move climate exercise to subdir

CO2-SeaIceExtend.ipynb

-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import intake\n",
-    "col = intake.open_esm_datastore(\"/pool/data/Catalogs/dkrz_cmip6_disk_netcdf.json\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/dkrz/k202125/kernels/your-kernel/lib/python3.8/site-packages/intake_esm/search.py:50: UserWarning: Query returned zero results.\n",
-      "  warn(message)\n"
-     ]
-    }
-   ],
-   "source": [
-    "query = dict(\n",
-    "    variable_id=[\"fco2antt\",\"siextentn\"],\n",
-    "    table_id=[\"Amon\",\"SImon\"],\n",
-    "    member_id=[\"r1i1p1f1\"],\n",
-    "    experiment_id=[\"historical\"])\n",
-    "cat = col.search(**query)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'variable_id': {'count': 2, 'values': ['siextentn', 'fco2antt']}}"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cat.unique('variable_id')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "    activity_id institution_id      source_id experiment_id member_id  \\\n",
-      "0          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "1          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "2          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "3          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "4          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "..          ...            ...            ...           ...       ...   \n",
-      "279        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "280        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "281        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "282        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "283        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "\n",
-      "    table_id variable_id grid_label  dcpp_init_year    version     time_range  \\\n",
-      "0      SImon   siextentn         gn             NaN  v20181218  185001-185012   \n",
-      "1      SImon   siextentn         gn             NaN  v20181218  185101-186012   \n",
-      "2      SImon   siextentn         gn             NaN  v20181218  186101-187012   \n",
-      "3      SImon   siextentn         gn             NaN  v20181218  187101-188012   \n",
-      "4      SImon   siextentn         gn             NaN  v20181218  188101-189012   \n",
-      "..       ...         ...        ...             ...        ...            ...   \n",
-      "279    SImon   siextentn         gn             NaN  v20191108  197001-197912   \n",
-      "280    SImon   siextentn         gn             NaN  v20191108  198001-198912   \n",
-      "281    SImon   siextentn         gn             NaN  v20191108  199001-199912   \n",
-      "282    SImon   siextentn         gn             NaN  v20191108  200001-200912   \n",
-      "283    SImon   siextentn         gn             NaN  v20191108  201001-201412   \n",
-      "\n",
-      "                                                  path  \\\n",
-      "0    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "1    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "2    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "3    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "4    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "..                                                 ...   \n",
-      "279  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "280  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "281  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "282  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "283  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "\n",
-      "                                           opendap_url  \n",
-      "0    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "1    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "2    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "3    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "4    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "..                                                 ...  \n",
-      "279  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "280  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "281  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "282  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "283  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "\n",
-      "[284 rows x 13 columns]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(cat.df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'source_id': {'count': 14,\n",
-       "  'values': ['MRI-ESM2-0',\n",
-       "   'CESM2-WACCM-FV2',\n",
-       "   'CESM2',\n",
-       "   'CESM2-FV2',\n",
-       "   'AWI-CM-1-1-MR',\n",
-       "   'MPI-ESM-1-2-HAM',\n",
-       "   'CESM2-WACCM',\n",
-       "   'NorESM2-MM',\n",
-       "   'INM-CM5-0',\n",
-       "   'AWI-ESM-1-1-LR',\n",
-       "   'IPSL-CM6A-LR',\n",
-       "   'MPI-ESM1-2-HR',\n",
-       "   'INM-CM4-8',\n",
-       "   'MPI-ESM1-2-LR']}}"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cat.unique('source_id')\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
-      "\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/dkrz/k202125/kernels/your-kernel/lib/python3.8/site-packages/xarray/conventions.py:512: SerializationWarning: variable 'siextentn' has multiple fill values {1e+20, 1e+20}, decoding all values to NaN.\n",
-      "  new_vars[k] = decode_cf_variable(\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    <div>\n",
-       "        <style>\n",
-       "            /* Turns off some styling */\n",
-       "            progress {\n",
-       "                /* gets rid of default border in Firefox and Opera. */\n",
-       "                border: none;\n",
-       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
-       "                background-size: auto;\n",
-       "            }\n",
-       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
-       "                background: #F44336;\n",
-       "            }\n",
-       "        </style>\n",
-       "      <progress value='15' class='' max='15' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
-       "      100.00% [15/15 00:12<00:00]\n",
-       "    </div>\n",
-       "    "
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/dkrz/k202125/kernels/your-kernel/lib/python3.8/site-packages/xarray/conventions.py:512: SerializationWarning: variable 'siextentn' has multiple fill values {1e+20, 1e+20}, decoding all values to NaN.\n",
-      "  new_vars[k] = decode_cf_variable(\n",
-      "/home/dkrz/k202125/kernels/your-kernel/lib/python3.8/site-packages/xarray/conventions.py:512: SerializationWarning: variable 'siextentn' has multiple fill values {1e+20, 1e+20}, decoding all values to NaN.\n",
-      "  new_vars[k] = decode_cf_variable(\n",
-      "/home/dkrz/k202125/kernels/your-kernel/lib/python3.8/site-packages/xarray/conventions.py:512: SerializationWarning: variable 'siextentn' has multiple fill values {1e+20, 1e+20}, decoding all values to NaN.\n",
-      "  new_vars[k] = decode_cf_variable(\n",
-      "/home/dkrz/k202125/kernels/your-kernel/lib/python3.8/site-packages/xarray/conventions.py:512: SerializationWarning: variable 'siextentn' has multiple fill values {1e+20, 1e+20}, decoding all values to NaN.\n",
-      "  new_vars[k] = decode_cf_variable(\n",
-      "/home/dkrz/k202125/kernels/your-kernel/lib/python3.8/site-packages/xarray/conventions.py:512: SerializationWarning: variable 'siextentn' has multiple fill values {1e+20, 1e+20}, decoding all values to NaN.\n",
-      "  new_vars[k] = decode_cf_variable(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'CMIP.NCAR.CESM2-WACCM.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (member_id: 1, time: 1980, d2: 2)\n",
-      "Coordinates:\n",
-      "  * time       (time) object 1850-01-15 12:00:00 ... 2014-12-15 12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: d2\n",
-      "Data variables:\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "    time_bnds  (time, d2) object dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "Attributes: (12/46)\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    activity_id:             CMIP\n",
-      "    case_id:                 4\n",
-      "    cesm_casename:           b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001\n",
-      "    contact:                 cesm_cmip6@ucar.edu\n",
-      "    creation_date:           2019-01-30T21:01:57Z\n",
-      "    ...                      ...\n",
-      "    variant_label:           r1i1p1f1\n",
-      "    branch_time_in_parent:   20075.0\n",
-      "    branch_time_in_child:    674885.0\n",
-      "    branch_method:           standard\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    intake_esm_dataset_key:  CMIP.NCAR.CESM2-WACCM.historical.SImon.gn, 'CMIP.NCAR.CESM2.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (member_id: 1, time: 1980, d2: 2)\n",
-      "Coordinates:\n",
-      "  * time       (time) object 1850-01-15 12:00:00 ... 2014-12-15 12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: d2\n",
-      "Data variables:\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "    time_bnds  (time, d2) object dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "Attributes: (12/46)\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    activity_id:             CMIP\n",
-      "    case_id:                 15\n",
-      "    cesm_casename:           b.e21.BHIST.f09_g17.CMIP6-historical.001\n",
-      "    contact:                 cesm_cmip6@ucar.edu\n",
-      "    creation_date:           2019-01-16T23:19:37Z\n",
-      "    ...                      ...\n",
-      "    branch_time_in_parent:   219000.0\n",
-      "    branch_time_in_child:    674885.0\n",
-      "    branch_method:           standard\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2....\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    intake_esm_dataset_key:  CMIP.NCAR.CESM2.historical.SImon.gn, 'CMIP.MPI-M.MPI-ESM1-2-LR.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, member_id: 1)\n",
-      "Coordinates:\n",
-      "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2014-12-16T12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "Attributes: (12/48)\n",
-      "    project_id:              CMIP6\n",
-      "    creation_date:           2019-09-04T13:52:10Z\n",
-      "    branch_time_in_child:    0.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.MPI-M.MPI-E...\n",
-      "    nominal_resolution:      250 km\n",
-      "    realization_index:       1\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by MPI-M is licensed u...\n",
-      "    data_specs_version:      01.00.30\n",
-      "    intake_esm_dataset_key:  CMIP.MPI-M.MPI-ESM1-2-LR.historical.SImon.gn, 'CMIP.NCC.NorESM2-MM.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, member_id: 1)\n",
-      "Coordinates:\n",
-      "  * time       (time) object 1850-01-16 12:00:00 ... 2014-12-16 12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) object dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "Attributes: (12/50)\n",
-      "    creation_date:             2019-12-10T04:40:17Z\n",
-      "    branch_time_in_child:      0.0\n",
-      "    further_info_url:          https://furtherinfo.es-doc.org/CMIP6.NCC.NorES...\n",
-      "    nominal_resolution:        100 km\n",
-      "    realization_index:         1\n",
-      "    branch_method:             Hybrid-restart from year 1200-01-01 of piControl\n",
-      "    ...                        ...\n",
-      "    experiment_id:             historical\n",
-      "    intake_esm_varname:        ['siextentn']\n",
-      "    Conventions:               CF-1.7 CMIP-6.2\n",
-      "    license:                   CMIP6 model data produced by NCC is licensed u...\n",
-      "    data_specs_version:        01.00.31\n",
-      "    intake_esm_dataset_key:    CMIP.NCC.NorESM2-MM.historical.SImon.gn, 'CMIP.NCAR.CESM2-FV2.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (member_id: 1, time: 1980, d2: 2)\n",
-      "Coordinates:\n",
-      "  * time       (time) object 1850-01-15 12:00:00 ... 2014-12-15 12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: d2\n",
-      "Data variables:\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "    time_bnds  (time, d2) object dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "Attributes: (12/45)\n",
-      "    branch_time_in_child:    674885.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
-      "    nominal_resolution:      250 km\n",
-      "    realization_index:       1\n",
-      "    branch_method:           standard\n",
-      "    experiment:              Simulation of recent past (1850 to 2014). Impose...\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by <The National Cente...\n",
-      "    data_specs_version:      01.00.31\n",
-      "    intake_esm_dataset_key:  CMIP.NCAR.CESM2-FV2.historical.SImon.gn, 'CMIP.HAMMOZ-Consortium.MPI-ESM-1-2-HAM.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, member_id: 1)\n",
-      "Coordinates:\n",
-      "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2014-12-16T12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "Attributes: (12/48)\n",
-      "    project_id:              CMIP6\n",
-      "    creation_date:           2019-11-24T15:37:56Z\n",
-      "    branch_time_in_child:    0.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.MPI-M.MPI-E...\n",
-      "    nominal_resolution:      250 km\n",
-      "    realization_index:       1\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by the HAMMOZ-Consorti...\n",
-      "    data_specs_version:      01.00.30\n",
-      "    intake_esm_dataset_key:  CMIP.HAMMOZ-Consortium.MPI-ESM-1-2-HAM.historica..., 'CMIP.INM.INM-CM4-8.historical.SImon.gr1': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, member_id: 1)\n",
-      "Coordinates:\n",
-      "  * time       (time) object 1850-01-16 12:00:00 ... 2014-12-16 12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) object dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "Attributes: (12/47)\n",
-      "    branch_time_in_child:    0.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.INM.INM-CM4...\n",
-      "    nominal_resolution:      100 km\n",
-      "    realization_index:       1\n",
-      "    branch_method:           standard\n",
-      "    experiment:              all-forcing simulation of the recent past\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by Lawrence Livermore ...\n",
-      "    data_specs_version:      01.00.29\n",
-      "    intake_esm_dataset_key:  CMIP.INM.INM-CM4-8.historical.SImon.gr1, 'CMIP.INM.INM-CM5-0.historical.SImon.gr1': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, member_id: 1)\n",
-      "Coordinates:\n",
-      "  * time       (time) object 1850-01-16 12:00:00 ... 2014-12-16 12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) object dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "Attributes: (12/48)\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    activity_id:             CMIP\n",
-      "    branch_method:           standard\n",
-      "    branch_time_in_child:    0.0\n",
-      "    branch_time_in_parent:   90885.0\n",
-      "    contact:                 Evgeny Volodin (volodinev@gmail.com)\n",
-      "    ...                      ...\n",
-      "    variable_id:             siextentn\n",
-      "    variant_label:           r1i1p1f1\n",
-      "    license:                 CMIP6 model data produced by Lawrence Livermore ...\n",
-      "    cmor_version:            3.4.0\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    intake_esm_dataset_key:  CMIP.INM.INM-CM5-0.historical.SImon.gr1, 'CMIP.MRI.MRI-ESM2-0.historical.SImon.gm': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, member_id: 1)\n",
-      "Coordinates:\n",
-      "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2014-12-16T12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "Attributes: (12/45)\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    activity_id:             CMIP\n",
-      "    branch_method:           standard\n",
-      "    branch_time_in_child:    0.0\n",
-      "    branch_time_in_parent:   0.0\n",
-      "    creation_date:           2019-12-05T05:01:30Z\n",
-      "    ...                      ...\n",
-      "    variant_label:           r1i1p1f1\n",
-      "    license:                 CMIP6 model data produced by MRI is licensed und...\n",
-      "    cmor_version:            3.5.0\n",
-      "    tracking_id:             hdl:21.14100/34467cf1-efb1-4019-8115-224d03d5d998\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    intake_esm_dataset_key:  CMIP.MRI.MRI-ESM2-0.historical.SImon.gm, 'CMIP.AWI.AWI-ESM-1-1-LR.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, member_id: 1, nodes: 1, ncells: 126859, vertices: 18)\n",
-      "Coordinates:\n",
-      "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2014-12-16T12:00:00\n",
-      "    lat        (ncells) float64 dask.array<chunksize=(126859,), meta=np.ndarray>\n",
-      "    lon        (ncells) float64 dask.array<chunksize=(126859,), meta=np.ndarray>\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds, nodes, ncells, vertices\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn  (member_id, time, nodes) float32 dask.array<chunksize=(1, 1, 1), meta=np.ndarray>\n",
-      "    lat_bnds   (ncells, vertices) float64 dask.array<chunksize=(126859, 18), meta=np.ndarray>\n",
-      "    lon_bnds   (ncells, vertices) float64 dask.array<chunksize=(126859, 18), meta=np.ndarray>\n",
-      "Attributes: (12/41)\n",
-      "    creation_date:           2020-02-12T12:00:00Z\n",
-      "    branch_time_in_child:    0.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.AWI.AWI-ESM...\n",
-      "    nominal_resolution:      50 km\n",
-      "    realization_index:       1\n",
-      "    branch_method:           standard\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by Alfred Wegener Inst...\n",
-      "    data_specs_version:      01.00.30\n",
-      "    intake_esm_dataset_key:  CMIP.AWI.AWI-ESM-1-1-LR.historical.SImon.gn, 'CMIP.IPSL.IPSL-CM6A-LR.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:         (y: 1, x: 1, nvertex: 4, time: 1980, axis_nbounds: 2, member_id: 1)\n",
-      "Coordinates:\n",
-      "    nav_lat         (y, x) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "    nav_lon         (y, x) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "  * time            (time) datetime64[ns] 1850-01-16T12:00:00 ... 2014-12-16T...\n",
-      "  * member_id       (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: y, x, nvertex, axis_nbounds\n",
-      "Data variables:\n",
-      "    bounds_nav_lon  (y, x, nvertex) float32 dask.array<chunksize=(1, 1, 4), meta=np.ndarray>\n",
-      "    bounds_nav_lat  (y, x, nvertex) float32 dask.array<chunksize=(1, 1, 4), meta=np.ndarray>\n",
-      "    area            (y, x) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "    time_bounds     (time, axis_nbounds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn       (member_id, time, y, x) float32 dask.array<chunksize=(1, 1, 1, 1), meta=np.ndarray>\n",
-      "Attributes: (12/52)\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    creation_date:           2018-07-11T07:36:13Z\n",
-      "    tracking_id:             hdl:21.14100/acf4bd21-02d3-4422-b23b-69c252779d5c\n",
-      "    description:             CMIP6 historical\n",
-      "    title:                   IPSL-CM6A-LR model output prepared for CMIP6 / C...\n",
-      "    activity_id:             CMIP\n",
-      "    ...                      ...\n",
-      "    variant_label:           r1i1p1f1\n",
-      "    realization_index:       1\n",
-      "    history:                 Sat Dec  1 12:14:26 2018: ncatted -O -a realizat...\n",
-      "    NCO:                     \"4.6.0\"\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    intake_esm_dataset_key:  CMIP.IPSL.IPSL-CM6A-LR.historical.SImon.gn, 'CMIP.MPI-M.MPI-ESM1-2-HR.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, member_id: 1)\n",
-      "Coordinates:\n",
-      "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2014-12-16T12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "Attributes: (12/48)\n",
-      "    project_id:              CMIP6\n",
-      "    creation_date:           2019-08-25T07:51:35Z\n",
-      "    branch_time_in_child:    0.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.MPI-M.MPI-E...\n",
-      "    nominal_resolution:      50 km\n",
-      "    realization_index:       1\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by MPI-M is licensed u...\n",
-      "    data_specs_version:      01.00.30\n",
-      "    intake_esm_dataset_key:  CMIP.MPI-M.MPI-ESM1-2-HR.historical.SImon.gn, 'CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (member_id: 1, time: 1980, d2: 2)\n",
-      "Coordinates:\n",
-      "  * time       (time) object 1850-01-15 12:00:00 ... 2014-12-15 12:00:00\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: d2\n",
-      "Data variables:\n",
-      "    siextentn  (member_id, time) float32 dask.array<chunksize=(1, 1), meta=np.ndarray>\n",
-      "    time_bnds  (time, d2) object dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "Attributes: (12/45)\n",
-      "    branch_time_in_child:    674885.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
-      "    nominal_resolution:      100 km\n",
-      "    realization_index:       1\n",
-      "    branch_method:           standard\n",
-      "    experiment:              Simulation of recent past (1850 to 2014). Impose...\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by <The National Cente...\n",
-      "    data_specs_version:      01.00.31\n",
-      "    intake_esm_dataset_key:  CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn, 'CMIP.AWI.AWI-CM-1-1-MR.historical.SImon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, member_id: 1, nodes: 1, number_of_time_bounds: 2, ncells: 830305, vertices: 16)\n",
-      "Coordinates:\n",
-      "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2014-12-16T12:00:00\n",
-      "    lat        (ncells) float64 dask.array<chunksize=(830305,), meta=np.ndarray>\n",
-      "    lon        (ncells) float64 dask.array<chunksize=(830305,), meta=np.ndarray>\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: nodes, number_of_time_bounds, ncells, vertices\n",
-      "Data variables:\n",
-      "    siextentn  (member_id, time, nodes) float32 dask.array<chunksize=(1, 1, 1), meta=np.ndarray>\n",
-      "    time_bnds  (time, number_of_time_bounds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    lat_bnds   (ncells, vertices) float64 dask.array<chunksize=(830305, 16), meta=np.ndarray>\n",
-      "    lon_bnds   (ncells, vertices) float64 dask.array<chunksize=(830305, 16), meta=np.ndarray>\n",
-      "Attributes: (12/41)\n",
-      "    creation_date:           2018-12-18T12:00:00Z\n",
-      "    branch_time_in_child:    0.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.AWI.AWI-CM-...\n",
-      "    nominal_resolution:      25 km\n",
-      "    realization_index:       1\n",
-      "    branch_method:           standard\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['siextentn']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by Alfred Wegener Inst...\n",
-      "    data_specs_version:      01.00.27\n",
-      "    intake_esm_dataset_key:  CMIP.AWI.AWI-CM-1-1-MR.historical.SImon.gn, 'CMIP.AWI.AWI-ESM-1-1-LR.historical.Amon.gn': <xarray.Dataset>\n",
-      "Dimensions:    (time: 1980, bnds: 2, lat: 96, lon: 192, member_id: 1)\n",
-      "Coordinates:\n",
-      "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2014-12-16T12:00:00\n",
-      "  * lat        (lat) float64 -88.57 -86.72 -84.86 -83.0 ... 84.86 86.72 88.57\n",
-      "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
-      "  * member_id  (member_id) <U8 'r1i1p1f1'\n",
-      "Dimensions without coordinates: bnds\n",
-      "Data variables:\n",
-      "    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
-      "    lat_bnds   (lat, bnds) float64 dask.array<chunksize=(96, 2), meta=np.ndarray>\n",
-      "    lon_bnds   (lon, bnds) float64 dask.array<chunksize=(192, 2), meta=np.ndarray>\n",
-      "    fco2antt   (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 1, 96, 192), meta=np.ndarray>\n",
-      "Attributes: (12/46)\n",
-      "    creation_date:           2020-04-01T06:55:16Z\n",
-      "    branch_time_in_child:    0.0\n",
-      "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.AWI.AWI-ESM...\n",
-      "    nominal_resolution:      250 km\n",
-      "    realization_index:       1\n",
-      "    branch_method:           standard\n",
-      "    ...                      ...\n",
-      "    experiment_id:           historical\n",
-      "    intake_esm_varname:      ['fco2antt']\n",
-      "    Conventions:             CF-1.7 CMIP-6.2\n",
-      "    license:                 CMIP6 model data produced by Alfred Wegener Inst...\n",
-      "    data_specs_version:      01.00.30\n",
-      "    intake_esm_dataset_key:  CMIP.AWI.AWI-ESM-1-1-LR.historical.Amon.gn}\n"
-     ]
-    }
-   ],
-   "source": [
-    "xr_dict = cat.to_dataset_dict(cdf_kwargs={\"chunks\":{\"time\":1}})\n",
-    "print(xr_dict)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dict_keys(['CMIP.NCAR.CESM2-WACCM.historical.SImon.gn', 'CMIP.NCAR.CESM2.historical.SImon.gn', 'CMIP.MPI-M.MPI-ESM1-2-LR.historical.SImon.gn', 'CMIP.NCC.NorESM2-MM.historical.SImon.gn', 'CMIP.NCAR.CESM2-FV2.historical.SImon.gn', 'CMIP.HAMMOZ-Consortium.MPI-ESM-1-2-HAM.historical.SImon.gn', 'CMIP.INM.INM-CM4-8.historical.SImon.gr1', 'CMIP.INM.INM-CM5-0.historical.SImon.gr1', 'CMIP.MRI.MRI-ESM2-0.historical.SImon.gm', 'CMIP.AWI.AWI-ESM-1-1-LR.historical.SImon.gn', 'CMIP.IPSL.IPSL-CM6A-LR.historical.SImon.gn', 'CMIP.MPI-M.MPI-ESM1-2-HR.historical.SImon.gn', 'CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn', 'CMIP.AWI.AWI-CM-1-1-MR.historical.SImon.gn', 'CMIP.AWI.AWI-ESM-1-1-LR.historical.Amon.gn'])"
-      ]
-     },
-     "execution_count": 71,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "xr_dict.keys()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CMIP.NCAR.CESM2-WACCM.historical.SImon.gn\n",
-      "CMIP.NCAR.CESM2.historical.SImon.gn\n",
-      "CMIP.MPI-M.MPI-ESM1-2-LR.historical.SImon.gn\n",
-      "CMIP.NCC.NorESM2-MM.historical.SImon.gn\n",
-      "CMIP.NCAR.CESM2-FV2.historical.SImon.gn\n",
-      "CMIP.HAMMOZ-Consortium.MPI-ESM-1-2-HAM.historical.SImon.gn\n",
-      "CMIP.INM.INM-CM4-8.historical.SImon.gr1\n",
-      "CMIP.INM.INM-CM5-0.historical.SImon.gr1\n",
-      "CMIP.MRI.MRI-ESM2-0.historical.SImon.gm\n",
-      "CMIP.AWI.AWI-ESM-1-1-LR.historical.SImon.gn\n",
-      "CMIP.IPSL.IPSL-CM6A-LR.historical.SImon.gn\n",
-      "CMIP.MPI-M.MPI-ESM1-2-HR.historical.SImon.gn\n",
-      "CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn\n",
-      "CMIP.AWI.AWI-CM-1-1-MR.historical.SImon.gn\n",
-      "CMIP.AWI.AWI-ESM-1-1-LR.historical.Amon.gn\n"
-     ]
-    }
-   ],
-   "source": [
-    "for  k,v in xr_dict.items():\n",
-    "    print(k)\n",
-    "    if ('AWI' in k) or ('IPSL' in k):\n",
-    "        continue\n",
-    "    v.squeeze('member_id').to_netcdf(k+'.nc')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [
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-       "  max-width: 700px;\n",
-       "}\n",
-       "\n",
-       ".xr-text-repr-fallback {\n",
-       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-header {\n",
-       "  padding-top: 6px;\n",
-       "  padding-bottom: 6px;\n",
-       "  margin-bottom: 4px;\n",
-       "  border-bottom: solid 1px var(--xr-border-color);\n",
-       "}\n",
-       "\n",
-       ".xr-header > div,\n",
-       ".xr-header > ul {\n",
-       "  display: inline;\n",
-       "  margin-top: 0;\n",
-       "  margin-bottom: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-obj-type,\n",
-       ".xr-array-name {\n",
-       "  margin-left: 2px;\n",
-       "  margin-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-obj-type {\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-sections {\n",
-       "  padding-left: 0 !important;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
-       "}\n",
-       "\n",
-       ".xr-section-item {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-section-item input {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-section-item input + label {\n",
-       "  color: var(--xr-disabled-color);\n",
-       "}\n",
-       "\n",
-       ".xr-section-item input:enabled + label {\n",
-       "  cursor: pointer;\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-section-item input:enabled + label:hover {\n",
-       "  color: var(--xr-font-color0);\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary {\n",
-       "  grid-column: 1;\n",
-       "  color: var(--xr-font-color2);\n",
-       "  font-weight: 500;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary > span {\n",
-       "  display: inline-block;\n",
-       "  padding-left: 0.5em;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:disabled + label {\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in + label:before {\n",
-       "  display: inline-block;\n",
-       "  content: '►';\n",
-       "  font-size: 11px;\n",
-       "  width: 15px;\n",
-       "  text-align: center;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:disabled + label:before {\n",
-       "  color: var(--xr-disabled-color);\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:checked + label:before {\n",
-       "  content: '▼';\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:checked + label > span {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary,\n",
-       ".xr-section-inline-details {\n",
-       "  padding-top: 4px;\n",
-       "  padding-bottom: 4px;\n",
-       "}\n",
-       "\n",
-       ".xr-section-inline-details {\n",
-       "  grid-column: 2 / -1;\n",
-       "}\n",
-       "\n",
-       ".xr-section-details {\n",
-       "  display: none;\n",
-       "  grid-column: 1 / -1;\n",
-       "  margin-bottom: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-array-wrap {\n",
-       "  grid-column: 1 / -1;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 20px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-array-wrap > label {\n",
-       "  grid-column: 1;\n",
-       "  vertical-align: top;\n",
-       "}\n",
-       "\n",
-       ".xr-preview {\n",
-       "  color: var(--xr-font-color3);\n",
-       "}\n",
-       "\n",
-       ".xr-array-preview,\n",
-       ".xr-array-data {\n",
-       "  padding: 0 5px !important;\n",
-       "  grid-column: 2;\n",
-       "}\n",
-       "\n",
-       ".xr-array-data,\n",
-       ".xr-array-in:checked ~ .xr-array-preview {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-array-in:checked ~ .xr-array-data,\n",
-       ".xr-array-preview {\n",
-       "  display: inline-block;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list {\n",
-       "  display: inline-block !important;\n",
-       "  list-style: none;\n",
-       "  padding: 0 !important;\n",
-       "  margin: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list li {\n",
-       "  display: inline-block;\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list:before {\n",
-       "  content: '(';\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list:after {\n",
-       "  content: ')';\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
-       "  padding-right: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-has-index {\n",
-       "  font-weight: bold;\n",
-       "}\n",
-       "\n",
-       ".xr-var-list,\n",
-       ".xr-var-item {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-var-item > div,\n",
-       ".xr-var-item label,\n",
-       ".xr-var-item > .xr-var-name span {\n",
-       "  background-color: var(--xr-background-color-row-even);\n",
-       "  margin-bottom: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-var-item > .xr-var-name:hover span {\n",
-       "  padding-right: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-list > li:nth-child(odd) > div,\n",
-       ".xr-var-list > li:nth-child(odd) > label,\n",
-       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
-       "  background-color: var(--xr-background-color-row-odd);\n",
-       "}\n",
-       "\n",
-       ".xr-var-name {\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-dims {\n",
-       "  grid-column: 2;\n",
-       "}\n",
-       "\n",
-       ".xr-var-dtype {\n",
-       "  grid-column: 3;\n",
-       "  text-align: right;\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-var-preview {\n",
-       "  grid-column: 4;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name,\n",
-       ".xr-var-dims,\n",
-       ".xr-var-dtype,\n",
-       ".xr-preview,\n",
-       ".xr-attrs dt {\n",
-       "  white-space: nowrap;\n",
-       "  overflow: hidden;\n",
-       "  text-overflow: ellipsis;\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name:hover,\n",
-       ".xr-var-dims:hover,\n",
-       ".xr-var-dtype:hover,\n",
-       ".xr-attrs dt:hover {\n",
-       "  overflow: visible;\n",
-       "  width: auto;\n",
-       "  z-index: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
-       "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data {\n",
-       "  display: block;\n",
-       "}\n",
-       "\n",
-       ".xr-var-data > table {\n",
-       "  float: right;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name span,\n",
-       ".xr-var-data,\n",
-       ".xr-attrs {\n",
-       "  padding-left: 25px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs,\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
-       "  grid-column: 1 / -1;\n",
-       "}\n",
-       "\n",
-       "dl.xr-attrs {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 125px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt,\n",
-       ".xr-attrs dd {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  float: left;\n",
-       "  padding-right: 10px;\n",
-       "  width: auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt {\n",
-       "  font-weight: normal;\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt:hover span {\n",
-       "  display: inline-block;\n",
-       "  background: var(--xr-background-color);\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dd {\n",
-       "  grid-column: 2;\n",
-       "  white-space: pre-wrap;\n",
-       "  word-break: break-all;\n",
-       "}\n",
-       "\n",
-       ".xr-icon-database,\n",
-       ".xr-icon-file-text2 {\n",
-       "  display: inline-block;\n",
-       "  vertical-align: middle;\n",
-       "  width: 1em;\n",
-       "  height: 1.5em !important;\n",
-       "  stroke-width: 0;\n",
-       "  stroke: currentColor;\n",
-       "  fill: currentColor;\n",
-       "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
-       "Dimensions:    (member_id: 1, time: 1980, d2: 2)\n",
-       "Coordinates:\n",
-       "  * time       (time) object 1850-01-15 12:00:00 ... 2014-12-15 12:00:00\n",
-       "  * member_id  (member_id) object &#x27;r1i1p1f1&#x27;\n",
-       "Dimensions without coordinates: d2\n",
-       "Data variables:\n",
-       "    siextentn  (member_id, time) float32 14.8 15.3 15.39 ... 6.977 10.04 12.09\n",
-       "    time_bnds  (time, d2) object 1850-01-01 00:00:00 ... 2015-01-01 00:00:00\n",
-       "Attributes: (12/45)\n",
-       "    branch_time_in_child:    674885.0\n",
-       "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
-       "    nominal_resolution:      100 km\n",
-       "    realization_index:       1\n",
-       "    branch_method:           standard\n",
-       "    experiment:              Simulation of recent past (1850 to 2014). Impose...\n",
-       "    ...                      ...\n",
-       "    experiment_id:           historical\n",
-       "    intake_esm_varname:      siextentn\n",
-       "    Conventions:             CF-1.7 CMIP-6.2\n",
-       "    license:                 CMIP6 model data produced by &lt;The National Cente...\n",
-       "    data_specs_version:      01.00.31\n",
-       "    intake_esm_dataset_key:  CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-279a22ec-a80c-4b38-b178-31d6e4416400' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-279a22ec-a80c-4b38-b178-31d6e4416400' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>member_id</span>: 1</li><li><span class='xr-has-index'>time</span>: 1980</li><li><span>d2</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f3ee2050-274c-4a42-8665-909e04586d3f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f3ee2050-274c-4a42-8665-909e04586d3f' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-01-15 12:00:00 ... 2014-12-...</div><input id='attrs-e0d9220f-1bf0-44c3-91f5-e7c699ae4b01' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e0d9220f-1bf0-44c3-91f5-e7c699ae4b01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b3b60c9-9306-42b7-b7ca-378ee643c1fb' class='xr-var-data-in' type='checkbox'><label for='data-0b3b60c9-9306-42b7-b7ca-378ee643c1fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>title :</span></dt><dd>time</dd><dt><span>type :</span></dt><dd>double</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 1, 15, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeNoLeap(1850, 2, 14, 0, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeNoLeap(1850, 3, 15, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       ...,\n",
-       "       cftime.DatetimeNoLeap(2014, 10, 15, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeNoLeap(2014, 11, 15, 0, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeNoLeap(2014, 12, 15, 12, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>member_id</span></div><div class='xr-var-dims'>(member_id)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;r1i1p1f1&#x27;</div><input id='attrs-318b675a-60a4-4fd9-a85f-26879b142c54' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-318b675a-60a4-4fd9-a85f-26879b142c54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef7e3095-950a-4f12-8898-6d18a390ae68' class='xr-var-data-in' type='checkbox'><label for='data-ef7e3095-950a-4f12-8898-6d18a390ae68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;r1i1p1f1&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab6767b1-91c3-4834-b671-67042ca45939' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ab6767b1-91c3-4834-b671-67042ca45939' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>siextentn</span></div><div class='xr-var-dims'>(member_id, time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a5a61b8f-dc4a-4ca3-aac8-8791411f400a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5a61b8f-dc4a-4ca3-aac8-8791411f400a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2cd0bdf-3240-4405-838f-f66e7290c2be' class='xr-var-data-in' type='checkbox'><label for='data-f2cd0bdf-3240-4405-838f-f66e7290c2be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>comment :</span></dt><dd>sum(sum(hemisphere(cice_where(aice,&quot;&gt;=&quot;,0.15,tarea,0),dim=&quot;nj&quot;,dr=&quot;&gt;&quot;),&quot;ni&quot;),&quot;nj&quot;)</dd><dt><span>description :</span></dt><dd>Total area of all Northern-Hemisphere grid cells that are covered by at least 15 % areal fraction of sea ice</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>id :</span></dt><dd>siextentn</dd><dt><span>long_name :</span></dt><dd>Sea-Ice Extent North</dd><dt><span>mipTable :</span></dt><dd>SImon</dd><dt><span>out_name :</span></dt><dd>siextentn</dd><dt><span>prov :</span></dt><dd>SIMIP [seaicemon]</dd><dt><span>realm :</span></dt><dd>seaIce</dd><dt><span>standard_name :</span></dt><dd>sea_ice_extent</dd><dt><span>time :</span></dt><dd>time</dd><dt><span>time_label :</span></dt><dd>time-mean</dd><dt><span>time_title :</span></dt><dd>Temporal mean</dd><dt><span>title :</span></dt><dd>Sea-Ice Extent North</dd><dt><span>type :</span></dt><dd>real</dd><dt><span>units :</span></dt><dd>1e6 km2</dd><dt><span>variable_id :</span></dt><dd>siextentn</dd></dl></div><div class='xr-var-data'><pre>array([[14.800295, 15.304046, 15.387679, ...,  6.976609, 10.038883, 12.088102]],\n",
-       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, d2)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d36b91d9-4640-471c-8af7-038e5c52b00a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d36b91d9-4640-471c-8af7-038e5c52b00a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7120c95-6ffc-47bc-9e8a-ce45fb4abde7' class='xr-var-data-in' type='checkbox'><label for='data-f7120c95-6ffc-47bc-9e8a-ce45fb4abde7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[cftime.DatetimeNoLeap(1850, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
-       "        cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "       [cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
-       "        cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "       [cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
-       "        cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "       ...,\n",
-       "       [cftime.DatetimeNoLeap(2014, 10, 1, 0, 0, 0, 0, has_year_zero=True),\n",
-       "        cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "       [cftime.DatetimeNoLeap(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
-       "        cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "       [cftime.DatetimeNoLeap(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
-       "        cftime.DatetimeNoLeap(2015, 1, 1, 0, 0, 0, 0, has_year_zero=True)]],\n",
-       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-79d05279-1956-41b7-ae30-544e2154c85f' class='xr-section-summary-in' type='checkbox'  ><label for='section-79d05279-1956-41b7-ae30-544e2154c85f' class='xr-section-summary' >Attributes: <span>(45)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>branch_time_in_child :</span></dt><dd>674885.0</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-WACCM-FV2.historical.none.r1i1p1f1</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>experiment :</span></dt><dd>Simulation of recent past (1850 to 2014). Impose changing conditions (consistent with observations). Should be initialised from a point early enough in the pre-industrial control run to ensure that the end of all the perturbed runs branching from the end of this historical run end before the end of the control. Only one ensemble member is requested but modelling groups are strongly encouraged to submit at least three ensemble members of their CMIP historical simulation. </dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>model_doi_url :</span></dt><dd>https://doi.org/10.5065/D67H1H0V</dd><dt><span>institution_id :</span></dt><dd>NCAR</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/ac6a7760-7aab-4643-8c33-a09391be230a</dd><dt><span>institution :</span></dt><dd>National Center for Atmospheric Research, Climate and Global Dynamics Laboratory, 1850 Table Mesa Drive, Boulder, CO 80305, USA</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>branch_time_in_parent :</span></dt><dd>10950.0</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>CESM2-WACCM-FV2</dd><dt><span>variable_id :</span></dt><dd>siextentn</dd><dt><span>case_id :</span></dt><dd>1562</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>grid :</span></dt><dd>native gx1v7 displaced pole grid (384x320 latxlon)</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>source_type :</span></dt><dd>AOGCM BGC CHEM AER</dd><dt><span>realm :</span></dt><dd>seaIce</dd><dt><span>parent_time_units :</span></dt><dd>days since 0001-01-01 00:00:00</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>source :</span></dt><dd>CESM2 (2017): atmosphere: CAM6 (1.9x2.5 finite volume grid; 144 x 96 longitude/latitude; 70 levels; top level 4.5e-6 mb); ocean: POP2 (320x384 longitude/latitude; 60 levels; top grid cell 0-10 m); sea_ice: CICE5.1 (same grid as ocean); land: CLM5 1.9x2.5 finite volume grid; 144 x 96 longitude/latitude; 70 levels; top level 4.5e-6 mb); aerosol: MAM4 (1.9x2.5 finite volume grid; 144 x 96 longitude/latitude; 70 levels; top level 4.5e-6 mb); atmosChem: WACCM (1.9x2.5 finite volume grid; 144 x 96 longitude/latitude; 70 levels; top level 4.5e-6 mb; landIce: CISM2.1; ocnBgchem: MARBL (320x384 longitude/latitude; 60 levels; top grid cell 0-10 m)</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>table_id :</span></dt><dd>SImon</dd><dt><span>variant_info :</span></dt><dd>CMIP6 CESM2 historical ensemble with WACCM6-FV2 (1.9x2.5) with middle atmosphere chemistry, interactive land (CLM5, 1.9x2.5), coupled ocean (POP2) with biogeochemistry (MARBL), interactive sea ice (CICE5.1), and non-evolving land ice (CISM2.1).</dd><dt><span>contact :</span></dt><dd>cesm_cmip6@ucar.edu</dd><dt><span>cesm_casename :</span></dt><dd>b.e21.BWmaHIST.f19_g17.CMIP6-historical-WACCM-MA-2deg.001</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>source_id :</span></dt><dd>CESM2-WACCM-FV2</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>intake_esm_varname :</span></dt><dd>siextentn</dd><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by &lt;The National Center for Atmospheric Research&gt; is licensed under a Creative Commons Attribution-[]ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file)[]. The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>data_specs_version :</span></dt><dd>01.00.31</dd><dt><span>intake_esm_dataset_key :</span></dt><dd>CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn</dd></dl></div></li></ul></div></div>"
-      ],
-      "text/plain": [
-       "<xarray.Dataset>\n",
-       "Dimensions:    (member_id: 1, time: 1980, d2: 2)\n",
-       "Coordinates:\n",
-       "  * time       (time) object 1850-01-15 12:00:00 ... 2014-12-15 12:00:00\n",
-       "  * member_id  (member_id) object 'r1i1p1f1'\n",
-       "Dimensions without coordinates: d2\n",
-       "Data variables:\n",
-       "    siextentn  (member_id, time) float32 ...\n",
-       "    time_bnds  (time, d2) object ...\n",
-       "Attributes: (12/45)\n",
-       "    branch_time_in_child:    674885.0\n",
-       "    further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2-...\n",
-       "    nominal_resolution:      100 km\n",
-       "    realization_index:       1\n",
-       "    branch_method:           standard\n",
-       "    experiment:              Simulation of recent past (1850 to 2014). Impose...\n",
-       "    ...                      ...\n",
-       "    experiment_id:           historical\n",
-       "    intake_esm_varname:      siextentn\n",
-       "    Conventions:             CF-1.7 CMIP-6.2\n",
-       "    license:                 CMIP6 model data produced by <The National Cente...\n",
-       "    data_specs_version:      01.00.31\n",
-       "    intake_esm_dataset_key:  CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn"
-      ]
-     },
-     "execution_count": 66,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import xarray as xr\n",
-    "ds = xr.open_dataset('CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn.nc')\n",
-    "ds"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "    activity_id institution_id      source_id experiment_id member_id  \\\n",
-      "0          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "1          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "2          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "3          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "4          CMIP            AWI  AWI-CM-1-1-MR    historical  r1i1p1f1   \n",
-      "..          ...            ...            ...           ...       ...   \n",
-      "279        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "280        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "281        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "282        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "283        CMIP            NCC     NorESM2-MM    historical  r1i1p1f1   \n",
-      "\n",
-      "    table_id variable_id grid_label  dcpp_init_year    version     time_range  \\\n",
-      "0      SImon   siextentn         gn             NaN  v20181218  185001-185012   \n",
-      "1      SImon   siextentn         gn             NaN  v20181218  185101-186012   \n",
-      "2      SImon   siextentn         gn             NaN  v20181218  186101-187012   \n",
-      "3      SImon   siextentn         gn             NaN  v20181218  187101-188012   \n",
-      "4      SImon   siextentn         gn             NaN  v20181218  188101-189012   \n",
-      "..       ...         ...        ...             ...        ...            ...   \n",
-      "279    SImon   siextentn         gn             NaN  v20191108  197001-197912   \n",
-      "280    SImon   siextentn         gn             NaN  v20191108  198001-198912   \n",
-      "281    SImon   siextentn         gn             NaN  v20191108  199001-199912   \n",
-      "282    SImon   siextentn         gn             NaN  v20191108  200001-200912   \n",
-      "283    SImon   siextentn         gn             NaN  v20191108  201001-201412   \n",
-      "\n",
-      "                                                  path  \\\n",
-      "0    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "1    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "2    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "3    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "4    /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "..                                                 ...   \n",
-      "279  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "280  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "281  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "282  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "283  /mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMI...   \n",
-      "\n",
-      "                                           opendap_url  \n",
-      "0    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "1    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "2    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "3    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "4    http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "..                                                 ...  \n",
-      "279  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "280  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "281  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "282  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "283  http://esgf3.dkrz.de/thredds/dodsC/cmip6/CMIP/...  \n",
-      "\n",
-      "[284 rows x 13 columns]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(cat.df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_185001-185012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_185101-186012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_186101-187012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_187101-188012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_188101-189012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_189101-190012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_190101-191012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_191101-192012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_192101-193012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_193101-194012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_194101-195012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_195101-196012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_196101-197012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_197101-198012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_198101-199012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_199101-200012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_200101-201012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-CM-1-1-MR/historical/r1i1p1f1/SImon/siextentn/gn/v20181218/siextentn_SImon_AWI-CM-1-1-MR_historical_r1i1p1f1_gn_201101-201412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185001-185012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185101-185112.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185201-185212.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185301-185312.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185401-185412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185501-185512.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185601-185612.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185701-185712.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185801-185812.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_185901-185912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_186001-186012.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_186101-186112.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/AWI/AWI-ESM-1-1-LR/historical/r1i1p1f1/Amon/fco2antt/gn/v20200212/fco2antt_Amon_AWI-ESM-1-1-LR_historical_r1i1p1f1_gn_186201-186212.nc\n",
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-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_192501-192912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_193001-193412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_193501-193912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_194001-194412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_194501-194912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_195001-195412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_195501-195912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_196001-196412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_196501-196912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_197001-197412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_197501-197912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_198001-198412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_198501-198912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_199001-199412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_199501-199912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_200001-200412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_200501-200912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-HR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-HR_historical_r1i1p1f1_gn_201001-201412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_185001-186912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_187001-188912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_189001-190912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_191001-192912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_193001-194912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_195001-196912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_197001-198912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_199001-200912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/historical/r1i1p1f1/SImon/siextentn/gn/v20190710/siextentn_SImon_MPI-ESM1-2-LR_historical_r1i1p1f1_gn_201001-201412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/MRI/MRI-ESM2-0/historical/r1i1p1f1/SImon/siextentn/gm/v20191210/siextentn_SImon_MRI-ESM2-0_historical_r1i1p1f1_gm_185001-201412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2/historical/r1i1p1f1/SImon/siextentn/gn/v20190308/siextentn_SImon_CESM2_historical_r1i1p1f1_gn_185001-201412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-FV2/historical/r1i1p1f1/SImon/siextentn/gn/v20191120/siextentn_SImon_CESM2-FV2_historical_r1i1p1f1_gn_185001-189912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-FV2/historical/r1i1p1f1/SImon/siextentn/gn/v20191120/siextentn_SImon_CESM2-FV2_historical_r1i1p1f1_gn_190001-194912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-FV2/historical/r1i1p1f1/SImon/siextentn/gn/v20191120/siextentn_SImon_CESM2-FV2_historical_r1i1p1f1_gn_195001-199912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-FV2/historical/r1i1p1f1/SImon/siextentn/gn/v20191120/siextentn_SImon_CESM2-FV2_historical_r1i1p1f1_gn_200001-201412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-WACCM/historical/r1i1p1f1/SImon/siextentn/gn/v20190227/siextentn_SImon_CESM2-WACCM_historical_r1i1p1f1_gn_185001-201412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-WACCM-FV2/historical/r1i1p1f1/SImon/siextentn/gn/v20191120/siextentn_SImon_CESM2-WACCM-FV2_historical_r1i1p1f1_gn_185001-189912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-WACCM-FV2/historical/r1i1p1f1/SImon/siextentn/gn/v20191120/siextentn_SImon_CESM2-WACCM-FV2_historical_r1i1p1f1_gn_190001-194912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-WACCM-FV2/historical/r1i1p1f1/SImon/siextentn/gn/v20191120/siextentn_SImon_CESM2-WACCM-FV2_historical_r1i1p1f1_gn_195001-199912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCAR/CESM2-WACCM-FV2/historical/r1i1p1f1/SImon/siextentn/gn/v20191120/siextentn_SImon_CESM2-WACCM-FV2_historical_r1i1p1f1_gn_200001-201412.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_185001-185912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_186001-186912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_187001-187912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_188001-188912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_189001-189912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_190001-190912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_191001-191912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_192001-192912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_193001-193912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_194001-194912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_195001-195912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_196001-196912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_197001-197912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_198001-198912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_199001-199912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_200001-200912.nc\n",
-      "/mnt/lustre02/work/ik1017/CMIP6/data/CMIP6/CMIP/NCC/NorESM2-MM/historical/r1i1p1f1/SImon/siextentn/gn/v20191108/siextentn_SImon_NorESM2-MM_historical_r1i1p1f1_gn_201001-201412.nc\n"
-     ]
-    }
-   ],
-   "source": [
-    "for p in cat.df[\"path\"]:\n",
-    "    print(p)\n",
-    "    \n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python Course",
-   "language": "python",
-   "name": "new-kernel"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.12"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}

exercises/CO2_SeaIceExtend.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import intake\n",
+    "col = intake.open_esm_datastore(\"/pool/data/Catalogs/dkrz_cmip6_disk_netcdf.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "query=dict(variable_id=[\"siextentn\",\"co2mass\"],member_id=['r1i1p1f1'],\n",
+    "           experiment_id=\"historical\")\n",
+    "cat=col.search(require_all_on=[\"source_id\"],\n",
+    "               **query)\n",
+    "cat.unique(\"table_id\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cat.df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(cat.df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xr_dict = cat.to_dataset_dict(cdf_kwargs={\"chunks\":{\"time\":1}})\n",
+    "print(xr_dict)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xr_dict.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for  k,v in xr_dict.items():\n",
+    "    print(k)\n",
+    "    if ('AWI' in k) or ('IPSL' in k):\n",
+    "        continue\n",
+    "    v.squeeze('member_id').to_netcdf(k+'.nc')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import xarray as xr\n",
+    "ds = xr.open_dataset('CMIP.NCAR.CESM2-WACCM-FV2.historical.SImon.gn.nc')\n",
+    "ds"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(cat.df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for p in cat.df[\"path\"]:\n",
+    "    print(p)\n",
+    "    \n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python Course",
+   "language": "python",
+   "name": "new-kernel"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}