44843996, -77.04712039],\n",
       "       [-77.04712039, -75.64590497],\n",
       "       [-75.64590497, -74.24476588],\n",
       "       [-74.24476588, -72.84368439],\n",
       "       [-72.84368439, -71.44264745],\n",
       "       [-71.44264745, -70.04164567],\n",
       "       [-70.04164567, -68.6406721 ],\n",
       "       [-68.6406721 , -67.23972153],\n",
       "       [-67.23972153, -65.83878996],\n",
       "       [-65.83878996, -64.43787425],\n",
       "       [-64.43787425, -63.03697191],\n",
       "       [-63.03697191, -61.63608097],\n",
       "...\n",
       "       [ 61.63608097,  63.03697191],\n",
       "       [ 63.03697191,  64.43787425],\n",
       "       [ 64.43787425,  65.83878996],\n",
       "       [ 65.83878996,  67.23972153],\n",
       "       [ 67.23972153,  68.6406721 ],\n",
       "       [ 68.6406721 ,  70.04164567],\n",
       "       [ 70.04164567,  71.44264745],\n",
       "       [ 71.44264745,  72.84368439],\n",
       "       [ 72.84368439,  74.24476588],\n",
       "       [ 74.24476588,  75.64590497],\n",
       "       [ 75.64590497,  77.04712039],\n",
       "       [ 77.04712039,  78.44843996],\n",
       "       [ 78.44843996,  79.84990689],\n",
       "       [ 79.84990689,  81.25159218],\n",
       "       [ 81.25159218,  82.65362114],\n",
       "       [ 82.65362114,  84.05623797],\n",
       "       [ 84.05623797,  85.45999083],\n",
       "       [ 85.45999083,  86.86642222],\n",
       "       [ 86.86642222,  88.28224497],\n",
       "       [ 88.28224497,  90.        ]])</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'>0.0 1.406 2.812 ... 357.2 358.6</div><input id='attrs-d52516c9-09ab-48e6-9293-12508a333e83' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d52516c9-09ab-48e6-9293-12508a333e83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-410e25e0-d3cd-4e2a-9acc-6dd4b962ba4e' class='xr-var-data-in' type='checkbox'><label for='data-410e25e0-d3cd-4e2a-9acc-6dd4b962ba4e' 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>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  0.     ,   1.40625,   2.8125 , ..., 355.78125, 357.1875 , 358.59375])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.7031 0.7031 ... 357.9 359.3</div><input id='attrs-a84e0fc6-8778-4896-80f3-bf8fb818b75e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a84e0fc6-8778-4896-80f3-bf8fb818b75e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f59dd972-85ee-4bd1-a5f7-4daa3f713e20' class='xr-var-data-in' type='checkbox'><label for='data-f59dd972-85ee-4bd1-a5f7-4daa3f713e20' 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([[ -0.703125,   0.703125],\n",
       "       [  0.703125,   2.109375],\n",
       "       [  2.109375,   3.515625],\n",
       "       [  3.515625,   4.921875],\n",
       "       [  4.921875,   6.328125],\n",
       "       [  6.328125,   7.734375],\n",
       "       [  7.734375,   9.140625],\n",
       "       [  9.140625,  10.546875],\n",
       "       [ 10.546875,  11.953125],\n",
       "       [ 11.953125,  13.359375],\n",
       "       [ 13.359375,  14.765625],\n",
       "       [ 14.765625,  16.171875],\n",
       "       [ 16.171875,  17.578125],\n",
       "       [ 17.578125,  18.984375],\n",
       "       [ 18.984375,  20.390625],\n",
       "       [ 20.390625,  21.796875],\n",
       "       [ 21.796875,  23.203125],\n",
       "       [ 23.203125,  24.609375],\n",
       "       [ 24.609375,  26.015625],\n",
       "       [ 26.015625,  27.421875],\n",
       "...\n",
       "       [331.171875, 332.578125],\n",
       "       [332.578125, 333.984375],\n",
       "       [333.984375, 335.390625],\n",
       "       [335.390625, 336.796875],\n",
       "       [336.796875, 338.203125],\n",
       "       [338.203125, 339.609375],\n",
       "       [339.609375, 341.015625],\n",
       "       [341.015625, 342.421875],\n",
       "       [342.421875, 343.828125],\n",
       "       [343.828125, 345.234375],\n",
       "       [345.234375, 346.640625],\n",
       "       [346.640625, 348.046875],\n",
       "       [348.046875, 349.453125],\n",
       "       [349.453125, 350.859375],\n",
       "       [350.859375, 352.265625],\n",
       "       [352.265625, 353.671875],\n",
       "       [353.671875, 355.078125],\n",
       "       [355.078125, 356.484375],\n",
       "       [356.484375, 357.890625],\n",
       "       [357.890625, 359.296875]])</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-16T12:00:00 ... 1850-06-16</div><input id='attrs-645c05a3-f6ae-462f-ba20-6ad2bc8bf538' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-645c05a3-f6ae-462f-ba20-6ad2bc8bf538' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81c04544-55d2-4c57-b54b-ec0a947aff21' class='xr-var-data-in' type='checkbox'><label for='data-81c04544-55d2-4c57-b54b-ec0a947aff21' 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>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1850-01-16T12:00:00.000000000&#x27;, &#x27;1850-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1850-03-16T12:00:00.000000000&#x27;, &#x27;1850-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1850-05-16T12:00:00.000000000&#x27;, &#x27;1850-06-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-01 ... 1850-07-01</div><input id='attrs-e5f6cf90-4a3e-4278-a627-71064d52fa96' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5f6cf90-4a3e-4278-a627-71064d52fa96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df577ffe-b5c0-4aa5-a889-bd322c16e93e' class='xr-var-data-in' type='checkbox'><label for='data-df577ffe-b5c0-4aa5-a889-bd322c16e93e' 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;1850-01-01T00:00:00.000000000&#x27;, &#x27;1850-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-02-01T00:00:00.000000000&#x27;, &#x27;1850-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-03-01T00:00:00.000000000&#x27;, &#x27;1850-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-04-01T00:00:00.000000000&#x27;, &#x27;1850-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-05-01T00:00:00.000000000&#x27;, &#x27;1850-06-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-06-01T00:00:00.000000000&#x27;, &#x27;1850-07-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</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;U8</div><div class='xr-var-preview xr-preview'>&#x27;r1i1p1f1&#x27;</div><input id='attrs-c59acb80-030c-43e3-80dc-227dc145e254' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c59acb80-030c-43e3-80dc-227dc145e254' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3726ba90-3edc-4fb6-b7c9-75450d1a5b4d' class='xr-var-data-in' type='checkbox'><label for='data-3726ba90-3edc-4fb6-b7c9-75450d1a5b4d' 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;r1i1p1f1&#x27;, dtype=&#x27;&lt;U8&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc44b70d-2484-4775-bc80-41cad92b14ae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cc44b70d-2484-4775-bc80-41cad92b14ae' class='xr-section-summary' >Data variables: <span>(1)</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>mrso</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>4.2e+03 4.2e+03 4.2e+03 ... nan nan</div><input id='attrs-9407fb10-63c3-40e7-bc0d-c9961381bf74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9407fb10-63c3-40e7-bc0d-c9961381bf74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6e62b5c-6597-4d86-9895-701cb302285f' class='xr-var-data-in' type='checkbox'><label for='data-b6e62b5c-6597-4d86-9895-701cb302285f' 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>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: mean where land time: mean</dd><dt><span>comment :</span></dt><dd>the mass per unit area  (summed over all soil layers) of water in all phases.</dd><dt><span>long_name :</span></dt><dd>Total Soil Moisture Content</dd><dt><span>original_name :</span></dt><dd>GLW</dd><dt><span>original_units :</span></dt><dd>kg/m**2</dd><dt><span>standard_name :</span></dt><dd>mass_content_of_water_in_soil</dd><dt><span>units :</span></dt><dd>kg m-2</dd></dl></div><div class='xr-var-data'><pre>array([[[4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        ...,\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],\n",
       "\n",
       "       [[4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        ...,\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],\n",
       "\n",
       "       [[4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],\n",
       "\n",
       "       [[4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        ...,\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],\n",
       "\n",
       "       [[4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        [4200., 4200., 4200., ..., 4200., 4200., 4200.],\n",
       "        ...,\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan],\n",
       "        [  nan,   nan,   nan, ...,   nan,   nan,   nan]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c68af626-85bf-43d6-b546-94de69f9dfb3' class='xr-section-summary-in' type='checkbox'  ><label for='section-c68af626-85bf-43d6-b546-94de69f9dfb3' class='xr-section-summary' >Attributes: <span>(48)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>0.0</dd><dt><span>cmor_version :</span></dt><dd>3.3.2</dd><dt><span>creation_date :</span></dt><dd>2019-01-30T06:28:47Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.28</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.MIROC.MIROC6.historical.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere T85 Gaussian grid</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-01-30T06:28:47Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-01-30T06:29:26Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>JAMSTEC (Japan Agency for Marine-Earth Science and Technology, Kanagawa 236-0001, Japan), AORI (Atmosphere and Ocean Research Institute, The University of Tokyo, Chiba 277-8564, Japan), NIES (National Institute for Environmental Studies, Ibaraki 305-8506, Japan), and R-CCS (RIKEN Center for Computational Science, Hyogo 650-0047, Japan)</dd><dt><span>institution_id :</span></dt><dd>MIROC</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by MIROC is licensed under a Creative Commons Attribution ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MIROC6</dd><dt><span>parent_time_units :</span></dt><dd>days since 3200-1-1</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>land</dd><dt><span>source :</span></dt><dd>MIROC6 (2017): \n",
       "aerosol: SPRINTARS6.0\n",
       "atmos: CCSR AGCM (T85; 256 x 128 longitude/latitude; 81 levels; top level 0.004 hPa)\n",
       "atmosChem: none\n",
       "land: MATSIRO6.0\n",
       "landIce: none\n",
       "ocean: COCO4.9 (tripolar primarily 1deg; 360 x 256 longitude/latitude; 63 levels; top grid cell 0-2 m)\n",
       "ocnBgchem: none\n",
       "seaIce: COCO4.9</dd><dt><span>source_id :</span></dt><dd>MIROC6</dd><dt><span>source_type :</span></dt><dd>AOGCM AER</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>Lmon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(06 November 2018) MD5:0728c79344e0f262bb76e4f9ff0d9afc</dd><dt><span>title :</span></dt><dd>MIROC6 output prepared for CMIP6</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/a702781b-b6d9-4f90-a65d-c649d59a2247\n",
       "hdl:21.14100/fc5352a2-4e2a-419e-becd-c5850bdecdca</dd><dt><span>variable_id :</span></dt><dd>mrso</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>status :</span></dt><dd>2019-10-25;created;by nhn2@columbia.edu</dd><dt><span>netcdf_tracking_ids :</span></dt><dd>hdl:21.14100/a702781b-b6d9-4f90-a65d-c649d59a2247\n",
       "hdl:21.14100/fc5352a2-4e2a-419e-becd-c5850bdecdca</dd><dt><span>version_id :</span></dt><dd>v20190311</dd><dt><span>intake_esm_dataset_key :</span></dt><dd>CMIP/MIROC/MIROC6/historical/Lmon/gn</dd></dl></div></li></ul></div></div>"
      ],
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       "<xarray.Dataset>\n",
       "Dimensions:    (lat: 128, bnds: 2, lon: 256, time: 6)\n",
       "Coordinates:\n",
       "  * lat        (lat) float64 -88.93 -87.54 -86.14 -84.74 ... 86.14 87.54 88.93\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -88.28 -88.28 ... 88.28 88.28 90.0\n",
       "  * lon        (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
       "    lon_bnds   (lon, bnds) float64 -0.7031 0.7031 0.7031 ... 357.9 357.9 359.3\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 1850-06-16\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1850-01-01 1850-02-01 ... 1850-07-01\n",
       "    member_id  <U8 'r1i1p1f1'\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    mrso       (time, lat, lon) float32 4.2e+03 4.2e+03 4.2e+03 ... nan nan nan\n",
       "Attributes: (12/48)\n",
       "    Conventions:             CF-1.7 CMIP-6.2\n",
       "    activity_id:             CMIP\n",
       "    branch_method:           standard\n",
       "    branch_time_in_child:    0.0\n",
       "    branch_time_in_parent:   0.0\n",
       "    cmor_version:            3.3.2\n",
       "    ...                      ...\n",
       "    variable_id:             mrso\n",
       "    variant_label:           r1i1p1f1\n",
       "    status:                  2019-10-25;created;by nhn2@columbia.edu\n",
       "    netcdf_tracking_ids:     hdl:21.14100/a702781b-b6d9-4f90-a65d-c649d59a224...\n",
       "    version_id:              v20190311\n",
       "    intake_esm_dataset_key:  CMIP/MIROC/MIROC6/historical/Lmon/gn"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results['CMIP/MIROC/MIROC6/historical/Lmon/gn']"
   ]
  },
  {
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   "execution_count": 26,
   "id": "87ebe6bc-46c0-4732-a3d6-51272fd1c6f3",
   "metadata": {},
   "outputs": [
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       "\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.Dataset&gt;\n",
       "Dimensions:             (y: 256, x: 360, time: 6, bnds: 2, vertices: 4)\n",
       "Coordinates: (12/13)\n",
       "    latitude            (y, x) float32 -88.0 -88.0 -88.0 ... 64.43 64.0 63.56\n",
       "    lev                 float64 1.0\n",
       "    lev_bnds            (bnds) float64 0.0 2.0\n",
       "    longitude           (y, x) float32 60.5 61.5 62.5 63.5 ... 59.96 59.98 59.99\n",
       "    sigma_bnds          (bnds) float64 -0.0 -0.04\n",
       "  * time                (time) datetime64[ns] 1850-01-16T12:00:00 ... 1850-06-16\n",
       "    ...                  ...\n",
       "  * x                   (x) float64 0.5 1.5 2.5 3.5 ... 356.5 357.5 358.5 359.5\n",
       "    x_bnds              (x, bnds) float64 0.0 1.0 1.0 2.0 ... 359.0 359.0 360.0\n",
       "  * y                   (y) float64 -88.0 -85.75 -85.25 ... 148.6 150.5 152.4\n",
       "    y_bnds              (y, bnds) float64 -90.0 -86.0 -86.0 ... 151.5 153.3\n",
       "    zlev_bnds           (bnds) float64 -0.0 -2.0\n",
       "    member_id           &lt;U8 &#x27;r1i1p1f1&#x27;\n",
       "Dimensions without coordinates: bnds, vertices\n",
       "Data variables:\n",
       "    depth               (y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    depth_c             float64 50.0\n",
       "    eta                 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    nsigma              int32 10\n",
       "    sigma               float64 -0.02\n",
       "    thetao              (time, y, x) float32 nan nan nan nan ... nan nan nan nan\n",
       "    vertices_latitude   (y, x, vertices) float32 -90.0 -90.0 ... 63.33 63.78\n",
       "    vertices_longitude  (y, x, vertices) float32 60.0 61.0 61.0 ... 60.0 60.0\n",
       "    zlev                float64 -1.0\n",
       "Attributes: (12/48)\n",
       "    Conventions:             CF-1.7 CMIP-6.2\n",
       "    activity_id:             CMIP\n",
       "    branch_method:           standard\n",
       "    branch_time_in_child:    0.0\n",
       "    branch_time_in_parent:   0.0\n",
       "    cmor_version:            3.3.2\n",
       "    ...                      ...\n",
       "    variable_id:             thetao\n",
       "    variant_label:           r1i1p1f1\n",
       "    status:                  2019-11-08;created;by nhn2@columbia.edu\n",
       "    netcdf_tracking_ids:     hdl:21.14100/16598b35-19b4-49e3-98de-27b9e9444ad...\n",
       "    version_id:              v20190311\n",
       "    intake_esm_dataset_key:  CMIP/MIROC/MIROC6/historical/Omon/gn</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-1729fe42-6889-402f-bf3c-e0ca953fdfb7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1729fe42-6889-402f-bf3c-e0ca953fdfb7' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 256</li><li><span class='xr-has-index'>x</span>: 360</li><li><span class='xr-has-index'>time</span>: 6</li><li><span>bnds</span>: 2</li><li><span>vertices</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-bfab85c8-4dbe-4b1d-a586-0ae9e6d1c2ae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bfab85c8-4dbe-4b1d-a586-0ae9e6d1c2ae' class='xr-section-summary' >Coordinates: <span>(13)</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>latitude</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-88.0 -88.0 -88.0 ... 64.0 63.56</div><input id='attrs-b8299f49-2e79-4ae7-a6ba-548e8f49abf9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b8299f49-2e79-4ae7-a6ba-548e8f49abf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e35bbea7-118e-431f-8eae-becb0ed62a4a' class='xr-var-data-in' type='checkbox'><label for='data-e35bbea7-118e-431f-8eae-becb0ed62a4a' 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>bounds :</span></dt><dd>vertices_latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-88.      , -88.      , -88.      , ..., -88.      , -88.      ,\n",
       "        -88.      ],\n",
       "       [-85.75    , -85.75    , -85.75    , ..., -85.75    , -85.75    ,\n",
       "        -85.75    ],\n",
       "       [-85.25    , -85.25    , -85.25    , ..., -85.25    , -85.25    ,\n",
       "        -85.25    ],\n",
       "       ...,\n",
       "       [ 63.55648 ,  63.996937,  64.43075 , ...,  64.43075 ,  63.996937,\n",
       "         63.55648 ],\n",
       "       [ 63.556957,  63.998344,  64.43307 , ...,  64.43307 ,  63.998344,\n",
       "         63.556957],\n",
       "       [ 63.557198,  63.99905 ,  64.43422 , ...,  64.43422 ,  63.99905 ,\n",
       "         63.557198]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lev</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-6f9441b9-f34e-4d80-80bb-8c767c84bbda' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f9441b9-f34e-4d80-80bb-8c767c84bbda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21b4aa17-733b-40a2-a915-dc6b55bb094f' class='xr-var-data-in' type='checkbox'><label for='data-21b4aa17-733b-40a2-a915-dc6b55bb094f' 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>axis :</span></dt><dd>Z</dd><dt><span>bounds :</span></dt><dd>lev_bnds</dd><dt><span>formula :</span></dt><dd>for k &lt;= nsigma: z(n,k,j,i) = eta(n,j,i) + sigma(k)*(min(depth_c,depth(j,i))+eta(n,j,i)) ; for k &gt; nsigma: z(n,k,j,i) = zlev(k)</dd><dt><span>formula_terms :</span></dt><dd>sigma: sigma eta: eta depth: depth depth_c: depth_c nsigma: nsigma zlev: zlev</dd><dt><span>long_name :</span></dt><dd>ocean sigma over z coordinate</dd><dt><span>standard_name :</span></dt><dd>ocean_sigma_z</dd></dl></div><div class='xr-var-data'><pre>array(1.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lev_bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 2.0</div><input id='attrs-b4406bdf-007c-496f-900b-41f88d076ee6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b4406bdf-007c-496f-900b-41f88d076ee6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f43c5d9-7bed-4b7e-a1ff-a9579d496468' class='xr-var-data-in' type='checkbox'><label for='data-9f43c5d9-7bed-4b7e-a1ff-a9579d496468' 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>formula :</span></dt><dd>for k &lt;= nsigma: z(n,k,j,i) = eta(n,j,i) + sigma(k)*(min(depth_c,depth(j,i))+eta(n,j,i)) ; for k &gt; nsigma: z(n,k,j,i) = zlev(k)</dd><dt><span>formula_terms :</span></dt><dd>sigma: sigma_bnds eta: eta depth: depth depth_c: depth_c nsigma: nsigma zlev: zlev_bnds</dd><dt><span>standard_name :</span></dt><dd>ocean_sigma_z</dd><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><pre>array([0., 2.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>60.5 61.5 62.5 ... 59.98 59.99</div><input id='attrs-52c7d56f-33ad-4286-8fff-97954dd948c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52c7d56f-33ad-4286-8fff-97954dd948c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c96fec58-c874-4df5-bcbb-5f381da74b7f' class='xr-var-data-in' type='checkbox'><label for='data-c96fec58-c874-4df5-bcbb-5f381da74b7f' 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>bounds :</span></dt><dd>vertices_longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[60.5     , 61.5     , 62.5     , ..., 57.5     , 58.5     ,\n",
       "        59.5     ],\n",
       "       [60.5     , 61.5     , 62.5     , ..., 57.5     , 58.5     ,\n",
       "        59.5     ],\n",
       "       [60.5     , 61.5     , 62.5     , ..., 57.5     , 58.5     ,\n",
       "        59.5     ],\n",
       "       ...,\n",
       "       [60.040863, 60.12261 , 60.204433, ..., 59.795567, 59.87739 ,\n",
       "        59.959137],\n",
       "       [60.024536, 60.07362 , 60.122746, ..., 59.877254, 59.92638 ,\n",
       "        59.975464],\n",
       "       [60.008183, 60.024548, 60.04093 , ..., 59.95907 , 59.975452,\n",
       "        59.991817]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma_bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.04</div><input id='attrs-0df2fa33-34a4-48e0-bf3e-271bfc62f126' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0df2fa33-34a4-48e0-bf3e-271bfc62f126' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4354d1f1-f9e9-4fa4-a723-41d19db65fc0' class='xr-var-data-in' type='checkbox'><label for='data-4354d1f1-f9e9-4fa4-a723-41d19db65fc0' 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>vertical coordinate formula term: sigma(k+1/2)</dd></dl></div><div class='xr-var-data'><pre>array([-0.  , -0.04])</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-16T12:00:00 ... 1850-06-16</div><input id='attrs-e18418ef-9c9e-4f50-9675-2bb008f91d14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e18418ef-9c9e-4f50-9675-2bb008f91d14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3d1f332-f520-4277-a4a3-d9fda855b3b0' class='xr-var-data-in' type='checkbox'><label for='data-d3d1f332-f520-4277-a4a3-d9fda855b3b0' 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>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1850-01-16T12:00:00.000000000&#x27;, &#x27;1850-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1850-03-16T12:00:00.000000000&#x27;, &#x27;1850-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1850-05-16T12:00:00.000000000&#x27;, &#x27;1850-06-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-01 ... 1850-07-01</div><input id='attrs-4b4ca49c-2b61-4bb7-a96a-bf781e844761' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b4ca49c-2b61-4bb7-a96a-bf781e844761' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7de35053-ce34-4d93-9293-023cfb95c9b9' class='xr-var-data-in' type='checkbox'><label for='data-7de35053-ce34-4d93-9293-023cfb95c9b9' 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;1850-01-01T00:00:00.000000000&#x27;, &#x27;1850-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-02-01T00:00:00.000000000&#x27;, &#x27;1850-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-03-01T00:00:00.000000000&#x27;, &#x27;1850-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-04-01T00:00:00.000000000&#x27;, &#x27;1850-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-05-01T00:00:00.000000000&#x27;, &#x27;1850-06-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-06-01T00:00:00.000000000&#x27;, &#x27;1850-07-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5 1.5 2.5 ... 357.5 358.5 359.5</div><input id='attrs-d354da07-93a5-4d75-8442-acde352ee685' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d354da07-93a5-4d75-8442-acde352ee685' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7ffbc64-f3e1-47a1-99b8-952c81485157' class='xr-var-data-in' type='checkbox'><label for='data-e7ffbc64-f3e1-47a1-99b8-952c81485157' 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>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>x_bnds</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([  0.5,   1.5,   2.5, ..., 357.5, 358.5, 359.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_bnds</span></div><div class='xr-var-dims'>(x, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 1.0 ... 359.0 359.0 360.0</div><input id='attrs-8a03f967-b3c1-4cb8-b22f-d4af941346ea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a03f967-b3c1-4cb8-b22f-d4af941346ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4405a617-ee8a-4c5e-b053-3d7824131acf' class='xr-var-data-in' type='checkbox'><label for='data-4405a617-ee8a-4c5e-b053-3d7824131acf' 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([[  0.,   1.],\n",
       "       [  1.,   2.],\n",
       "       [  2.,   3.],\n",
       "       [  3.,   4.],\n",
       "       [  4.,   5.],\n",
       "       [  5.,   6.],\n",
       "       [  6.,   7.],\n",
       "       [  7.,   8.],\n",
       "       [  8.,   9.],\n",
       "       [  9.,  10.],\n",
       "       [ 10.,  11.],\n",
       "       [ 11.,  12.],\n",
       "       [ 12.,  13.],\n",
       "       [ 13.,  14.],\n",
       "       [ 14.,  15.],\n",
       "       [ 15.,  16.],\n",
       "       [ 16.,  17.],\n",
       "       [ 17.,  18.],\n",
       "       [ 18.,  19.],\n",
       "       [ 19.,  20.],\n",
       "...\n",
       "       [340., 341.],\n",
       "       [341., 342.],\n",
       "       [342., 343.],\n",
       "       [343., 344.],\n",
       "       [344., 345.],\n",
       "       [345., 346.],\n",
       "       [346., 347.],\n",
       "       [347., 348.],\n",
       "       [348., 349.],\n",
       "       [349., 350.],\n",
       "       [350., 351.],\n",
       "       [351., 352.],\n",
       "       [352., 353.],\n",
       "       [353., 354.],\n",
       "       [354., 355.],\n",
       "       [355., 356.],\n",
       "       [356., 357.],\n",
       "       [357., 358.],\n",
       "       [358., 359.],\n",
       "       [359., 360.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.0 -85.75 -85.25 ... 150.5 152.4</div><input id='attrs-aab79436-8e40-4e4e-a9c8-1b34ca29ec3f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aab79436-8e40-4e4e-a9c8-1b34ca29ec3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-208d15a8-448c-48d4-95cb-1ead04c6a9dd' class='xr-var-data-in' type='checkbox'><label for='data-208d15a8-448c-48d4-95cb-1ead04c6a9dd' 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>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>y_bnds</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-88.    , -85.75  , -85.25  , ..., 148.6462, 150.5212, 152.3962])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_bnds</span></div><div class='xr-var-dims'>(y, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -86.0 -86.0 ... 151.5 153.3</div><input id='attrs-65f0ccf0-f6f0-4d65-8065-69c044d13478' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-65f0ccf0-f6f0-4d65-8065-69c044d13478' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d70f6b0-cfcb-4706-869f-dcaa81c8aa2b' class='xr-var-data-in' type='checkbox'><label for='data-3d70f6b0-cfcb-4706-869f-dcaa81c8aa2b' 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([[-90.        , -86.        ],\n",
       "       [-86.        , -85.5       ],\n",
       "       [-85.5       , -85.        ],\n",
       "       [-85.        , -84.5       ],\n",
       "       [-84.5       , -84.        ],\n",
       "       [-84.        , -83.5       ],\n",
       "       [-83.5       , -83.        ],\n",
       "       [-83.        , -82.5       ],\n",
       "       [-82.5       , -82.        ],\n",
       "       [-82.        , -81.5       ],\n",
       "       [-81.5       , -81.        ],\n",
       "       [-81.        , -80.5       ],\n",
       "       [-80.5       , -80.        ],\n",
       "       [-80.        , -79.5       ],\n",
       "       [-79.5       , -79.        ],\n",
       "       [-79.        , -78.5       ],\n",
       "       [-78.5       , -78.        ],\n",
       "       [-78.        , -77.5       ],\n",
       "       [-77.5       , -77.        ],\n",
       "       [-77.        , -76.5       ],\n",
       "...\n",
       "       [115.83370028, 117.70870028],\n",
       "       [117.70870028, 119.58370028],\n",
       "       [119.58370028, 121.45870028],\n",
       "       [121.45870028, 123.33370028],\n",
       "       [123.33370028, 125.20870028],\n",
       "       [125.20870028, 127.08370028],\n",
       "       [127.08370028, 128.95870028],\n",
       "       [128.95870028, 130.83370028],\n",
       "       [130.83370028, 132.70870028],\n",
       "       [132.70870028, 134.58370028],\n",
       "       [134.58370028, 136.45870028],\n",
       "       [136.45870028, 138.33370028],\n",
       "       [138.33370028, 140.20870028],\n",
       "       [140.20870028, 142.08370028],\n",
       "       [142.08370028, 143.95870028],\n",
       "       [143.95870028, 145.83370028],\n",
       "       [145.83370028, 147.70870028],\n",
       "       [147.70870028, 149.58370028],\n",
       "       [149.58370028, 151.45870028],\n",
       "       [151.45870028, 153.33370028]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zlev_bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -2.0</div><input id='attrs-13942468-7f6f-4c53-90d8-863c1588a0d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13942468-7f6f-4c53-90d8-863c1588a0d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9cd28dc-f8f7-401f-ab12-3f8607405914' class='xr-var-data-in' type='checkbox'><label for='data-f9cd28dc-f8f7-401f-ab12-3f8607405914' 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>vertical coordinate formula term: zlev(k+1/2)</dd></dl></div><div class='xr-var-data'><pre>array([-0., -2.])</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;U8</div><div class='xr-var-preview xr-preview'>&#x27;r1i1p1f1&#x27;</div><input id='attrs-e1bbf302-8d58-4a2a-928c-eb5d06e57af9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e1bbf302-8d58-4a2a-928c-eb5d06e57af9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80e31d0e-884c-4e22-8036-ca2ee737c32b' class='xr-var-data-in' type='checkbox'><label for='data-80e31d0e-884c-4e22-8036-ca2ee737c32b' 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;r1i1p1f1&#x27;, dtype=&#x27;&lt;U8&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-17fe30e5-3d11-4bcb-9216-eb24950f3884' class='xr-section-summary-in' type='checkbox'  checked><label for='section-17fe30e5-3d11-4bcb-9216-eb24950f3884' class='xr-section-summary' >Data variables: <span>(9)</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>depth</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-a656a62b-304f-4574-82e5-2f2de37fc9d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a656a62b-304f-4574-82e5-2f2de37fc9d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eac4ea77-562b-4b20-8840-1dad5b6fdff1' class='xr-var-data-in' type='checkbox'><label for='data-eac4ea77-562b-4b20-8840-1dad5b6fdff1' 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>Sea Floor Depth: formula term: thetao</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>depth_c</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>50.0</div><input id='attrs-97150b30-7456-43fa-a63e-193d2c21ce43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-97150b30-7456-43fa-a63e-193d2c21ce43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ed4508c-e241-485b-87b2-4f43ed9ef9c4' class='xr-var-data-in' type='checkbox'><label for='data-0ed4508c-e241-485b-87b2-4f43ed9ef9c4' 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>vertical coordinate formula term: depth_c</dd></dl></div><div class='xr-var-data'><pre>array(50.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eta</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-de9ae988-eaf7-4dde-863f-0145f495372e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de9ae988-eaf7-4dde-863f-0145f495372e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4be84e3f-9f77-4c57-9889-ce744edccdbc' class='xr-var-data-in' type='checkbox'><label for='data-4be84e3f-9f77-4c57-9889-ce744edccdbc' 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>Sea Surface Height formula term: thetao</dd><dt><span>original_units :</span></dt><dd>cm</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([[[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nsigma</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>10</div><input id='attrs-628d87cd-f51b-48e4-b850-6d55b90f9634' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-628d87cd-f51b-48e4-b850-6d55b90f9634' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c7e2b36-77ca-4e99-b2c5-b048c9fb7d95' class='xr-var-data-in' type='checkbox'><label for='data-6c7e2b36-77ca-4e99-b2c5-b048c9fb7d95' 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>vertical coordinate formula term: nsigma</dd></dl></div><div class='xr-var-data'><pre>array(10, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.02</div><input id='attrs-8245bf26-7881-429f-955d-72207cabb607' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8245bf26-7881-429f-955d-72207cabb607' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f09f83f-7acc-4aab-b3c0-3e14ea0028f0' class='xr-var-data-in' type='checkbox'><label for='data-3f09f83f-7acc-4aab-b3c0-3e14ea0028f0' 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>vertical coordinate formula term: sigma(k)</dd></dl></div><div class='xr-var-data'><pre>array(-0.02)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>thetao</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-024345a0-202c-4f8e-9555-c6498fe55091' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-024345a0-202c-4f8e-9555-c6498fe55091' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6473d3b6-4171-40d7-8d1b-4bb2814f6370' class='xr-var-data-in' type='checkbox'><label for='data-6473d3b6-4171-40d7-8d1b-4bb2814f6370' 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>cell_measures :</span></dt><dd>area: areacello volume: volcello</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>comment :</span></dt><dd>Diagnostic should be contributed even for models using conservative temperature as prognostic field.</dd><dt><span>long_name :</span></dt><dd>Sea Water Potential Temperature</dd><dt><span>original_name :</span></dt><dd>TO</dd><dt><span>standard_name :</span></dt><dd>sea_water_potential_temperature</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div><div class='xr-var-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertices_latitude</span></div><div class='xr-var-dims'>(y, x, vertices)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-90.0 -90.0 -86.0 ... 63.33 63.78</div><input id='attrs-946152a6-ee69-4bf9-9e6f-337e786dcb59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-946152a6-ee69-4bf9-9e6f-337e786dcb59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-366bdfda-30a9-4cdc-800b-eb4bec929a9f' class='xr-var-data-in' type='checkbox'><label for='data-366bdfda-30a9-4cdc-800b-eb4bec929a9f' 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>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[[-90.      , -90.      , -86.      , -86.      ],\n",
       "        [-90.      , -90.      , -86.      , -86.      ],\n",
       "        [-90.      , -90.      , -86.      , -86.      ],\n",
       "        ...,\n",
       "        [-90.      , -90.      , -86.      , -86.      ],\n",
       "        [-90.      , -90.      , -86.      , -86.      ],\n",
       "        [-90.      , -90.      , -86.      , -86.      ]],\n",
       "\n",
       "       [[-86.      , -86.      , -85.5     , -85.5     ],\n",
       "        [-86.      , -86.      , -85.5     , -85.5     ],\n",
       "        [-86.      , -86.      , -85.5     , -85.5     ],\n",
       "        ...,\n",
       "        [-86.      , -86.      , -85.5     , -85.5     ],\n",
       "        [-86.      , -86.      , -85.5     , -85.5     ],\n",
       "        [-86.      , -86.      , -85.5     , -85.5     ]],\n",
       "\n",
       "       [[-85.5     , -85.5     , -85.      , -85.      ],\n",
       "        [-85.5     , -85.5     , -85.      , -85.      ],\n",
       "        [-85.5     , -85.5     , -85.      , -85.      ],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [ 64.64334 ,  64.21338 ,  64.215706,  64.64678 ],\n",
       "        [ 64.21338 ,  63.7769  ,  63.778084,  64.215706],\n",
       "        [ 63.7769  ,  63.333702,  63.333702,  63.778084]],\n",
       "\n",
       "       [[ 63.333702,  63.778084,  63.778793,  63.333702],\n",
       "        [ 63.778084,  64.215706,  64.21711 ,  63.778793],\n",
       "        [ 64.215706,  64.64678 ,  64.64885 ,  64.21711 ],\n",
       "        ...,\n",
       "        [ 64.64678 ,  64.215706,  64.21711 ,  64.64885 ],\n",
       "        [ 64.215706,  63.778084,  63.778793,  64.21711 ],\n",
       "        [ 63.778084,  63.333702,  63.333702,  63.778793]],\n",
       "\n",
       "       [[ 63.333702,  63.778793,  63.77903 ,  63.333702],\n",
       "        [ 63.778793,  64.21711 ,  64.217575,  63.77903 ],\n",
       "        [ 64.21711 ,  64.64885 ,  64.649536,  64.217575],\n",
       "        ...,\n",
       "        [ 64.64885 ,  64.21711 ,  64.217575,  64.649536],\n",
       "        [ 64.21711 ,  63.778793,  63.77903 ,  64.217575],\n",
       "        [ 63.778793,  63.333702,  63.333702,  63.77903 ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertices_longitude</span></div><div class='xr-var-dims'>(y, x, vertices)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>60.0 61.0 61.0 ... 60.0 60.0 60.0</div><input id='attrs-de199342-d12a-4f88-97ed-c18a74f914ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de199342-d12a-4f88-97ed-c18a74f914ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d6e7b0e-4d7c-4456-ba54-3ad3e633a0af' class='xr-var-data-in' type='checkbox'><label for='data-4d6e7b0e-4d7c-4456-ba54-3ad3e633a0af' 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>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[[60.      , 61.      , 61.      , 60.      ],\n",
       "        [61.      , 62.      , 62.      , 61.      ],\n",
       "        [62.      , 63.      , 63.      , 62.      ],\n",
       "        ...,\n",
       "        [57.      , 58.      , 58.      , 57.      ],\n",
       "        [58.      , 59.      , 59.      , 58.      ],\n",
       "        [59.      , 60.      , 60.      , 59.      ]],\n",
       "\n",
       "       [[60.      , 61.      , 61.      , 60.      ],\n",
       "        [61.      , 62.      , 62.      , 61.      ],\n",
       "        [62.      , 63.      , 63.      , 62.      ],\n",
       "        ...,\n",
       "        [57.      , 58.      , 58.      , 57.      ],\n",
       "        [58.      , 59.      , 59.      , 58.      ],\n",
       "        [59.      , 60.      , 60.      , 59.      ]],\n",
       "\n",
       "       [[60.      , 61.      , 61.      , 60.      ],\n",
       "        [61.      , 62.      , 62.      , 61.      ],\n",
       "        [62.      , 63.      , 63.      , 62.      ],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [59.70568 , 59.803886, 59.86914 , 59.80361 ],\n",
       "        [59.803886, 59.901974, 59.93459 , 59.86914 ],\n",
       "        [59.901974, 60.      , 60.      , 59.93459 ]],\n",
       "\n",
       "       [[60.      , 60.06541 , 60.032722, 60.      ],\n",
       "        [60.06541 , 60.13086 , 60.065464, 60.032722],\n",
       "        [60.13086 , 60.19639 , 60.098248, 60.065464],\n",
       "        ...,\n",
       "        [59.80361 , 59.86914 , 59.934536, 59.901752],\n",
       "        [59.86914 , 59.93459 , 59.967278, 59.934536],\n",
       "        [59.93459 , 60.      , 60.      , 59.967278]],\n",
       "\n",
       "       [[60.      , 60.032722, 60.      , 60.      ],\n",
       "        [60.032722, 60.065464, 60.      , 60.      ],\n",
       "        [60.065464, 60.098248, 60.      , 60.      ],\n",
       "        ...,\n",
       "        [59.901752, 59.934536, 60.      , 60.      ],\n",
       "        [59.934536, 59.967278, 60.      , 60.      ],\n",
       "        [59.967278, 60.      , 60.      , 60.      ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zlev</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.0</div><input id='attrs-1c370fb2-9cda-42ee-8cee-fdc444d5f466' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c370fb2-9cda-42ee-8cee-fdc444d5f466' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b549d2bb-32ad-4f5a-b0ae-6c28b5c2fa30' class='xr-var-data-in' type='checkbox'><label for='data-b549d2bb-32ad-4f5a-b0ae-6c28b5c2fa30' 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>vertical coordinate formula term: zlev(k)</dd></dl></div><div class='xr-var-data'><pre>array(-1.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-275751c9-009f-449c-94e6-73bb9a34cc2e' class='xr-section-summary-in' type='checkbox'  ><label for='section-275751c9-009f-449c-94e6-73bb9a34cc2e' class='xr-section-summary' >Attributes: <span>(48)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>0.0</dd><dt><span>cmor_version :</span></dt><dd>3.3.2</dd><dt><span>creation_date :</span></dt><dd>2019-01-30T06:45:51Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.28</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>external_variables :</span></dt><dd>areacello volcello</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.MIROC.MIROC6.historical.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>native ocean tripolar grid with 360x256 cells</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-01-30T06:45:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>JAMSTEC (Japan Agency for Marine-Earth Science and Technology, Kanagawa 236-0001, Japan), AORI (Atmosphere and Ocean Research Institute, The University of Tokyo, Chiba 277-8564, Japan), NIES (National Institute for Environmental Studies, Ibaraki 305-8506, Japan), and R-CCS (RIKEN Center for Computational Science, Hyogo 650-0047, Japan)</dd><dt><span>institution_id :</span></dt><dd>MIROC</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by MIROC is licensed under a Creative Commons Attribution ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MIROC6</dd><dt><span>parent_time_units :</span></dt><dd>days since 3200-1-1</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>ocean</dd><dt><span>source :</span></dt><dd>MIROC6 (2017): \n",
       "aerosol: SPRINTARS6.0\n",
       "atmos: CCSR AGCM (T85; 256 x 128 longitude/latitude; 81 levels; top level 0.004 hPa)\n",
       "atmosChem: none\n",
       "land: MATSIRO6.0\n",
       "landIce: none\n",
       "ocean: COCO4.9 (tripolar primarily 1deg; 360 x 256 longitude/latitude; 63 levels; top grid cell 0-2 m)\n",
       "ocnBgchem: none\n",
       "seaIce: COCO4.9</dd><dt><span>source_id :</span></dt><dd>MIROC6</dd><dt><span>source_type :</span></dt><dd>AOGCM AER</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>Omon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(06 November 2018) MD5:0728c79344e0f262bb76e4f9ff0d9afc</dd><dt><span>title :</span></dt><dd>MIROC6 output prepared for CMIP6</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/16598b35-19b4-49e3-98de-27b9e9444ad8\n",
       "hdl:21.14100/70be96e2-611f-41d4-b3a5-126e4cb0ba85\n",
       "hdl:21.14100/6542e0b4-1685-453d-967e-ca09519f0061\n",
       "hdl:21.14100/00a85c89-3c5e-4aa3-abdf-e28fea307346\n",
       "hdl:21.14100/94fd320f-f96a-41a7-92fe-fae3c301d7ac\n",
       "hdl:21.14100/c7dd20aa-e990-47dd-a0e5-494b427d2349\n",
       "hdl:21.14100/bec818c7-abf5-4d12-8ae0-ec02e7100fb9\n",
       "hdl:21.14100/064dd443-3352-459d-ab54-29e4cedd2dc0\n",
       "hdl:21.14100/2dedf775-4833-4c6a-a700-5e76e48e758a\n",
       "hdl:21.14100/6bac6432-94bb-4d5d-9736-54483983ccdd\n",
       "hdl:21.14100/a3d7b651-7ccc-4b0c-90f3-ad896a70b7d1\n",
       "hdl:21.14100/49297b30-6aa8-412d-8f3e-8eeebfe3c2d6\n",
       "hdl:21.14100/c24202d8-bef2-42bc-8754-052874f9a1ab\n",
       "hdl:21.14100/07eb4111-2519-43cd-9dee-b3c3448367a9\n",
       "hdl:21.14100/d0a3ce7a-181d-4451-870d-190d84be6d95\n",
       "hdl:21.14100/5d6dc405-7fbb-4663-86df-7c0df34b2466\n",
       "hdl:21.14100/9e4b1d78-9546-48ec-99fd-6f2c0a4df055</dd><dt><span>variable_id :</span></dt><dd>thetao</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>status :</span></dt><dd>2019-11-08;created;by nhn2@columbia.edu</dd><dt><span>netcdf_tracking_ids :</span></dt><dd>hdl:21.14100/16598b35-19b4-49e3-98de-27b9e9444ad8\n",
       "hdl:21.14100/70be96e2-611f-41d4-b3a5-126e4cb0ba85\n",
       "hdl:21.14100/6542e0b4-1685-453d-967e-ca09519f0061\n",
       "hdl:21.14100/00a85c89-3c5e-4aa3-abdf-e28fea307346\n",
       "hdl:21.14100/94fd320f-f96a-41a7-92fe-fae3c301d7ac\n",
       "hdl:21.14100/c7dd20aa-e990-47dd-a0e5-494b427d2349\n",
       "hdl:21.14100/bec818c7-abf5-4d12-8ae0-ec02e7100fb9\n",
       "hdl:21.14100/064dd443-3352-459d-ab54-29e4cedd2dc0\n",
       "hdl:21.14100/2dedf775-4833-4c6a-a700-5e76e48e758a\n",
       "hdl:21.14100/6bac6432-94bb-4d5d-9736-54483983ccdd\n",
       "hdl:21.14100/a3d7b651-7ccc-4b0c-90f3-ad896a70b7d1\n",
       "hdl:21.14100/49297b30-6aa8-412d-8f3e-8eeebfe3c2d6\n",
       "hdl:21.14100/c24202d8-bef2-42bc-8754-052874f9a1ab\n",
       "hdl:21.14100/07eb4111-2519-43cd-9dee-b3c3448367a9\n",
       "hdl:21.14100/d0a3ce7a-181d-4451-870d-190d84be6d95\n",
       "hdl:21.14100/5d6dc405-7fbb-4663-86df-7c0df34b2466\n",
       "hdl:21.14100/9e4b1d78-9546-48ec-99fd-6f2c0a4df055</dd><dt><span>version_id :</span></dt><dd>v20190311</dd><dt><span>intake_esm_dataset_key :</span></dt><dd>CMIP/MIROC/MIROC6/historical/Omon/gn</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:             (y: 256, x: 360, time: 6, bnds: 2, vertices: 4)\n",
       "Coordinates: (12/13)\n",
       "    latitude            (y, x) float32 -88.0 -88.0 -88.0 ... 64.43 64.0 63.56\n",
       "    lev                 float64 1.0\n",
       "    lev_bnds            (bnds) float64 0.0 2.0\n",
       "    longitude           (y, x) float32 60.5 61.5 62.5 63.5 ... 59.96 59.98 59.99\n",
       "    sigma_bnds          (bnds) float64 -0.0 -0.04\n",
       "  * time                (time) datetime64[ns] 1850-01-16T12:00:00 ... 1850-06-16\n",
       "    ...                  ...\n",
       "  * x                   (x) float64 0.5 1.5 2.5 3.5 ... 356.5 357.5 358.5 359.5\n",
       "    x_bnds              (x, bnds) float64 0.0 1.0 1.0 2.0 ... 359.0 359.0 360.0\n",
       "  * y                   (y) float64 -88.0 -85.75 -85.25 ... 148.6 150.5 152.4\n",
       "    y_bnds              (y, bnds) float64 -90.0 -86.0 -86.0 ... 151.5 153.3\n",
       "    zlev_bnds           (bnds) float64 -0.0 -2.0\n",
       "    member_id           <U8 'r1i1p1f1'\n",
       "Dimensions without coordinates: bnds, vertices\n",
       "Data variables:\n",
       "    depth               (y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    depth_c             float64 50.0\n",
       "    eta                 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    nsigma              int32 10\n",
       "    sigma               float64 -0.02\n",
       "    thetao              (time, y, x) float32 nan nan nan nan ... nan nan nan nan\n",
       "    vertices_latitude   (y, x, vertices) float32 -90.0 -90.0 ... 63.33 63.78\n",
       "    vertices_longitude  (y, x, vertices) float32 60.0 61.0 61.0 ... 60.0 60.0\n",
       "    zlev                float64 -1.0\n",
       "Attributes: (12/48)\n",
       "    Conventions:             CF-1.7 CMIP-6.2\n",
       "    activity_id:             CMIP\n",
       "    branch_method:           standard\n",
       "    branch_time_in_child:    0.0\n",
       "    branch_time_in_parent:   0.0\n",
       "    cmor_version:            3.3.2\n",
       "    ...                      ...\n",
       "    variable_id:             thetao\n",
       "    variant_label:           r1i1p1f1\n",
       "    status:                  2019-11-08;created;by nhn2@columbia.edu\n",
       "    netcdf_tracking_ids:     hdl:21.14100/16598b35-19b4-49e3-98de-27b9e9444ad...\n",
       "    version_id:              v20190311\n",
       "    intake_esm_dataset_key:  CMIP/MIROC/MIROC6/historical/Omon/gn"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results['CMIP/MIROC/MIROC6/historical/Omon/gn']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0599e41d-a759-4d00-a440-e06f78071305",
   "metadata": {},
   "outputs": [],
   "source": [
    "tree = datatree.DataTree.from_dict(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6d90309c-ed8e-4132-bf68-f7297ec5a76d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DataTree('None', parent=None)\n",
      "├── DataTree('CMIP')\n",
      "│   ├── DataTree('CCCma')\n",
      "│   │   └── DataTree('CanESM5')\n",
      "│   │       └── DataTree('historical')\n",
      "│   │           ├── DataTree('Amon')\n",
      "│   │           │   └── DataTree('gn')\n",
      "│   │           │           Dimensions:    (lat: 64, bnds: 2, lon: 128, time: 6)\n",
      "│   │           │           Coordinates:\n",
      "│   │           │             * lat        (lat) float64 -87.86 -85.1 -82.31 -79.53 ... 82.31 85.1 87.86\n",
      "│   │           │               lat_bnds   (lat, bnds) float64 -90.0 -86.58 -86.58 ... 86.58 86.58 90.0\n",
      "│   │           │             * lon        (lon) float64 0.0 2.812 5.625 8.438 ... 348.8 351.6 354.4 357.2\n",
      "│   │           │               lon_bnds   (lon, bnds) float64 -1.406 1.406 1.406 ... 355.8 355.8 358.6\n",
      "│   │           │             * time       (time) object 1850-01-16 12:00:00 ... 1850-06-16 00:00:00\n",
      "│   │           │               time_bnds  (time, bnds) object 1850-01-01 00:00:00 ... 1850-07-01 00:00:00\n",
      "│   │           │               member_id  <U8 'r1i1p1f1'\n",
      "│   │           │           Dimensions without coordinates: bnds\n",
      "│   │           │           Data variables:\n",
      "│   │           │               pr         (time, lat, lon) float32 7.221e-07 8.962e-07 ... 1.108e-05\n",
      "│   │           │           Attributes: (12/57)\n",
      "│   │           │               CCCma_model_hash:            3dedf95315d603326fde4f5340dc0519d80d10c0\n",
      "│   │           │               CCCma_parent_runid:          rc3-pictrl\n",
      "│   │           │               CCCma_pycmor_hash:           33c30511acc319a98240633965a04ca99c26427e\n",
      "│   │           │               CCCma_runid:                 rc3.1-his01\n",
      "│   │           │               Conventions:                 CF-1.7 CMIP-6.2\n",
      "│   │           │               YMDH_branch_time_in_child:   1850:01:01:00\n",
      "│   │           │               ...                          ...\n",
      "│   │           │               variant_label:               r1i1p1f1\n",
      "│   │           │               version:                     v20190429\n",
      "│   │           │               status:                      2019-10-25;created;by nhn2@columbia.edu\n",
      "│   │           │               netcdf_tracking_ids:         hdl:21.14100/363e1ebe-46e7-43dc-9feb-a7a4a0c...\n",
      "│   │           │               version_id:                  v20190429\n",
      "│   │           │               intake_esm_dataset_key:      CMIP/CCCma/CanESM5/historical/Amon/gn\n",
      "│   │           ├── DataTree('Lmon')\n",
      "│   │           │   └── DataTree('gn')\n",
      "│   │           │           Dimensions:    (time: 6, lat: 64, lon: 128, bnds: 2)\n",
      "│   │           │           Coordinates:\n",
      "│   │           │             * lat        (lat) float64 -87.86 -85.1 -82.31 -79.53 ... 82.31 85.1 87.86\n",
      "│   │           │               lat_bnds   (lat, bnds) float64 -90.0 -86.58 -86.58 ... 86.58 86.58 90.0\n",
      "│   │           │             * lon        (lon) float64 0.0 2.812 5.625 8.438 ... 348.8 351.6 354.4 357.2\n",
      "│   │           │               lon_bnds   (lon, bnds) float64 -1.406 1.406 1.406 ... 355.8 355.8 358.6\n",
      "│   │           │             * time       (time) object 1850-01-16 12:00:00 ... 1850-06-16 00:00:00\n",
      "│   │           │               time_bnds  (time, bnds) object 1850-01-01 00:00:00 ... 1850-07-01 00:00:00\n",
      "│   │           │               member_id  <U8 'r1i1p1f1'\n",
      "│   │           │           Dimensions without coordinates: bnds\n",
      "│   │           │           Data variables:\n",
      "│   │           │               gpp        (time, lat, lon) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
      "│   │           │               mrso       (time, lat, lon) float32 3.76e+03 3.76e+03 3.76e+03 ... 0.0 0.0\n",
      "│   │           │           Attributes: (12/53)\n",
      "│   │           │               variant_label:               r1i1p1f1\n",
      "│   │           │               mip_era:                     CMIP6\n",
      "│   │           │               license:                     CMIP6 model data produced by The Government ...\n",
      "│   │           │               contact:                     ec.cccma.info-info.ccmac.ec@canada.ca\n",
      "│   │           │               parent_variant_label:        r1i1p1f1\n",
      "│   │           │               source_type:                 AOGCM\n",
      "│   │           │               ...                          ...\n",
      "│   │           │               realm:                       land\n",
      "│   │           │               branch_time_in_child:        0.0\n",
      "│   │           │               source:                      CanESM5 (2019): \\naerosol: interactive\\natmo...\n",
      "│   │           │               initialization_index:        1\n",
      "│   │           │               further_info_url:            https://furtherinfo.es-doc.org/CMIP6.CCCma.C...\n",
      "│   │           │               intake_esm_dataset_key:      CMIP/CCCma/CanESM5/historical/Lmon/gn\n",
      "│   │           └── DataTree('Omon')\n",
      "│   │               └── DataTree('gn')\n",
      "│   │                       Dimensions:             (i: 360, j: 291, bnds: 2, time: 6, vertices: 4)\n",
      "│   │                       Coordinates:\n",
      "│   │                         * i                   (i) int32 0 1 2 3 4 5 6 ... 353 354 355 356 357 358 359\n",
      "│   │                         * j                   (j) int32 0 1 2 3 4 5 6 ... 284 285 286 287 288 289 290\n",
      "│   │                           latitude            (j, i) float64 -78.39 -78.39 -78.39 ... 50.23 50.01\n",
      "│   │                           lev                 float64 3.047\n",
      "│   │                           lev_bnds            (bnds) float64 0.0 6.194\n",
      "│   │                           longitude           (j, i) float64 73.5 74.5 75.5 76.5 ... 72.95 72.96 72.99\n",
      "│   │                         * time                (time) object 1850-01-16 12:00:00 ... 1850-06-16 00:0...\n",
      "│   │                           time_bnds           (time, bnds) object 1850-01-01 00:00:00 ... 1850-07-0...\n",
      "│   │                           member_id           <U8 'r1i1p1f1'\n",
      "│   │                       Dimensions without coordinates: bnds, vertices\n",
      "│   │                       Data variables:\n",
      "│   │                           no3                 (time, j, i) float32 nan nan nan nan ... nan nan nan nan\n",
      "│   │                           vertices_latitude   (j, i, vertices) float64 -78.29 -78.49 ... 50.11 50.11\n",
      "│   │                           vertices_longitude  (j, i, vertices) float64 74.0 74.0 73.0 ... 72.95 73.0\n",
      "│   │                           thetao              (time, j, i) float32 nan nan nan nan ... nan nan nan nan\n",
      "│   │                       Attributes: (12/52)\n",
      "│   │                           variant_label:               r1i1p1f1\n",
      "│   │                           mip_era:                     CMIP6\n",
      "│   │                           license:                     CMIP6 model data produced by The Government ...\n",
      "│   │                           contact:                     ec.cccma.info-info.ccmac.ec@canada.ca\n",
      "│   │                           parent_variant_label:        r1i1p1f1\n",
      "│   │                           source_type:                 AOGCM\n",
      "│   │                           ...                          ...\n",
      "│   │                           physics_index:               1\n",
      "│   │                           branch_time_in_child:        0.0\n",
      "│   │                           source:                      CanESM5 (2019): \\naerosol: interactive\\natmo...\n",
      "│   │                           initialization_index:        1\n",
      "│   │                           further_info_url:            https://furtherinfo.es-doc.org/CMIP6.CCCma.C...\n",
      "│   │                           intake_esm_dataset_key:      CMIP/CCCma/CanESM5/historical/Omon/gn\n",
      "│   ├── DataTree('MIROC')\n",
      "│   │   └── DataTree('MIROC6')\n",
      "│   │       └── DataTree('historical')\n",
      "│   │           ├── DataTree('Lmon')\n",
      "│   │           │   └── DataTree('gn')\n",
      "│   │           │           Dimensions:    (lat: 128, bnds: 2, lon: 256, time: 6)\n",
      "│   │           │           Coordinates:\n",
      "│   │           │             * lat        (lat) float64 -88.93 -87.54 -86.14 -84.74 ... 86.14 87.54 88.93\n",
      "│   │           │               lat_bnds   (lat, bnds) float64 -90.0 -88.28 -88.28 ... 88.28 88.28 90.0\n",
      "│   │           │             * lon        (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
      "│   │           │               lon_bnds   (lon, bnds) float64 -0.7031 0.7031 0.7031 ... 357.9 357.9 359.3\n",
      "│   │           │             * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 1850-06-16\n",
      "│   │           │               time_bnds  (time, bnds) datetime64[ns] 1850-01-01 1850-02-01 ... 1850-07-01\n",
      "│   │           │               member_id  <U8 'r1i1p1f1'\n",
      "│   │           │           Dimensions without coordinates: bnds\n",
      "│   │           │           Data variables:\n",
      "│   │           │               mrso       (time, lat, lon) float32 4.2e+03 4.2e+03 4.2e+03 ... nan nan nan\n",
      "│   │           │           Attributes: (12/48)\n",
      "│   │           │               Conventions:             CF-1.7 CMIP-6.2\n",
      "│   │           │               activity_id:             CMIP\n",
      "│   │           │               branch_method:           standard\n",
      "│   │           │               branch_time_in_child:    0.0\n",
      "│   │           │               branch_time_in_parent:   0.0\n",
      "│   │           │               cmor_version:            3.3.2\n",
      "│   │           │               ...                      ...\n",
      "│   │           │               variable_id:             mrso\n",
      "│   │           │               variant_label:           r1i1p1f1\n",
      "│   │           │               status:                  2019-10-25;created;by nhn2@columbia.edu\n",
      "│   │           │               netcdf_tracking_ids:     hdl:21.14100/a702781b-b6d9-4f90-a65d-c649d59a224...\n",
      "│   │           │               version_id:              v20190311\n",
      "│   │           │               intake_esm_dataset_key:  CMIP/MIROC/MIROC6/historical/Lmon/gn\n",
      "│   │           ├── DataTree('Amon')\n",
      "│   │           │   └── DataTree('gn')\n",
      "│   │           │           Dimensions:    (lat: 128, bnds: 2, lon: 256, time: 6)\n",
      "│   │           │           Coordinates:\n",
      "│   │           │             * lat        (lat) float64 -88.93 -87.54 -86.14 -84.74 ... 86.14 87.54 88.93\n",
      "│   │           │               lat_bnds   (lat, bnds) float64 -90.0 -88.28 -88.28 ... 88.28 88.28 90.0\n",
      "│   │           │             * lon        (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
      "│   │           │               lon_bnds   (lon, bnds) float64 -0.7031 0.7031 0.7031 ... 357.9 357.9 359.3\n",
      "│   │           │             * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 1850-06-16\n",
      "│   │           │               time_bnds  (time, bnds) datetime64[ns] 1850-01-01 1850-02-01 ... 1850-07-01\n",
      "│   │           │               member_id  <U8 'r1i1p1f1'\n",
      "│   │           │           Dimensions without coordinates: bnds\n",
      "│   │           │           Data variables:\n",
      "│   │           │               pr         (time, lat, lon) float32 2.144e-06 2.169e-06 ... 8.586e-06\n",
      "│   │           │           Attributes: (12/48)\n",
      "│   │           │               Conventions:             CF-1.7 CMIP-6.2\n",
      "│   │           │               activity_id:             CMIP\n",
      "│   │           │               branch_method:           standard\n",
      "│   │           │               branch_time_in_child:    0.0\n",
      "│   │           │               branch_time_in_parent:   0.0\n",
      "│   │           │               cmor_version:            3.3.2\n",
      "│   │           │               ...                      ...\n",
      "│   │           │               variable_id:             pr\n",
      "│   │           │               variant_label:           r1i1p1f1\n",
      "│   │           │               status:                  2019-10-25;created;by nhn2@columbia.edu\n",
      "│   │           │               netcdf_tracking_ids:     hdl:21.14100/61fa8b6b-e74c-4e86-9344-8ba946ee8a8...\n",
      "│   │           │               version_id:              v20181212\n",
      "│   │           │               intake_esm_dataset_key:  CMIP/MIROC/MIROC6/historical/Amon/gn\n",
      "│   │           └── DataTree('Omon')\n",
      "│   │               └── DataTree('gn')\n",
      "│   │                       Dimensions:             (y: 256, x: 360, time: 6, bnds: 2, vertices: 4)\n",
      "│   │                       Coordinates: (12/13)\n",
      "│   │                           latitude            (y, x) float32 -88.0 -88.0 -88.0 ... 64.43 64.0 63.56\n",
      "│   │                           lev                 float64 1.0\n",
      "│   │                           lev_bnds            (bnds) float64 0.0 2.0\n",
      "│   │                           longitude           (y, x) float32 60.5 61.5 62.5 63.5 ... 59.96 59.98 59.99\n",
      "│   │                           sigma_bnds          (bnds) float64 -0.0 -0.04\n",
      "│   │                         * time                (time) datetime64[ns] 1850-01-16T12:00:00 ... 1850-06-16\n",
      "│   │                           ...                  ...\n",
      "│   │                         * x                   (x) float64 0.5 1.5 2.5 3.5 ... 356.5 357.5 358.5 359.5\n",
      "│   │                           x_bnds              (x, bnds) float64 0.0 1.0 1.0 2.0 ... 359.0 359.0 360.0\n",
      "│   │                         * y                   (y) float64 -88.0 -85.75 -85.25 ... 148.6 150.5 152.4\n",
      "│   │                           y_bnds              (y, bnds) float64 -90.0 -86.0 -86.0 ... 151.5 153.3\n",
      "│   │                           zlev_bnds           (bnds) float64 -0.0 -2.0\n",
      "│   │                           member_id           <U8 'r1i1p1f1'\n",
      "│   │                       Dimensions without coordinates: bnds, vertices\n",
      "│   │                       Data variables:\n",
      "│   │                           depth               (y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
      "│   │                           depth_c             float64 50.0\n",
      "│   │                           eta                 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
      "│   │                           nsigma              int32 10\n",
      "│   │                           sigma               float64 -0.02\n",
      "│   │                           thetao              (time, y, x) float32 nan nan nan nan ... nan nan nan nan\n",
      "│   │                           vertices_latitude   (y, x, vertices) float32 -90.0 -90.0 ... 63.33 63.78\n",
      "│   │                           vertices_longitude  (y, x, vertices) float32 60.0 61.0 61.0 ... 60.0 60.0\n",
      "│   │                           zlev                float64 -1.0\n",
      "│   │                       Attributes: (12/48)\n",
      "│   │                           Conventions:             CF-1.7 CMIP-6.2\n",
      "│   │                           activity_id:             CMIP\n",
      "│   │                           branch_method:           standard\n",
      "│   │                           branch_time_in_child:    0.0\n",
      "│   │                           branch_time_in_parent:   0.0\n",
      "│   │                           cmor_version:            3.3.2\n",
      "│   │                           ...                      ...\n",
      "│   │                           variable_id:             thetao\n",
      "│   │                           variant_label:           r1i1p1f1\n",
      "│   │                           status:                  2019-11-08;created;by nhn2@columbia.edu\n",
      "│   │                           netcdf_tracking_ids:     hdl:21.14100/16598b35-19b4-49e3-98de-27b9e9444ad...\n",
      "│   │                           version_id:              v20190311\n",
      "│   │                           intake_esm_dataset_key:  CMIP/MIROC/MIROC6/historical/Omon/gn\n",
      "│   └── DataTree('NCAR')\n",
      "│       └── DataTree('CESM2-WACCM')\n",
      "│           └── DataTree('historical')\n",
      "│               ├── DataTree('Omon')\n",
      "│               │   ├── DataTree('gr')\n",
      "│               │   │       Dimensions:    (lat: 180, d2: 2, lon: 360, time: 6)\n",
      "│               │   │       Coordinates:\n",
      "│               │   │         * lat        (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
      "│               │   │           lat_bnds   (lat, d2) float64 -90.0 -89.0 -89.0 -88.0 ... 88.0 89.0 89.0 90.0\n",
      "│               │   │           lev        float64 0.0\n",
      "│               │   │           lev_bnds   (d2) float64 0.0 5.0\n",
      "│               │   │         * lon        (lon) float64 0.5 1.5 2.5 3.5 4.5 ... 356.5 357.5 358.5 359.5\n",
      "│               │   │           lon_bnds   (lon, d2) float64 0.0 1.0 1.0 2.0 2.0 ... 358.0 359.0 359.0 360.0\n",
      "│               │   │         * time       (time) object 1850-01-15 12:59:59.999997 ... 1850-06-15 00:00:00\n",
      "│               │   │           time_bnds  (time, d2) object 1850-01-01 02:00:00.000003 ... 1850-07-01 00...\n",
      "│               │   │           member_id  <U8 'r1i1p1f1'\n",
      "│               │   │       Dimensions without coordinates: d2\n",
      "│               │   │       Data variables:\n",
      "│               │   │           no3        (time, lat, lon) float32 nan nan nan ... 0.006828 0.006827\n",
      "│               │   │           thetao     (time, lat, lon) float32 nan nan nan nan ... -1.763 -1.763 -1.762\n",
      "│               │   │       Attributes: (12/45)\n",
      "│               │   │           variant_label:           r1i1p1f1\n",
      "│               │   │           mip_era:                 CMIP6\n",
      "│               │   │           license:                 CMIP6 model data produced by <The National Cente...\n",
      "│               │   │           contact:                 cesm_cmip6@ucar.edu\n",
      "│               │   │           parent_variant_label:    r1i1p1f1\n",
      "│               │   │           source_type:             AOGCM BGC CHEM AER\n",
      "│               │   │           ...                      ...\n",
      "│               │   │           case_id:                 4\n",
      "│               │   │           branch_time_in_child:    674885.0\n",
      "│               │   │           source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
      "│               │   │           initialization_index:    1\n",
      "│               │   │           further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
      "│               │   │           intake_esm_dataset_key:  CMIP/NCAR/CESM2-WACCM/historical/Omon/gr\n",
      "│               │   └── DataTree('gn')\n",
      "│               │           Dimensions:    (nlat: 384, nlon: 320, vertices: 4, d2: 2, time: 6)\n",
      "│               │           Coordinates:\n",
      "│               │               lat        (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
      "│               │               lat_bnds   (nlat, nlon, vertices) float32 -79.49 -79.49 ... 72.41 72.41\n",
      "│               │               lev        float64 500.0\n",
      "│               │               lev_bnds   (d2) float32 0.0 10.0\n",
      "│               │               lon        (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
      "│               │               lon_bnds   (nlat, nlon, vertices) float32 320.0 321.1 321.1 ... 320.0 319.6\n",
      "│               │             * nlat       (nlat) int32 1 2 3 4 5 6 7 8 ... 377 378 379 380 381 382 383 384\n",
      "│               │             * nlon       (nlon) int32 1 2 3 4 5 6 7 8 ... 313 314 315 316 317 318 319 320\n",
      "│               │             * time       (time) object 1850-01-15 13:00:00 ... 1850-06-15 00:00:00\n",
      "│               │               time_bnds  (time, d2) object 1850-01-01 02:00:00.000003 ... 1850-07-01 00...\n",
      "│               │               member_id  <U8 'r1i1p1f1'\n",
      "│               │           Dimensions without coordinates: vertices, d2\n",
      "│               │           Data variables:\n",
      "│               │               no3        (time, nlat, nlon) float32 nan nan nan nan ... nan nan nan nan\n",
      "│               │               thetao     (time, nlat, nlon) float32 nan nan nan nan ... nan nan nan nan\n",
      "│               │           Attributes: (12/45)\n",
      "│               │               variant_label:           r1i1p1f1\n",
      "│               │               mip_era:                 CMIP6\n",
      "│               │               license:                 CMIP6 model data produced by <The National Cente...\n",
      "│               │               contact:                 cesm_cmip6@ucar.edu\n",
      "│               │               parent_variant_label:    r1i1p1f1\n",
      "│               │               source_type:             AOGCM BGC CHEM AER\n",
      "│               │               ...                      ...\n",
      "│               │               case_id:                 4\n",
      "│               │               branch_time_in_child:    674885.0\n",
      "│               │               source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
      "│               │               initialization_index:    1\n",
      "│               │               further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
      "│               │               intake_esm_dataset_key:  CMIP/NCAR/CESM2-WACCM/historical/Omon/gn\n",
      "│               ├── DataTree('Amon')\n",
      "│               │   └── DataTree('gn')\n",
      "│               │           Dimensions:    (time: 6, lat: 192, lon: 288, nbnd: 2)\n",
      "│               │           Coordinates:\n",
      "│               │             * lat        (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
      "│               │               lat_bnds   (lat, nbnd) float64 -90.0 -89.53 -89.53 ... 89.53 89.53 90.0\n",
      "│               │             * lon        (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
      "│               │               lon_bnds   (lon, nbnd) float64 -0.625 0.625 0.625 ... 358.1 358.1 359.4\n",
      "│               │               plev       float64 1e+05\n",
      "│               │             * time       (time) object 1850-01-15 12:00:00 ... 1850-06-15 00:00:00\n",
      "│               │               time_bnds  (time, nbnd) object 1850-01-01 00:00:00 ... 1850-07-01 00:00:00\n",
      "│               │               member_id  <U8 'r1i1p1f1'\n",
      "│               │           Dimensions without coordinates: nbnd\n",
      "│               │           Data variables:\n",
      "│               │               co2        (time, lat, lon) float32 nan nan nan ... 0.0002868 0.0002868\n",
      "│               │               pr         (time, lat, lon) float32 2.706e-06 2.706e-06 ... 4.324e-06\n",
      "│               │           Attributes: (12/46)\n",
      "│               │               variant_label:           r1i1p1f1\n",
      "│               │               mip_era:                 CMIP6\n",
      "│               │               license:                 CMIP6 model data produced by <The National Cente...\n",
      "│               │               contact:                 cesm_cmip6@ucar.edu\n",
      "│               │               parent_variant_label:    r1i1p1f1\n",
      "│               │               source_type:             AOGCM BGC CHEM AER\n",
      "│               │               ...                      ...\n",
      "│               │               case_id:                 4\n",
      "│               │               branch_time_in_child:    674885.0\n",
      "│               │               source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
      "│               │               initialization_index:    1\n",
      "│               │               further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
      "│               │               intake_esm_dataset_key:  CMIP/NCAR/CESM2-WACCM/historical/Amon/gn\n",
      "│               └── DataTree('Lmon')\n",
      "│                   └── DataTree('gn')\n",
      "│                           Dimensions:    (time: 6, lat: 192, lon: 288, hist_interval: 2)\n",
      "│                           Coordinates:\n",
      "│                             * lat        (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
      "│                               lat_bnds   (lat, hist_interval) float32 -90.0 -89.53 -89.53 ... 89.53 90.0\n",
      "│                             * lon        (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
      "│                               lon_bnds   (lon, hist_interval) float32 -0.625 0.625 0.625 ... 358.1 359.4\n",
      "│                             * time       (time) object 1850-01-15 11:45:00.000013 ... 1850-06-15 00:00:00\n",
      "│                               time_bnds  (time, hist_interval) object 1849-12-31 23:29:59.999987 ... 18...\n",
      "│                               member_id  <U8 'r1i1p1f1'\n",
      "│                           Dimensions without coordinates: hist_interval\n",
      "│                           Data variables:\n",
      "│                               gpp        (time, lat, lon) float32 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan\n",
      "│                               mrso       (time, lat, lon) float32 nan nan nan nan nan ... nan nan nan nan\n",
      "│                           Attributes: (12/46)\n",
      "│                               variant_label:           r1i1p1f1\n",
      "│                               mip_era:                 CMIP6\n",
      "│                               license:                 CMIP6 model data produced by <The National Cente...\n",
      "│                               contact:                 cesm_cmip6@ucar.edu\n",
      "│                               parent_variant_label:    r1i1p1f1\n",
      "│                               source_type:             AOGCM BGC CHEM AER\n",
      "│                               ...                      ...\n",
      "│                               case_id:                 4\n",
      "│                               branch_time_in_child:    674885.0\n",
      "│                               source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
      "│                               initialization_index:    1\n",
      "│                               further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
      "│                               intake_esm_dataset_key:  CMIP/NCAR/CESM2-WACCM/historical/Lmon/gn\n",
      "└── DataTree('ScenarioMIP')\n",
      "    ├── DataTree('MIROC')\n",
      "    │   └── DataTree('MIROC6')\n",
      "    │       └── DataTree('ssp370')\n",
      "    │           ├── DataTree('Omon')\n",
      "    │           │   └── DataTree('gn')\n",
      "    │           │           Dimensions:             (y: 256, x: 360, time: 6, bnds: 2, vertices: 4)\n",
      "    │           │           Coordinates: (12/13)\n",
      "    │           │               latitude            (y, x) float32 -88.0 -88.0 -88.0 ... 64.43 64.0 63.56\n",
      "    │           │               lev                 float64 1.0\n",
      "    │           │               lev_bnds            (bnds) float64 0.0 2.0\n",
      "    │           │               longitude           (y, x) float32 60.5 61.5 62.5 63.5 ... 59.96 59.98 59.99\n",
      "    │           │               sigma_bnds          (bnds) float64 -0.0 -0.04\n",
      "    │           │             * time                (time) datetime64[ns] 2015-01-16T12:00:00 ... 2015-06-16\n",
      "    │           │               ...                  ...\n",
      "    │           │             * x                   (x) float64 0.5 1.5 2.5 3.5 ... 356.5 357.5 358.5 359.5\n",
      "    │           │               x_bnds              (x, bnds) float64 0.0 1.0 1.0 2.0 ... 359.0 359.0 360.0\n",
      "    │           │             * y                   (y) float64 -88.0 -85.75 -85.25 ... 148.6 150.5 152.4\n",
      "    │           │               y_bnds              (y, bnds) float64 -90.0 -86.0 -86.0 ... 151.5 153.3\n",
      "    │           │               zlev_bnds           (bnds) float64 -0.0 -2.0\n",
      "    │           │               member_id           <U8 'r1i1p1f1'\n",
      "    │           │           Dimensions without coordinates: bnds, vertices\n",
      "    │           │           Data variables:\n",
      "    │           │               depth               (y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
      "    │           │               depth_c             float64 50.0\n",
      "    │           │               eta                 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
      "    │           │               nsigma              int32 10\n",
      "    │           │               sigma               float64 -0.02\n",
      "    │           │               thetao              (time, y, x) float32 nan nan nan nan ... nan nan nan nan\n",
      "    │           │               vertices_latitude   (y, x, vertices) float32 -90.0 -90.0 ... 63.33 63.78\n",
      "    │           │               vertices_longitude  (y, x, vertices) float32 60.0 61.0 61.0 ... 60.0 60.0\n",
      "    │           │               zlev                float64 -1.0\n",
      "    │           │           Attributes: (12/48)\n",
      "    │           │               Conventions:             CF-1.7 CMIP-6.2\n",
      "    │           │               activity_id:             ScenarioMIP AerChemMIP\n",
      "    │           │               branch_method:           standard\n",
      "    │           │               branch_time_in_child:    60265.0\n",
      "    │           │               branch_time_in_parent:   60265.0\n",
      "    │           │               cmor_version:            3.4.0\n",
      "    │           │               ...                      ...\n",
      "    │           │               variable_id:             thetao\n",
      "    │           │               variant_label:           r1i1p1f1\n",
      "    │           │               status:                  2019-11-18;created;by nhn2@columbia.edu\n",
      "    │           │               netcdf_tracking_ids:     hdl:21.14100/99dda520-c9e9-4617-b4ca-0de0a2b9398...\n",
      "    │           │               version_id:              v20190627\n",
      "    │           │               intake_esm_dataset_key:  ScenarioMIP/MIROC/MIROC6/ssp370/Omon/gn\n",
      "    │           ├── DataTree('Amon')\n",
      "    │           │   └── DataTree('gn')\n",
      "    │           │           Dimensions:    (lat: 128, bnds: 2, lon: 256, time: 6)\n",
      "    │           │           Coordinates:\n",
      "    │           │             * lat        (lat) float64 -88.93 -87.54 -86.14 -84.74 ... 86.14 87.54 88.93\n",
      "    │           │               lat_bnds   (lat, bnds) float64 -90.0 -88.28 -88.28 ... 88.28 88.28 90.0\n",
      "    │           │             * lon        (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
      "    │           │               lon_bnds   (lon, bnds) float64 -0.7031 0.7031 0.7031 ... 357.9 357.9 359.3\n",
      "    │           │             * time       (time) datetime64[ns] 2015-01-16T12:00:00 ... 2015-06-16\n",
      "    │           │               time_bnds  (time, bnds) datetime64[ns] 2015-01-01 2015-02-01 ... 2015-07-01\n",
      "    │           │               member_id  <U8 'r1i1p1f1'\n",
      "    │           │           Dimensions without coordinates: bnds\n",
      "    │           │           Data variables:\n",
      "    │           │               pr         (time, lat, lon) float32 1.137e-06 1.131e-06 ... 7.446e-06\n",
      "    │           │           Attributes: (12/48)\n",
      "    │           │               Conventions:             CF-1.7 CMIP-6.2\n",
      "    │           │               activity_id:             ScenarioMIP AerChemMIP\n",
      "    │           │               branch_method:           standard\n",
      "    │           │               branch_time_in_child:    60265.0\n",
      "    │           │               branch_time_in_parent:   60265.0\n",
      "    │           │               cmor_version:            3.4.0\n",
      "    │           │               ...                      ...\n",
      "    │           │               variable_id:             pr\n",
      "    │           │               variant_label:           r1i1p1f1\n",
      "    │           │               status:                  2019-10-25;created;by nhn2@columbia.edu\n",
      "    │           │               netcdf_tracking_ids:     hdl:21.14100/c23c415d-adca-4e01-8e7c-11617bcfa2bb\n",
      "    │           │               version_id:              v20190627\n",
      "    │           │               intake_esm_dataset_key:  ScenarioMIP/MIROC/MIROC6/ssp370/Amon/gn\n",
      "    │           └── DataTree('Lmon')\n",
      "    │               └── DataTree('gn')\n",
      "    │                       Dimensions:    (lat: 128, bnds: 2, lon: 256, time: 6)\n",
      "    │                       Coordinates:\n",
      "    │                         * lat        (lat) float64 -88.93 -87.54 -86.14 -84.74 ... 86.14 87.54 88.93\n",
      "    │                           lat_bnds   (lat, bnds) float64 -90.0 -88.28 -88.28 ... 88.28 88.28 90.0\n",
      "    │                         * lon        (lon) float64 0.0 1.406 2.812 4.219 ... 354.4 355.8 357.2 358.6\n",
      "    │                           lon_bnds   (lon, bnds) float64 -0.7031 0.7031 0.7031 ... 357.9 357.9 359.3\n",
      "    │                         * time       (time) datetime64[ns] 2015-01-16T12:00:00 ... 2015-06-16\n",
      "    │                           time_bnds  (time, bnds) datetime64[ns] 2015-01-01 2015-02-01 ... 2015-07-01\n",
      "    │                           member_id  <U8 'r1i1p1f1'\n",
      "    │                       Dimensions without coordinates: bnds\n",
      "    │                       Data variables:\n",
      "    │                           mrso       (time, lat, lon) float32 4.2e+03 4.2e+03 4.2e+03 ... nan nan nan\n",
      "    │                       Attributes: (12/48)\n",
      "    │                           Conventions:             CF-1.7 CMIP-6.2\n",
      "    │                           activity_id:             ScenarioMIP AerChemMIP\n",
      "    │                           branch_method:           standard\n",
      "    │                           branch_time_in_child:    60265.0\n",
      "    │                           branch_time_in_parent:   60265.0\n",
      "    │                           cmor_version:            3.4.0\n",
      "    │                           ...                      ...\n",
      "    │                           variable_id:             mrso\n",
      "    │                           variant_label:           r1i1p1f1\n",
      "    │                           status:                  2019-10-29;created;by nhn2@columbia.edu\n",
      "    │                           netcdf_tracking_ids:     hdl:21.14100/3ba01dc3-ab7e-45d0-882a-66ed2768a642\n",
      "    │                           version_id:              v20190627\n",
      "    │                           intake_esm_dataset_key:  ScenarioMIP/MIROC/MIROC6/ssp370/Lmon/gn\n",
      "    ├── DataTree('NCAR')\n",
      "    │   └── DataTree('CESM2-WACCM')\n",
      "    │       └── DataTree('ssp370')\n",
      "    │           ├── DataTree('Amon')\n",
      "    │           │   └── DataTree('gn')\n",
      "    │           │           Dimensions:    (time: 6, lat: 192, lon: 288, nbnd: 2)\n",
      "    │           │           Coordinates:\n",
      "    │           │             * lat        (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
      "    │           │               lat_bnds   (lat, nbnd) float64 -90.0 -89.53 -89.53 ... 89.53 89.53 90.0\n",
      "    │           │             * lon        (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
      "    │           │               lon_bnds   (lon, nbnd) float64 -0.625 0.625 0.625 ... 358.1 358.1 359.4\n",
      "    │           │               plev       float64 1e+05\n",
      "    │           │             * time       (time) object 2015-01-15 12:00:00 ... 2015-06-15 00:00:00\n",
      "    │           │               time_bnds  (time, nbnd) object 2015-01-01 00:00:00 ... 2015-07-01 00:00:00\n",
      "    │           │               member_id  <U8 'r1i1p1f1'\n",
      "    │           │           Dimensions without coordinates: nbnd\n",
      "    │           │           Data variables:\n",
      "    │           │               co2        (time, lat, lon) float32 nan nan nan ... 0.0004034 0.0004034\n",
      "    │           │               pr         (time, lat, lon) float32 1.919e-06 1.919e-06 ... 1.043e-05\n",
      "    │           │           Attributes: (12/45)\n",
      "    │           │               variant_label:           r1i1p1f1\n",
      "    │           │               mip_era:                 CMIP6\n",
      "    │           │               license:                 CMIP6 model data produced by <The National Cente...\n",
      "    │           │               contact:                 cesm_cmip6@ucar.edu\n",
      "    │           │               parent_variant_label:    r1i1p1f1\n",
      "    │           │               source_type:             AOGCM BGC CHEM AER\n",
      "    │           │               ...                      ...\n",
      "    │           │               case_id:                 969\n",
      "    │           │               branch_time_in_child:    735110.0\n",
      "    │           │               source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
      "    │           │               initialization_index:    1\n",
      "    │           │               further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
      "    │           │               intake_esm_dataset_key:  ScenarioMIP/NCAR/CESM2-WACCM/ssp370/Amon/gn\n",
      "    │           ├── DataTree('Omon')\n",
      "    │           │   ├── DataTree('gr')\n",
      "    │           │   │       Dimensions:    (lat: 180, d2: 2, lon: 360, time: 6)\n",
      "    │           │   │       Coordinates:\n",
      "    │           │   │         * lat        (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
      "    │           │   │           lat_bnds   (lat, d2) float64 -90.0 -89.0 -89.0 -88.0 ... 88.0 89.0 89.0 90.0\n",
      "    │           │   │           lev        float64 0.0\n",
      "    │           │   │           lev_bnds   (d2) float64 0.0 5.0\n",
      "    │           │   │         * lon        (lon) float64 0.5 1.5 2.5 3.5 4.5 ... 356.5 357.5 358.5 359.5\n",
      "    │           │   │           lon_bnds   (lon, d2) float64 0.0 1.0 1.0 2.0 2.0 ... 358.0 359.0 359.0 360.0\n",
      "    │           │   │         * time       (time) object 2015-01-15 13:00:00.000007 ... 2015-06-15 00:00:00\n",
      "    │           │   │           time_bnds  (time, d2) object 2015-01-01 02:00:00.000003 ... 2015-07-01 00...\n",
      "    │           │   │           member_id  <U8 'r1i1p1f1'\n",
      "    │           │   │       Dimensions without coordinates: d2\n",
      "    │           │   │       Data variables:\n",
      "    │           │   │           no3        (time, lat, lon) float32 nan nan nan ... 0.004002 0.004001\n",
      "    │           │   │           thetao     (time, lat, lon) float32 nan nan nan nan ... -1.68 -1.68 -1.68\n",
      "    │           │   │       Attributes: (12/44)\n",
      "    │           │   │           variant_label:           r1i1p1f1\n",
      "    │           │   │           mip_era:                 CMIP6\n",
      "    │           │   │           license:                 CMIP6 model data produced by <The National Cente...\n",
      "    │           │   │           contact:                 cesm_cmip6@ucar.edu\n",
      "    │           │   │           parent_variant_label:    r1i1p1f1\n",
      "    │           │   │           source_type:             AOGCM BGC CHEM AER\n",
      "    │           │   │           ...                      ...\n",
      "    │           │   │           case_id:                 969\n",
      "    │           │   │           branch_time_in_child:    735110.0\n",
      "    │           │   │           source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
      "    │           │   │           initialization_index:    1\n",
      "    │           │   │           further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
      "    │           │   │           intake_esm_dataset_key:  ScenarioMIP/NCAR/CESM2-WACCM/ssp370/Omon/gr\n",
      "    │           │   └── DataTree('gn')\n",
      "    │           │           Dimensions:    (nlat: 384, nlon: 320, vertices: 4, d2: 2, time: 6)\n",
      "    │           │           Coordinates:\n",
      "    │           │               lat        (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19\n",
      "    │           │               lat_bnds   (nlat, nlon, vertices) float32 -79.49 -79.49 ... 72.41 72.41\n",
      "    │           │               lev        float64 500.0\n",
      "    │           │               lev_bnds   (d2) float32 0.0 10.0\n",
      "    │           │               lon        (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8\n",
      "    │           │               lon_bnds   (nlat, nlon, vertices) float32 320.0 321.1 321.1 ... 320.0 319.6\n",
      "    │           │             * nlat       (nlat) int32 1 2 3 4 5 6 7 8 ... 377 378 379 380 381 382 383 384\n",
      "    │           │             * nlon       (nlon) int32 1 2 3 4 5 6 7 8 ... 313 314 315 316 317 318 319 320\n",
      "    │           │             * time       (time) object 2015-01-15 13:00:00.000007 ... 2015-06-15 00:00:00\n",
      "    │           │               time_bnds  (time, d2) object 2015-01-01 02:00:00.000003 ... 2015-07-01 00...\n",
      "    │           │               member_id  <U8 'r1i1p1f1'\n",
      "    │           │           Dimensions without coordinates: vertices, d2\n",
      "    │           │           Data variables:\n",
      "    │           │               no3        (time, nlat, nlon) float32 nan nan nan nan ... nan nan nan nan\n",
      "    │           │               thetao     (time, nlat, nlon) float32 nan nan nan nan ... nan nan nan nan\n",
      "    │           │           Attributes: (12/44)\n",
      "    │           │               variant_label:           r1i1p1f1\n",
      "    │           │               mip_era:                 CMIP6\n",
      "    │           │               license:                 CMIP6 model data produced by <The National Cente...\n",
      "    │           │               contact:                 cesm_cmip6@ucar.edu\n",
      "    │           │               parent_variant_label:    r1i1p1f1\n",
      "    │           │               source_type:             AOGCM BGC CHEM AER\n",
      "    │           │               ...                      ...\n",
      "    │           │               case_id:                 969\n",
      "    │           │               branch_time_in_child:    735110.0\n",
      "    │           │               source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
      "    │           │               initialization_index:    1\n",
      "    │           │               further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
      "    │           │               intake_esm_dataset_key:  ScenarioMIP/NCAR/CESM2-WACCM/ssp370/Omon/gn\n",
      "    │           └── DataTree('Lmon')\n",
      "    │               └── DataTree('gn')\n",
      "    │                       Dimensions:    (lat: 192, lon: 288, time: 6, hist_interval: 2)\n",
      "    │                       Coordinates:\n",
      "    │                         * lat        (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
      "    │                         * lon        (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
      "    │                         * time       (time) object 2015-01-15 11:45:00 ... 2015-05-15 12:00:00\n",
      "    │                           member_id  <U8 'r1i1p1f1'\n",
      "    │                           lat_bnds   (lat, hist_interval) float32 -90.0 -89.53 -89.53 ... 89.53 90.0\n",
      "    │                           lon_bnds   (lon, hist_interval) float32 -0.625 0.625 0.625 ... 358.1 359.4\n",
      "    │                           time_bnds  (time, hist_interval) object 2014-12-31 23:29:59.999997 ... 20...\n",
      "    │                       Dimensions without coordinates: hist_interval\n",
      "    │                       Data variables:\n",
      "    │                           gpp        (time, lat, lon) float32 nan nan nan nan nan ... nan nan nan nan\n",
      "    │                           mrso       (time, lat, lon) float32 nan nan nan nan nan ... nan nan nan nan\n",
      "    │                       Attributes: (12/45)\n",
      "    │                           variant_label:           r1i1p1f1\n",
      "    │                           mip_era:                 CMIP6\n",
      "    │                           license:                 CMIP6 model data produced by <The National Cente...\n",
      "    │                           contact:                 cesm_cmip6@ucar.edu\n",
      "    │                           parent_variant_label:    r1i1p1f1\n",
      "    │                           source_type:             AOGCM BGC CHEM AER\n",
      "    │                           ...                      ...\n",
      "    │                           case_id:                 969\n",
      "    │                           branch_time_in_child:    735110.0\n",
      "    │                           source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
      "    │                           initialization_index:    1\n",
      "    │                           further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
      "    │                           intake_esm_dataset_key:  ScenarioMIP/NCAR/CESM2-WACCM/ssp370/Lmon/gn\n",
      "    └── DataTree('CCCma')\n",
      "        └── DataTree('CanESM5')\n",
      "            └── DataTree('ssp370')\n",
      "                ├── DataTree('Amon')\n",
      "                │   └── DataTree('gn')\n",
      "                │           Dimensions:    (lat: 64, bnds: 2, lon: 128, time: 6)\n",
      "                │           Coordinates:\n",
      "                │             * lat        (lat) float64 -87.86 -85.1 -82.31 -79.53 ... 82.31 85.1 87.86\n",
      "                │               lat_bnds   (lat, bnds) float64 -90.0 -86.58 -86.58 ... 86.58 86.58 90.0\n",
      "                │             * lon        (lon) float64 0.0 2.812 5.625 8.438 ... 348.8 351.6 354.4 357.2\n",
      "                │               lon_bnds   (lon, bnds) float64 -1.406 1.406 1.406 ... 355.8 355.8 358.6\n",
      "                │             * time       (time) object 2015-01-16 12:00:00 ... 2015-06-16 00:00:00\n",
      "                │               time_bnds  (time, bnds) object 2015-01-01 00:00:00 ... 2015-07-01 00:00:00\n",
      "                │               member_id  <U8 'r1i1p1f1'\n",
      "                │           Dimensions without coordinates: bnds\n",
      "                │           Data variables:\n",
      "                │               pr         (time, lat, lon) float32 2.504e-06 2.678e-06 ... 6.46e-06\n",
      "                │           Attributes: (12/57)\n",
      "                │               CCCma_model_hash:            1f91f92cb6d607391f44831504025d32fc44faa1\n",
      "                │               CCCma_parent_runid:          rc3.1-his01\n",
      "                │               CCCma_pycmor_hash:           33c30511acc319a98240633965a04ca99c26427e\n",
      "                │               CCCma_runid:                 rc3.1-s7001\n",
      "                │               Conventions:                 CF-1.7 CMIP-6.2\n",
      "                │               YMDH_branch_time_in_child:   2015:01:01:00\n",
      "                │               ...                          ...\n",
      "                │               tracking_id:                 hdl:21.14100/8c4a1496-f308-493e-8ecc-a2e253e...\n",
      "                │               variable_id:                 pr\n",
      "                │               variant_label:               r1i1p1f1\n",
      "                │               version:                     v20190429\n",
      "                │               version_id:                  v20190429\n",
      "                │               intake_esm_dataset_key:      ScenarioMIP/CCCma/CanESM5/ssp370/Amon/gn\n",
      "                ├── DataTree('Lmon')\n",
      "                │   └── DataTree('gn')\n",
      "                │           Dimensions:    (time: 6, lat: 64, lon: 128, bnds: 2)\n",
      "                │           Coordinates:\n",
      "                │             * lat        (lat) float64 -87.86 -85.1 -82.31 -79.53 ... 82.31 85.1 87.86\n",
      "                │               lat_bnds   (lat, bnds) float64 -90.0 -86.58 -86.58 ... 86.58 86.58 90.0\n",
      "                │             * lon        (lon) float64 0.0 2.812 5.625 8.438 ... 348.8 351.6 354.4 357.2\n",
      "                │               lon_bnds   (lon, bnds) float64 -1.406 1.406 1.406 ... 355.8 355.8 358.6\n",
      "                │             * time       (time) object 2015-01-16 12:00:00 ... 2015-06-16 00:00:00\n",
      "                │               time_bnds  (time, bnds) object 2015-01-01 00:00:00 ... 2015-07-01 00:00:00\n",
      "                │               member_id  <U8 'r1i1p1f1'\n",
      "                │           Dimensions without coordinates: bnds\n",
      "                │           Data variables:\n",
      "                │               gpp        (time, lat, lon) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
      "                │               mrso       (time, lat, lon) float32 3.76e+03 3.76e+03 3.76e+03 ... 0.0 0.0\n",
      "                │           Attributes: (12/53)\n",
      "                │               variant_label:               r1i1p1f1\n",
      "                │               mip_era:                     CMIP6\n",
      "                │               license:                     CMIP6 model data produced by The Government ...\n",
      "                │               contact:                     ec.cccma.info-info.ccmac.ec@canada.ca\n",
      "                │               parent_variant_label:        r1i1p1f1\n",
      "                │               source_type:                 AOGCM\n",
      "                │               ...                          ...\n",
      "                │               realm:                       land\n",
      "                │               branch_time_in_child:        60225.0\n",
      "                │               source:                      CanESM5 (2019): \\naerosol: interactive\\natmo...\n",
      "                │               initialization_index:        1\n",
      "                │               further_info_url:            https://furtherinfo.es-doc.org/CMIP6.CCCma.C...\n",
      "                │               intake_esm_dataset_key:      ScenarioMIP/CCCma/CanESM5/ssp370/Lmon/gn\n",
      "                └── DataTree('Omon')\n",
      "                    └── DataTree('gn')\n",
      "                            Dimensions:             (i: 360, j: 291, bnds: 2, time: 6, vertices: 4)\n",
      "                            Coordinates:\n",
      "                              * i                   (i) int32 0 1 2 3 4 5 6 ... 353 354 355 356 357 358 359\n",
      "                              * j                   (j) int32 0 1 2 3 4 5 6 ... 284 285 286 287 288 289 290\n",
      "                                latitude            (j, i) float64 -78.39 -78.39 -78.39 ... 50.23 50.01\n",
      "                                lev                 float64 3.047\n",
      "                                lev_bnds            (bnds) float64 0.0 6.194\n",
      "                                longitude           (j, i) float64 73.5 74.5 75.5 76.5 ... 72.95 72.96 72.99\n",
      "                              * time                (time) object 2015-01-16 12:00:00 ... 2015-06-16 00:0...\n",
      "                                time_bnds           (time, bnds) object 2015-01-01 00:00:00 ... 2015-07-0...\n",
      "                                member_id           <U8 'r1i1p1f1'\n",
      "                            Dimensions without coordinates: bnds, vertices\n",
      "                            Data variables:\n",
      "                                no3                 (time, j, i) float32 nan nan nan nan ... nan nan nan nan\n",
      "                                vertices_latitude   (j, i, vertices) float64 -78.29 -78.49 ... 50.11 50.11\n",
      "                                vertices_longitude  (j, i, vertices) float64 74.0 74.0 73.0 ... 72.95 73.0\n",
      "                                thetao              (time, j, i) float32 nan nan nan nan ... nan nan nan nan\n",
      "                            Attributes: (12/52)\n",
      "                                variant_label:               r1i1p1f1\n",
      "                                mip_era:                     CMIP6\n",
      "                                license:                     CMIP6 model data produced by The Government ...\n",
      "                                contact:                     ec.cccma.info-info.ccmac.ec@canada.ca\n",
      "                                parent_variant_label:        r1i1p1f1\n",
      "                                source_type:                 AOGCM\n",
      "                                ...                          ...\n",
      "                                physics_index:               1\n",
      "                                branch_time_in_child:        60225.0\n",
      "                                source:                      CanESM5 (2019): \\naerosol: interactive\\natmo...\n",
      "                                initialization_index:        1\n",
      "                                further_info_url:            https://furtherinfo.es-doc.org/CMIP6.CCCma.C...\n",
      "                                intake_esm_dataset_key:      ScenarioMIP/CCCma/CanESM5/ssp370/Omon/gn\n"
     ]
    }
   ],
   "source": [
    "print(tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8d3287ef-3738-4266-9ba2-533b94391947",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.09 s, sys: 442 ms, total: 3.53 s\n",
      "Wall time: 35.3 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "tree.to_netcdf(\"/home/jovyan/datasets/datatree/cmip6.nc\", mode=\"w\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c5f29006-2542-46e4-bacf-8c150801e20f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The watermark extension is already loaded. To reload it, use:\n",
      "  %reload_ext watermark\n",
      "intake  : 0.6.3\n",
      "datatree: 0.0.9\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark --iversions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1f0fc2b-2aff-4dbe-9b93-675c4663830e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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