diff --git a/notebooks/errors/cds-error-2025-09-08-cmip6-noresm2.ipynb b/notebooks/errors/cds-error-2025-09-08-cmip6-noresm2.ipynb
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@@ -0,0 +1,1874 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "a86ae071-35c6-4f99-bfbc-fac2c68bd7c6",
+   "metadata": {},
+   "source": [
+    "# Issue with CMIP6 noresm2 dataset\n",
+    "\n",
+    "When: 2025-09-08\n",
+    "Versions: clisops = 0.16.2, rook = 0.17.2\n",
+    "\n",
+    "Here is an issue with multi-year queries for NorESM2-MM and NorESM2-LM combined with geographic subsetting (even if you ask the full Globe in the geographic subset boundaries) are failing in the CDS. \n",
+    "\n",
+    "For instance the following request fails:\n",
+    "\n",
+    "```\n",
+    "import cdsapi\n",
+    "\n",
+    "dataset = \"projections-cmip6\"\n",
+    "request = {\n",
+    "    \"temporal_resolution\": \"monthly\",\n",
+    "    \"experiment\": \"ssp2_4_5\",\n",
+    "    \"variable\": \"sea_surface_temperature\",\n",
+    "    \"model\": \"noresm2_mm\",\n",
+    "    \"month\": [\"04\"],\n",
+    "    \"year\": [\"2050\", \"2051\"],\n",
+    "    \"area\": [90, -180, -90, 180]\n",
+    "}\n",
+    "\n",
+    "client = cdsapi.Client()\n",
+    "client.retrieve(dataset, request).download()\n",
+    "```\n",
+    "\n",
+    "If you select just one year that is OK. If you don't use geographic subsetting then that is OK too. \n",
+    "\n",
+    "Do you have any idea what can be wrong?\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b8c50b39-757d-4eb3-878a-2edcebfba8b6",
+   "metadata": {},
+   "source": [
+    "## Search Catalog"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "50323ad7-9ca6-427e-8aa4-bf795b60dbe9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import intake"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "07dce0ae-3450-4552-b7c0-8f13668ae948",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['c3s-cmip5',\n",
+       " 'c3s-cmip5-daily-pressure-level',\n",
+       " 'c3s-cmip5-daily-single-level',\n",
+       " 'c3s-cmip5-monthly-pressure-level',\n",
+       " 'c3s-cmip5-monthly-single-level',\n",
+       " 'c3s-cmip6',\n",
+       " 'c3s-cmip6-decadal',\n",
+       " 'c3s-cordex',\n",
+       " 'c3s-ipcc-atlas',\n",
+       " 'c3s-cica-atlas-v01',\n",
+       " 'c3s-cica-atlas']"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat_url = \"https://raw.githubusercontent.com/cp4cds/c3s_34g_manifests/master/intake/catalogs/c3s.yaml\"\n",
+    "\n",
+    "cat = intake.open_catalog(cat_url)\n",
+    "list(cat)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ba5a79ab-10f6-436b-ae58-8cc0710c0b51",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <th>bbox</th>\n",
+       "      <th>level</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.MOHC.UKESM1-0-LL.ssp245....</td>\n",
+       "      <td>ScenarioMIP/MOHC/UKESM1-0-LL/ssp245/r1i1p1f2/A...</td>\n",
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+       "      <td>ssp245</td>\n",
+       "      <td>r1i1p1f2</td>\n",
+       "      <td>Amon</td>\n",
+       "      <td>ts</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20190507</td>\n",
+       "      <td>2015-01-16T00:00:00</td>\n",
+       "      <td>2049-12-16T00:00:00</td>\n",
+       "      <td>0.94, -89.38, 359.06, 89.38</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.MOHC.UKESM1-0-LL.ssp245....</td>\n",
+       "      <td>ScenarioMIP/MOHC/UKESM1-0-LL/ssp245/r1i1p1f2/A...</td>\n",
+       "      <td>38838222</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>MOHC</td>\n",
+       "      <td>UKESM1-0-LL</td>\n",
+       "      <td>ssp245</td>\n",
+       "      <td>r1i1p1f2</td>\n",
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+       "      <td>ts</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20190507</td>\n",
+       "      <td>2050-01-16T00:00:00</td>\n",
+       "      <td>2100-12-16T00:00:00</td>\n",
+       "      <td>0.94, -89.38, 359.06, 89.38</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.NCAR.CESM2.ssp370.r4i1p1...</td>\n",
+       "      <td>ScenarioMIP/NCAR/CESM2/ssp370/r4i1p1f1/Amon/pr...</td>\n",
+       "      <td>104081588</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>NCAR</td>\n",
+       "      <td>CESM2</td>\n",
+       "      <td>ssp370</td>\n",
+       "      <td>r4i1p1f1</td>\n",
+       "      <td>Amon</td>\n",
+       "      <td>pr</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20200528</td>\n",
+       "      <td>2015-01-15T12:00:00</td>\n",
+       "      <td>2064-12-15T12:00:00</td>\n",
+       "      <td>0.00, -90.00, 358.75, 90.00</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.NCAR.CESM2.ssp370.r4i1p1...</td>\n",
+       "      <td>ScenarioMIP/NCAR/CESM2/ssp370/r4i1p1f1/Amon/pr...</td>\n",
+       "      <td>74977662</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>NCAR</td>\n",
+       "      <td>CESM2</td>\n",
+       "      <td>ssp370</td>\n",
+       "      <td>r4i1p1f1</td>\n",
+       "      <td>Amon</td>\n",
+       "      <td>pr</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20200528</td>\n",
+       "      <td>2065-01-15T12:00:00</td>\n",
+       "      <td>2100-12-15T12:00:00</td>\n",
+       "      <td>0.00, -90.00, 358.75, 90.00</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.AS-RCEC.TaiESM1.ssp370.r...</td>\n",
+       "      <td>ScenarioMIP/AS-RCEC/TaiESM1/ssp370/r1i1p1f1/Am...</td>\n",
+       "      <td>144277888</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>AS-RCEC</td>\n",
+       "      <td>TaiESM1</td>\n",
+       "      <td>ssp370</td>\n",
+       "      <td>r1i1p1f1</td>\n",
+       "      <td>Amon</td>\n",
+       "      <td>rlut</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20201014</td>\n",
+       "      <td>2015-01-16T12:00:00</td>\n",
+       "      <td>2100-12-16T12:00:00</td>\n",
+       "      <td>0.00, -90.00, 358.75, 90.00</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               ds_id  \\\n",
+       "0  c3s-cmip6.ScenarioMIP.MOHC.UKESM1-0-LL.ssp245....   \n",
+       "1  c3s-cmip6.ScenarioMIP.MOHC.UKESM1-0-LL.ssp245....   \n",
+       "2  c3s-cmip6.ScenarioMIP.NCAR.CESM2.ssp370.r4i1p1...   \n",
+       "3  c3s-cmip6.ScenarioMIP.NCAR.CESM2.ssp370.r4i1p1...   \n",
+       "4  c3s-cmip6.ScenarioMIP.AS-RCEC.TaiESM1.ssp370.r...   \n",
+       "\n",
+       "                                                path       size    mip_era  \\\n",
+       "0  ScenarioMIP/MOHC/UKESM1-0-LL/ssp245/r1i1p1f2/A...   28037112  c3s-cmip6   \n",
+       "1  ScenarioMIP/MOHC/UKESM1-0-LL/ssp245/r1i1p1f2/A...   38838222  c3s-cmip6   \n",
+       "2  ScenarioMIP/NCAR/CESM2/ssp370/r4i1p1f1/Amon/pr...  104081588  c3s-cmip6   \n",
+       "3  ScenarioMIP/NCAR/CESM2/ssp370/r4i1p1f1/Amon/pr...   74977662  c3s-cmip6   \n",
+       "4  ScenarioMIP/AS-RCEC/TaiESM1/ssp370/r1i1p1f1/Am...  144277888  c3s-cmip6   \n",
+       "\n",
+       "   activity_id institution_id    source_id experiment_id member_id table_id  \\\n",
+       "0  ScenarioMIP           MOHC  UKESM1-0-LL        ssp245  r1i1p1f2     Amon   \n",
+       "1  ScenarioMIP           MOHC  UKESM1-0-LL        ssp245  r1i1p1f2     Amon   \n",
+       "2  ScenarioMIP           NCAR        CESM2        ssp370  r4i1p1f1     Amon   \n",
+       "3  ScenarioMIP           NCAR        CESM2        ssp370  r4i1p1f1     Amon   \n",
+       "4  ScenarioMIP        AS-RCEC      TaiESM1        ssp370  r1i1p1f1     Amon   \n",
+       "\n",
+       "  variable_id grid_label    version           start_time             end_time  \\\n",
+       "0          ts         gn  v20190507  2015-01-16T00:00:00  2049-12-16T00:00:00   \n",
+       "1          ts         gn  v20190507  2050-01-16T00:00:00  2100-12-16T00:00:00   \n",
+       "2          pr         gn  v20200528  2015-01-15T12:00:00  2064-12-15T12:00:00   \n",
+       "3          pr         gn  v20200528  2065-01-15T12:00:00  2100-12-15T12:00:00   \n",
+       "4        rlut         gn  v20201014  2015-01-16T12:00:00  2100-12-16T12:00:00   \n",
+       "\n",
+       "                          bbox level  \n",
+       "0  0.94, -89.38, 359.06, 89.38   NaN  \n",
+       "1  0.94, -89.38, 359.06, 89.38   NaN  \n",
+       "2  0.00, -90.00, 358.75, 90.00   NaN  \n",
+       "3  0.00, -90.00, 358.75, 90.00   NaN  \n",
+       "4  0.00, -90.00, 358.75, 90.00   NaN  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_cmip6 = cat['c3s-cmip6'].read()\n",
+    "df_cmip6.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f29bf370-1cd4-4f30-804c-577721a14283",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <th>36111</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...</td>\n",
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+       "      <td>20210689</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>NCC</td>\n",
+       "      <td>NorESM2-MM</td>\n",
+       "      <td>ssp245</td>\n",
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+       "      <td>0.00, -80.11, 359.99, 89.76</td>\n",
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+       "      <td>0.00, -80.11, 359.99, 89.76</td>\n",
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+       "    <tr>\n",
+       "      <th>36114</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...</td>\n",
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+       "      <td>ssp245</td>\n",
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+       "      <td>2041-01-16T12:00:00</td>\n",
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+       "      <td>c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...</td>\n",
+       "      <td>ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...</td>\n",
+       "      <td>32304586</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
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+       "      <td>NorESM2-MM</td>\n",
+       "      <td>ssp245</td>\n",
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+       "      <td>0.00, -80.11, 359.99, 89.76</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36116</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...</td>\n",
+       "      <td>ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...</td>\n",
+       "      <td>32298230</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>NCC</td>\n",
+       "      <td>NorESM2-MM</td>\n",
+       "      <td>ssp245</td>\n",
+       "      <td>r1i1p1f1</td>\n",
+       "      <td>Omon</td>\n",
+       "      <td>tos</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20191108</td>\n",
+       "      <td>2061-01-16T12:00:00</td>\n",
+       "      <td>2070-12-16T12:00:00</td>\n",
+       "      <td>0.00, -80.11, 359.99, 89.76</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36117</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...</td>\n",
+       "      <td>ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...</td>\n",
+       "      <td>32306503</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>NCC</td>\n",
+       "      <td>NorESM2-MM</td>\n",
+       "      <td>ssp245</td>\n",
+       "      <td>r1i1p1f1</td>\n",
+       "      <td>Omon</td>\n",
+       "      <td>tos</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20191108</td>\n",
+       "      <td>2071-01-16T12:00:00</td>\n",
+       "      <td>2080-12-16T12:00:00</td>\n",
+       "      <td>0.00, -80.11, 359.99, 89.76</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36118</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...</td>\n",
+       "      <td>ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...</td>\n",
+       "      <td>32331548</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>NCC</td>\n",
+       "      <td>NorESM2-MM</td>\n",
+       "      <td>ssp245</td>\n",
+       "      <td>r1i1p1f1</td>\n",
+       "      <td>Omon</td>\n",
+       "      <td>tos</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20191108</td>\n",
+       "      <td>2081-01-16T12:00:00</td>\n",
+       "      <td>2090-12-16T12:00:00</td>\n",
+       "      <td>0.00, -80.11, 359.99, 89.76</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36119</th>\n",
+       "      <td>c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...</td>\n",
+       "      <td>ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...</td>\n",
+       "      <td>32322290</td>\n",
+       "      <td>c3s-cmip6</td>\n",
+       "      <td>ScenarioMIP</td>\n",
+       "      <td>NCC</td>\n",
+       "      <td>NorESM2-MM</td>\n",
+       "      <td>ssp245</td>\n",
+       "      <td>r1i1p1f1</td>\n",
+       "      <td>Omon</td>\n",
+       "      <td>tos</td>\n",
+       "      <td>gn</td>\n",
+       "      <td>v20191108</td>\n",
+       "      <td>2091-01-16T12:00:00</td>\n",
+       "      <td>2100-12-16T12:00:00</td>\n",
+       "      <td>0.00, -80.11, 359.99, 89.76</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   ds_id  \\\n",
+       "36111  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "36112  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "36113  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "36114  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "36115  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "36116  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "36117  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "36118  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "36119  c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1...   \n",
+       "\n",
+       "                                                    path      size    mip_era  \\\n",
+       "36111  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  20210689  c3s-cmip6   \n",
+       "36112  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  32280986  c3s-cmip6   \n",
+       "36113  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  32288906  c3s-cmip6   \n",
+       "36114  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  32303821  c3s-cmip6   \n",
+       "36115  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  32304586  c3s-cmip6   \n",
+       "36116  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  32298230  c3s-cmip6   \n",
+       "36117  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  32306503  c3s-cmip6   \n",
+       "36118  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  32331548  c3s-cmip6   \n",
+       "36119  ScenarioMIP/NCC/NorESM2-MM/ssp245/r1i1p1f1/Omo...  32322290  c3s-cmip6   \n",
+       "\n",
+       "       activity_id institution_id   source_id experiment_id member_id  \\\n",
+       "36111  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "36112  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "36113  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "36114  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "36115  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "36116  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "36117  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "36118  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "36119  ScenarioMIP            NCC  NorESM2-MM        ssp245  r1i1p1f1   \n",
+       "\n",
+       "      table_id variable_id grid_label    version           start_time  \\\n",
+       "36111     Omon         tos         gn  v20191108  2015-01-16T12:00:00   \n",
+       "36112     Omon         tos         gn  v20191108  2021-01-16T12:00:00   \n",
+       "36113     Omon         tos         gn  v20191108  2031-01-16T12:00:00   \n",
+       "36114     Omon         tos         gn  v20191108  2041-01-16T12:00:00   \n",
+       "36115     Omon         tos         gn  v20191108  2051-01-16T12:00:00   \n",
+       "36116     Omon         tos         gn  v20191108  2061-01-16T12:00:00   \n",
+       "36117     Omon         tos         gn  v20191108  2071-01-16T12:00:00   \n",
+       "36118     Omon         tos         gn  v20191108  2081-01-16T12:00:00   \n",
+       "36119     Omon         tos         gn  v20191108  2091-01-16T12:00:00   \n",
+       "\n",
+       "                  end_time                         bbox level  \n",
+       "36111  2020-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  \n",
+       "36112  2030-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  \n",
+       "36113  2040-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  \n",
+       "36114  2050-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  \n",
+       "36115  2060-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  \n",
+       "36116  2070-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  \n",
+       "36117  2080-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  \n",
+       "36118  2090-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  \n",
+       "36119  2100-12-16T12:00:00  0.00, -80.11, 359.99, 89.76   NaN  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = df_cmip6.loc[\n",
+    "    (df_cmip6.source_id==\"NorESM2-MM\" )\n",
+    "    & (df_cmip6.table_id==\"Omon\")\n",
+    "    & (df_cmip6.variable_id==\"tos\")\n",
+    "    & (df_cmip6.experiment_id==\"ssp245\")\n",
+    "]\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b9bf08bf-f878-471d-8e6f-1786355603ad",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['c3s-cmip6.ScenarioMIP.NCC.NorESM2-MM.ssp245.r1i1p1f1.Omon.tos.gn.v20191108']"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ds_ids = list(df.ds_id.unique())\n",
+    "ds_ids"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d4704ba-4112-4f39-8b73-01f2b598f710",
+   "metadata": {},
+   "source": [
+    "## Run subset operator"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "6adae59b-7e57-4969-bbde-6285a82c5ee7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "os.environ['ROOK_URL'] = 'http://rook.dkrz.de/wps'\n",
+    "\n",
+    "from rooki import rooki"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c17b25c6-67ba-4c06-86b0-58c9c6c3818f",
+   "metadata": {},
+   "source": [
+    "### Failing request"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "7dc1049c-0363-41a1-a57f-7186d6b1eea6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "resp = rooki.subset(\n",
+    "    collection=ds_ids,\n",
+    "    time='2050/2051',\n",
+    "    time_components='year:2050,2051|month:april',\n",
+    "    area='90,-180,-90,180'\n",
+    ")\n",
+    "resp.ok"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "26fc25a0-9fdc-4ecb-9196-972e788e85fb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Process error: item is not yet a valid method on dask arrays"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "resp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91f5715b-7545-4b8e-aae5-b8787a9fd346",
+   "metadata": {},
+   "source": [
+    "### Works: one year only"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "766ff671-735b-44ca-8a57-b6bb98cc8d63",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "resp = rooki.subset(\n",
+    "    collection=ds_ids,\n",
+    "    time='2050/2050',\n",
+    "    time_components='year:2050|month:april',\n",
+    "    area='90,-180,-90,180'\n",
+    ")\n",
+    "resp.ok"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "1523591d-4fa6-468e-8c1e-447a93949c87",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_ot_gnzeu/tos_Omon_NorESM2-MM_ssp245_r1i1p1f1_gn_20500416-20500416.nc.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
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+       " */\n",
+       "\n",
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+       "    --jp-content-font-color0,\n",
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+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
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+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
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+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: \"►\";\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: \"▼\";\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: \"(\";\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: \")\";\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: \",\";\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  border-color: var(--xr-background-color-row-odd);\n",
+       "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\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",
+       "  border-color: var(--xr-background-color-row-even);\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-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\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",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-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",
+       ".xr-no-icon {\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",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 8MB\n",
+       "Dimensions:             (time: 1, bnds: 2, j: 385, i: 251, vertices: 4)\n",
+       "Coordinates:\n",
+       "  * time                (time) object 8B 2050-04-16 00:00:00\n",
+       "  * j                   (j) int32 2kB 1 2 3 4 5 6 7 ... 380 381 382 383 384 385\n",
+       "  * i                   (i) int32 1kB 21 22 23 24 25 26 ... 267 268 269 270 271\n",
+       "    latitude            (j, i) float64 773kB ...\n",
+       "    longitude           (j, i) float64 773kB ...\n",
+       "Dimensions without coordinates: bnds, vertices\n",
+       "Data variables:\n",
+       "    time_bnds           (time, bnds) object 16B ...\n",
+       "    vertices_latitude   (j, i, vertices) float64 3MB ...\n",
+       "    vertices_longitude  (j, i, vertices) float64 3MB ...\n",
+       "    tos                 (time, j, i) float32 387kB ...\n",
+       "Attributes: (12/49)\n",
+       "    Conventions:               CF-1.7 CMIP-6.2\n",
+       "    activity_id:               ScenarioMIP\n",
+       "    branch_method:             Hybrid-restart from year 2015-01-01 of historical\n",
+       "    branch_time:               0.0\n",
+       "    branch_time_in_child:      0.0\n",
+       "    branch_time_in_parent:     60225.0\n",
+       "    ...                        ...\n",
+       "    title:                     NorESM2-MM output prepared for CMIP6\n",
+       "    variable_id:               tos\n",
+       "    variant_label:             r1i1p1f1\n",
+       "    license:                   CMIP6 model data produced by NCC is licensed u...\n",
+       "    cmor_version:              3.5.0\n",
+       "    tracking_id:               hdl:21.14100/ddb7b746-0a81-43e2-9511-1b696aa26b49</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-f022d46d-a8e9-4f6d-a104-1cc2506dbf13' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f022d46d-a8e9-4f6d-a104-1cc2506dbf13' 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'>time</span>: 1</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>j</span>: 385</li><li><span class='xr-has-index'>i</span>: 251</li><li><span>vertices</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-88331804-dade-468c-80d2-47bf0c7dc3fb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-88331804-dade-468c-80d2-47bf0c7dc3fb' class='xr-section-summary' >Coordinates: <span>(5)</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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2050-04-16 00:00:00</div><input id='attrs-c654e6c2-748e-4669-a0ce-fc602f9ce43b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c654e6c2-748e-4669-a0ce-fc602f9ce43b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19141fe3-e400-41b5-b550-3dfe3115ed57' class='xr-var-data-in' type='checkbox'><label for='data-19141fe3-e400-41b5-b550-3dfe3115ed57' 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>time_bnds</dd><dt><span>axis :</span></dt><dd>T</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([cftime.DatetimeNoLeap(2050, 4, 16, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j</span></div><div class='xr-var-dims'>(j)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 381 382 383 384 385</div><input id='attrs-9f6ad6dc-f6ac-4aab-8b90-4b9d3d4aeee3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f6ad6dc-f6ac-4aab-8b90-4b9d3d4aeee3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afc4988f-6166-4035-9f07-bfa741515149' class='xr-var-data-in' type='checkbox'><label for='data-afc4988f-6166-4035-9f07-bfa741515149' 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>1</dd><dt><span>long_name :</span></dt><dd>cell index along second dimension</dd></dl></div><div class='xr-var-data'><pre>array([  1,   2,   3, ..., 383, 384, 385], shape=(385,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>21 22 23 24 25 ... 268 269 270 271</div><input id='attrs-d5eb3606-f376-4816-b1ec-a0cc5b8b960c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5eb3606-f376-4816-b1ec-a0cc5b8b960c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9f5de33-a8df-491b-a50d-55c063e0d96c' class='xr-var-data-in' type='checkbox'><label for='data-a9f5de33-a8df-491b-a50d-55c063e0d96c' 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>1</dd><dt><span>long_name :</span></dt><dd>cell index along first dimension</dd></dl></div><div class='xr-var-data'><pre>array([ 21,  22,  23, ..., 269, 270, 271], shape=(251,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-61fd361c-eff8-4801-b54b-f402a7bd420e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61fd361c-eff8-4801-b54b-f402a7bd420e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6de804e3-bf84-4967-9718-6321ccd5cec6' class='xr-var-data-in' type='checkbox'><label for='data-6de804e3-bf84-4967-9718-6321ccd5cec6' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>bounds :</span></dt><dd>vertices_latitude</dd></dl></div><div class='xr-var-data'><pre>[96635 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e6d1f7e5-4101-455e-b1d8-05bd9de86937' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6d1f7e5-4101-455e-b1d8-05bd9de86937' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f64b62d-66d7-480d-b9da-ba4779478ae2' class='xr-var-data-in' type='checkbox'><label for='data-3f64b62d-66d7-480d-b9da-ba4779478ae2' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>bounds :</span></dt><dd>vertices_longitude</dd></dl></div><div class='xr-var-data'><pre>[96635 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5575f538-9811-48eb-8f4e-531624411b3f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5575f538-9811-48eb-8f4e-531624411b3f' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-219bebcc-9722-4025-ad7b-acbd474f6ae5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-219bebcc-9722-4025-ad7b-acbd474f6ae5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37bef719-80fe-4fd2-b6a2-5100df2bc557' class='xr-var-data-in' type='checkbox'><label for='data-37bef719-80fe-4fd2-b6a2-5100df2bc557' 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>[2 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertices_latitude</span></div><div class='xr-var-dims'>(j, i, vertices)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-04b5b136-f677-4699-a085-b28a71ab72a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-04b5b136-f677-4699-a085-b28a71ab72a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92b122e6-2f74-46ee-99ea-53c46ca34e0a' class='xr-var-data-in' type='checkbox'><label for='data-92b122e6-2f74-46ee-99ea-53c46ca34e0a' 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>[386540 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertices_longitude</span></div><div class='xr-var-dims'>(j, i, vertices)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-40de76c1-ed4d-474f-a6c5-7214a8620ee1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-40de76c1-ed4d-474f-a6c5-7214a8620ee1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0820fb2f-8d7b-4693-b8ec-cf242361f116' class='xr-var-data-in' type='checkbox'><label for='data-0820fb2f-8d7b-4693-b8ec-cf242361f116' 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>[386540 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tos</span></div><div class='xr-var-dims'>(time, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fa1c0b93-508a-4298-9897-ba61e1a7d332' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa1c0b93-508a-4298-9897-ba61e1a7d332' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-392a0981-8091-4899-b91e-286c061190c2' class='xr-var-data-in' type='checkbox'><label for='data-392a0981-8091-4899-b91e-286c061190c2' 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>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>comment :</span></dt><dd>Temperature of upper boundary of the liquid ocean, including temperatures below sea-ice and floating ice shelves.</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>original_name :</span></dt><dd>sst</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>history :</span></dt><dd>2020-02-05T05:05:59Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;.</dd></dl></div><div class='xr-var-data'><pre>[96635 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-596dc022-70aa-41a8-8b15-99b60f7a0719' class='xr-section-summary-in' type='checkbox'  ><label for='section-596dc022-70aa-41a8-8b15-99b60f7a0719' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-2d4cf7b7-952a-4380-b88e-f1ddfe514b09' class='xr-index-data-in' type='checkbox'/><label for='index-2d4cf7b7-952a-4380-b88e-f1ddfe514b09' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([2050-04-16 00:00:00],\n",
+       "            dtype=&#x27;object&#x27;, length=1, calendar=&#x27;noleap&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>j</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-2aad0e82-c983-422d-8112-ce4a79b6dda6' class='xr-index-data-in' type='checkbox'/><label for='index-2aad0e82-c983-422d-8112-ce4a79b6dda6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  1,   2,   3,   4,   5,   6,   7,   8,   9,  10,\n",
+       "       ...\n",
+       "       376, 377, 378, 379, 380, 381, 382, 383, 384, 385],\n",
+       "      dtype=&#x27;int32&#x27;, name=&#x27;j&#x27;, length=385))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>i</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-2d73ffac-f399-4cc0-aa78-0c278855255c' class='xr-index-data-in' type='checkbox'/><label for='index-2d73ffac-f399-4cc0-aa78-0c278855255c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 21,  22,  23,  24,  25,  26,  27,  28,  29,  30,\n",
+       "       ...\n",
+       "       262, 263, 264, 265, 266, 267, 268, 269, 270, 271],\n",
+       "      dtype=&#x27;int32&#x27;, name=&#x27;i&#x27;, length=251))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c9aec3ba-00ee-450f-b128-e830ef6da4ff' class='xr-section-summary-in' type='checkbox'  ><label for='section-c9aec3ba-00ee-450f-b128-e830ef6da4ff' class='xr-section-summary' >Attributes: <span>(49)</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>ScenarioMIP</dd><dt><span>branch_method :</span></dt><dd>Hybrid-restart from year 2015-01-01 of historical</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60225.0</dd><dt><span>contact :</span></dt><dd>Please send any requests or bug reports to noresm-ncc@met.no.</dd><dt><span>creation_date :</span></dt><dd>2020-02-05T05:05:59Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.31</dd><dt><span>experiment :</span></dt><dd>update of RCP4.5 based on SSP2</dd><dt><span>experiment_id :</span></dt><dd>ssp245</dd><dt><span>external_variables :</span></dt><dd>areacello</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.NCC.NorESM2-MM.ssp245.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>tripolar grid with 1deg nominal resolution</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-02-05T05:05:59Z ; 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>NorESM Climate modeling Consortium consisting of CICERO (Center for International Climate and Environmental Research, Oslo 0349), MET-Norway (Norwegian Meteorological Institute, Oslo 0313), NERSC (Nansen Environmental and Remote Sensing Center, Bergen 5006), NILU (Norwegian Institute for Air Research, Kjeller 2027), UiB (University of Bergen, Bergen 5007), UiO (University of Oslo, Oslo 0313) and UNI (Uni Research, Bergen 5008), Norway. Mailing address: NCC, c/o MET-Norway, Henrik Mohns plass 1, Oslo 0313, Norway</dd><dt><span>institution_id :</span></dt><dd>NCC</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>model_id :</span></dt><dd>NorESM2-MM</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>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>NorESM2-MM</dd><dt><span>parent_sub_experiment_id :</span></dt><dd>none</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-01-01</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>run_variant :</span></dt><dd>N/A</dd><dt><span>source :</span></dt><dd>NorESM2-MM (2017): \n",
+       "aerosol: OsloAero\n",
+       "atmos: CAM-OSLO (1 degree resolution; 288 x 192; 32 levels; top level 3 mb)\n",
+       "atmosChem: OsloChemSimp\n",
+       "land: CLM\n",
+       "landIce: CISM\n",
+       "ocean: MICOM (1 degree resolution; 360 x 384; 70 levels; top grid cell minimum 0-2.5 m [native model uses hybrid density and generic upper-layer coordinate interpolated to z-level for contributed data])\n",
+       "ocnBgchem: HAMOCC\n",
+       "seaIce: CICE</dd><dt><span>source_id :</span></dt><dd>NorESM2-MM</dd><dt><span>source_type :</span></dt><dd>AOGCM AER BGC</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:(24 July 2019) MD5:0bb394a356ef9d214d027f1aca45853e</dd><dt><span>title :</span></dt><dd>NorESM2-MM output prepared for CMIP6</dd><dt><span>variable_id :</span></dt><dd>tos</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NCC 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) and at https:///pcmdi.llnl.gov/. 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>cmor_version :</span></dt><dd>3.5.0</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/ddb7b746-0a81-43e2-9511-1b696aa26b49</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset> Size: 8MB\n",
+       "Dimensions:             (time: 1, bnds: 2, j: 385, i: 251, vertices: 4)\n",
+       "Coordinates:\n",
+       "  * time                (time) object 8B 2050-04-16 00:00:00\n",
+       "  * j                   (j) int32 2kB 1 2 3 4 5 6 7 ... 380 381 382 383 384 385\n",
+       "  * i                   (i) int32 1kB 21 22 23 24 25 26 ... 267 268 269 270 271\n",
+       "    latitude            (j, i) float64 773kB ...\n",
+       "    longitude           (j, i) float64 773kB ...\n",
+       "Dimensions without coordinates: bnds, vertices\n",
+       "Data variables:\n",
+       "    time_bnds           (time, bnds) object 16B ...\n",
+       "    vertices_latitude   (j, i, vertices) float64 3MB ...\n",
+       "    vertices_longitude  (j, i, vertices) float64 3MB ...\n",
+       "    tos                 (time, j, i) float32 387kB ...\n",
+       "Attributes: (12/49)\n",
+       "    Conventions:               CF-1.7 CMIP-6.2\n",
+       "    activity_id:               ScenarioMIP\n",
+       "    branch_method:             Hybrid-restart from year 2015-01-01 of historical\n",
+       "    branch_time:               0.0\n",
+       "    branch_time_in_child:      0.0\n",
+       "    branch_time_in_parent:     60225.0\n",
+       "    ...                        ...\n",
+       "    title:                     NorESM2-MM output prepared for CMIP6\n",
+       "    variable_id:               tos\n",
+       "    variant_label:             r1i1p1f1\n",
+       "    license:                   CMIP6 model data produced by NCC is licensed u...\n",
+       "    cmor_version:              3.5.0\n",
+       "    tracking_id:               hdl:21.14100/ddb7b746-0a81-43e2-9511-1b696aa26b49"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ds = resp.datasets()[0]\n",
+    "ds"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd20886a-955f-4df3-a9e1-eda3546c29a6",
+   "metadata": {},
+   "source": [
+    "### Works: no area selection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "2a06019e-080f-486d-a3ea-d80493849239",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "resp = rooki.subset(\n",
+    "    collection=ds_ids,\n",
+    "    time='2050/2051',\n",
+    "    time_components='year:2051|month:april',\n",
+    "    # area='90,-180,-90,180'\n",
+    ")\n",
+    "resp.ok"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "44d80dc3-e0d8-46d2-964a-0baa3e2b2f05",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_kz6u0jg_/tos_Omon_NorESM2-MM_ssp245_r1i1p1f1_gn_20510416-20510416.nc.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
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+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
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+       "    --jp-layout-color0,\n",
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+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: \"►\";\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: \"▼\";\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: \"(\";\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: \")\";\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: \",\";\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  border-color: var(--xr-background-color-row-odd);\n",
+       "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\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",
+       "  border-color: var(--xr-background-color-row-even);\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-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\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",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-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",
+       ".xr-no-icon {\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",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 12MB\n",
+       "Dimensions:             (time: 1, bnds: 2, j: 385, i: 360, vertices: 4)\n",
+       "Coordinates:\n",
+       "  * time                (time) object 8B 2051-04-16 00:00:00\n",
+       "  * j                   (j) int32 2kB 1 2 3 4 5 6 7 ... 380 381 382 383 384 385\n",
+       "  * i                   (i) int32 1kB 1 2 3 4 5 6 7 ... 355 356 357 358 359 360\n",
+       "    latitude            (j, i) float64 1MB ...\n",
+       "    longitude           (j, i) float64 1MB ...\n",
+       "Dimensions without coordinates: bnds, vertices\n",
+       "Data variables:\n",
+       "    time_bnds           (time, bnds) object 16B ...\n",
+       "    vertices_latitude   (time, j, i, vertices) float64 4MB ...\n",
+       "    vertices_longitude  (time, j, i, vertices) float64 4MB ...\n",
+       "    tos                 (time, j, i) float32 554kB ...\n",
+       "Attributes: (12/49)\n",
+       "    Conventions:               CF-1.7 CMIP-6.2\n",
+       "    activity_id:               ScenarioMIP\n",
+       "    branch_method:             Hybrid-restart from year 2015-01-01 of historical\n",
+       "    branch_time:               0.0\n",
+       "    branch_time_in_child:      0.0\n",
+       "    branch_time_in_parent:     60225.0\n",
+       "    ...                        ...\n",
+       "    title:                     NorESM2-MM output prepared for CMIP6\n",
+       "    variable_id:               tos\n",
+       "    variant_label:             r1i1p1f1\n",
+       "    license:                   CMIP6 model data produced by NCC is licensed u...\n",
+       "    cmor_version:              3.5.0\n",
+       "    tracking_id:               hdl:21.14100/ddb7b746-0a81-43e2-9511-1b696aa26b49</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-b2d8cb75-6b2f-48bd-a932-a992642c1fbe' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b2d8cb75-6b2f-48bd-a932-a992642c1fbe' 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'>time</span>: 1</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>j</span>: 385</li><li><span class='xr-has-index'>i</span>: 360</li><li><span>vertices</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e24a254d-9523-4720-8e19-64788cfd2ec7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e24a254d-9523-4720-8e19-64788cfd2ec7' class='xr-section-summary' >Coordinates: <span>(5)</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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2051-04-16 00:00:00</div><input id='attrs-83617819-ddc1-4b9d-835d-78bb8f293c32' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83617819-ddc1-4b9d-835d-78bb8f293c32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c63e1790-2675-4e0b-a5ea-b2541d37ce15' class='xr-var-data-in' type='checkbox'><label for='data-c63e1790-2675-4e0b-a5ea-b2541d37ce15' 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>time_bnds</dd><dt><span>axis :</span></dt><dd>T</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([cftime.DatetimeNoLeap(2051, 4, 16, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j</span></div><div class='xr-var-dims'>(j)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 381 382 383 384 385</div><input id='attrs-d9d64def-f377-4056-9017-78638ea28c94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9d64def-f377-4056-9017-78638ea28c94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8687145c-afdd-4033-ba41-30df69ce8e05' class='xr-var-data-in' type='checkbox'><label for='data-8687145c-afdd-4033-ba41-30df69ce8e05' 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>1</dd><dt><span>long_name :</span></dt><dd>cell index along second dimension</dd></dl></div><div class='xr-var-data'><pre>array([  1,   2,   3, ..., 383, 384, 385], shape=(385,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 356 357 358 359 360</div><input id='attrs-065fa1ed-2da6-42ad-b7d0-22092ec1fbe3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-065fa1ed-2da6-42ad-b7d0-22092ec1fbe3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b26a4112-7e15-40e2-92ba-b08d6a2d7fc6' class='xr-var-data-in' type='checkbox'><label for='data-b26a4112-7e15-40e2-92ba-b08d6a2d7fc6' 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>1</dd><dt><span>long_name :</span></dt><dd>cell index along first dimension</dd></dl></div><div class='xr-var-data'><pre>array([  1,   2,   3, ..., 358, 359, 360], shape=(360,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-90872a38-d74c-4e5c-9008-734609b066dd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-90872a38-d74c-4e5c-9008-734609b066dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c438b71-2f8b-4315-ad01-2ef198648770' class='xr-var-data-in' type='checkbox'><label for='data-2c438b71-2f8b-4315-ad01-2ef198648770' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>bounds :</span></dt><dd>vertices_latitude</dd></dl></div><div class='xr-var-data'><pre>[138600 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-de374085-d533-4ad1-969a-ff09534e391e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de374085-d533-4ad1-969a-ff09534e391e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-446ea504-60b4-4dff-b527-5bfdf2e7eb7b' class='xr-var-data-in' type='checkbox'><label for='data-446ea504-60b4-4dff-b527-5bfdf2e7eb7b' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>bounds :</span></dt><dd>vertices_longitude</dd></dl></div><div class='xr-var-data'><pre>[138600 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bf2ff78d-3d3e-407d-b626-82ce1ae4438f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bf2ff78d-3d3e-407d-b626-82ce1ae4438f' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5977d93f-8f35-4b54-9416-7f9e2fb1529c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5977d93f-8f35-4b54-9416-7f9e2fb1529c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9856f0cf-2d07-4b7e-a3e8-c9394729f1bc' class='xr-var-data-in' type='checkbox'><label for='data-9856f0cf-2d07-4b7e-a3e8-c9394729f1bc' 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>[2 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertices_latitude</span></div><div class='xr-var-dims'>(time, j, i, vertices)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-89613d24-4b67-4543-b4e3-b738a4c11a0b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89613d24-4b67-4543-b4e3-b738a4c11a0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10422b1f-1545-4889-8178-679d2e8c538f' class='xr-var-data-in' type='checkbox'><label for='data-10422b1f-1545-4889-8178-679d2e8c538f' 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>[554400 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertices_longitude</span></div><div class='xr-var-dims'>(time, j, i, vertices)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-08b52fd9-4760-4fdd-b7f3-b97a641b14f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08b52fd9-4760-4fdd-b7f3-b97a641b14f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-131faed3-ce41-476e-9d48-466465f4752c' class='xr-var-data-in' type='checkbox'><label for='data-131faed3-ce41-476e-9d48-466465f4752c' 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>[554400 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tos</span></div><div class='xr-var-dims'>(time, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-92d89696-00dc-4038-a0a8-52c513a8d727' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92d89696-00dc-4038-a0a8-52c513a8d727' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8c2d7ec-e9dd-4c0b-9351-af902ba38f98' class='xr-var-data-in' type='checkbox'><label for='data-b8c2d7ec-e9dd-4c0b-9351-af902ba38f98' 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>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>comment :</span></dt><dd>Temperature of upper boundary of the liquid ocean, including temperatures below sea-ice and floating ice shelves.</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>original_name :</span></dt><dd>sst</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>history :</span></dt><dd>2020-02-05T05:05:59Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;.</dd></dl></div><div class='xr-var-data'><pre>[138600 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c4308b1e-4602-43c9-87ed-b210392073ff' class='xr-section-summary-in' type='checkbox'  ><label for='section-c4308b1e-4602-43c9-87ed-b210392073ff' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-91e4fe2e-6dcb-4d38-9358-5b436d3a6e28' class='xr-index-data-in' type='checkbox'/><label for='index-91e4fe2e-6dcb-4d38-9358-5b436d3a6e28' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([2051-04-16 00:00:00],\n",
+       "            dtype=&#x27;object&#x27;, length=1, calendar=&#x27;noleap&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>j</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-05d4b675-6b47-4bfb-a39f-6a86f723ad49' class='xr-index-data-in' type='checkbox'/><label for='index-05d4b675-6b47-4bfb-a39f-6a86f723ad49' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  1,   2,   3,   4,   5,   6,   7,   8,   9,  10,\n",
+       "       ...\n",
+       "       376, 377, 378, 379, 380, 381, 382, 383, 384, 385],\n",
+       "      dtype=&#x27;int32&#x27;, name=&#x27;j&#x27;, length=385))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>i</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-3d4121c6-4ca9-49df-8576-60a57d996501' class='xr-index-data-in' type='checkbox'/><label for='index-3d4121c6-4ca9-49df-8576-60a57d996501' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  1,   2,   3,   4,   5,   6,   7,   8,   9,  10,\n",
+       "       ...\n",
+       "       351, 352, 353, 354, 355, 356, 357, 358, 359, 360],\n",
+       "      dtype=&#x27;int32&#x27;, name=&#x27;i&#x27;, length=360))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3c57333b-7704-42b9-90f6-7ca122a346a7' class='xr-section-summary-in' type='checkbox'  ><label for='section-3c57333b-7704-42b9-90f6-7ca122a346a7' class='xr-section-summary' >Attributes: <span>(49)</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>ScenarioMIP</dd><dt><span>branch_method :</span></dt><dd>Hybrid-restart from year 2015-01-01 of historical</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60225.0</dd><dt><span>contact :</span></dt><dd>Please send any requests or bug reports to noresm-ncc@met.no.</dd><dt><span>creation_date :</span></dt><dd>2020-02-05T05:05:59Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.31</dd><dt><span>experiment :</span></dt><dd>update of RCP4.5 based on SSP2</dd><dt><span>experiment_id :</span></dt><dd>ssp245</dd><dt><span>external_variables :</span></dt><dd>areacello</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.NCC.NorESM2-MM.ssp245.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>tripolar grid with 1deg nominal resolution</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-02-05T05:05:59Z ; 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>NorESM Climate modeling Consortium consisting of CICERO (Center for International Climate and Environmental Research, Oslo 0349), MET-Norway (Norwegian Meteorological Institute, Oslo 0313), NERSC (Nansen Environmental and Remote Sensing Center, Bergen 5006), NILU (Norwegian Institute for Air Research, Kjeller 2027), UiB (University of Bergen, Bergen 5007), UiO (University of Oslo, Oslo 0313) and UNI (Uni Research, Bergen 5008), Norway. Mailing address: NCC, c/o MET-Norway, Henrik Mohns plass 1, Oslo 0313, Norway</dd><dt><span>institution_id :</span></dt><dd>NCC</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>model_id :</span></dt><dd>NorESM2-MM</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>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>NorESM2-MM</dd><dt><span>parent_sub_experiment_id :</span></dt><dd>none</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-01-01</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>run_variant :</span></dt><dd>N/A</dd><dt><span>source :</span></dt><dd>NorESM2-MM (2017): \n",
+       "aerosol: OsloAero\n",
+       "atmos: CAM-OSLO (1 degree resolution; 288 x 192; 32 levels; top level 3 mb)\n",
+       "atmosChem: OsloChemSimp\n",
+       "land: CLM\n",
+       "landIce: CISM\n",
+       "ocean: MICOM (1 degree resolution; 360 x 384; 70 levels; top grid cell minimum 0-2.5 m [native model uses hybrid density and generic upper-layer coordinate interpolated to z-level for contributed data])\n",
+       "ocnBgchem: HAMOCC\n",
+       "seaIce: CICE</dd><dt><span>source_id :</span></dt><dd>NorESM2-MM</dd><dt><span>source_type :</span></dt><dd>AOGCM AER BGC</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:(24 July 2019) MD5:0bb394a356ef9d214d027f1aca45853e</dd><dt><span>title :</span></dt><dd>NorESM2-MM output prepared for CMIP6</dd><dt><span>variable_id :</span></dt><dd>tos</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NCC 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) and at https:///pcmdi.llnl.gov/. 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>cmor_version :</span></dt><dd>3.5.0</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/ddb7b746-0a81-43e2-9511-1b696aa26b49</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset> Size: 12MB\n",
+       "Dimensions:             (time: 1, bnds: 2, j: 385, i: 360, vertices: 4)\n",
+       "Coordinates:\n",
+       "  * time                (time) object 8B 2051-04-16 00:00:00\n",
+       "  * j                   (j) int32 2kB 1 2 3 4 5 6 7 ... 380 381 382 383 384 385\n",
+       "  * i                   (i) int32 1kB 1 2 3 4 5 6 7 ... 355 356 357 358 359 360\n",
+       "    latitude            (j, i) float64 1MB ...\n",
+       "    longitude           (j, i) float64 1MB ...\n",
+       "Dimensions without coordinates: bnds, vertices\n",
+       "Data variables:\n",
+       "    time_bnds           (time, bnds) object 16B ...\n",
+       "    vertices_latitude   (time, j, i, vertices) float64 4MB ...\n",
+       "    vertices_longitude  (time, j, i, vertices) float64 4MB ...\n",
+       "    tos                 (time, j, i) float32 554kB ...\n",
+       "Attributes: (12/49)\n",
+       "    Conventions:               CF-1.7 CMIP-6.2\n",
+       "    activity_id:               ScenarioMIP\n",
+       "    branch_method:             Hybrid-restart from year 2015-01-01 of historical\n",
+       "    branch_time:               0.0\n",
+       "    branch_time_in_child:      0.0\n",
+       "    branch_time_in_parent:     60225.0\n",
+       "    ...                        ...\n",
+       "    title:                     NorESM2-MM output prepared for CMIP6\n",
+       "    variable_id:               tos\n",
+       "    variant_label:             r1i1p1f1\n",
+       "    license:                   CMIP6 model data produced by NCC is licensed u...\n",
+       "    cmor_version:              3.5.0\n",
+       "    tracking_id:               hdl:21.14100/ddb7b746-0a81-43e2-9511-1b696aa26b49"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ds = resp.datasets()[0]\n",
+    "ds"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}