diff --git a/notebooks/decadal_calendar_fix.ipynb b/notebooks/decadal_calendar_fix.ipynb
index 6b8a1f9..f006323 100644
--- a/notebooks/decadal_calendar_fix.ipynb
+++ b/notebooks/decadal_calendar_fix.ipynb
@@ -10,13 +10,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 9,
    "id": "06856aa1-30cb-4edd-a461-b1a08fde8ec5",
    "metadata": {},
    "outputs": [],
    "source": [
     "import xarray as xr\n",
-    "from rooki import rooki"
+    "from rook.utils.decadal_fixes import apply_decadal_fixes, decadal_fix_calendar\n",
+    "from roocs_utils.xarray_utils.xarray_utils import open_xr_dataset\n",
+    "from rooki import rooki\n",
+    "\n",
+    "import tempfile"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "b1ecf482-c9a6-46ab-9485-6a022756d16f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tmp_dir = tempfile.TemporaryDirectory(dir=None)\n",
+    "tmp_dir.cleanup()"
    ]
   },
   {
@@ -40,7 +55,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 3,
    "id": "5462716e-7b3c-4b0b-bfad-34eb3c134434",
    "metadata": {},
    "outputs": [
@@ -50,7 +65,7 @@
        "True"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -63,43 +78,94 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "2a5da580-0e23-4b34-a621-8e6e2020b7f6",
+   "execution_count": 4,
+   "id": "e172845a-ab17-4c16-8215-e67763d5b499",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['https://data.mips.climate.copernicus.eu/thredds/fileServer/esg_c3s-cmip6/DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindcast/s1976-r3i1p1f1/Amon/psl/gr/v20201215/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc',\n",
+       " 'https://data.mips.climate.copernicus.eu/thredds/fileServer/esg_c3s-cmip6/DCPP/EC-Earth-Consortium/EC-Earth3/dcppA-hindcast/s1976-r3i1p1f1/Amon/psl/gr/v20201215/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198511-198610.nc']"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.download_urls()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "d27ce3eb-9799-4b9e-ba7a-fe9899b3d68d",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink__vun7bgo/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc.\n",
-      "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink__vun7bgo/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198511-198610.nc.\n",
-      "gregorian\n",
-      "proleptic_gregorian\n"
+      "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_xp7si7xh/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc.\n",
+      "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_xp7si7xh/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198511-198610.nc.\n"
      ]
     }
    ],
    "source": [
-    "for ds in result.datasets():\n",
-    "    print(ds.time.encoding.get(\"calendar\"))"
+    "dsets = [\n",
+    "    decadal_fix_calendar(ds_id, open_xr_dataset(file)) for file in result.download()\n",
+    "    # open_xr_dataset(file) for file in result.download()\n",
+    "]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "id": "6f89c9bc-1760-427a-91a8-eeef03944d42",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "gregorian\n",
+      "standard\n"
+     ]
+    }
+   ],
    "source": [
-    "ds_path_g = \"/var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink__vun7bgo/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc\"\n",
-    "\n",
-    "ds_path_pg = \"/var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink__vun7bgo/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198511-198610.nc\"\n",
-    "\n"
+    "for ds in dsets:\n",
+    "    print(ds.time.encoding.get(\"calendar\"))\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "07f7c176-a317-4a8e-add1-89f610614220",
+   "execution_count": 7,
+   "id": "6afe997f-91e1-4048-a2af-288818f36a07",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'gregorian'"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ds = xr.concat(dsets, dim=\"time\")\n",
+    "ds.time.encoding.get(\"calendar\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "172318f6-f484-4854-a0dd-41e2f041b8bc",
    "metadata": {},
    "outputs": [
     {
@@ -469,31 +535,34 @@
        "  fill: currentColor;\n",
        "}\n",
        "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
-       "Dimensions:    (time: 12, bnds: 2, lat: 256, lon: 512)\n",
+       "Dimensions:      (time: 24, bnds: 2, lat: 256, lon: 512)\n",
        "Coordinates:\n",
-       "  * time       (time) object 1984-11-16 00:00:00 ... 1985-10-16 12:00:00\n",
-       "  * lat        (lat) float64 -89.46 -88.77 -88.07 -87.37 ... 88.07 88.77 89.46\n",
-       "  * lon        (lon) float64 0.0 0.7031 1.406 2.109 ... 357.2 357.9 358.6 359.3\n",
+       "  * time         (time) object 1984-11-16 00:00:00 ... 1986-10-16 12:00:00\n",
+       "  * lat          (lat) float64 -89.46 -88.77 -88.07 -87.37 ... 88.07 88.77 89.46\n",
+       "  * lon          (lon) float64 0.0 0.7031 1.406 2.109 ... 357.9 358.6 359.3\n",
+       "    reftime      datetime64[ns] 1976-11-01\n",
+       "    leadtime     (time) float64 2.937e+03 2.967e+03 ... 3.606e+03 3.636e+03\n",
        "Dimensions without coordinates: bnds\n",
        "Data variables:\n",
-       "    time_bnds  (time, bnds) object ...\n",
-       "    lat_bnds   (lat, bnds) float64 ...\n",
-       "    lon_bnds   (lon, bnds) float64 ...\n",
-       "    psl        (time, lat, lon) float32 ...\n",
-       "Attributes: (12/48)\n",
-       "    Conventions:               CF-1.7 CMIP-6.2\n",
-       "    activity_id:               DCPP\n",
-       "    branch_method:             no parent\n",
-       "    branch_time:               0.0\n",
-       "    branch_time_in_child:      0.0\n",
-       "    branch_time_in_parent:     0.0\n",
-       "    ...                        ...\n",
-       "    cmor_version:              3.4.0\n",
-       "    variant_info:              Atmosphere initialization based on full-fields...\n",
-       "    sub_experiment_id:         s1976\n",
-       "    history:                   Wed Sep 25 11:00:49 2019: ncatted -O -a sub_ex...\n",
-       "    nominal_resolution:        100 km\n",
-       "    sub_experiment:            initialized near end of year 1976</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e60ba3b6-08f6-4167-91a8-bebd1a6dc7ad' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e60ba3b6-08f6-4167-91a8-bebd1a6dc7ad' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 256</li><li><span class='xr-has-index'>lon</span>: 512</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-137d495a-0db6-4d87-bac5-c86d7fe1f753' class='xr-section-summary-in' type='checkbox'  checked><label for='section-137d495a-0db6-4d87-bac5-c86d7fe1f753' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-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'>1984-11-16 00:00:00 ... 1985-10-...</div><input id='attrs-5a61fcf0-aee2-4e65-9d81-350a6da02bc2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5a61fcf0-aee2-4e65-9d81-350a6da02bc2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34a11166-e3c8-48cb-8c4c-2e94e1dd00e4' class='xr-var-data-in' type='checkbox'><label for='data-34a11166-e3c8-48cb-8c4c-2e94e1dd00e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeGregorian(1984, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
+       "    time_bnds    (time, bnds) object 1984-11-01 00:00:00 ... 1986-11-01 00:00:00\n",
+       "    lat_bnds     (time, lat, bnds) float64 -90.0 -89.11 -89.11 ... 89.11 90.0\n",
+       "    lon_bnds     (time, lon, bnds) float64 -0.3516 0.3516 0.3516 ... 358.9 359.6\n",
+       "    psl          (time, lat, lon) float32 9.994e+04 9.994e+04 ... 1.014e+05\n",
+       "    realization  int32 3\n",
+       "Attributes: (12/52)\n",
+       "    Conventions:                 CF-1.7 CMIP-6.2\n",
+       "    activity_id:                 DCPP\n",
+       "    branch_method:               no parent\n",
+       "    branch_time:                 0.0\n",
+       "    branch_time_in_child:        0.0\n",
+       "    branch_time_in_parent:       0.0\n",
+       "    ...                          ...\n",
+       "    nominal_resolution:          100 km\n",
+       "    sub_experiment:              initialized near end of year 1976\n",
+       "    forcing_description:         f1, CMIP6 historical forcings\n",
+       "    physics_description:         physics from the standard model configuratio...\n",
+       "    initialization_description:  Atmosphere initialization based on full-fiel...\n",
+       "    startdate:                   s197611</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9eabd29d-dcb3-4a12-9078-4b75d4781813' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9eabd29d-dcb3-4a12-9078-4b75d4781813' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 24</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 256</li><li><span class='xr-has-index'>lon</span>: 512</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-808a4de6-071f-414f-8f1c-e8b4359c633e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-808a4de6-071f-414f-8f1c-e8b4359c633e' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1984-11-16 00:00:00 ... 1986-10-...</div><input id='attrs-2ad79469-e328-4a14-bef2-9f1ebb3ac2f6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ad79469-e328-4a14-bef2-9f1ebb3ac2f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d23bceb7-4613-4f7a-8442-eb717530d962' class='xr-var-data-in' type='checkbox'><label for='data-d23bceb7-4613-4f7a-8442-eb717530d962' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>valid_time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeGregorian(1984, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
        "       cftime.DatetimeGregorian(1984, 12, 16, 12, 0, 0, 0, has_year_zero=False),\n",
        "       cftime.DatetimeGregorian(1985, 1, 16, 12, 0, 0, 0, has_year_zero=False),\n",
        "       cftime.DatetimeGregorian(1985, 2, 15, 0, 0, 0, 0, has_year_zero=False),\n",
@@ -504,23 +573,201 @@
        "       cftime.DatetimeGregorian(1985, 7, 16, 12, 0, 0, 0, has_year_zero=False),\n",
        "       cftime.DatetimeGregorian(1985, 8, 16, 12, 0, 0, 0, has_year_zero=False),\n",
        "       cftime.DatetimeGregorian(1985, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
-       "       cftime.DatetimeGregorian(1985, 10, 16, 12, 0, 0, 0, has_year_zero=False)],\n",
-       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.46 -88.77 ... 88.77 89.46</div><input id='attrs-e366eba8-7d90-4087-afd9-715ba72357e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e366eba8-7d90-4087-afd9-715ba72357e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95b5f897-d929-416a-b7a4-ac32384ba2ac' class='xr-var-data-in' type='checkbox'><label for='data-95b5f897-d929-416a-b7a4-ac32384ba2ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.46282, -88.76695, -88.06697, ...,  88.06697,  88.76695,  89.46282])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.7031 1.406 ... 358.6 359.3</div><input id='attrs-1f0c6376-a80f-4b9a-ad93-51f51ca66305' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f0c6376-a80f-4b9a-ad93-51f51ca66305' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51c64f92-0a9a-46eb-a4f2-7e4c7f31a3b1' class='xr-var-data-in' type='checkbox'><label for='data-51c64f92-0a9a-46eb-a4f2-7e4c7f31a3b1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.      ,   0.703125,   1.40625 , ..., 357.890625, 358.59375 ,\n",
-       "       359.296875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8958b030-5ac0-4d8e-a88f-ac9bd05d0d08' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8958b030-5ac0-4d8e-a88f-ac9bd05d0d08' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2ec74d39-c347-406a-ab35-3c731662d92a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2ec74d39-c347-406a-ab35-3c731662d92a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0732b6e-81df-4994-bb2b-1d97a723fae1' class='xr-var-data-in' type='checkbox'><label for='data-b0732b6e-81df-4994-bb2b-1d97a723fae1' 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>[24 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-64223e17-87a9-4b15-b231-d3a97f2d9ca7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-64223e17-87a9-4b15-b231-d3a97f2d9ca7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7f9e07b-5315-4ed3-9d4e-f481d6a3e3f4' class='xr-var-data-in' type='checkbox'><label for='data-c7f9e07b-5315-4ed3-9d4e-f481d6a3e3f4' 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>[512 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-85e997c7-d706-443c-8422-fd5372fbf0e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85e997c7-d706-443c-8422-fd5372fbf0e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d38dfb9-3f5e-490a-82fd-33a7159501ca' class='xr-var-data-in' type='checkbox'><label for='data-6d38dfb9-3f5e-490a-82fd-33a7159501ca' 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>[1024 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>psl</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8765b97b-be34-484d-abad-e7c4f3cb412a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8765b97b-be34-484d-abad-e7c4f3cb412a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6df199b1-2b19-4d77-b779-730df4f9820c' class='xr-var-data-in' type='checkbox'><label for='data-6df199b1-2b19-4d77-b779-730df4f9820c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>long_name :</span></dt><dd>Sea Level Pressure</dd><dt><span>comment :</span></dt><dd>Sea Level Pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-04-13T06:31:49Z altered by CMOR: Reordered dimensions, original order: lat lon time.</dd></dl></div><div class='xr-var-data'><pre>[1572864 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1b6ddb5f-191a-4982-a33d-fe5e38874571' class='xr-section-summary-in' type='checkbox'  ><label for='section-1b6ddb5f-191a-4982-a33d-fe5e38874571' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e2c04f46-476a-4a14-b188-4dab3ec96925' class='xr-index-data-in' type='checkbox'/><label for='index-e2c04f46-476a-4a14-b188-4dab3ec96925' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1984-11-16 00:00:00, 1984-12-16 12:00:00, 1985-01-16 12:00:00,\n",
+       "       cftime.DatetimeGregorian(1985, 10, 16, 12, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1985, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1985, 12, 16, 12, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 1, 16, 12, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 2, 15, 0, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 3, 16, 12, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 5, 16, 12, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 7, 16, 12, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 8, 16, 12, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
+       "       cftime.DatetimeGregorian(1986, 10, 16, 12, 0, 0, 0, has_year_zero=False)],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.46 -88.77 ... 88.77 89.46</div><input id='attrs-26318b7c-615c-4ca3-828c-31bfc0e5b2c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26318b7c-615c-4ca3-828c-31bfc0e5b2c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bdad7de1-353f-4bcf-b05b-484a768370ab' class='xr-var-data-in' type='checkbox'><label for='data-bdad7de1-353f-4bcf-b05b-484a768370ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.46282, -88.76695, -88.06697, ...,  88.06697,  88.76695,  89.46282])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.7031 1.406 ... 358.6 359.3</div><input id='attrs-7fb601c8-96fb-4624-8305-2fbd2a8b7c6b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7fb601c8-96fb-4624-8305-2fbd2a8b7c6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb199191-f4f9-4d30-a30b-b1da757eaf43' class='xr-var-data-in' type='checkbox'><label for='data-eb199191-f4f9-4d30-a30b-b1da757eaf43' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.      ,   0.703125,   1.40625 , ..., 357.890625, 358.59375 ,\n",
+       "       359.296875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>reftime</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1976-11-01</div><input id='attrs-b7e4ea51-8ff3-4cb7-8edf-596a7883ef28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7e4ea51-8ff3-4cb7-8edf-596a7883ef28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e59252c8-65bc-469e-9e59-638edaaed580' class='xr-var-data-in' type='checkbox'><label for='data-e59252c8-65bc-469e-9e59-638edaaed580' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Start date of the forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;1976-11-01T00:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>leadtime</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.937e+03 2.967e+03 ... 3.636e+03</div><input id='attrs-658dd3d0-6c3f-4c5d-9790-b75429327499' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-658dd3d0-6c3f-4c5d-9790-b75429327499' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1d34a82-42e3-43a3-bc85-6539d3bb67d4' class='xr-var-data-in' type='checkbox'><label for='data-f1d34a82-42e3-43a3-bc85-6539d3bb67d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time elapsed since the start of the forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd><dt><span>units :</span></dt><dd>days</dd></dl></div><div class='xr-var-data'><pre>array([2937., 2967., 2998., 3028., 3057., 3088., 3118., 3149., 3179.,\n",
+       "       3210., 3241., 3271., 3302., 3332., 3363., 3393., 3422., 3453.,\n",
+       "       3483., 3514., 3544., 3575., 3606., 3636.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a6a0323d-ac57-48f8-bd05-a4eb7b578be6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a6a0323d-ac57-48f8-bd05-a4eb7b578be6' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1984-11-01 00:00:00 ... 1986-11-...</div><input id='attrs-0f713d06-c62e-49f5-ae0f-727dae9d085b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f713d06-c62e-49f5-ae0f-727dae9d085b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fe45f0b-f503-4375-afec-44596f412371' class='xr-var-data-in' type='checkbox'><label for='data-3fe45f0b-f503-4375-afec-44596f412371' 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.DatetimeGregorian(1984, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1984, 12, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1984, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 1, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1985, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 2, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1985, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 3, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1985, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 4, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1985, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 5, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1985, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 6, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1985, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 7, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1985, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 8, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "       [cftime.DatetimeGregorian(1985, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n",
+       "        cftime.DatetimeGregorian(1985, 9, 1, 0, 0, 0, 0, has_year_zero=False)],\n",
+       "...\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 2, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 3, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 4, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 4, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 5, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 5, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 6, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 6, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 7, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 7, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 8, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 8, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 9, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 9, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 10, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "       [cftime.DatetimeProlepticGregorian(1986, 10, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        cftime.DatetimeProlepticGregorian(1986, 11, 1, 0, 0, 0, 0, has_year_zero=True)]],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(time, lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -89.11 -89.11 ... 89.11 90.0</div><input id='attrs-7af88a5a-cdc5-423f-b23d-8a467a097f0f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7af88a5a-cdc5-423f-b23d-8a467a097f0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c16c92fe-73f8-4029-921d-f9ef57b790b0' class='xr-var-data-in' type='checkbox'><label for='data-c16c92fe-73f8-4029-921d-f9ef57b790b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-90.      , -89.114885],\n",
+       "        [-89.114885, -88.41696 ],\n",
+       "        [-88.41696 , -87.71652 ],\n",
+       "        ...,\n",
+       "        [ 87.71652 ,  88.41696 ],\n",
+       "        [ 88.41696 ,  89.114885],\n",
+       "        [ 89.114885,  90.      ]],\n",
+       "\n",
+       "       [[-90.      , -89.114885],\n",
+       "        [-89.114885, -88.41696 ],\n",
+       "        [-88.41696 , -87.71652 ],\n",
+       "        ...,\n",
+       "        [ 87.71652 ,  88.41696 ],\n",
+       "        [ 88.41696 ,  89.114885],\n",
+       "        [ 89.114885,  90.      ]],\n",
+       "\n",
+       "       [[-90.      , -89.114885],\n",
+       "        [-89.114885, -88.41696 ],\n",
+       "        [-88.41696 , -87.71652 ],\n",
+       "        ...,\n",
+       "...\n",
+       "        ...,\n",
+       "        [ 87.71652 ,  88.41696 ],\n",
+       "        [ 88.41696 ,  89.114885],\n",
+       "        [ 89.114885,  90.      ]],\n",
+       "\n",
+       "       [[-90.      , -89.114885],\n",
+       "        [-89.114885, -88.41696 ],\n",
+       "        [-88.41696 , -87.71652 ],\n",
+       "        ...,\n",
+       "        [ 87.71652 ,  88.41696 ],\n",
+       "        [ 88.41696 ,  89.114885],\n",
+       "        [ 89.114885,  90.      ]],\n",
+       "\n",
+       "       [[-90.      , -89.114885],\n",
+       "        [-89.114885, -88.41696 ],\n",
+       "        [-88.41696 , -87.71652 ],\n",
+       "        ...,\n",
+       "        [ 87.71652 ,  88.41696 ],\n",
+       "        [ 88.41696 ,  89.114885],\n",
+       "        [ 89.114885,  90.      ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(time, lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.3516 0.3516 ... 358.9 359.6</div><input id='attrs-9d89a954-2246-4c3d-ae71-bb84c37bc2f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d89a954-2246-4c3d-ae71-bb84c37bc2f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbac627f-efdf-4d2b-87d3-f52a84c4d062' class='xr-var-data-in' type='checkbox'><label for='data-fbac627f-efdf-4d2b-87d3-f52a84c4d062' 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([[[-3.51562500e-01,  3.51562500e-01],\n",
+       "        [ 3.51562500e-01,  1.05468750e+00],\n",
+       "        [ 1.05468750e+00,  1.75781250e+00],\n",
+       "        ...,\n",
+       "        [ 3.57539062e+02,  3.58242188e+02],\n",
+       "        [ 3.58242188e+02,  3.58945312e+02],\n",
+       "        [ 3.58945312e+02,  3.59648438e+02]],\n",
+       "\n",
+       "       [[-3.51562500e-01,  3.51562500e-01],\n",
+       "        [ 3.51562500e-01,  1.05468750e+00],\n",
+       "        [ 1.05468750e+00,  1.75781250e+00],\n",
+       "        ...,\n",
+       "        [ 3.57539062e+02,  3.58242188e+02],\n",
+       "        [ 3.58242188e+02,  3.58945312e+02],\n",
+       "        [ 3.58945312e+02,  3.59648438e+02]],\n",
+       "\n",
+       "       [[-3.51562500e-01,  3.51562500e-01],\n",
+       "        [ 3.51562500e-01,  1.05468750e+00],\n",
+       "        [ 1.05468750e+00,  1.75781250e+00],\n",
+       "        ...,\n",
+       "...\n",
+       "        ...,\n",
+       "        [ 3.57539062e+02,  3.58242188e+02],\n",
+       "        [ 3.58242188e+02,  3.58945312e+02],\n",
+       "        [ 3.58945312e+02,  3.59648438e+02]],\n",
+       "\n",
+       "       [[-3.51562500e-01,  3.51562500e-01],\n",
+       "        [ 3.51562500e-01,  1.05468750e+00],\n",
+       "        [ 1.05468750e+00,  1.75781250e+00],\n",
+       "        ...,\n",
+       "        [ 3.57539062e+02,  3.58242188e+02],\n",
+       "        [ 3.58242188e+02,  3.58945312e+02],\n",
+       "        [ 3.58945312e+02,  3.59648438e+02]],\n",
+       "\n",
+       "       [[-3.51562500e-01,  3.51562500e-01],\n",
+       "        [ 3.51562500e-01,  1.05468750e+00],\n",
+       "        [ 1.05468750e+00,  1.75781250e+00],\n",
+       "        ...,\n",
+       "        [ 3.57539062e+02,  3.58242188e+02],\n",
+       "        [ 3.58242188e+02,  3.58945312e+02],\n",
+       "        [ 3.58945312e+02,  3.59648438e+02]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>psl</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>9.994e+04 9.994e+04 ... 1.014e+05</div><input id='attrs-738e0bec-5692-467e-b5a2-ea0c1445e995' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-738e0bec-5692-467e-b5a2-ea0c1445e995' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14877928-bca7-4ba4-8d26-fca31f82f9f8' class='xr-var-data-in' type='checkbox'><label for='data-14877928-bca7-4ba4-8d26-fca31f82f9f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>long_name :</span></dt><dd>Sea Level Pressure</dd><dt><span>comment :</span></dt><dd>Sea Level Pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-04-13T06:31:49Z altered by CMOR: Reordered dimensions, original order: lat lon time.</dd></dl></div><div class='xr-var-data'><pre>array([[[ 99936.375,  99936.484,  99936.6  , ...,  99935.266,\n",
+       "          99935.63 ,  99936.   ],\n",
+       "        [ 99947.46 ,  99948.734,  99950.016, ...,  99942.54 ,\n",
+       "          99944.18 ,  99945.82 ],\n",
+       "        [ 99934.805,  99938.24 ,  99941.68 , ...,  99923.72 ,\n",
+       "          99927.414,  99931.11 ],\n",
+       "        ...,\n",
+       "        [102020.73 , 102018.945, 102017.164, ..., 102026.58 ,\n",
+       "         102024.625, 102022.67 ],\n",
+       "        [102068.586, 102067.52 , 102066.46 , ..., 102071.97 ,\n",
+       "         102070.84 , 102069.71 ],\n",
+       "        [102110.6  , 102110.19 , 102109.78 , ..., 102111.99 ,\n",
+       "         102111.53 , 102111.06 ]],\n",
+       "\n",
+       "       [[ 99631.266,  99631.37 ,  99631.46 , ...,  99630.04 ,\n",
+       "          99630.445,  99630.86 ],\n",
+       "        [ 99657.43 ,  99658.36 ,  99659.28 , ...,  99653.68 ,\n",
+       "          99654.93 ,  99656.18 ],\n",
+       "        [ 99659.805,  99662.016,  99664.23 , ...,  99652.695,\n",
+       "          99655.06 ,  99657.44 ],\n",
+       "...\n",
+       "        [101499.25 , 101498.305, 101497.35 , ..., 101502.75 ,\n",
+       "         101501.586, 101500.42 ],\n",
+       "        [101549.23 , 101548.6  , 101547.97 , ..., 101551.375,\n",
+       "         101550.664, 101549.945],\n",
+       "        [101600.15 , 101599.91 , 101599.664, ..., 101601.21 ,\n",
+       "         101600.86 , 101600.51 ]],\n",
+       "\n",
+       "       [[101213.37 , 101212.21 , 101211.055, ..., 101215.35 ,\n",
+       "         101214.695, 101214.03 ],\n",
+       "        [101238.805, 101237.88 , 101236.95 , ..., 101238.19 ,\n",
+       "         101238.39 , 101238.6  ],\n",
+       "        [101235.12 , 101236.8  , 101238.47 , ..., 101228.02 ,\n",
+       "         101230.39 , 101232.75 ],\n",
+       "        ...,\n",
+       "        [101408.91 , 101409.836, 101410.76 , ..., 101406.805,\n",
+       "         101407.51 , 101408.2  ],\n",
+       "        [101415.945, 101416.65 , 101417.34 , ..., 101414.09 ,\n",
+       "         101414.71 , 101415.33 ],\n",
+       "        [101428.85 , 101429.24 , 101429.63 , ..., 101427.78 ,\n",
+       "         101428.13 , 101428.49 ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>realization</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3</div><input id='attrs-60838b6f-4808-4503-9e65-d3b725a62366' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60838b6f-4808-4503-9e65-d3b725a62366' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-379a9853-87e2-46b6-9e83-7960182523a3' class='xr-var-data-in' type='checkbox'><label for='data-379a9853-87e2-46b6-9e83-7960182523a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>realization</dd><dt><span>comment :</span></dt><dd>For more information on the ripf, refer to the variant_label, initialization_description, physics_description and forcing_description global attributes</dd></dl></div><div class='xr-var-data'><pre>array(3, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4d6ae4b7-e5ca-4681-9b85-111728d9257e' class='xr-section-summary-in' type='checkbox'  ><label for='section-4d6ae4b7-e5ca-4681-9b85-111728d9257e' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5c248222-9907-4da7-873e-b7a69250e5d6' class='xr-index-data-in' type='checkbox'/><label for='index-5c248222-9907-4da7-873e-b7a69250e5d6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1984-11-16 00:00:00, 1984-12-16 12:00:00, 1985-01-16 12:00:00,\n",
        "             1985-02-15 00:00:00, 1985-03-16 12:00:00, 1985-04-16 00:00:00,\n",
        "             1985-05-16 12:00:00, 1985-06-16 00:00:00, 1985-07-16 12:00:00,\n",
-       "             1985-08-16 12:00:00, 1985-09-16 00:00:00, 1985-10-16 12:00:00],\n",
-       "            dtype=&#x27;object&#x27;, length=12, calendar=&#x27;standard&#x27;, freq=&#x27;None&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-946d2310-d681-436e-9f02-01756e418f37' class='xr-index-data-in' type='checkbox'/><label for='index-946d2310-d681-436e-9f02-01756e418f37' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-89.46282, -88.76695, -88.06697, -87.36607,  -86.6648, -85.96337,\n",
+       "             1985-08-16 12:00:00, 1985-09-16 00:00:00, 1985-10-16 12:00:00,\n",
+       "             1985-11-16 00:00:00, 1985-12-16 12:00:00, 1986-01-16 12:00:00,\n",
+       "             1986-02-15 00:00:00, 1986-03-16 12:00:00, 1986-04-16 00:00:00,\n",
+       "             1986-05-16 12:00:00, 1986-06-16 00:00:00, 1986-07-16 12:00:00,\n",
+       "             1986-08-16 12:00:00, 1986-09-16 00:00:00, 1986-10-16 12:00:00],\n",
+       "            dtype=&#x27;object&#x27;, length=24, calendar=&#x27;standard&#x27;, freq=&#x27;None&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8ec78971-2245-4391-a97b-ba5f13d3a48e' class='xr-index-data-in' type='checkbox'/><label for='index-8ec78971-2245-4391-a97b-ba5f13d3a48e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-89.46282, -88.76695, -88.06697, -87.36607,  -86.6648, -85.96337,\n",
        "              -85.26185, -84.56026, -83.85863, -83.15699,\n",
        "              ...\n",
        "               83.15699,  83.85863,  84.56026,  85.26185,  85.96337,   86.6648,\n",
        "               87.36607,  88.06697,  88.76695,  89.46282],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=256))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7f2a8b41-bb8d-4e6a-ba35-846007c48998' class='xr-index-data-in' type='checkbox'/><label for='index-7f2a8b41-bb8d-4e6a-ba35-846007c48998' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([       0.0,   0.703125,    1.40625,   2.109375,     2.8125,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=256))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4caff8a8-68cc-487e-8a5b-f4e1d006c81c' class='xr-index-data-in' type='checkbox'/><label for='index-4caff8a8-68cc-487e-8a5b-f4e1d006c81c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([       0.0,   0.703125,    1.40625,   2.109375,     2.8125,\n",
        "                3.515625,    4.21875,   4.921875,      5.625,   6.328125,\n",
        "              ...\n",
        "               352.96875, 353.671875,    354.375, 355.078125,  355.78125,\n",
        "              356.484375,   357.1875, 357.890625,  358.59375, 359.296875],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=512))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eb306c35-0ec0-4e72-87e8-7ea276bbf209' class='xr-section-summary-in' type='checkbox'  ><label for='section-eb306c35-0ec0-4e72-87e8-7ea276bbf209' class='xr-section-summary' >Attributes: <span>(48)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>DCPP</dd><dt><span>branch_method :</span></dt><dd>no parent</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip6-data@ec-earth.org</dd><dt><span>creation_date :</span></dt><dd>2019-04-13T06:31:50Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>hindcast initialized based on observations and using historical forcing</dd><dt><span>experiment_id :</span></dt><dd>dcppA-hindcast</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.none.r3i1p1f1</dd><dt><span>grid :</span></dt><dd>ORCA1T255</dd><dt><span>grid_label :</span></dt><dd>gr</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>AEMET, Spain; BSC, Spain; CNR-ISAC, Italy; DMI, Denmark; ENEA, Italy; FMI, Finland; Geomar, Germany; ICHEC, Ireland; ICTP, Italy; IDL, Portugal; IMAU, The Netherlands; IPMA, Portugal; KIT, Karlsruhe, Germany; KNMI, The Netherlands; Lund University, Sweden; Met Eireann, Ireland; NLeSC, The Netherlands; NTNU, Norway; Oxford University, UK; surfSARA, The Netherlands; SMHI, Sweden; Stockholm University, Sweden; Unite ASTR, Belgium; University College Dublin, Ireland; University of Bergen, Norway; University of Copenhagen, Denmark; University of Helsinki, Finland; University of Santiago de Compostela, Spain; Uppsala University, Sweden; Utrecht University, The Netherlands; Vrije Universiteit Amsterdam, the Netherlands; Wageningen University, The Netherlands. Mailing address: EC-Earth consortium, Rossby Center, Swedish Meteorological and Hydrological Institute/SMHI, SE-601 76 Norrkoping, Sweden</dd><dt><span>institution_id :</span></dt><dd>EC-Earth-Consortium</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_activity_id :</span></dt><dd>no parent</dd><dt><span>parent_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_mip_era :</span></dt><dd>no parent</dd><dt><span>parent_source_id :</span></dt><dd>no parent</dd><dt><span>parent_sub_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_time_units :</span></dt><dd>no parent</dd><dt><span>parent_variant_label :</span></dt><dd>no parent</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>3</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>EC-Earth3 (2019): \n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=512))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9c458414-6af7-4eb9-8560-328d5f21235e' class='xr-section-summary-in' type='checkbox'  ><label for='section-9c458414-6af7-4eb9-8560-328d5f21235e' class='xr-section-summary' >Attributes: <span>(52)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>DCPP</dd><dt><span>branch_method :</span></dt><dd>no parent</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip6-data@ec-earth.org</dd><dt><span>creation_date :</span></dt><dd>2019-04-13T06:31:50Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>hindcast initialized based on observations and using historical forcing</dd><dt><span>experiment_id :</span></dt><dd>dcppA-hindcast</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.none.r3i1p1f1</dd><dt><span>grid :</span></dt><dd>ORCA1T255</dd><dt><span>grid_label :</span></dt><dd>gr</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>AEMET, Spain; BSC, Spain; CNR-ISAC, Italy; DMI, Denmark; ENEA, Italy; FMI, Finland; Geomar, Germany; ICHEC, Ireland; ICTP, Italy; IDL, Portugal; IMAU, The Netherlands; IPMA, Portugal; KIT, Karlsruhe, Germany; KNMI, The Netherlands; Lund University, Sweden; Met Eireann, Ireland; NLeSC, The Netherlands; NTNU, Norway; Oxford University, UK; surfSARA, The Netherlands; SMHI, Sweden; Stockholm University, Sweden; Unite ASTR, Belgium; University College Dublin, Ireland; University of Bergen, Norway; University of Copenhagen, Denmark; University of Helsinki, Finland; University of Santiago de Compostela, Spain; Uppsala University, Sweden; Utrecht University, The Netherlands; Vrije Universiteit Amsterdam, the Netherlands; Wageningen University, The Netherlands. Mailing address: EC-Earth consortium, Rossby Center, Swedish Meteorological and Hydrological Institute/SMHI, SE-601 76 Norrkoping, Sweden</dd><dt><span>institution_id :</span></dt><dd>EC-Earth-Consortium</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_activity_id :</span></dt><dd>no parent</dd><dt><span>parent_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_mip_era :</span></dt><dd>no parent</dd><dt><span>parent_source_id :</span></dt><dd>no parent</dd><dt><span>parent_sub_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_time_units :</span></dt><dd>no parent</dd><dt><span>parent_variant_label :</span></dt><dd>no parent</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>3</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>EC-Earth3 (2019): \n",
        "aerosol: none\n",
        "atmos: IFS cy36r4 (TL255, linearly reduced Gaussian grid equivalent to 512 x 256 longitude/latitude; 91 levels; top level 0.01 hPa)\n",
        "atmosChem: none\n",
@@ -528,717 +775,54 @@
        "landIce: none\n",
        "ocean: NEMO3.6 (ORCA1 tripolar primarily 1 deg with meridional refinement down to 1/3 degree in the tropics; 362 x 292 longitude/latitude; 75 levels; top grid cell 0-1 m)\n",
        "ocnBgchem: none\n",
-       "seaIce: LIM3</dd><dt><span>source_id :</span></dt><dd>EC-Earth3</dd><dt><span>source_type :</span></dt><dd>AOGCM</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(20 July 2018) MD5:fc7be6d827dff7ae663eb9986d7a7394</dd><dt><span>title :</span></dt><dd>EC-Earth3 output prepared for CMIP6</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/685fc7ce-0d6c-41f0-811a-80e065829ff8</dd><dt><span>variable_id :</span></dt><dd>psl</dd><dt><span>variant_label :</span></dt><dd>r3i1p1f1</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by EC-Earth-Consortium 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>cmor_version :</span></dt><dd>3.4.0</dd><dt><span>variant_info :</span></dt><dd>Atmosphere initialization based on full-fields from ERA-Interim (s1979-s2018) or ERA-40 (s1960-s1978); ocean/sea-ice initialization based on full-fields from NEMO/LIM assimilation run nudged towards ORA-S4 (s1960-s2018)</dd><dt><span>sub_experiment_id :</span></dt><dd>s1976</dd><dt><span>history :</span></dt><dd>Wed Sep 25 11:00:49 2019: ncatted -O -a sub_experiment_id,global,m,c,s1976 ./psl/gr/v20190713/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc\n",
+       "seaIce: LIM3</dd><dt><span>source_id :</span></dt><dd>EC-Earth3</dd><dt><span>source_type :</span></dt><dd>AOGCM</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(20 July 2018) MD5:fc7be6d827dff7ae663eb9986d7a7394</dd><dt><span>title :</span></dt><dd>EC-Earth3 output prepared for CMIP6</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/685fc7ce-0d6c-41f0-811a-80e065829ff8</dd><dt><span>variable_id :</span></dt><dd>psl</dd><dt><span>variant_label :</span></dt><dd>r3i1p1f1</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by EC-Earth-Consortium 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>cmor_version :</span></dt><dd>3.4.0</dd><dt><span>variant_info :</span></dt><dd>Atmosphere initialization based on full-fields from ERA-Interim (s1979-s2018) or ERA-40 (s1960-s1978); ocean/sea-ice initialization based on full-fields from NEMO/LIM assimilation run nudged towards ORA-S4 (s1960-s2018)</dd><dt><span>sub_experiment_id :</span></dt><dd>s197611</dd><dt><span>history :</span></dt><dd>Wed Sep 25 11:00:49 2019: ncatted -O -a sub_experiment_id,global,m,c,s1976 ./psl/gr/v20190713/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc\n",
        "Wed Sep 18 03:14:52 2019: ncatted -O -a variant_info,global,m,c,Atmosphere initialization based on full-fields from ERA-Interim (s1979-s2018) or ERA-40 (s1960-s1978); ocean/sea-ice initialization based on full-fields from NEMO/LIM assimilation run nudged towards ORA-S4 (s1960-s2018) ./psl/gr/v20190713/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc\n",
        "Wed Sep 18 03:14:52 2019: ncatted -O -a calendar,time,m,c,gregorian ./psl/gr/v20190713/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc\n",
        "Tue Sep  3 17:32:15 2019: ncatted -O -a sub_experiment_id,global,m,c,s19761101 ./Amon/psl/gr/v20190320/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198411-198510.nc\n",
        "2019-04-13T06:31:07Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.;\n",
-       "processed by ece2cmor v{version}, git rev.The cmor-fixer version v1.0 script has been applied.</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>sub_experiment :</span></dt><dd>initialized near end of year 1976</dd></dl></div></li></ul></div></div>"
+       "processed by ece2cmor v{version}, git rev.The cmor-fixer version v1.0 script has been applied.</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>sub_experiment :</span></dt><dd>initialized near end of year 1976</dd><dt><span>forcing_description :</span></dt><dd>f1, CMIP6 historical forcings</dd><dt><span>physics_description :</span></dt><dd>physics from the standard model configuration, with no additional tuning or different parametrization</dd><dt><span>initialization_description :</span></dt><dd>Atmosphere initialization based on full-fields from ERA-Interim (s1979-s2018) or ERA-40 (s1960-s1978); ocean/sea-ice initialization based on full-fields from NEMO/LIM assimilation run nudged towards ORA-S4 (s1960-s2018)</dd><dt><span>startdate :</span></dt><dd>s197611</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset>\n",
-       "Dimensions:    (time: 12, bnds: 2, lat: 256, lon: 512)\n",
+       "Dimensions:      (time: 24, bnds: 2, lat: 256, lon: 512)\n",
        "Coordinates:\n",
-       "  * time       (time) object 1984-11-16 00:00:00 ... 1985-10-16 12:00:00\n",
-       "  * lat        (lat) float64 -89.46 -88.77 -88.07 -87.37 ... 88.07 88.77 89.46\n",
-       "  * lon        (lon) float64 0.0 0.7031 1.406 2.109 ... 357.2 357.9 358.6 359.3\n",
+       "  * time         (time) object 1984-11-16 00:00:00 ... 1986-10-16 12:00:00\n",
+       "  * lat          (lat) float64 -89.46 -88.77 -88.07 -87.37 ... 88.07 88.77 89.46\n",
+       "  * lon          (lon) float64 0.0 0.7031 1.406 2.109 ... 357.9 358.6 359.3\n",
+       "    reftime      datetime64[ns] 1976-11-01\n",
+       "    leadtime     (time) float64 2.937e+03 2.967e+03 ... 3.606e+03 3.636e+03\n",
        "Dimensions without coordinates: bnds\n",
        "Data variables:\n",
-       "    time_bnds  (time, bnds) object ...\n",
-       "    lat_bnds   (lat, bnds) float64 ...\n",
-       "    lon_bnds   (lon, bnds) float64 ...\n",
-       "    psl        (time, lat, lon) float32 ...\n",
-       "Attributes: (12/48)\n",
-       "    Conventions:               CF-1.7 CMIP-6.2\n",
-       "    activity_id:               DCPP\n",
-       "    branch_method:             no parent\n",
-       "    branch_time:               0.0\n",
-       "    branch_time_in_child:      0.0\n",
-       "    branch_time_in_parent:     0.0\n",
-       "    ...                        ...\n",
-       "    cmor_version:              3.4.0\n",
-       "    variant_info:              Atmosphere initialization based on full-fields...\n",
-       "    sub_experiment_id:         s1976\n",
-       "    history:                   Wed Sep 25 11:00:49 2019: ncatted -O -a sub_ex...\n",
-       "    nominal_resolution:        100 km\n",
-       "    sub_experiment:            initialized near end of year 1976"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ds_p = xr.open_dataset(ds_path_g, use_cftime=True)\n",
-    "ds_p"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "0289f5d2-bdac-46e3-8c6b-5f7b71782903",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'gregorian'"
+       "    time_bnds    (time, bnds) object 1984-11-01 00:00:00 ... 1986-11-01 00:00:00\n",
+       "    lat_bnds     (time, lat, bnds) float64 -90.0 -89.11 -89.11 ... 89.11 90.0\n",
+       "    lon_bnds     (time, lon, bnds) float64 -0.3516 0.3516 0.3516 ... 358.9 359.6\n",
+       "    psl          (time, lat, lon) float32 9.994e+04 9.994e+04 ... 1.014e+05\n",
+       "    realization  int32 3\n",
+       "Attributes: (12/52)\n",
+       "    Conventions:                 CF-1.7 CMIP-6.2\n",
+       "    activity_id:                 DCPP\n",
+       "    branch_method:               no parent\n",
+       "    branch_time:                 0.0\n",
+       "    branch_time_in_child:        0.0\n",
+       "    branch_time_in_parent:       0.0\n",
+       "    ...                          ...\n",
+       "    nominal_resolution:          100 km\n",
+       "    sub_experiment:              initialized near end of year 1976\n",
+       "    forcing_description:         f1, CMIP6 historical forcings\n",
+       "    physics_description:         physics from the standard model configuratio...\n",
+       "    initialization_description:  Atmosphere initialization based on full-fiel...\n",
+       "    startdate:                   s197611"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "ds_p.time.encoding.get(\"calendar\")"
+    "ds_mod = apply_decadal_fixes(ds_id, ds)\n",
+    "ds_mod"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "6fe32883-0f6d-424e-8d4a-59017b505a65",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
-       "<defs>\n",
-       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
-       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
-       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
-       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
-       "</symbol>\n",
-       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
-       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
-       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
-       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
-       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
-       "</symbol>\n",
-       "</defs>\n",
-       "</svg>\n",
-       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
-       " *\n",
-       " */\n",
-       "\n",
-       ":root {\n",
-       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
-       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
-       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
-       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
-       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
-       "  --xr-background-color: var(--jp-layout-color0, white);\n",
-       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
-       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
-       "}\n",
-       "\n",
-       "html[theme=dark],\n",
-       "body[data-theme=dark],\n",
-       "body.vscode-dark {\n",
-       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
-       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
-       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
-       "  --xr-border-color: #1F1F1F;\n",
-       "  --xr-disabled-color: #515151;\n",
-       "  --xr-background-color: #111111;\n",
-       "  --xr-background-color-row-even: #111111;\n",
-       "  --xr-background-color-row-odd: #313131;\n",
-       "}\n",
-       "\n",
-       ".xr-wrap {\n",
-       "  display: block !important;\n",
-       "  min-width: 300px;\n",
-       "  max-width: 700px;\n",
-       "}\n",
-       "\n",
-       ".xr-text-repr-fallback {\n",
-       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-header {\n",
-       "  padding-top: 6px;\n",
-       "  padding-bottom: 6px;\n",
-       "  margin-bottom: 4px;\n",
-       "  border-bottom: solid 1px var(--xr-border-color);\n",
-       "}\n",
-       "\n",
-       ".xr-header > div,\n",
-       ".xr-header > ul {\n",
-       "  display: inline;\n",
-       "  margin-top: 0;\n",
-       "  margin-bottom: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-obj-type,\n",
-       ".xr-array-name {\n",
-       "  margin-left: 2px;\n",
-       "  margin-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-obj-type {\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-sections {\n",
-       "  padding-left: 0 !important;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 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-index-preview {\n",
-       "  grid-column: 2 / 5;\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-var-name,\n",
-       ".xr-var-dims,\n",
-       ".xr-var-dtype,\n",
-       ".xr-preview,\n",
-       ".xr-attrs dt {\n",
-       "  white-space: nowrap;\n",
-       "  overflow: hidden;\n",
-       "  text-overflow: ellipsis;\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name:hover,\n",
-       ".xr-var-dims:hover,\n",
-       ".xr-var-dtype:hover,\n",
-       ".xr-attrs dt:hover {\n",
-       "  overflow: visible;\n",
-       "  width: auto;\n",
-       "  z-index: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data,\n",
-       ".xr-index-data {\n",
-       "  display: none;\n",
-       "  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",
-       ".xr-index-data-in:checked ~ .xr-index-data {\n",
-       "  display: block;\n",
-       "}\n",
-       "\n",
-       ".xr-var-data > table {\n",
-       "  float: right;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name span,\n",
-       ".xr-var-data,\n",
-       ".xr-index-name div,\n",
-       ".xr-index-data,\n",
-       ".xr-attrs {\n",
-       "  padding-left: 25px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs,\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data,\n",
-       ".xr-index-data {\n",
-       "  grid-column: 1 / -1;\n",
-       "}\n",
-       "\n",
-       "dl.xr-attrs {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 125px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt,\n",
-       ".xr-attrs dd {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  float: left;\n",
-       "  padding-right: 10px;\n",
-       "  width: auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt {\n",
-       "  font-weight: normal;\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt:hover span {\n",
-       "  display: inline-block;\n",
-       "  background: var(--xr-background-color);\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dd {\n",
-       "  grid-column: 2;\n",
-       "  white-space: pre-wrap;\n",
-       "  word-break: break-all;\n",
-       "}\n",
-       "\n",
-       ".xr-icon-database,\n",
-       ".xr-icon-file-text2,\n",
-       ".xr-no-icon {\n",
-       "  display: inline-block;\n",
-       "  vertical-align: middle;\n",
-       "  width: 1em;\n",
-       "  height: 1.5em !important;\n",
-       "  stroke-width: 0;\n",
-       "  stroke: currentColor;\n",
-       "  fill: currentColor;\n",
-       "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
-       "Dimensions:    (time: 12, bnds: 2, lat: 256, lon: 512)\n",
-       "Coordinates:\n",
-       "  * time       (time) object 1985-11-16 00:00:00 ... 1986-10-16 12:00:00\n",
-       "  * lat        (lat) float64 -89.46 -88.77 -88.07 -87.37 ... 88.07 88.77 89.46\n",
-       "  * lon        (lon) float64 0.0 0.7031 1.406 2.109 ... 357.2 357.9 358.6 359.3\n",
-       "Dimensions without coordinates: bnds\n",
-       "Data variables:\n",
-       "    time_bnds  (time, bnds) object ...\n",
-       "    lat_bnds   (lat, bnds) float64 ...\n",
-       "    lon_bnds   (lon, bnds) float64 ...\n",
-       "    psl        (time, lat, lon) float32 ...\n",
-       "Attributes: (12/48)\n",
-       "    Conventions:               CF-1.7 CMIP-6.2\n",
-       "    activity_id:               DCPP\n",
-       "    branch_method:             no parent\n",
-       "    branch_time:               0.0\n",
-       "    branch_time_in_child:      0.0\n",
-       "    branch_time_in_parent:     0.0\n",
-       "    ...                        ...\n",
-       "    license:                   CMIP6 model data produced by EC-Earth-Consorti...\n",
-       "    cmor_version:              3.4.0\n",
-       "    sub_experiment_id:         s1976\n",
-       "    history:                   Wed Sep 25 11:00:52 2019: ncatted -O -a sub_ex...\n",
-       "    nominal_resolution:        100 km\n",
-       "    sub_experiment:            initialized near end of year 1976</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8ee95f80-773a-4e8a-87ab-9b5ba755c827' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8ee95f80-773a-4e8a-87ab-9b5ba755c827' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 256</li><li><span class='xr-has-index'>lon</span>: 512</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d12a4d00-46e0-4ff4-86e2-930a6bde1865' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d12a4d00-46e0-4ff4-86e2-930a6bde1865' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-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'>1985-11-16 00:00:00 ... 1986-10-...</div><input id='attrs-f40faa11-1fa7-4d62-b8cb-ec738038c485' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f40faa11-1fa7-4d62-b8cb-ec738038c485' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a7b9e3a-7748-46f0-8c1a-cf11a4e3b756' class='xr-var-data-in' type='checkbox'><label for='data-6a7b9e3a-7748-46f0-8c1a-cf11a4e3b756' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeProlepticGregorian(1985, 11, 16, 0, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1985, 12, 16, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 1, 16, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 2, 15, 0, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 3, 16, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 4, 16, 0, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 5, 16, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 6, 16, 0, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 7, 16, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 8, 16, 12, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 9, 16, 0, 0, 0, 0, has_year_zero=True),\n",
-       "       cftime.DatetimeProlepticGregorian(1986, 10, 16, 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.46 -88.77 ... 88.77 89.46</div><input id='attrs-02186620-f2c6-4ca8-a615-10a795422a2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02186620-f2c6-4ca8-a615-10a795422a2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3be57316-4987-400d-b34a-c62d2182d59e' class='xr-var-data-in' type='checkbox'><label for='data-3be57316-4987-400d-b34a-c62d2182d59e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.46282, -88.76695, -88.06697, ...,  88.06697,  88.76695,  89.46282])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.7031 1.406 ... 358.6 359.3</div><input id='attrs-2cd3aac6-2691-40d5-a36c-751da3ddd32a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2cd3aac6-2691-40d5-a36c-751da3ddd32a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c021ffc2-2ca4-44f9-a025-7f714e00c5b7' class='xr-var-data-in' type='checkbox'><label for='data-c021ffc2-2ca4-44f9-a025-7f714e00c5b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.      ,   0.703125,   1.40625 , ..., 357.890625, 358.59375 ,\n",
-       "       359.296875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9c98895f-f949-4473-b9c4-9c1bf152f4d8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9c98895f-f949-4473-b9c4-9c1bf152f4d8' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b1be47d9-4149-4f21-bbf9-0d5b618638f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1be47d9-4149-4f21-bbf9-0d5b618638f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05b58259-6691-4a13-be32-820890a86e10' class='xr-var-data-in' type='checkbox'><label for='data-05b58259-6691-4a13-be32-820890a86e10' 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>[24 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6bf95999-6f2f-4f95-b60d-413a12a40d2b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6bf95999-6f2f-4f95-b60d-413a12a40d2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-433fb67c-1e0a-4bfc-a80f-0a4379fb001b' class='xr-var-data-in' type='checkbox'><label for='data-433fb67c-1e0a-4bfc-a80f-0a4379fb001b' 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>[512 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-116e9829-e86f-4b5e-a77e-b68046f334a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-116e9829-e86f-4b5e-a77e-b68046f334a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a505e052-6dae-4d05-a52c-8ee64017cecf' class='xr-var-data-in' type='checkbox'><label for='data-a505e052-6dae-4d05-a52c-8ee64017cecf' 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>[1024 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>psl</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9ffc2135-726c-4694-af37-dfab6a66524a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ffc2135-726c-4694-af37-dfab6a66524a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96aa391f-d1ec-4f6c-94a1-bd7f977e874d' class='xr-var-data-in' type='checkbox'><label for='data-96aa391f-d1ec-4f6c-94a1-bd7f977e874d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>long_name :</span></dt><dd>Sea Level Pressure</dd><dt><span>comment :</span></dt><dd>Sea Level Pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-04-15T10:42:33Z altered by CMOR: Reordered dimensions, original order: lat lon time.</dd></dl></div><div class='xr-var-data'><pre>[1572864 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1eaf5d37-75ea-4b9b-bdc0-c153cc3865f3' class='xr-section-summary-in' type='checkbox'  ><label for='section-1eaf5d37-75ea-4b9b-bdc0-c153cc3865f3' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-921b5332-10b0-43a2-b83a-5bb4b5508942' class='xr-index-data-in' type='checkbox'/><label for='index-921b5332-10b0-43a2-b83a-5bb4b5508942' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1985-11-16 00:00:00, 1985-12-16 12:00:00, 1986-01-16 12:00:00,\n",
-       "             1986-02-15 00:00:00, 1986-03-16 12:00:00, 1986-04-16 00:00:00,\n",
-       "             1986-05-16 12:00:00, 1986-06-16 00:00:00, 1986-07-16 12:00:00,\n",
-       "             1986-08-16 12:00:00, 1986-09-16 00:00:00, 1986-10-16 12:00:00],\n",
-       "            dtype=&#x27;object&#x27;,\n",
-       "            length=12,\n",
-       "            calendar=&#x27;proleptic_gregorian&#x27;,\n",
-       "            freq=&#x27;None&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-20e06e22-7465-4b5a-882a-bf97d36c9d4c' class='xr-index-data-in' type='checkbox'/><label for='index-20e06e22-7465-4b5a-882a-bf97d36c9d4c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-89.46282, -88.76695, -88.06697, -87.36607,  -86.6648, -85.96337,\n",
-       "              -85.26185, -84.56026, -83.85863, -83.15699,\n",
-       "              ...\n",
-       "               83.15699,  83.85863,  84.56026,  85.26185,  85.96337,   86.6648,\n",
-       "               87.36607,  88.06697,  88.76695,  89.46282],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=256))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-27a26895-fcd3-469d-b574-010676ffcd19' class='xr-index-data-in' type='checkbox'/><label for='index-27a26895-fcd3-469d-b574-010676ffcd19' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([       0.0,   0.703125,    1.40625,   2.109375,     2.8125,\n",
-       "                3.515625,    4.21875,   4.921875,      5.625,   6.328125,\n",
-       "              ...\n",
-       "               352.96875, 353.671875,    354.375, 355.078125,  355.78125,\n",
-       "              356.484375,   357.1875, 357.890625,  358.59375, 359.296875],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=512))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b619dbd4-4d96-4aef-bfc5-a2742982f3b9' class='xr-section-summary-in' type='checkbox'  ><label for='section-b619dbd4-4d96-4aef-bfc5-a2742982f3b9' class='xr-section-summary' >Attributes: <span>(48)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>DCPP</dd><dt><span>branch_method :</span></dt><dd>no parent</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip6-data@ec-earth.org</dd><dt><span>creation_date :</span></dt><dd>2019-04-15T10:42:34Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>hindcast initialized based on observations and using historical forcing</dd><dt><span>experiment_id :</span></dt><dd>dcppA-hindcast</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.EC-Earth-Consortium.EC-Earth3.dcppA-hindcast.none.r3i1p1f1</dd><dt><span>grid :</span></dt><dd>ORCA1T255</dd><dt><span>grid_label :</span></dt><dd>gr</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>AEMET, Spain; BSC, Spain; CNR-ISAC, Italy; DMI, Denmark; ENEA, Italy; FMI, Finland; Geomar, Germany; ICHEC, Ireland; ICTP, Italy; IDL, Portugal; IMAU, The Netherlands; IPMA, Portugal; KIT, Karlsruhe, Germany; KNMI, The Netherlands; Lund University, Sweden; Met Eireann, Ireland; NLeSC, The Netherlands; NTNU, Norway; Oxford University, UK; surfSARA, The Netherlands; SMHI, Sweden; Stockholm University, Sweden; Unite ASTR, Belgium; University College Dublin, Ireland; University of Bergen, Norway; University of Copenhagen, Denmark; University of Helsinki, Finland; University of Santiago de Compostela, Spain; Uppsala University, Sweden; Utrecht University, The Netherlands; Vrije Universiteit Amsterdam, the Netherlands; Wageningen University, The Netherlands. Mailing address: EC-Earth consortium, Rossby Center, Swedish Meteorological and Hydrological Institute/SMHI, SE-601 76 Norrkoping, Sweden</dd><dt><span>institution_id :</span></dt><dd>EC-Earth-Consortium</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_activity_id :</span></dt><dd>no parent</dd><dt><span>parent_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_mip_era :</span></dt><dd>no parent</dd><dt><span>parent_source_id :</span></dt><dd>no parent</dd><dt><span>parent_sub_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_time_units :</span></dt><dd>no parent</dd><dt><span>parent_variant_label :</span></dt><dd>no parent</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>3</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>EC-Earth3 (2019): \n",
-       "aerosol: none\n",
-       "atmos: IFS cy36r4 (TL255, linearly reduced Gaussian grid equivalent to 512 x 256 longitude/latitude; 91 levels; top level 0.01 hPa)\n",
-       "atmosChem: none\n",
-       "land: HTESSEL (land surface scheme built in IFS)\n",
-       "landIce: none\n",
-       "ocean: NEMO3.6 (ORCA1 tripolar primarily 1 deg with meridional refinement down to 1/3 degree in the tropics; 362 x 292 longitude/latitude; 75 levels; top grid cell 0-1 m)\n",
-       "ocnBgchem: none\n",
-       "seaIce: LIM3</dd><dt><span>source_id :</span></dt><dd>EC-Earth3</dd><dt><span>source_type :</span></dt><dd>AOGCM</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(20 July 2018) MD5:fc7be6d827dff7ae663eb9986d7a7394</dd><dt><span>title :</span></dt><dd>EC-Earth3 output prepared for CMIP6</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/770445c1-0251-4941-a327-e13c719da57a</dd><dt><span>variable_id :</span></dt><dd>psl</dd><dt><span>variant_info :</span></dt><dd>forcing: Nat.Ant. Member generated from autosubmit member fc02</dd><dt><span>variant_label :</span></dt><dd>r3i1p1f1</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by EC-Earth-Consortium 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>cmor_version :</span></dt><dd>3.4.0</dd><dt><span>sub_experiment_id :</span></dt><dd>s1976</dd><dt><span>history :</span></dt><dd>Wed Sep 25 11:00:52 2019: ncatted -O -a sub_experiment_id,global,m,c,s1976 ./psl/gr/v20190713/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198511-198610.nc\n",
-       "Tue Sep  3 17:32:16 2019: ncatted -O -a sub_experiment_id,global,m,c,s19761101 ./Amon/psl/gr/v20190320/psl_Amon_EC-Earth3_dcppA-hindcast_s1976-r3i1p1f1_gr_198511-198610.nc\n",
-       "2019-04-15T10:41:56Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.;\n",
-       "processed by ece2cmor v{version}, git rev.The cmor-fixer version v1.0 script has been applied.</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>sub_experiment :</span></dt><dd>initialized near end of year 1976</dd></dl></div></li></ul></div></div>"
-      ],
-      "text/plain": [
-       "<xarray.Dataset>\n",
-       "Dimensions:    (time: 12, bnds: 2, lat: 256, lon: 512)\n",
-       "Coordinates:\n",
-       "  * time       (time) object 1985-11-16 00:00:00 ... 1986-10-16 12:00:00\n",
-       "  * lat        (lat) float64 -89.46 -88.77 -88.07 -87.37 ... 88.07 88.77 89.46\n",
-       "  * lon        (lon) float64 0.0 0.7031 1.406 2.109 ... 357.2 357.9 358.6 359.3\n",
-       "Dimensions without coordinates: bnds\n",
-       "Data variables:\n",
-       "    time_bnds  (time, bnds) object ...\n",
-       "    lat_bnds   (lat, bnds) float64 ...\n",
-       "    lon_bnds   (lon, bnds) float64 ...\n",
-       "    psl        (time, lat, lon) float32 ...\n",
-       "Attributes: (12/48)\n",
-       "    Conventions:               CF-1.7 CMIP-6.2\n",
-       "    activity_id:               DCPP\n",
-       "    branch_method:             no parent\n",
-       "    branch_time:               0.0\n",
-       "    branch_time_in_child:      0.0\n",
-       "    branch_time_in_parent:     0.0\n",
-       "    ...                        ...\n",
-       "    license:                   CMIP6 model data produced by EC-Earth-Consorti...\n",
-       "    cmor_version:              3.4.0\n",
-       "    sub_experiment_id:         s1976\n",
-       "    history:                   Wed Sep 25 11:00:52 2019: ncatted -O -a sub_ex...\n",
-       "    nominal_resolution:        100 km\n",
-       "    sub_experiment:            initialized near end of year 1976"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ds_pg = xr.open_dataset(ds_path_pg, use_cftime=True)\n",
-    "ds_pg"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "4ab969cb-addb-43c5-9646-6b949d40eae3",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'proleptic_gregorian'"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ds_pg.time.encoding.get(\"calendar\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a6c267dd-930b-4544-9bd8-eabaa9f6685d",
-   "metadata": {},
-   "source": [
-    "## apply calendar fix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "9f441577-023d-4ca8-a201-4cda18db4e63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from rook.utils import decadal_fixes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "ff22c3b9-9419-4850-b8a9-7e1653726f2c",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "can only decode Dataset or DataStore objects",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ds_fix \u001b[38;5;241m=\u001b[39m \u001b[43mdecadal_fixes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecadal_fix_calendar\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mds_pg\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      2\u001b[0m ds_fix\n",
-      "File \u001b[0;32m~/Documents/GitHub/roocs/rook/src/rook/utils/decadal_fixes.py:143\u001b[0m, in \u001b[0;36mdecadal_fix_calendar\u001b[0;34m(ds_id, ds)\u001b[0m\n\u001b[1;32m    141\u001b[0m calendar \u001b[38;5;241m=\u001b[39m ds\u001b[38;5;241m.\u001b[39mtime\u001b[38;5;241m.\u001b[39mencoding\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcalendar\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstandard\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    142\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m calendar \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mproleptic_gregorian\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m--> 143\u001b[0m     ds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtime\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode_cf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mds\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtime\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    144\u001b[0m     ds\u001b[38;5;241m.\u001b[39mtime\u001b[38;5;241m.\u001b[39mencoding[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcalendar\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstandard\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    145\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n",
-      "File \u001b[0;32m~/miniforge3/envs/rook/lib/python3.11/site-packages/xarray/conventions.py:680\u001b[0m, in \u001b[0;36mdecode_cf\u001b[0;34m(obj, concat_characters, mask_and_scale, decode_times, decode_coords, drop_variables, use_cftime, decode_timedelta)\u001b[0m\n\u001b[1;32m    678\u001b[0m     encoding \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39mget_encoding()\n\u001b[1;32m    679\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 680\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcan only decode Dataset or DataStore objects\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    682\u001b[0m \u001b[38;5;28mvars\u001b[39m, attrs, coord_names \u001b[38;5;241m=\u001b[39m decode_cf_variables(\n\u001b[1;32m    683\u001b[0m     \u001b[38;5;28mvars\u001b[39m,\n\u001b[1;32m    684\u001b[0m     attrs,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    691\u001b[0m     decode_timedelta\u001b[38;5;241m=\u001b[39mdecode_timedelta,\n\u001b[1;32m    692\u001b[0m )\n\u001b[1;32m    693\u001b[0m ds \u001b[38;5;241m=\u001b[39m Dataset(\u001b[38;5;28mvars\u001b[39m, attrs\u001b[38;5;241m=\u001b[39mattrs)\n",
-      "\u001b[0;31mTypeError\u001b[0m: can only decode Dataset or DataStore objects"
-     ]
-    }
-   ],
-   "source": [
-    "ds_fix = decadal_fixes.decadal_fix_calendar(None, ds_pg)\n",
-    "ds_fix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "7c7864a0-483c-4dba-8ce3-ba3a23d42f9c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\u001b[0;31mSignature:\u001b[0m\n",
-       "\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconventions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode_cf_datetime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0mnum_dates\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0munits\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0mcalendar\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0muse_cftime\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m'np.ndarray'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-       "\u001b[0;31mDocstring:\u001b[0m\n",
-       "Given an array of numeric dates in netCDF format, convert it into a\n",
-       "numpy array of date time objects.\n",
-       "\n",
-       "For standard (Gregorian) calendars, this function uses vectorized\n",
-       "operations, which makes it much faster than cftime.num2date. In such a\n",
-       "case, the returned array will be of type np.datetime64.\n",
-       "\n",
-       "Note that time unit in `units` must not be smaller than microseconds and\n",
-       "not larger than days.\n",
-       "\n",
-       "See Also\n",
-       "--------\n",
-       "cftime.num2date\n",
-       "\u001b[0;31mFile:\u001b[0m      ~/miniforge3/envs/rook/lib/python3.11/site-packages/xarray/coding/times.py\n",
-       "\u001b[0;31mType:\u001b[0m      function"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "xr.conventions.times.decode_cf_datetime?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "ef7862a9-38c1-4ef6-81bc-7a91acf65090",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "int() argument must be a string, a bytes-like object or a real number, not 'cftime._cftime.DatetimeProlepticGregorian'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[17], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m decoded_times \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconventions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtimes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode_cf_datetime\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[43mds_pg\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtime\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43munits\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mds_pg\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtime\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43munits\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcalendar\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstandard\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43muse_cftime\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\n\u001b[1;32m      6\u001b[0m \u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniforge3/envs/rook/lib/python3.11/site-packages/xarray/coding/times.py:309\u001b[0m, in \u001b[0;36mdecode_cf_datetime\u001b[0;34m(num_dates, units, calendar, use_cftime)\u001b[0m\n\u001b[1;32m    307\u001b[0m                 dates \u001b[38;5;241m=\u001b[39m cftime_to_nptime(dates)\n\u001b[1;32m    308\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m use_cftime:\n\u001b[0;32m--> 309\u001b[0m     dates \u001b[38;5;241m=\u001b[39m \u001b[43m_decode_datetime_with_cftime\u001b[49m\u001b[43m(\u001b[49m\u001b[43mflat_num_dates\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43munits\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcalendar\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    310\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    311\u001b[0m     dates \u001b[38;5;241m=\u001b[39m _decode_datetime_with_pandas(flat_num_dates, units, calendar)\n",
-      "File \u001b[0;32m~/miniforge3/envs/rook/lib/python3.11/site-packages/xarray/coding/times.py:209\u001b[0m, in \u001b[0;36m_decode_datetime_with_cftime\u001b[0;34m(num_dates, units, calendar)\u001b[0m\n\u001b[1;32m    206\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mModuleNotFoundError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo module named \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcftime\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    207\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m num_dates\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m    208\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\n\u001b[0;32m--> 209\u001b[0m         \u001b[43mcftime\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnum2date\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnum_dates\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43munits\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcalendar\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43monly_use_cftime_datetimes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    210\u001b[0m     )\n\u001b[1;32m    211\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    212\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray([], dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mobject\u001b[39m)\n",
-      "File \u001b[0;32msrc/cftime/_cftime.pyx:622\u001b[0m, in \u001b[0;36mcftime._cftime.num2date\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32msrc/cftime/_cftime.pyx:448\u001b[0m, in \u001b[0;36mcftime._cftime.upcast_times\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: int() argument must be a string, a bytes-like object or a real number, not 'cftime._cftime.DatetimeProlepticGregorian'"
-     ]
-    }
-   ],
-   "source": [
-    "decoded_times = xr.conventions.times.decode_cf_datetime(\n",
-    "    ds_pg.time, \n",
-    "    units=ds_pg.time.encoding[\"units\"], \n",
-    "    calendar=\"standard\",\n",
-    "    use_cftime=True\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "3cde41a6-4ded-4399-bf21-fde1444adba3",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'days since 1986-08-01 00:00:00'"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ds_pg.time.encoding[\"units\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6c76c2f8-f490-43d4-b27a-a97ffd392ed8",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {