notebooks/demo/demo-intake-catalog.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "center-vision",
   "metadata": {},
   "source": [
    "# Demo for using C3S intake catalog\n",
    "\n",
    "Intake Example:\n",
    "https://github.com/intake/intake-examples/blob/master/tutorial/data_scientist.ipynb\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "demographic-regulation",
   "metadata": {},
   "outputs": [],
   "source": [
    "import intake"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fewer-robert",
   "metadata": {},
   "source": [
    "## Open remote catalog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "becoming-theater",
   "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']"
      ]
     },
     "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": "markdown",
   "id": "forced-article",
   "metadata": {},
   "source": [
    "## Load catalog for c3s-cmip6\n",
    "Catalogs will be cached locally in `~/.intake/cache`.\n",
    "\n",
    "See: https://intake.readthedocs.io/en/latest/catalog.html?highlight=simplecache#caching-source-files-locally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ceramic-today",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>ds_id</th>\n",
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       "      <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",
       "      <td>28037112</td>\n",
       "      <td>c3s-cmip6</td>\n",
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       "      <td>2049-12-16T00:00:00</td>\n",
       "      <td>0.94, -89.38, 359.06, 89.38</td>\n",
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       "    <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",
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       "      <td>UKESM1-0-LL</td>\n",
       "      <td>ssp245</td>\n",
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       "      <td>Amon</td>\n",
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       "      <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",
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       "      <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",
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       "      <td>204026121</td>\n",
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       "      <td>tauu</td>\n",
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       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...</td>\n",
       "      <td>164344947</td>\n",
       "      <td>c3s-cmip6</td>\n",
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       "      <td>r1i1p4f2</td>\n",
       "      <td>Amon</td>\n",
       "      <td>rlus</td>\n",
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       "      <td>v20220322</td>\n",
       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>historical</td>\n",
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       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
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       "    <tr>\n",
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       "      <td>CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...</td>\n",
       "      <td>143468073</td>\n",
       "      <td>c3s-cmip6</td>\n",
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       "      <td>MIROC</td>\n",
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       "      <td>Amon</td>\n",
       "      <td>tasmin</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20220322</td>\n",
       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
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       "      <td>historical</td>\n",
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       "      <td>prsn</td>\n",
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       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>133159 rows × 17 columns</p>\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",
       "133154  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "133155  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "133156  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "133157  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "133158  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "\n",
       "                                                     path        size  \\\n",
       "0       ScenarioMIP/MOHC/UKESM1-0-LL/ssp245/r1i1p1f2/A...    28037112   \n",
       "1       ScenarioMIP/MOHC/UKESM1-0-LL/ssp245/r1i1p1f2/A...    38838222   \n",
       "2       ScenarioMIP/NCAR/CESM2/ssp370/r4i1p1f1/Amon/pr...   104081588   \n",
       "3       ScenarioMIP/NCAR/CESM2/ssp370/r4i1p1f1/Amon/pr...    74977662   \n",
       "4       ScenarioMIP/AS-RCEC/TaiESM1/ssp370/r1i1p1f1/Am...   144277888   \n",
       "...                                                   ...         ...   \n",
       "133154  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...   204026121   \n",
       "133155  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...   164344947   \n",
       "133156  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...  3420481903   \n",
       "133157  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...   143468073   \n",
       "133158  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...    86270014   \n",
       "\n",
       "          mip_era  activity_id institution_id    source_id experiment_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   \n",
       "3       c3s-cmip6  ScenarioMIP           NCAR        CESM2        ssp370   \n",
       "4       c3s-cmip6  ScenarioMIP        AS-RCEC      TaiESM1        ssp370   \n",
       "...           ...          ...            ...          ...           ...   \n",
       "133154  c3s-cmip6         CMIP          MIROC   MIROC-ES2H    historical   \n",
       "133155  c3s-cmip6         CMIP          MIROC   MIROC-ES2H    historical   \n",
       "133156  c3s-cmip6         CMIP          MIROC   MIROC-ES2H    historical   \n",
       "133157  c3s-cmip6         CMIP          MIROC   MIROC-ES2H    historical   \n",
       "133158  c3s-cmip6         CMIP          MIROC   MIROC-ES2H    historical   \n",
       "\n",
       "       member_id table_id variable_id grid_label    version  \\\n",
       "0       r1i1p1f2     Amon          ts         gn  v20190507   \n",
       "1       r1i1p1f2     Amon          ts         gn  v20190507   \n",
       "2       r4i1p1f1     Amon          pr         gn  v20200528   \n",
       "3       r4i1p1f1     Amon          pr         gn  v20200528   \n",
       "4       r1i1p1f1     Amon        rlut         gn  v20201014   \n",
       "...          ...      ...         ...        ...        ...   \n",
       "133154  r1i1p4f2     Amon        tauu         gn  v20220322   \n",
       "133155  r1i1p4f2     Amon        rlus         gn  v20220322   \n",
       "133156  r1i1p4f2     Amon          ua         gn  v20220322   \n",
       "133157  r1i1p4f2     Amon      tasmin         gn  v20220322   \n",
       "133158  r1i1p4f2     Amon        prsn         gn  v20220322   \n",
       "\n",
       "                 start_time             end_time                         bbox  \\\n",
       "0       2015-01-16T00:00:00  2049-12-16T00:00:00  0.94, -89.38, 359.06, 89.38   \n",
       "1       2050-01-16T00:00:00  2100-12-16T00:00:00  0.94, -89.38, 359.06, 89.38   \n",
       "2       2015-01-15T12:00:00  2064-12-15T12:00:00  0.00, -90.00, 358.75, 90.00   \n",
       "3       2065-01-15T12:00:00  2100-12-15T12:00:00  0.00, -90.00, 358.75, 90.00   \n",
       "4       2015-01-16T12:00:00  2100-12-16T12:00:00  0.00, -90.00, 358.75, 90.00   \n",
       "...                     ...                  ...                          ...   \n",
       "133154  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "133155  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "133156  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "133157  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "133158  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "\n",
       "                                                    level  \n",
       "0                                                     NaN  \n",
       "1                                                     NaN  \n",
       "2                                                     NaN  \n",
       "3                                                     NaN  \n",
       "4                                                     NaN  \n",
       "...                                                   ...  \n",
       "133154                                                NaN  \n",
       "133155                                                NaN  \n",
       "133156  100.00 500.00 1000.00 2000.00 3000.00 5000.00 ...  \n",
       "133157                                               2.00  \n",
       "133158                                                NaN  \n",
       "\n",
       "[133159 rows x 17 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cmip6 = cat['c3s-cmip6'].read()\n",
    "df_cmip6"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "architectural-suspension",
   "metadata": {},
   "source": [
    "### Search dataset ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "important-algebra",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds_id</th>\n",
       "      <th>path</th>\n",
       "      <th>size</th>\n",
       "      <th>mip_era</th>\n",
       "      <th>activity_id</th>\n",
       "      <th>institution_id</th>\n",
       "      <th>source_id</th>\n",
       "      <th>experiment_id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>table_id</th>\n",
       "      <th>variable_id</th>\n",
       "      <th>grid_label</th>\n",
       "      <th>version</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>bbox</th>\n",
       "      <th>level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>133127</th>\n",
       "      <td>c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...</td>\n",
       "      <td>CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...</td>\n",
       "      <td>143258359</td>\n",
       "      <td>c3s-cmip6</td>\n",
       "      <td>CMIP</td>\n",
       "      <td>MIROC</td>\n",
       "      <td>MIROC-ES2H</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p4f2</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20220322</td>\n",
       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133128</th>\n",
       "      <td>c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...</td>\n",
       "      <td>CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...</td>\n",
       "      <td>207232287</td>\n",
       "      <td>c3s-cmip6</td>\n",
       "      <td>CMIP</td>\n",
       "      <td>MIROC</td>\n",
       "      <td>MIROC-ES2H</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p4f2</td>\n",
       "      <td>Amon</td>\n",
       "      <td>vas</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20220322</td>\n",
       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133129</th>\n",
       "      <td>c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...</td>\n",
       "      <td>CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...</td>\n",
       "      <td>144450061</td>\n",
       "      <td>c3s-cmip6</td>\n",
       "      <td>CMIP</td>\n",
       "      <td>MIROC</td>\n",
       "      <td>MIROC-ES2H</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p4f2</td>\n",
       "      <td>Amon</td>\n",
       "      <td>ts</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20220322</td>\n",
       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133130</th>\n",
       "      <td>c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...</td>\n",
       "      <td>CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...</td>\n",
       "      <td>3085501617</td>\n",
       "      <td>c3s-cmip6</td>\n",
       "      <td>CMIP</td>\n",
       "      <td>MIROC</td>\n",
       "      <td>MIROC-ES2H</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p4f2</td>\n",
       "      <td>Amon</td>\n",
       "      <td>hur</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20220322</td>\n",
       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
       "      <td>100.00 500.00 1000.00 2000.00 3000.00 5000.00 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133131</th>\n",
       "      <td>c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...</td>\n",
       "      <td>CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...</td>\n",
       "      <td>3717607962</td>\n",
       "      <td>c3s-cmip6</td>\n",
       "      <td>CMIP</td>\n",
       "      <td>MIROC</td>\n",
       "      <td>MIROC-ES2H</td>\n",
       "      <td>historical</td>\n",
       "      <td>r1i1p4f2</td>\n",
       "      <td>Amon</td>\n",
       "      <td>va</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20220322</td>\n",
       "      <td>1850-01-16T12:00:00</td>\n",
       "      <td>2014-12-16T12:00:00</td>\n",
       "      <td>0.00, -88.93, 358.59, 88.93</td>\n",
       "      <td>100.00 500.00 1000.00 2000.00 3000.00 5000.00 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    ds_id  \\\n",
       "133127  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "133128  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "133129  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "133130  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "133131  c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i...   \n",
       "\n",
       "                                                     path        size  \\\n",
       "133127  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...   143258359   \n",
       "133128  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...   207232287   \n",
       "133129  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...   144450061   \n",
       "133130  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...  3085501617   \n",
       "133131  CMIP/MIROC/MIROC-ES2H/historical/r1i1p4f2/Amon...  3717607962   \n",
       "\n",
       "          mip_era activity_id institution_id   source_id experiment_id  \\\n",
       "133127  c3s-cmip6        CMIP          MIROC  MIROC-ES2H    historical   \n",
       "133128  c3s-cmip6        CMIP          MIROC  MIROC-ES2H    historical   \n",
       "133129  c3s-cmip6        CMIP          MIROC  MIROC-ES2H    historical   \n",
       "133130  c3s-cmip6        CMIP          MIROC  MIROC-ES2H    historical   \n",
       "133131  c3s-cmip6        CMIP          MIROC  MIROC-ES2H    historical   \n",
       "\n",
       "       member_id table_id variable_id grid_label    version  \\\n",
       "133127  r1i1p4f2     Amon         tas         gn  v20220322   \n",
       "133128  r1i1p4f2     Amon         vas         gn  v20220322   \n",
       "133129  r1i1p4f2     Amon          ts         gn  v20220322   \n",
       "133130  r1i1p4f2     Amon         hur         gn  v20220322   \n",
       "133131  r1i1p4f2     Amon          va         gn  v20220322   \n",
       "\n",
       "                 start_time             end_time                         bbox  \\\n",
       "133127  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "133128  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "133129  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "133130  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "133131  1850-01-16T12:00:00  2014-12-16T12:00:00  0.00, -88.93, 358.59, 88.93   \n",
       "\n",
       "                                                    level  \n",
       "133127                                               2.00  \n",
       "133128                                              10.00  \n",
       "133129                                                NaN  \n",
       "133130  100.00 500.00 1000.00 2000.00 3000.00 5000.00 ...  \n",
       "133131  100.00 500.00 1000.00 2000.00 3000.00 5000.00 ...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df_cmip6.loc[\n",
    "    (df_cmip6.experiment_id==\"historical\")\n",
    "    & (df_cmip6.member_id==\"r1i1p4f2\")\n",
    "    & (df_cmip6.source_id==\"MIROC-ES2H\")\n",
    "]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "maritime-association",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.tas.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.vas.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.ts.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.hur.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.va.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.rsds.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.uas.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.ps.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.hfls.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.hfss.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.rlut.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.rsut.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.tauv.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.pr.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.rsdt.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.tasmax.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.zg.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.rlds.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.clt.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.hus.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.sfcWind.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.psl.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.ta.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.evspsbl.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.huss.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.hurs.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.rsus.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.tauu.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.rlus.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.ua.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.tasmin.gn.v20220322',\n",
       "       'c3s-cmip6.CMIP.MIROC.MIROC-ES2H.historical.r1i1p4f2.Amon.prsn.gn.v20220322'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ds_id.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2967e076-00f6-4353-a287-5301b51f0dc3",
   "metadata": {},
   "source": [
    "## Load catalog for c3s-cmip6-decadal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0e1b6e47-c67b-4d7b-8aa1-efaae72a6ee3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds_id</th>\n",
       "      <th>path</th>\n",
       "      <th>size</th>\n",
       "      <th>mip_era</th>\n",
       "      <th>activity_id</th>\n",
       "      <th>institution_id</th>\n",
       "      <th>source_id</th>\n",
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       "      <th>variable_id</th>\n",
       "      <th>grid_label</th>\n",
       "      <th>version</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>bbox</th>\n",
       "      <th>level</th>\n",
       "      <th>member_year</th>\n",
       "      <th>member_ensemble</th>\n",
       "      <th>prefix</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.MPI-M.MPI-ESM1-2-HR.dcp...</td>\n",
       "      <td>DCPP/MPI-M/MPI-ESM1-2-HR/dcppA-hindcast/s2016-...</td>\n",
       "      <td>492479692</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>MPI-M</td>\n",
       "      <td>MPI-ESM1-2-HR</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s2016-r8i1p1f1</td>\n",
       "      <td>day</td>\n",
       "      <td>tasmax</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20210111</td>\n",
       "      <td>2016-11-01T12:00:00</td>\n",
       "      <td>2026-12-31T12:00:00</td>\n",
       "      <td>0.00, -89.28, 359.06, 89.28</td>\n",
       "      <td>2.00</td>\n",
       "      <td>s2016</td>\n",
       "      <td>r8i1p1f1</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.MPI-M.MPI-ESM1-2-HR.dcp...</td>\n",
       "      <td>DCPP/MPI-M/MPI-ESM1-2-HR/dcppA-hindcast/s2009-...</td>\n",
       "      <td>737204109</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>MPI-M</td>\n",
       "      <td>MPI-ESM1-2-HR</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s2009-r8i1p1f1</td>\n",
       "      <td>day</td>\n",
       "      <td>pr</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20210107</td>\n",
       "      <td>2009-11-01T12:00:00</td>\n",
       "      <td>2019-12-31T12:00:00</td>\n",
       "      <td>0.00, -89.28, 359.06, 89.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>s2009</td>\n",
       "      <td>r8i1p1f1</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.MOHC.HadGEM3-GC31-MM.dc...</td>\n",
       "      <td>DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/s1987...</td>\n",
       "      <td>953384</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>MOHC</td>\n",
       "      <td>HadGEM3-GC31-MM</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s1987-r3i1p1f2</td>\n",
       "      <td>Amon</td>\n",
       "      <td>pr</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20200417</td>\n",
       "      <td>1987-11-16T00:00:00</td>\n",
       "      <td>1987-12-16T00:00:00</td>\n",
       "      <td>0.42, -89.72, 359.58, 89.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>s1987</td>\n",
       "      <td>r3i1p1f2</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.MOHC.HadGEM3-GC31-MM.dc...</td>\n",
       "      <td>DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/s1995...</td>\n",
       "      <td>603757</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>MOHC</td>\n",
       "      <td>HadGEM3-GC31-MM</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s1995-r6i1p1f2</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20200417</td>\n",
       "      <td>1995-11-16T00:00:00</td>\n",
       "      <td>1995-12-16T00:00:00</td>\n",
       "      <td>0.42, -89.72, 359.58, 89.72</td>\n",
       "      <td>1.50</td>\n",
       "      <td>s1995</td>\n",
       "      <td>r6i1p1f2</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.MOHC.HadGEM3-GC31-MM.dc...</td>\n",
       "      <td>DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/s2004...</td>\n",
       "      <td>14824913</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>MOHC</td>\n",
       "      <td>HadGEM3-GC31-MM</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s2004-r10i1p1f2</td>\n",
       "      <td>AERday</td>\n",
       "      <td>zg500</td>\n",
       "      <td>gn</td>\n",
       "      <td>v20200417</td>\n",
       "      <td>2004-11-01T12:00:00</td>\n",
       "      <td>2004-12-30T12:00:00</td>\n",
       "      <td>0.42, -89.72, 359.58, 89.72</td>\n",
       "      <td>50000.00</td>\n",
       "      <td>s2004</td>\n",
       "      <td>r10i1p1f2</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115225</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...</td>\n",
       "      <td>DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...</td>\n",
       "      <td>138842521</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s1991-r7i1p1f1</td>\n",
       "      <td>day</td>\n",
       "      <td>tasmax</td>\n",
       "      <td>gr</td>\n",
       "      <td>v20201216</td>\n",
       "      <td>1997-11-01T12:00:00</td>\n",
       "      <td>1998-10-31T12:00:00</td>\n",
       "      <td>0.00, -89.46, 359.30, 89.46</td>\n",
       "      <td>2.00</td>\n",
       "      <td>s1991</td>\n",
       "      <td>r7i1p1f1</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115226</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...</td>\n",
       "      <td>DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...</td>\n",
       "      <td>138881574</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s1991-r7i1p1f1</td>\n",
       "      <td>day</td>\n",
       "      <td>tasmax</td>\n",
       "      <td>gr</td>\n",
       "      <td>v20201216</td>\n",
       "      <td>1998-11-01T12:00:00</td>\n",
       "      <td>1999-10-31T12:00:00</td>\n",
       "      <td>0.00, -89.46, 359.30, 89.46</td>\n",
       "      <td>2.00</td>\n",
       "      <td>s1991</td>\n",
       "      <td>r7i1p1f1</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115227</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...</td>\n",
       "      <td>DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...</td>\n",
       "      <td>139375727</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s1991-r7i1p1f1</td>\n",
       "      <td>day</td>\n",
       "      <td>tasmax</td>\n",
       "      <td>gr</td>\n",
       "      <td>v20201216</td>\n",
       "      <td>1999-11-01T12:00:00</td>\n",
       "      <td>2000-10-31T12:00:00</td>\n",
       "      <td>0.00, -89.46, 359.30, 89.46</td>\n",
       "      <td>2.00</td>\n",
       "      <td>s1991</td>\n",
       "      <td>r7i1p1f1</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115228</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...</td>\n",
       "      <td>DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...</td>\n",
       "      <td>138971412</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s1991-r7i1p1f1</td>\n",
       "      <td>day</td>\n",
       "      <td>tasmax</td>\n",
       "      <td>gr</td>\n",
       "      <td>v20201216</td>\n",
       "      <td>2000-11-01T12:00:00</td>\n",
       "      <td>2001-10-31T12:00:00</td>\n",
       "      <td>0.00, -89.46, 359.30, 89.46</td>\n",
       "      <td>2.00</td>\n",
       "      <td>s1991</td>\n",
       "      <td>r7i1p1f1</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115229</th>\n",
       "      <td>c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...</td>\n",
       "      <td>DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...</td>\n",
       "      <td>138898806</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "      <td>DCPP</td>\n",
       "      <td>EC-Earth-Consortium</td>\n",
       "      <td>EC-Earth3</td>\n",
       "      <td>dcppA-hindcast</td>\n",
       "      <td>s1991-r7i1p1f1</td>\n",
       "      <td>day</td>\n",
       "      <td>tasmax</td>\n",
       "      <td>gr</td>\n",
       "      <td>v20201216</td>\n",
       "      <td>2001-11-01T12:00:00</td>\n",
       "      <td>2002-10-31T12:00:00</td>\n",
       "      <td>0.00, -89.46, 359.30, 89.46</td>\n",
       "      <td>2.00</td>\n",
       "      <td>s1991</td>\n",
       "      <td>r7i1p1f1</td>\n",
       "      <td>c3s-cmip6-decadal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>115230 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    ds_id  \\\n",
       "0       c3s-cmip6-decadal.DCPP.MPI-M.MPI-ESM1-2-HR.dcp...   \n",
       "1       c3s-cmip6-decadal.DCPP.MPI-M.MPI-ESM1-2-HR.dcp...   \n",
       "2       c3s-cmip6-decadal.DCPP.MOHC.HadGEM3-GC31-MM.dc...   \n",
       "3       c3s-cmip6-decadal.DCPP.MOHC.HadGEM3-GC31-MM.dc...   \n",
       "4       c3s-cmip6-decadal.DCPP.MOHC.HadGEM3-GC31-MM.dc...   \n",
       "...                                                   ...   \n",
       "115225  c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...   \n",
       "115226  c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...   \n",
       "115227  c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...   \n",
       "115228  c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...   \n",
       "115229  c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-...   \n",
       "\n",
       "                                                     path       size  \\\n",
       "0       DCPP/MPI-M/MPI-ESM1-2-HR/dcppA-hindcast/s2016-...  492479692   \n",
       "1       DCPP/MPI-M/MPI-ESM1-2-HR/dcppA-hindcast/s2009-...  737204109   \n",
       "2       DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/s1987...     953384   \n",
       "3       DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/s1995...     603757   \n",
       "4       DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/s2004...   14824913   \n",
       "...                                                   ...        ...   \n",
       "115225  DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...  138842521   \n",
       "115226  DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...  138881574   \n",
       "115227  DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...  139375727   \n",
       "115228  DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...  138971412   \n",
       "115229  DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindc...  138898806   \n",
       "\n",
       "                  mip_era activity_id       institution_id        source_id  \\\n",
       "0       c3s-cmip6-decadal        DCPP                MPI-M    MPI-ESM1-2-HR   \n",
       "1       c3s-cmip6-decadal        DCPP                MPI-M    MPI-ESM1-2-HR   \n",
       "2       c3s-cmip6-decadal        DCPP                 MOHC  HadGEM3-GC31-MM   \n",
       "3       c3s-cmip6-decadal        DCPP                 MOHC  HadGEM3-GC31-MM   \n",
       "4       c3s-cmip6-decadal        DCPP                 MOHC  HadGEM3-GC31-MM   \n",
       "...                   ...         ...                  ...              ...   \n",
       "115225  c3s-cmip6-decadal        DCPP  EC-Earth-Consortium        EC-Earth3   \n",
       "115226  c3s-cmip6-decadal        DCPP  EC-Earth-Consortium        EC-Earth3   \n",
       "115227  c3s-cmip6-decadal        DCPP  EC-Earth-Consortium        EC-Earth3   \n",
       "115228  c3s-cmip6-decadal        DCPP  EC-Earth-Consortium        EC-Earth3   \n",
       "115229  c3s-cmip6-decadal        DCPP  EC-Earth-Consortium        EC-Earth3   \n",
       "\n",
       "         experiment_id        member_id table_id variable_id grid_label  \\\n",
       "0       dcppA-hindcast   s2016-r8i1p1f1      day      tasmax         gn   \n",
       "1       dcppA-hindcast   s2009-r8i1p1f1      day          pr         gn   \n",
       "2       dcppA-hindcast   s1987-r3i1p1f2     Amon          pr         gn   \n",
       "3       dcppA-hindcast   s1995-r6i1p1f2     Amon         tas         gn   \n",
       "4       dcppA-hindcast  s2004-r10i1p1f2   AERday       zg500         gn   \n",
       "...                ...              ...      ...         ...        ...   \n",
       "115225  dcppA-hindcast   s1991-r7i1p1f1      day      tasmax         gr   \n",
       "115226  dcppA-hindcast   s1991-r7i1p1f1      day      tasmax         gr   \n",
       "115227  dcppA-hindcast   s1991-r7i1p1f1      day      tasmax         gr   \n",
       "115228  dcppA-hindcast   s1991-r7i1p1f1      day      tasmax         gr   \n",
       "115229  dcppA-hindcast   s1991-r7i1p1f1      day      tasmax         gr   \n",
       "\n",
       "          version           start_time             end_time  \\\n",
       "0       v20210111  2016-11-01T12:00:00  2026-12-31T12:00:00   \n",
       "1       v20210107  2009-11-01T12:00:00  2019-12-31T12:00:00   \n",
       "2       v20200417  1987-11-16T00:00:00  1987-12-16T00:00:00   \n",
       "3       v20200417  1995-11-16T00:00:00  1995-12-16T00:00:00   \n",
       "4       v20200417  2004-11-01T12:00:00  2004-12-30T12:00:00   \n",
       "...           ...                  ...                  ...   \n",
       "115225  v20201216  1997-11-01T12:00:00  1998-10-31T12:00:00   \n",
       "115226  v20201216  1998-11-01T12:00:00  1999-10-31T12:00:00   \n",
       "115227  v20201216  1999-11-01T12:00:00  2000-10-31T12:00:00   \n",
       "115228  v20201216  2000-11-01T12:00:00  2001-10-31T12:00:00   \n",
       "115229  v20201216  2001-11-01T12:00:00  2002-10-31T12:00:00   \n",
       "\n",
       "                               bbox     level member_year member_ensemble  \\\n",
       "0       0.00, -89.28, 359.06, 89.28      2.00       s2016        r8i1p1f1   \n",
       "1       0.00, -89.28, 359.06, 89.28       NaN       s2009        r8i1p1f1   \n",
       "2       0.42, -89.72, 359.58, 89.72       NaN       s1987        r3i1p1f2   \n",
       "3       0.42, -89.72, 359.58, 89.72      1.50       s1995        r6i1p1f2   \n",
       "4       0.42, -89.72, 359.58, 89.72  50000.00       s2004       r10i1p1f2   \n",
       "...                             ...       ...         ...             ...   \n",
       "115225  0.00, -89.46, 359.30, 89.46      2.00       s1991        r7i1p1f1   \n",
       "115226  0.00, -89.46, 359.30, 89.46      2.00       s1991        r7i1p1f1   \n",
       "115227  0.00, -89.46, 359.30, 89.46      2.00       s1991        r7i1p1f1   \n",
       "115228  0.00, -89.46, 359.30, 89.46      2.00       s1991        r7i1p1f1   \n",
       "115229  0.00, -89.46, 359.30, 89.46      2.00       s1991        r7i1p1f1   \n",
       "\n",
       "                   prefix  \n",
       "0       c3s-cmip6-decadal  \n",
       "1       c3s-cmip6-decadal  \n",
       "2       c3s-cmip6-decadal  \n",
       "3       c3s-cmip6-decadal  \n",
       "4       c3s-cmip6-decadal  \n",
       "...                   ...  \n",
       "115225  c3s-cmip6-decadal  \n",
       "115226  c3s-cmip6-decadal  \n",
       "115227  c3s-cmip6-decadal  \n",
       "115228  c3s-cmip6-decadal  \n",
       "115229  c3s-cmip6-decadal  \n",
       "\n",
       "[115230 rows x 20 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cmip6_decadal = cat['c3s-cmip6-decadal'].read()\n",
    "df_cmip6_decadal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9f40de66-b9ad-4062-885d-543d30574f37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ds_id               10\n",
       "path               110\n",
       "size               109\n",
       "mip_era              1\n",
       "activity_id          1\n",
       "institution_id       1\n",
       "source_id            1\n",
       "experiment_id        1\n",
       "member_id           10\n",
       "table_id             1\n",
       "variable_id          1\n",
       "grid_label           1\n",
       "version              2\n",
       "start_time          11\n",
       "end_time            11\n",
       "bbox                 1\n",
       "level                1\n",
       "member_year          1\n",
       "member_ensemble     10\n",
       "prefix               1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df_cmip6_decadal.loc[\n",
    "    (df_cmip6_decadal.variable_id==\"tas\") \n",
    "    & (df_cmip6_decadal.experiment_id==\"dcppA-hindcast\")\n",
    "    & (df_cmip6_decadal.table_id==\"Amon\")\n",
    "    & (df_cmip6_decadal.institution_id==\"EC-Earth-Consortium\")\n",
    "    & (df_cmip6_decadal.member_year==\"s1995\")\n",
    "]\n",
    "df.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0208c132-dc03-46d9-b2bd-56f4296b02ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r10i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r1i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r2i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r3i1p1f1.Amon.tas.gr.v20201215',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r4i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r5i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r6i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r7i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r8i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216',\n",
       " 'c3s-cmip6-decadal.DCPP.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.s1995-r9i1p1f1.Amon.tas.gr.v20201216']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_ids = list(df.ds_id)\n",
    "ds_ids.sort()\n",
    "ds_ids"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "159209e3-bb6d-4280-8c44-240de51d28bf",
   "metadata": {},
   "source": [
    "## Load Catalog for C3S-CORDEX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d04937d7-744b-45db-876a-ae487751b0ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds_id</th>\n",
       "      <th>path</th>\n",
       "      <th>size</th>\n",
       "      <th>project</th>\n",
       "      <th>product</th>\n",
       "      <th>domain</th>\n",
       "      <th>institute</th>\n",
       "      <th>driving_model</th>\n",
       "      <th>experiment_id</th>\n",
       "      <th>ensemble</th>\n",
       "      <th>rcm_name</th>\n",
       "      <th>rcm_version</th>\n",
       "      <th>time_frequency</th>\n",
       "      <th>variable</th>\n",
       "      <th>version</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>bbox</th>\n",
       "      <th>level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...</td>\n",
       "      <td>output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...</td>\n",
       "      <td>176452637</td>\n",
       "      <td>c3s-cordex</td>\n",
       "      <td>output</td>\n",
       "      <td>EAS-44</td>\n",
       "      <td>CLMcom</td>\n",
       "      <td>CNRM-CERFACS-CNRM-CM5</td>\n",
       "      <td>rcp45</td>\n",
       "      <td>r1i1p1</td>\n",
       "      <td>CLMcom-CCLM5-0-2</td>\n",
       "      <td>v1</td>\n",
       "      <td>day</td>\n",
       "      <td>huss</td>\n",
       "      <td>v20201215</td>\n",
       "      <td>2006-01-01T12:00:00</td>\n",
       "      <td>2010-12-31T12:00:00</td>\n",
       "      <td>63.36, -18.23, 175.13, 58.59</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...</td>\n",
       "      <td>output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...</td>\n",
       "      <td>176393262</td>\n",
       "      <td>c3s-cordex</td>\n",
       "      <td>output</td>\n",
       "      <td>EAS-44</td>\n",
       "      <td>CLMcom</td>\n",
       "      <td>CNRM-CERFACS-CNRM-CM5</td>\n",
       "      <td>rcp45</td>\n",
       "      <td>r1i1p1</td>\n",
       "      <td>CLMcom-CCLM5-0-2</td>\n",
       "      <td>v1</td>\n",
       "      <td>day</td>\n",
       "      <td>huss</td>\n",
       "      <td>v20201215</td>\n",
       "      <td>2011-01-01T12:00:00</td>\n",
       "      <td>2015-12-31T12:00:00</td>\n",
       "      <td>63.36, -18.23, 175.13, 58.59</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...</td>\n",
       "      <td>output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...</td>\n",
       "      <td>176557045</td>\n",
       "      <td>c3s-cordex</td>\n",
       "      <td>output</td>\n",
       "      <td>EAS-44</td>\n",
       "      <td>CLMcom</td>\n",
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       "      <td>rcp45</td>\n",
       "      <td>r1i1p1</td>\n",
       "      <td>CLMcom-CCLM5-0-2</td>\n",
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       "      <td>2016-01-01T12:00:00</td>\n",
       "      <td>2020-12-31T12:00:00</td>\n",
       "      <td>63.36, -18.23, 175.13, 58.59</td>\n",
       "      <td>10.00</td>\n",
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       "    <tr>\n",
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       "      <td>output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...</td>\n",
       "      <td>176346476</td>\n",
       "      <td>c3s-cordex</td>\n",
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       "      <td>EAS-44</td>\n",
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       "      <td>rcp45</td>\n",
       "      <td>r1i1p1</td>\n",
       "      <td>CLMcom-CCLM5-0-2</td>\n",
       "      <td>v1</td>\n",
       "      <td>day</td>\n",
       "      <td>huss</td>\n",
       "      <td>v20201215</td>\n",
       "      <td>2021-01-01T12:00:00</td>\n",
       "      <td>2025-12-31T12:00:00</td>\n",
       "      <td>63.36, -18.23, 175.13, 58.59</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...</td>\n",
       "      <td>output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...</td>\n",
       "      <td>176260737</td>\n",
       "      <td>c3s-cordex</td>\n",
       "      <td>output</td>\n",
       "      <td>EAS-44</td>\n",
       "      <td>CLMcom</td>\n",
       "      <td>CNRM-CERFACS-CNRM-CM5</td>\n",
       "      <td>rcp45</td>\n",
       "      <td>r1i1p1</td>\n",
       "      <td>CLMcom-CCLM5-0-2</td>\n",
       "      <td>v1</td>\n",
       "      <td>day</td>\n",
       "      <td>huss</td>\n",
       "      <td>v20201215</td>\n",
       "      <td>2026-01-01T12:00:00</td>\n",
       "      <td>2030-12-31T12:00:00</td>\n",
       "      <td>63.36, -18.23, 175.13, 58.59</td>\n",
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       "      <td>c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...</td>\n",
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       "      <th>567375</th>\n",
       "      <td>c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...</td>\n",
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       "      <td>SMHI-RCA4</td>\n",
       "      <td>v1</td>\n",
       "      <td>day</td>\n",
       "      <td>tasmin</td>\n",
       "      <td>v20201201</td>\n",
       "      <td>1986-01-01T12:00:00</td>\n",
       "      <td>1990-12-31T12:00:00</td>\n",
       "      <td>-127.58, -19.46, -19.41, 46.38</td>\n",
       "      <td>2.00</td>\n",
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       "      <th>567376</th>\n",
       "      <td>c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...</td>\n",
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       "      <td>1991-01-01T12:00:00</td>\n",
       "      <td>1995-12-31T12:00:00</td>\n",
       "      <td>-127.58, -19.46, -19.41, 46.38</td>\n",
       "      <td>2.00</td>\n",
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       "      <th>567377</th>\n",
       "      <td>c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...</td>\n",
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       "      <td>60957749</td>\n",
       "      <td>c3s-cordex</td>\n",
       "      <td>output</td>\n",
       "      <td>CAM-44</td>\n",
       "      <td>SMHI</td>\n",
       "      <td>ICHEC-EC-EARTH</td>\n",
       "      <td>historical</td>\n",
       "      <td>r12i1p1</td>\n",
       "      <td>SMHI-RCA4</td>\n",
       "      <td>v1</td>\n",
       "      <td>day</td>\n",
       "      <td>tasmin</td>\n",
       "      <td>v20201201</td>\n",
       "      <td>1996-01-01T12:00:00</td>\n",
       "      <td>2000-12-31T12:00:00</td>\n",
       "      <td>-127.58, -19.46, -19.41, 46.38</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567378</th>\n",
       "      <td>c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...</td>\n",
       "      <td>output/CAM-44/SMHI/ICHEC-EC-EARTH/historical/r...</td>\n",
       "      <td>60801923</td>\n",
       "      <td>c3s-cordex</td>\n",
       "      <td>output</td>\n",
       "      <td>CAM-44</td>\n",
       "      <td>SMHI</td>\n",
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       "      <td>2001-01-01T12:00:00</td>\n",
       "      <td>2005-12-31T12:00:00</td>\n",
       "      <td>-127.58, -19.46, -19.41, 46.38</td>\n",
       "      <td>2.00</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>567379 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    ds_id  \\\n",
       "0       c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...   \n",
       "1       c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...   \n",
       "2       c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...   \n",
       "3       c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...   \n",
       "4       c3s-cordex.output.EAS-44.CLMcom.CNRM-CERFACS-C...   \n",
       "...                                                   ...   \n",
       "567374  c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...   \n",
       "567375  c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...   \n",
       "567376  c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...   \n",
       "567377  c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...   \n",
       "567378  c3s-cordex.output.CAM-44.SMHI.ICHEC-EC-EARTH.h...   \n",
       "\n",
       "                                                     path       size  \\\n",
       "0       output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...  176452637   \n",
       "1       output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...  176393262   \n",
       "2       output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...  176557045   \n",
       "3       output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...  176346476   \n",
       "4       output/EAS-44/CLMcom/CNRM-CERFACS-CNRM-CM5/rcp...  176260737   \n",
       "...                                                   ...        ...   \n",
       "567374  output/CAM-44/SMHI/ICHEC-EC-EARTH/historical/r...   60776141   \n",
       "567375  output/CAM-44/SMHI/ICHEC-EC-EARTH/historical/r...   60562273   \n",
       "567376  output/CAM-44/SMHI/ICHEC-EC-EARTH/historical/r...   60779301   \n",
       "567377  output/CAM-44/SMHI/ICHEC-EC-EARTH/historical/r...   60957749   \n",
       "567378  output/CAM-44/SMHI/ICHEC-EC-EARTH/historical/r...   60801923   \n",
       "\n",
       "           project product  domain institute          driving_model  \\\n",
       "0       c3s-cordex  output  EAS-44    CLMcom  CNRM-CERFACS-CNRM-CM5   \n",
       "1       c3s-cordex  output  EAS-44    CLMcom  CNRM-CERFACS-CNRM-CM5   \n",
       "2       c3s-cordex  output  EAS-44    CLMcom  CNRM-CERFACS-CNRM-CM5   \n",
       "3       c3s-cordex  output  EAS-44    CLMcom  CNRM-CERFACS-CNRM-CM5   \n",
       "4       c3s-cordex  output  EAS-44    CLMcom  CNRM-CERFACS-CNRM-CM5   \n",
       "...            ...     ...     ...       ...                    ...   \n",
       "567374  c3s-cordex  output  CAM-44      SMHI         ICHEC-EC-EARTH   \n",
       "567375  c3s-cordex  output  CAM-44      SMHI         ICHEC-EC-EARTH   \n",
       "567376  c3s-cordex  output  CAM-44      SMHI         ICHEC-EC-EARTH   \n",
       "567377  c3s-cordex  output  CAM-44      SMHI         ICHEC-EC-EARTH   \n",
       "567378  c3s-cordex  output  CAM-44      SMHI         ICHEC-EC-EARTH   \n",
       "\n",
       "       experiment_id ensemble          rcm_name rcm_version time_frequency  \\\n",
       "0              rcp45   r1i1p1  CLMcom-CCLM5-0-2          v1            day   \n",
       "1              rcp45   r1i1p1  CLMcom-CCLM5-0-2          v1            day   \n",
       "2              rcp45   r1i1p1  CLMcom-CCLM5-0-2          v1            day   \n",
       "3              rcp45   r1i1p1  CLMcom-CCLM5-0-2          v1            day   \n",
       "4              rcp45   r1i1p1  CLMcom-CCLM5-0-2          v1            day   \n",
       "...              ...      ...               ...         ...            ...   \n",
       "567374    historical  r12i1p1         SMHI-RCA4          v1            day   \n",
       "567375    historical  r12i1p1         SMHI-RCA4          v1            day   \n",
       "567376    historical  r12i1p1         SMHI-RCA4          v1            day   \n",
       "567377    historical  r12i1p1         SMHI-RCA4          v1            day   \n",
       "567378    historical  r12i1p1         SMHI-RCA4          v1            day   \n",
       "\n",
       "       variable    version           start_time             end_time  \\\n",
       "0          huss  v20201215  2006-01-01T12:00:00  2010-12-31T12:00:00   \n",
       "1          huss  v20201215  2011-01-01T12:00:00  2015-12-31T12:00:00   \n",
       "2          huss  v20201215  2016-01-01T12:00:00  2020-12-31T12:00:00   \n",
       "3          huss  v20201215  2021-01-01T12:00:00  2025-12-31T12:00:00   \n",
       "4          huss  v20201215  2026-01-01T12:00:00  2030-12-31T12:00:00   \n",
       "...         ...        ...                  ...                  ...   \n",
       "567374   tasmin  v20201201  1981-01-01T12:00:00  1985-12-31T12:00:00   \n",
       "567375   tasmin  v20201201  1986-01-01T12:00:00  1990-12-31T12:00:00   \n",
       "567376   tasmin  v20201201  1991-01-01T12:00:00  1995-12-31T12:00:00   \n",
       "567377   tasmin  v20201201  1996-01-01T12:00:00  2000-12-31T12:00:00   \n",
       "567378   tasmin  v20201201  2001-01-01T12:00:00  2005-12-31T12:00:00   \n",
       "\n",
       "                                  bbox  level  \n",
       "0         63.36, -18.23, 175.13, 58.59  10.00  \n",
       "1         63.36, -18.23, 175.13, 58.59  10.00  \n",
       "2         63.36, -18.23, 175.13, 58.59  10.00  \n",
       "3         63.36, -18.23, 175.13, 58.59  10.00  \n",
       "4         63.36, -18.23, 175.13, 58.59  10.00  \n",
       "...                                ...    ...  \n",
       "567374  -127.58, -19.46, -19.41, 46.38   2.00  \n",
       "567375  -127.58, -19.46, -19.41, 46.38   2.00  \n",
       "567376  -127.58, -19.46, -19.41, 46.38   2.00  \n",
       "567377  -127.58, -19.46, -19.41, 46.38   2.00  \n",
       "567378  -127.58, -19.46, -19.41, 46.38   2.00  \n",
       "\n",
       "[567379 rows x 19 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cordex = cat['c3s-cordex'].read()\n",
    "df_cordex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "46ec77bb-ce85-4b52-96bb-3e5bb81dabf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>r1i1p1</td>\n",
       "      <td>MOHC-HadREM3-GA7-05</td>\n",
       "      <td>v1</td>\n",
       "      <td>mon</td>\n",
       "      <td>tas</td>\n",
       "      <td>v20200330</td>\n",
       "      <td>2021-01-16T00:00:00</td>\n",
       "      <td>2030-12-16T00:00:00</td>\n",
       "      <td>-44.59, 21.99, 64.96, 72.59</td>\n",
       "      <td>1.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11820</th>\n",
       "      <td>c3s-cordex.output.EUR-11.MOHC.MOHC-HadGEM2-ES....</td>\n",
       "      <td>output/EUR-11/MOHC/MOHC-HadGEM2-ES/rcp85/r1i1p...</td>\n",
       "      <td>46059570</td>\n",
       "      <td>c3s-cordex</td>\n",
       "      <td>output</td>\n",
       "      <td>EUR-11</td>\n",
       "      <td>MOHC</td>\n",
       "      <td>MOHC-HadGEM2-ES</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>r1i1p1</td>\n",
       "      <td>MOHC-HadREM3-GA7-05</td>\n",
       "      <td>v1</td>\n",
       "      <td>mon</td>\n",
       "      <td>tas</td>\n",
       "      <td>v20200330</td>\n",
       "      <td>2031-01-16T00:00:00</td>\n",
       "      <td>2040-12-16T00:00:00</td>\n",
       "      <td>-44.59, 21.99, 64.96, 72.59</td>\n",
       "      <td>1.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11821</th>\n",
       "      <td>c3s-cordex.output.EUR-11.MOHC.MOHC-HadGEM2-ES....</td>\n",
       "      <td>output/EUR-11/MOHC/MOHC-HadGEM2-ES/rcp85/r1i1p...</td>\n",
       "      <td>46034891</td>\n",
       "      <td>c3s-cordex</td>\n",
       "      <td>output</td>\n",
       "      <td>EUR-11</td>\n",
       "      <td>MOHC</td>\n",
       "      <td>MOHC-HadGEM2-ES</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>r1i1p1</td>\n",
       "      <td>MOHC-HadREM3-GA7-05</td>\n",
       "      <td>v1</td>\n",
       "      <td>mon</td>\n",
       "      <td>tas</td>\n",
       "      <td>v20200330</td>\n",
       "      <td>2041-01-16T00:00:00</td>\n",
       "      <td>2050-12-16T00:00:00</td>\n",
       "      <td>-44.59, 21.99, 64.96, 72.59</td>\n",
       "      <td>1.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   ds_id  \\\n",
       "11817  c3s-cordex.output.EUR-11.MOHC.MOHC-HadGEM2-ES....   \n",
       "11818  c3s-cordex.output.EUR-11.MOHC.MOHC-HadGEM2-ES....   \n",
       "11819  c3s-cordex.output.EUR-11.MOHC.MOHC-HadGEM2-ES....   \n",
       "11820  c3s-cordex.output.EUR-11.MOHC.MOHC-HadGEM2-ES....   \n",
       "11821  c3s-cordex.output.EUR-11.MOHC.MOHC-HadGEM2-ES....   \n",
       "\n",
       "                                                    path      size  \\\n",
       "11817  output/EUR-11/MOHC/MOHC-HadGEM2-ES/rcp85/r1i1p...  27812779   \n",
       "11818  output/EUR-11/MOHC/MOHC-HadGEM2-ES/rcp85/r1i1p...  46090612   \n",
       "11819  output/EUR-11/MOHC/MOHC-HadGEM2-ES/rcp85/r1i1p...  46067468   \n",
       "11820  output/EUR-11/MOHC/MOHC-HadGEM2-ES/rcp85/r1i1p...  46059570   \n",
       "11821  output/EUR-11/MOHC/MOHC-HadGEM2-ES/rcp85/r1i1p...  46034891   \n",
       "\n",
       "          project product  domain institute    driving_model experiment_id  \\\n",
       "11817  c3s-cordex  output  EUR-11      MOHC  MOHC-HadGEM2-ES         rcp85   \n",
       "11818  c3s-cordex  output  EUR-11      MOHC  MOHC-HadGEM2-ES         rcp85   \n",
       "11819  c3s-cordex  output  EUR-11      MOHC  MOHC-HadGEM2-ES         rcp85   \n",
       "11820  c3s-cordex  output  EUR-11      MOHC  MOHC-HadGEM2-ES         rcp85   \n",
       "11821  c3s-cordex  output  EUR-11      MOHC  MOHC-HadGEM2-ES         rcp85   \n",
       "\n",
       "      ensemble             rcm_name rcm_version time_frequency variable  \\\n",
       "11817   r1i1p1  MOHC-HadREM3-GA7-05          v1            mon      tas   \n",
       "11818   r1i1p1  MOHC-HadREM3-GA7-05          v1            mon      tas   \n",
       "11819   r1i1p1  MOHC-HadREM3-GA7-05          v1            mon      tas   \n",
       "11820   r1i1p1  MOHC-HadREM3-GA7-05          v1            mon      tas   \n",
       "11821   r1i1p1  MOHC-HadREM3-GA7-05          v1            mon      tas   \n",
       "\n",
       "         version           start_time             end_time  \\\n",
       "11817  v20200330  2005-12-16T00:00:00  2010-12-16T00:00:00   \n",
       "11818  v20200330  2011-01-16T00:00:00  2020-12-16T00:00:00   \n",
       "11819  v20200330  2021-01-16T00:00:00  2030-12-16T00:00:00   \n",
       "11820  v20200330  2031-01-16T00:00:00  2040-12-16T00:00:00   \n",
       "11821  v20200330  2041-01-16T00:00:00  2050-12-16T00:00:00   \n",
       "\n",
       "                              bbox level  \n",
       "11817  -44.59, 21.99, 64.96, 72.59  1.50  \n",
       "11818  -44.59, 21.99, 64.96, 72.59  1.50  \n",
       "11819  -44.59, 21.99, 64.96, 72.59  1.50  \n",
       "11820  -44.59, 21.99, 64.96, 72.59  1.50  \n",
       "11821  -44.59, 21.99, 64.96, 72.59  1.50  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df_cordex.loc[\n",
    "    (df_cordex.variable==\"tas\") \n",
    "    & (df_cordex.experiment_id==\"rcp85\")\n",
    "    & (df_cordex.domain==\"EUR-11\")\n",
    "    & (df_cordex.time_frequency==\"mon\")\n",
    "    & (df_cordex.driving_model==\"MOHC-HadGEM2-ES\")\n",
    "    & (df_cordex.ensemble==\"r1i1p1\")\n",
    "]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8f5fb385-f19b-4263-8b6a-ba71316307e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'c3s-cordex.output.EUR-11.MOHC.MOHC-HadGEM2-ES.rcp85.r1i1p1.MOHC-HadREM3-GA7-05.v1.mon.tas.v20200330'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collection = df.ds_id.unique()[0]\n",
    "collection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b706e525-4a39-4eaf-b3ed-a3a86ffba534",
   "metadata": {},
   "source": [
    "## Load Catalog for C3S-CMIP5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "34858887-9592-4e73-8cb6-30e0bed63671",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds_id</th>\n",
       "      <th>path</th>\n",
       "      <th>size</th>\n",
       "      <th>project</th>\n",
       "      <th>product</th>\n",
       "      <th>institute</th>\n",
       "      <th>model</th>\n",
       "      <th>experiment</th>\n",
       "      <th>time_frequency</th>\n",
       "      <th>realm</th>\n",
       "      <th>...</th>\n",
       "      <th>version</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>bbox</th>\n",
       "      <th>level</th>\n",
       "      <th>units</th>\n",
       "      <th>variable_name</th>\n",
       "      <th>description</th>\n",
       "      <th>url</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...</td>\n",
       "      <td>output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>BCC</td>\n",
       "      <td>bcc-csm1-1</td>\n",
       "      <td>amip</td>\n",
       "      <td>mon</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20181201</td>\n",
       "      <td>1979-01-01T12:00:00</td>\n",
       "      <td>2008-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Total cloud fraction (clt)</td>\n",
       "      <td>Total refers to the whole atmosphere column, a...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-monthly-single-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...</td>\n",
       "      <td>output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>BCC</td>\n",
       "      <td>bcc-csm1-1</td>\n",
       "      <td>amip</td>\n",
       "      <td>mon</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20181201</td>\n",
       "      <td>1979-01-01T12:00:00</td>\n",
       "      <td>2008-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>kg.m^-2.s^-1</td>\n",
       "      <td>Evaporation (evspsbl)</td>\n",
       "      <td>Evaporation rate. It includes conversion to va...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-monthly-single-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...</td>\n",
       "      <td>output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>BCC</td>\n",
       "      <td>bcc-csm1-1</td>\n",
       "      <td>amip</td>\n",
       "      <td>mon</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20181201</td>\n",
       "      <td>1979-01-01T12:00:00</td>\n",
       "      <td>2008-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>W.m^-2</td>\n",
       "      <td>Surface latent heat flux (hfls)</td>\n",
       "      <td>Flux per unit area of heat between the surface...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-monthly-single-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...</td>\n",
       "      <td>output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>BCC</td>\n",
       "      <td>bcc-csm1-1</td>\n",
       "      <td>amip</td>\n",
       "      <td>mon</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20181201</td>\n",
       "      <td>1979-01-01T12:00:00</td>\n",
       "      <td>2008-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>W.m^-2</td>\n",
       "      <td>Surface sensible heat flux (hfss)</td>\n",
       "      <td>Flux per unit area of heat between the surface...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-monthly-single-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...</td>\n",
       "      <td>output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>BCC</td>\n",
       "      <td>bcc-csm1-1</td>\n",
       "      <td>amip</td>\n",
       "      <td>mon</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20181201</td>\n",
       "      <td>1979-01-01T12:00:00</td>\n",
       "      <td>2008-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>kg.m-^2.s^-1</td>\n",
       "      <td>Snowfall flux (prsn)</td>\n",
       "      <td>Mass of water in the form of snow precipitatin...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-monthly-single-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171682</th>\n",
       "      <td>c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...</td>\n",
       "      <td>output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>NOAA-GFDL</td>\n",
       "      <td>GFDL-HIRAM-C360</td>\n",
       "      <td>amip</td>\n",
       "      <td>day</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20110601</td>\n",
       "      <td>2004-01-01T12:00:00</td>\n",
       "      <td>2004-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>m</td>\n",
       "      <td>Geopotential height (zg)</td>\n",
       "      <td>Gravitational potential energy per unit mass n...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-daily-pressure-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171683</th>\n",
       "      <td>c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...</td>\n",
       "      <td>output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>NOAA-GFDL</td>\n",
       "      <td>GFDL-HIRAM-C360</td>\n",
       "      <td>amip</td>\n",
       "      <td>day</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20110601</td>\n",
       "      <td>2005-01-01T12:00:00</td>\n",
       "      <td>2005-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>m</td>\n",
       "      <td>Geopotential height (zg)</td>\n",
       "      <td>Gravitational potential energy per unit mass n...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-daily-pressure-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171684</th>\n",
       "      <td>c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...</td>\n",
       "      <td>output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>NOAA-GFDL</td>\n",
       "      <td>GFDL-HIRAM-C360</td>\n",
       "      <td>amip</td>\n",
       "      <td>day</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20110601</td>\n",
       "      <td>2006-01-01T12:00:00</td>\n",
       "      <td>2006-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>m</td>\n",
       "      <td>Geopotential height (zg)</td>\n",
       "      <td>Gravitational potential energy per unit mass n...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-daily-pressure-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171685</th>\n",
       "      <td>c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...</td>\n",
       "      <td>output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>NOAA-GFDL</td>\n",
       "      <td>GFDL-HIRAM-C360</td>\n",
       "      <td>amip</td>\n",
       "      <td>day</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20110601</td>\n",
       "      <td>2007-01-01T12:00:00</td>\n",
       "      <td>2007-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>m</td>\n",
       "      <td>Geopotential height (zg)</td>\n",
       "      <td>Gravitational potential energy per unit mass n...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-daily-pressure-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171686</th>\n",
       "      <td>c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...</td>\n",
       "      <td>output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>NOAA-GFDL</td>\n",
       "      <td>GFDL-HIRAM-C360</td>\n",
       "      <td>amip</td>\n",
       "      <td>day</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20110601</td>\n",
       "      <td>2008-01-01T12:00:00</td>\n",
       "      <td>2008-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>m</td>\n",
       "      <td>Geopotential height (zg)</td>\n",
       "      <td>Gravitational potential energy per unit mass n...</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-daily-pressure-level</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>171687 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    ds_id  \\\n",
       "0       c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...   \n",
       "1       c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...   \n",
       "2       c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...   \n",
       "3       c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...   \n",
       "4       c3s-cmip5.output1.BCC.bcc-csm1-1.amip.mon.atmo...   \n",
       "...                                                   ...   \n",
       "171682  c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...   \n",
       "171683  c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...   \n",
       "171684  c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...   \n",
       "171685  c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...   \n",
       "171686  c3s-cmip5.output1.NOAA-GFDL.GFDL-HIRAM-C360.am...   \n",
       "\n",
       "                                                     path  size    project  \\\n",
       "0       output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...   NaN  c3s-cmip5   \n",
       "1       output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...   NaN  c3s-cmip5   \n",
       "2       output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...   NaN  c3s-cmip5   \n",
       "3       output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...   NaN  c3s-cmip5   \n",
       "4       output1/BCC/bcc-csm1-1/amip/mon/atmos/Amon/r1i...   NaN  c3s-cmip5   \n",
       "...                                                   ...   ...        ...   \n",
       "171682  output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...   NaN  c3s-cmip5   \n",
       "171683  output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...   NaN  c3s-cmip5   \n",
       "171684  output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...   NaN  c3s-cmip5   \n",
       "171685  output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...   NaN  c3s-cmip5   \n",
       "171686  output1/NOAA-GFDL/GFDL-HIRAM-C360/amip/day/atm...   NaN  c3s-cmip5   \n",
       "\n",
       "        product  institute            model experiment time_frequency  realm  \\\n",
       "0       output1        BCC       bcc-csm1-1       amip            mon  atmos   \n",
       "1       output1        BCC       bcc-csm1-1       amip            mon  atmos   \n",
       "2       output1        BCC       bcc-csm1-1       amip            mon  atmos   \n",
       "3       output1        BCC       bcc-csm1-1       amip            mon  atmos   \n",
       "4       output1        BCC       bcc-csm1-1       amip            mon  atmos   \n",
       "...         ...        ...              ...        ...            ...    ...   \n",
       "171682  output1  NOAA-GFDL  GFDL-HIRAM-C360       amip            day  atmos   \n",
       "171683  output1  NOAA-GFDL  GFDL-HIRAM-C360       amip            day  atmos   \n",
       "171684  output1  NOAA-GFDL  GFDL-HIRAM-C360       amip            day  atmos   \n",
       "171685  output1  NOAA-GFDL  GFDL-HIRAM-C360       amip            day  atmos   \n",
       "171686  output1  NOAA-GFDL  GFDL-HIRAM-C360       amip            day  atmos   \n",
       "\n",
       "        ...    version           start_time             end_time bbox level  \\\n",
       "0       ...  v20181201  1979-01-01T12:00:00  2008-12-31T12:00:00  NaN   NaN   \n",
       "1       ...  v20181201  1979-01-01T12:00:00  2008-12-31T12:00:00  NaN   NaN   \n",
       "2       ...  v20181201  1979-01-01T12:00:00  2008-12-31T12:00:00  NaN   NaN   \n",
       "3       ...  v20181201  1979-01-01T12:00:00  2008-12-31T12:00:00  NaN   NaN   \n",
       "4       ...  v20181201  1979-01-01T12:00:00  2008-12-31T12:00:00  NaN   NaN   \n",
       "...     ...        ...                  ...                  ...  ...   ...   \n",
       "171682  ...  v20110601  2004-01-01T12:00:00  2004-12-31T12:00:00  NaN   NaN   \n",
       "171683  ...  v20110601  2005-01-01T12:00:00  2005-12-31T12:00:00  NaN   NaN   \n",
       "171684  ...  v20110601  2006-01-01T12:00:00  2006-12-31T12:00:00  NaN   NaN   \n",
       "171685  ...  v20110601  2007-01-01T12:00:00  2007-12-31T12:00:00  NaN   NaN   \n",
       "171686  ...  v20110601  2008-01-01T12:00:00  2008-12-31T12:00:00  NaN   NaN   \n",
       "\n",
       "               units                      variable_name  \\\n",
       "0                  1         Total cloud fraction (clt)   \n",
       "1       kg.m^-2.s^-1              Evaporation (evspsbl)   \n",
       "2             W.m^-2    Surface latent heat flux (hfls)   \n",
       "3             W.m^-2  Surface sensible heat flux (hfss)   \n",
       "4       kg.m-^2.s^-1               Snowfall flux (prsn)   \n",
       "...              ...                                ...   \n",
       "171682             m           Geopotential height (zg)   \n",
       "171683             m           Geopotential height (zg)   \n",
       "171684             m           Geopotential height (zg)   \n",
       "171685             m           Geopotential height (zg)   \n",
       "171686             m           Geopotential height (zg)   \n",
       "\n",
       "                                              description  \\\n",
       "0       Total refers to the whole atmosphere column, a...   \n",
       "1       Evaporation rate. It includes conversion to va...   \n",
       "2       Flux per unit area of heat between the surface...   \n",
       "3       Flux per unit area of heat between the surface...   \n",
       "4       Mass of water in the form of snow precipitatin...   \n",
       "...                                                   ...   \n",
       "171682  Gravitational potential energy per unit mass n...   \n",
       "171683  Gravitational potential energy per unit mass n...   \n",
       "171684  Gravitational potential energy per unit mass n...   \n",
       "171685  Gravitational potential energy per unit mass n...   \n",
       "171686  Gravitational potential energy per unit mass n...   \n",
       "\n",
       "                                                      url  \\\n",
       "0       https://data.mips.copernicus-climate.eu/thredd...   \n",
       "1       https://data.mips.copernicus-climate.eu/thredd...   \n",
       "2       https://data.mips.copernicus-climate.eu/thredd...   \n",
       "3       https://data.mips.copernicus-climate.eu/thredd...   \n",
       "4       https://data.mips.copernicus-climate.eu/thredd...   \n",
       "...                                                   ...   \n",
       "171682  https://data.mips.copernicus-climate.eu/thredd...   \n",
       "171683  https://data.mips.copernicus-climate.eu/thredd...   \n",
       "171684  https://data.mips.copernicus-climate.eu/thredd...   \n",
       "171685  https://data.mips.copernicus-climate.eu/thredd...   \n",
       "171686  https://data.mips.copernicus-climate.eu/thredd...   \n",
       "\n",
       "                             label  \n",
       "0       cmip5-monthly-single-level  \n",
       "1       cmip5-monthly-single-level  \n",
       "2       cmip5-monthly-single-level  \n",
       "3       cmip5-monthly-single-level  \n",
       "4       cmip5-monthly-single-level  \n",
       "...                            ...  \n",
       "171682  cmip5-daily-pressure-level  \n",
       "171683  cmip5-daily-pressure-level  \n",
       "171684  cmip5-daily-pressure-level  \n",
       "171685  cmip5-daily-pressure-level  \n",
       "171686  cmip5-daily-pressure-level  \n",
       "\n",
       "[171687 rows x 23 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cmip5 = cat['c3s-cmip5'].read()\n",
    "df_cmip5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b8224e1c-fb84-4c3d-b267-feb26cefcd97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds_id</th>\n",
       "      <th>path</th>\n",
       "      <th>size</th>\n",
       "      <th>project</th>\n",
       "      <th>product</th>\n",
       "      <th>institute</th>\n",
       "      <th>model</th>\n",
       "      <th>experiment</th>\n",
       "      <th>time_frequency</th>\n",
       "      <th>realm</th>\n",
       "      <th>...</th>\n",
       "      <th>version</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>bbox</th>\n",
       "      <th>level</th>\n",
       "      <th>units</th>\n",
       "      <th>variable_name</th>\n",
       "      <th>description</th>\n",
       "      <th>url</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>c3s-cmip5.output1.BCC.bcc-csm1-1-m.rcp85.mon.a...</td>\n",
       "      <td>output1/BCC/bcc-csm1-1-m/rcp85/mon/atmos/Amon/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>BCC</td>\n",
       "      <td>bcc-csm1-1-m</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>mon</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20181201</td>\n",
       "      <td>2006-01-01T12:00:00</td>\n",
       "      <td>2099-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>K</td>\n",
       "      <td>Near-surface (2m) air temperature (tas)</td>\n",
       "      <td>Temperature of the air near the surface.</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-monthly-single-level</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>c3s-cmip5.output1.BCC.bcc-csm1-1-m.rcp85.mon.a...</td>\n",
       "      <td>output1/BCC/bcc-csm1-1-m/rcp85/mon/atmos/Amon/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-cmip5</td>\n",
       "      <td>output1</td>\n",
       "      <td>BCC</td>\n",
       "      <td>bcc-csm1-1-m</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>mon</td>\n",
       "      <td>atmos</td>\n",
       "      <td>...</td>\n",
       "      <td>v20181201</td>\n",
       "      <td>2100-01-01T12:00:00</td>\n",
       "      <td>2100-12-31T12:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>K</td>\n",
       "      <td>Near-surface (2m) air temperature (tas)</td>\n",
       "      <td>Temperature of the air near the surface.</td>\n",
       "      <td>https://data.mips.copernicus-climate.eu/thredd...</td>\n",
       "      <td>cmip5-monthly-single-level</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 ds_id  \\\n",
       "546  c3s-cmip5.output1.BCC.bcc-csm1-1-m.rcp85.mon.a...   \n",
       "547  c3s-cmip5.output1.BCC.bcc-csm1-1-m.rcp85.mon.a...   \n",
       "\n",
       "                                                  path  size    project  \\\n",
       "546  output1/BCC/bcc-csm1-1-m/rcp85/mon/atmos/Amon/...   NaN  c3s-cmip5   \n",
       "547  output1/BCC/bcc-csm1-1-m/rcp85/mon/atmos/Amon/...   NaN  c3s-cmip5   \n",
       "\n",
       "     product institute         model experiment time_frequency  realm  ...  \\\n",
       "546  output1       BCC  bcc-csm1-1-m      rcp85            mon  atmos  ...   \n",
       "547  output1       BCC  bcc-csm1-1-m      rcp85            mon  atmos  ...   \n",
       "\n",
       "       version           start_time             end_time bbox level units  \\\n",
       "546  v20181201  2006-01-01T12:00:00  2099-12-31T12:00:00  NaN   NaN     K   \n",
       "547  v20181201  2100-01-01T12:00:00  2100-12-31T12:00:00  NaN   NaN     K   \n",
       "\n",
       "                               variable_name  \\\n",
       "546  Near-surface (2m) air temperature (tas)   \n",
       "547  Near-surface (2m) air temperature (tas)   \n",
       "\n",
       "                                  description  \\\n",
       "546  Temperature of the air near the surface.   \n",
       "547  Temperature of the air near the surface.   \n",
       "\n",
       "                                                   url  \\\n",
       "546  https://data.mips.copernicus-climate.eu/thredd...   \n",
       "547  https://data.mips.copernicus-climate.eu/thredd...   \n",
       "\n",
       "                          label  \n",
       "546  cmip5-monthly-single-level  \n",
       "547  cmip5-monthly-single-level  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df_cmip5.loc[\n",
    "    (df_cmip5.variable==\"tas\") \n",
    "    & (df_cmip5.experiment==\"rcp85\")\n",
    "    & (df_cmip5.time_frequency==\"mon\")\n",
    "    & (df_cmip5.model==\"bcc-csm1-1-m\")\n",
    "    & (df_cmip5.ensemble==\"r1i1p1\")\n",
    "]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "85441254-938b-40e2-aa3b-9b86544275ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'c3s-cmip5.output1.BCC.bcc-csm1-1-m.rcp85.mon.atmos.Amon.r1i1p1.tas.v20181201'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collection = df.ds_id.unique()[0]\n",
    "collection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b91ef41f-4196-41bc-ba85-799ec92c240e",
   "metadata": {},
   "source": [
    "## Load Catalog for C3S-ATLAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "33cb6371-bcd3-4bb6-a901-f7f7051945f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds_id</th>\n",
       "      <th>path</th>\n",
       "      <th>size</th>\n",
       "      <th>project</th>\n",
       "      <th>domain</th>\n",
       "      <th>experiment</th>\n",
       "      <th>time_frequency</th>\n",
       "      <th>variable</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>bbox</th>\n",
       "      <th>level</th>\n",
       "      <th>prefix</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c3s-ipcc-atlas.fd.CMIP5.rcp45.mon</td>\n",
       "      <td>CMIP5/rcp45/fd_CMIP5_rcp45_mon_200601-210012.nc</td>\n",
       "      <td>206830356</td>\n",
       "      <td>CMIP5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rcp45</td>\n",
       "      <td>mon</td>\n",
       "      <td>fd</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>-179.00, -89.00, 179.00, 89.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>c3s-ipcc-atlas.tnn.CMIP5.rcp45.mon</td>\n",
       "      <td>CMIP5/rcp45/tnn_CMIP5_rcp45_mon_200601-210012.nc</td>\n",
       "      <td>899056159</td>\n",
       "      <td>CMIP5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rcp45</td>\n",
       "      <td>mon</td>\n",
       "      <td>tnn</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>-179.00, -89.00, 179.00, 89.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c3s-ipcc-atlas.tx40.CMIP5.rcp45.mon</td>\n",
       "      <td>CMIP5/rcp45/tx40_CMIP5_rcp45_mon_200601-210012.nc</td>\n",
       "      <td>52647634</td>\n",
       "      <td>CMIP5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rcp45</td>\n",
       "      <td>mon</td>\n",
       "      <td>tx40</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>-179.00, -89.00, 179.00, 89.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>c3s-ipcc-atlas.tx35ba.CMIP5.rcp45.mon</td>\n",
       "      <td>CMIP5/rcp45/tx35ba_CMIP5_rcp45_mon_200601-2100...</td>\n",
       "      <td>40939549</td>\n",
       "      <td>CMIP5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rcp45</td>\n",
       "      <td>mon</td>\n",
       "      <td>tx35ba</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>-179.00, -89.00, 179.00, 89.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>c3s-ipcc-atlas.rx1day.CMIP5.rcp45.mon</td>\n",
       "      <td>CMIP5/rcp45/rx1day_CMIP5_rcp45_mon_200601-2100...</td>\n",
       "      <td>1002850075</td>\n",
       "      <td>CMIP5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rcp45</td>\n",
       "      <td>mon</td>\n",
       "      <td>rx1day</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>-179.00, -89.00, 179.00, 89.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>c3s-ipcc-atlas.tx35.CORDEX-WAS.rcp85.mon</td>\n",
       "      <td>CORDEX-WAS/rcp85/tx35_CORDEX-WAS_rcp85_mon_200...</td>\n",
       "      <td>315822711</td>\n",
       "      <td>CORDEX</td>\n",
       "      <td>WAS</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>mon</td>\n",
       "      <td>tx35</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>19.25, -15.75, 116.25, 45.75</td>\n",
       "      <td>2.00</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>c3s-ipcc-atlas.spi6.CORDEX-WAS.rcp85.mon</td>\n",
       "      <td>CORDEX-WAS/rcp85/spi6_CORDEX-WAS_rcp85_mon_200...</td>\n",
       "      <td>877566524</td>\n",
       "      <td>CORDEX</td>\n",
       "      <td>WAS</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>mon</td>\n",
       "      <td>spi6</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>19.25, -15.75, 116.25, 45.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>c3s-ipcc-atlas.rx5day.CORDEX-WAS.rcp85.mon</td>\n",
       "      <td>CORDEX-WAS/rcp85/rx5day_CORDEX-WAS_rcp85_mon_2...</td>\n",
       "      <td>1107127612</td>\n",
       "      <td>CORDEX</td>\n",
       "      <td>WAS</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>mon</td>\n",
       "      <td>rx5day</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>19.25, -15.75, 116.25, 45.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>c3s-ipcc-atlas.tn.CORDEX-WAS.rcp85.mon</td>\n",
       "      <td>CORDEX-WAS/rcp85/tn_CORDEX-WAS_rcp85_mon_20060...</td>\n",
       "      <td>853394968</td>\n",
       "      <td>CORDEX</td>\n",
       "      <td>WAS</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>mon</td>\n",
       "      <td>tn</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>19.25, -15.75, 116.25, 45.75</td>\n",
       "      <td>2.00</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>c3s-ipcc-atlas.tx40ba.CORDEX-WAS.rcp85.mon</td>\n",
       "      <td>CORDEX-WAS/rcp85/tx40ba_CORDEX-WAS_rcp85_mon_2...</td>\n",
       "      <td>70997195</td>\n",
       "      <td>CORDEX</td>\n",
       "      <td>WAS</td>\n",
       "      <td>rcp85</td>\n",
       "      <td>mon</td>\n",
       "      <td>tx40ba</td>\n",
       "      <td>2006-01-01T00:00:00</td>\n",
       "      <td>2100-12-01T00:00:00</td>\n",
       "      <td>19.25, -15.75, 116.25, 45.75</td>\n",
       "      <td>2.00</td>\n",
       "      <td>c3s-ipcc-atlas</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>863 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          ds_id  \\\n",
       "0             c3s-ipcc-atlas.fd.CMIP5.rcp45.mon   \n",
       "1            c3s-ipcc-atlas.tnn.CMIP5.rcp45.mon   \n",
       "2           c3s-ipcc-atlas.tx40.CMIP5.rcp45.mon   \n",
       "3         c3s-ipcc-atlas.tx35ba.CMIP5.rcp45.mon   \n",
       "4         c3s-ipcc-atlas.rx1day.CMIP5.rcp45.mon   \n",
       "..                                          ...   \n",
       "858    c3s-ipcc-atlas.tx35.CORDEX-WAS.rcp85.mon   \n",
       "859    c3s-ipcc-atlas.spi6.CORDEX-WAS.rcp85.mon   \n",
       "860  c3s-ipcc-atlas.rx5day.CORDEX-WAS.rcp85.mon   \n",
       "861      c3s-ipcc-atlas.tn.CORDEX-WAS.rcp85.mon   \n",
       "862  c3s-ipcc-atlas.tx40ba.CORDEX-WAS.rcp85.mon   \n",
       "\n",
       "                                                  path        size project  \\\n",
       "0      CMIP5/rcp45/fd_CMIP5_rcp45_mon_200601-210012.nc   206830356   CMIP5   \n",
       "1     CMIP5/rcp45/tnn_CMIP5_rcp45_mon_200601-210012.nc   899056159   CMIP5   \n",
       "2    CMIP5/rcp45/tx40_CMIP5_rcp45_mon_200601-210012.nc    52647634   CMIP5   \n",
       "3    CMIP5/rcp45/tx35ba_CMIP5_rcp45_mon_200601-2100...    40939549   CMIP5   \n",
       "4    CMIP5/rcp45/rx1day_CMIP5_rcp45_mon_200601-2100...  1002850075   CMIP5   \n",
       "..                                                 ...         ...     ...   \n",
       "858  CORDEX-WAS/rcp85/tx35_CORDEX-WAS_rcp85_mon_200...   315822711  CORDEX   \n",
       "859  CORDEX-WAS/rcp85/spi6_CORDEX-WAS_rcp85_mon_200...   877566524  CORDEX   \n",
       "860  CORDEX-WAS/rcp85/rx5day_CORDEX-WAS_rcp85_mon_2...  1107127612  CORDEX   \n",
       "861  CORDEX-WAS/rcp85/tn_CORDEX-WAS_rcp85_mon_20060...   853394968  CORDEX   \n",
       "862  CORDEX-WAS/rcp85/tx40ba_CORDEX-WAS_rcp85_mon_2...    70997195  CORDEX   \n",
       "\n",
       "    domain experiment time_frequency variable           start_time  \\\n",
       "0      NaN      rcp45            mon       fd  2006-01-01T00:00:00   \n",
       "1      NaN      rcp45            mon      tnn  2006-01-01T00:00:00   \n",
       "2      NaN      rcp45            mon     tx40  2006-01-01T00:00:00   \n",
       "3      NaN      rcp45            mon   tx35ba  2006-01-01T00:00:00   \n",
       "4      NaN      rcp45            mon   rx1day  2006-01-01T00:00:00   \n",
       "..     ...        ...            ...      ...                  ...   \n",
       "858    WAS      rcp85            mon     tx35  2006-01-01T00:00:00   \n",
       "859    WAS      rcp85            mon     spi6  2006-01-01T00:00:00   \n",
       "860    WAS      rcp85            mon   rx5day  2006-01-01T00:00:00   \n",
       "861    WAS      rcp85            mon       tn  2006-01-01T00:00:00   \n",
       "862    WAS      rcp85            mon   tx40ba  2006-01-01T00:00:00   \n",
       "\n",
       "                end_time                            bbox level          prefix  \n",
       "0    2100-12-01T00:00:00  -179.00, -89.00, 179.00, 89.00  2.00  c3s-ipcc-atlas  \n",
       "1    2100-12-01T00:00:00  -179.00, -89.00, 179.00, 89.00  2.00  c3s-ipcc-atlas  \n",
       "2    2100-12-01T00:00:00  -179.00, -89.00, 179.00, 89.00  2.00  c3s-ipcc-atlas  \n",
       "3    2100-12-01T00:00:00  -179.00, -89.00, 179.00, 89.00  2.00  c3s-ipcc-atlas  \n",
       "4    2100-12-01T00:00:00  -179.00, -89.00, 179.00, 89.00   NaN  c3s-ipcc-atlas  \n",
       "..                   ...                             ...   ...             ...  \n",
       "858  2100-12-01T00:00:00    19.25, -15.75, 116.25, 45.75  2.00  c3s-ipcc-atlas  \n",
       "859  2100-12-01T00:00:00    19.25, -15.75, 116.25, 45.75   NaN  c3s-ipcc-atlas  \n",
       "860  2100-12-01T00:00:00    19.25, -15.75, 116.25, 45.75   NaN  c3s-ipcc-atlas  \n",
       "861  2100-12-01T00:00:00    19.25, -15.75, 116.25, 45.75  2.00  c3s-ipcc-atlas  \n",
       "862  2100-12-01T00:00:00    19.25, -15.75, 116.25, 45.75  2.00  c3s-ipcc-atlas  \n",
       "\n",
       "[863 rows x 13 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_atlas = cat['c3s-ipcc-atlas'].read()\n",
    "df_atlas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0feaccea-a910-4e10-9cb9-a112cb654a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ds_id             863\n",
       "path              863\n",
       "size              863\n",
       "project             3\n",
       "domain             11\n",
       "experiment          8\n",
       "time_frequency      2\n",
       "variable           22\n",
       "start_time          5\n",
       "end_time            7\n",
       "bbox               14\n",
       "level               2\n",
       "prefix              1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_atlas.nunique()"
   ]
  }
 ],
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