tutorials/loading_from_catalog.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2345a0b5",
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   "source": [
    "import pandas as pd \n",
    "import xarray as xr\n",
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a19fc337",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load Catalog\n",
    "a=pd.read_csv('/data/keeling/a/cristi/a/esm_data/cmip6_catalog.csv') #EDIT CATALOG PATH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "639e7a8f",
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       "      <th></th>\n",
       "      <th>activity_id</th>\n",
       "      <th>branch_method</th>\n",
       "      <th>branch_time_in_child</th>\n",
       "      <th>branch_time_in_parent</th>\n",
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       "      <td>...</td>\n",
       "      <td>surface_upward_latent_heat_flux</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0950-01-16 12:00:00</td>\n",
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       "      <td>0.0</td>\n",
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       "<p>5 rows × 36 columns</p>\n",
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       "  activity_id branch_method branch_time_in_child branch_time_in_parent  \\\n",
       "0        CMIP      standard                  0.0                   0.0   \n",
       "1        CMIP      standard                  0.0                   0.0   \n",
       "2        CMIP      standard                  0.0                   0.0   \n",
       "3        CMIP      standard                  0.0                   0.0   \n",
       "4        CMIP      standard                  0.0                   0.0   \n",
       "\n",
       "                  experiment experiment_id frequency  \\\n",
       "0  abrupt quadrupling of CO2  abrupt-4xCO2       mon   \n",
       "1  abrupt quadrupling of CO2  abrupt-4xCO2       mon   \n",
       "2  abrupt quadrupling of CO2  abrupt-4xCO2       mon   \n",
       "3  abrupt quadrupling of CO2  abrupt-4xCO2       mon   \n",
       "4  abrupt quadrupling of CO2  abrupt-4xCO2       mon   \n",
       "\n",
       "                                           grid grid_label institution_id  \\\n",
       "0  native atmosphere N96 grid (144x192 latxlon)         gn   CSIRO-ARCCSS   \n",
       "1  native atmosphere N96 grid (144x192 latxlon)         gn   CSIRO-ARCCSS   \n",
       "2  native atmosphere N96 grid (144x192 latxlon)         gn   CSIRO-ARCCSS   \n",
       "3  native atmosphere N96 grid (144x192 latxlon)         gn   CSIRO-ARCCSS   \n",
       "4  native atmosphere N96 grid (144x192 latxlon)         gn   CSIRO-ARCCSS   \n",
       "\n",
       "   ...                             standard_name  \\\n",
       "0  ...           surface_upward_latent_heat_flux   \n",
       "1  ...         surface_upward_sensible_heat_flux   \n",
       "2  ...  surface_downwelling_longwave_flux_in_air   \n",
       "3  ...    surface_upwelling_longwave_flux_in_air   \n",
       "4  ...                toa_outgoing_longwave_flux   \n",
       "\n",
       "                                long_name  units vertical_levels init_year  \\\n",
       "0         Surface Upward Latent Heat Flux  W m-2             1.0       NaN   \n",
       "1       Surface Upward Sensible Heat Flux  W m-2             1.0       NaN   \n",
       "2  Surface Downwelling Longwave Radiation  W m-2             1.0       NaN   \n",
       "3    Surface Upwelling Longwave Radiation  W m-2             1.0       NaN   \n",
       "4         TOA Outgoing Longwave Radiation  W m-2             1.0       NaN   \n",
       "\n",
       "            start_time             end_time  \\\n",
       "0  0950-01-16 12:00:00  1099-12-16 12:00:00   \n",
       "1  0950-01-16 12:00:00  1099-12-16 12:00:00   \n",
       "2  0950-01-16 12:00:00  1099-12-16 12:00:00   \n",
       "3  0950-01-16 12:00:00  1099-12-16 12:00:00   \n",
       "4  0950-01-16 12:00:00  1099-12-16 12:00:00   \n",
       "\n",
       "                                time_range  \\\n",
       "0  0950-01-16 12:00:00-1099-12-16 12:00:00   \n",
       "1  0950-01-16 12:00:00-1099-12-16 12:00:00   \n",
       "2  0950-01-16 12:00:00-1099-12-16 12:00:00   \n",
       "3  0950-01-16 12:00:00-1099-12-16 12:00:00   \n",
       "4  0950-01-16 12:00:00-1099-12-16 12:00:00   \n",
       "\n",
       "                                                path version  \n",
       "0  /data/cristi/a/cristi/esm_data/cmip6/ACCESS-CM...      v0  \n",
       "1  /data/cristi/a/cristi/esm_data/cmip6/ACCESS-CM...      v0  \n",
       "2  /data/cristi/a/cristi/esm_data/cmip6/ACCESS-CM...      v0  \n",
       "3  /data/cristi/a/cristi/esm_data/cmip6/ACCESS-CM...      v0  \n",
       "4  /data/cristi/a/cristi/esm_data/cmip6/ACCESS-CM...      v0  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check Available Search Criterion (i.e. Column Headers)\n",
    "a.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5c5e947a",
   "metadata": {},
   "outputs": [
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     "name": "stdout",
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     "text": [
      "['/data/cristi/a/cristi/esm_data/cmip6/GFDL-AM4/amip/r1i1p1f1/t700_Amon_GFDL-AM4_amip_r1i1p1f1_gr1_198001-201412.nc',\n",
      " '/data/cristi/a/cristi/esm_data/cmip6/GFDL-AM4/amip/r1i1p1f1/ta_Amon_GFDL-AM4_amip_r1i1p1f1_gr1_198001-201412.nc',\n",
      " '/data/cristi/a/cristi/esm_data/cmip6/GFDL-CM4/amip/r1i1p1f1/t700_Amon_GFDL-CM4_amip_r1i1p1f1_gr1_197901-201412.nc',\n",
      " '/data/cristi/a/cristi/esm_data/cmip6/GFDL-CM4/amip/r1i1p1f1/ta_Amon_GFDL-CM4_amip_r1i1p1f1_gr1_197901-201412.nc',\n",
      " '/data/cristi/a/cristi/esm_data/cmip6/GFDL-ESM4/amip/r1i1p1f1/t700_Amon_GFDL-ESM4_amip_r1i1p1f1_gr1_197501-201412.nc',\n",
      " '/data/cristi/a/cristi/esm_data/cmip6/GFDL-ESM4/amip/r1i1p1f1/ta_Amon_GFDL-ESM4_amip_r1i1p1f1_gr1_197501-201412.nc']\n"
     ]
    }
   ],
   "source": [
    "# Search for files to be read\n",
    "\n",
    "           ## EDIT variable in ESGF\n",
    "path=a.loc[(a['variable_id']=='ta')& \n",
    "           ## EDIT experiment \n",
    "           (a['experiment']=='AMIP')& \n",
    "           ## EDIT modelname\n",
    "           (a['source_id'].str.contains('GFDL'))&\n",
    "           ## EDIT realization\n",
    "           (a['variant_label'].str.contains('r1i1p1'))]['path'].to_list()\n",
    "\n",
    "if path == []:\n",
    "    print('Your search did not match any files on Keeling. Please proceed to download.')\n",
    "else:\n",
    "    pprint(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f96a0e38",
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       ".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:    (bnds: 2, time: 432, plev: 19, lat: 180, lon: 288)\n",
       "Coordinates:\n",
       "  * bnds       (bnds) float64 1.0 2.0\n",
       "  * lat        (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
       "  * lon        (lon) float64 0.625 1.875 3.125 4.375 ... 355.6 356.9 358.1 359.4\n",
       "  * plev       (plev) float64 1e+05 9.25e+04 8.5e+04 7e+04 ... 1e+03 500.0 100.0\n",
       "  * time       (time) object 1979-01-16 12:00:00 ... 2014-12-16 12:00:00\n",
       "Data variables:\n",
       "    hur        (time, plev, lat, lon) float32 dask.array&lt;chunksize=(72, 19, 180, 288), meta=np.ndarray&gt;\n",
       "    lat_bnds   (time, lat, bnds) float64 dask.array&lt;chunksize=(72, 180, 2), meta=np.ndarray&gt;\n",
       "    lon_bnds   (time, lon, bnds) float64 dask.array&lt;chunksize=(72, 288, 2), meta=np.ndarray&gt;\n",
       "    time_bnds  (time, bnds) object dask.array&lt;chunksize=(72, 2), meta=np.ndarray&gt;\n",
       "Attributes: (12/44)\n",
       "    external_variables:    areacella\n",
       "    history:               File was processed by fremetar (GFDL analog of CMO...\n",
       "    table_id:              Amon\n",
       "    activity_id:           CMIP\n",
       "    branch_method:         no parent\n",
       "    branch_time_in_child:  0.0\n",
       "    ...                    ...\n",
       "    title:                 NOAA GFDL GFDL-CM4 model output prepared for CMIP6...\n",
       "    tracking_id:           hdl:21.14100/7c27e5b3-c207-42a3-a01a-40d264a01935\n",
       "    variable_id:           hur\n",
       "    variant_info:          N/A\n",
       "    references:            see further_info_url attribute\n",
       "    variant_label:         r1i1p1f1</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-5fd0d534-f1e8-4bac-9792-e7ad5051677d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5fd0d534-f1e8-4bac-9792-e7ad5051677d' 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'>bnds</span>: 2</li><li><span class='xr-has-index'>time</span>: 432</li><li><span class='xr-has-index'>plev</span>: 19</li><li><span class='xr-has-index'>lat</span>: 180</li><li><span class='xr-has-index'>lon</span>: 288</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-df55e4b2-6f74-473f-a04f-91e609a04766' class='xr-section-summary-in' type='checkbox'  checked><label for='section-df55e4b2-6f74-473f-a04f-91e609a04766' 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'>bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0</div><input id='attrs-dc2bd81b-e81b-4a97-92ff-b94d33ed41df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc2bd81b-e81b-4a97-92ff-b94d33ed41df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9605061-07fd-4cf1-8318-f7989aa1ef0f' class='xr-var-data-in' type='checkbox'><label for='data-d9605061-07fd-4cf1-8318-f7989aa1ef0f' 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>vertex number</dd></dl></div><div class='xr-var-data'><pre>array([1., 2.])</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'>-89.5 -88.5 -87.5 ... 88.5 89.5</div><input id='attrs-8ed61ca4-62c2-4e02-a506-68423e8dd5c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ed61ca4-62c2-4e02-a506-68423e8dd5c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdd9d534-9f17-4f73-965c-1fb341089540' class='xr-var-data-in' type='checkbox'><label for='data-cdd9d534-9f17-4f73-965c-1fb341089540' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd></dl></div><div class='xr-var-data'><pre>array([-89.5, -88.5, -87.5, -86.5, -85.5, -84.5, -83.5, -82.5, -81.5, -80.5,\n",
       "       -79.5, -78.5, -77.5, -76.5, -75.5, -74.5, -73.5, -72.5, -71.5, -70.5,\n",
       "       -69.5, -68.5, -67.5, -66.5, -65.5, -64.5, -63.5, -62.5, -61.5, -60.5,\n",
       "       -59.5, -58.5, -57.5, -56.5, -55.5, -54.5, -53.5, -52.5, -51.5, -50.5,\n",
       "       -49.5, -48.5, -47.5, -46.5, -45.5, -44.5, -43.5, -42.5, -41.5, -40.5,\n",
       "       -39.5, -38.5, -37.5, -36.5, -35.5, -34.5, -33.5, -32.5, -31.5, -30.5,\n",
       "       -29.5, -28.5, -27.5, -26.5, -25.5, -24.5, -23.5, -22.5, -21.5, -20.5,\n",
       "       -19.5, -18.5, -17.5, -16.5, -15.5, -14.5, -13.5, -12.5, -11.5, -10.5,\n",
       "        -9.5,  -8.5,  -7.5,  -6.5,  -5.5,  -4.5,  -3.5,  -2.5,  -1.5,  -0.5,\n",
       "         0.5,   1.5,   2.5,   3.5,   4.5,   5.5,   6.5,   7.5,   8.5,   9.5,\n",
       "        10.5,  11.5,  12.5,  13.5,  14.5,  15.5,  16.5,  17.5,  18.5,  19.5,\n",
       "        20.5,  21.5,  22.5,  23.5,  24.5,  25.5,  26.5,  27.5,  28.5,  29.5,\n",
       "        30.5,  31.5,  32.5,  33.5,  34.5,  35.5,  36.5,  37.5,  38.5,  39.5,\n",
       "        40.5,  41.5,  42.5,  43.5,  44.5,  45.5,  46.5,  47.5,  48.5,  49.5,\n",
       "        50.5,  51.5,  52.5,  53.5,  54.5,  55.5,  56.5,  57.5,  58.5,  59.5,\n",
       "        60.5,  61.5,  62.5,  63.5,  64.5,  65.5,  66.5,  67.5,  68.5,  69.5,\n",
       "        70.5,  71.5,  72.5,  73.5,  74.5,  75.5,  76.5,  77.5,  78.5,  79.5,\n",
       "        80.5,  81.5,  82.5,  83.5,  84.5,  85.5,  86.5,  87.5,  88.5,  89.5])</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'>0.625 1.875 3.125 ... 358.1 359.4</div><input id='attrs-b6376139-eadc-4179-8898-baf4cb83f4cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b6376139-eadc-4179-8898-baf4cb83f4cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-738c8ec6-11c9-4962-906c-32780ad999f1' class='xr-var-data-in' type='checkbox'><label for='data-738c8ec6-11c9-4962-906c-32780ad999f1' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd></dl></div><div class='xr-var-data'><pre>array([  0.625,   1.875,   3.125, ..., 356.875, 358.125, 359.375])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 9.25e+04 ... 500.0 100.0</div><input id='attrs-3b2fdde4-c956-4d88-b0f9-4e68e97bd1e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b2fdde4-c956-4d88-b0f9-4e68e97bd1e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd64ae35-3f73-4a60-985f-a0318022be4f' class='xr-var-data-in' type='checkbox'><label for='data-bd64ae35-3f73-4a60-985f-a0318022be4f' 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>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd><dt><span>description :</span></dt><dd>There are 19  requested levels. If the upper levels are above the model top they should be omitted.</dd></dl></div><div class='xr-var-data'><pre>array([100000.,  92500.,  85000.,  70000.,  60000.,  50000.,  40000.,  30000.,\n",
       "        25000.,  20000.,  15000.,  10000.,   7000.,   5000.,   3000.,   2000.,\n",
       "         1000.,    500.,    100.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1979-01-16 12:00:00 ... 2014-12-...</div><input id='attrs-83cc21f1-d7aa-46d2-9ccf-e2370ce29eed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83cc21f1-d7aa-46d2-9ccf-e2370ce29eed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8837acab-090f-414a-a546-ddc9735cf841' class='xr-var-data-in' type='checkbox'><label for='data-8837acab-090f-414a-a546-ddc9735cf841' 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</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>description :</span></dt><dd>Temporal mean</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1979, 1, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1979, 2, 15, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1979, 3, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       ...,\n",
       "       cftime.DatetimeNoLeap(2014, 10, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 11, 16, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2014, 12, 16, 12, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7554e228-36ad-493c-ad51-6968094ea3f4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7554e228-36ad-493c-ad51-6968094ea3f4' 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>hur</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(72, 19, 180, 288), meta=np.ndarray&gt;</div><input id='attrs-ce3cbd07-a653-4800-b5a1-b8b736291f5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce3cbd07-a653-4800-b5a1-b8b736291f5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ef47f5a-b344-4030-8732-1d1f9cc594ee' class='xr-var-data-in' type='checkbox'><label for='data-9ef47f5a-b344-4030-8732-1d1f9cc594ee' 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>Relative Humidity</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>original_name :</span></dt><dd>hur</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
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       "                    <tr>\n",
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       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.59 GiB </td>\n",
       "                        <td> 270.53 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (432, 19, 180, 288) </td>\n",
       "                        <td> (72, 19, 180, 288) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 18 Tasks </td>\n",
       "                        <td> 6 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
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       "    </tr>\n",
       "</table></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'>dask.array&lt;chunksize=(72, 180, 2), meta=np.ndarray&gt;</div><input id='attrs-05ed90be-c7c5-48e9-952f-a0161a6167e3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05ed90be-c7c5-48e9-952f-a0161a6167e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0cbcb26-f618-4a56-887f-fa9a7463a4ef' class='xr-var-data-in' type='checkbox'><label for='data-f0cbcb26-f618-4a56-887f-fa9a7463a4ef' 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>latitude bounds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
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       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.19 MiB </td>\n",
       "                        <td> 202.50 kiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (432, 180, 2) </td>\n",
       "                        <td> (72, 180, 2) </td>\n",
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       "                    <tr>\n",
       "                        <th> Count </th>\n",
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       "                        <td> 6 Chunks </td>\n",
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       "                    <tr>\n",
       "                    <th> Type </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(72, 2), meta=np.ndarray&gt;</div><input id='attrs-56abfdae-e22a-4b09-a39e-3b64c36cc7f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56abfdae-e22a-4b09-a39e-3b64c36cc7f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c049f768-776e-4159-9384-ffd7f4814989' class='xr-var-data-in' type='checkbox'><label for='data-c049f768-776e-4159-9384-ffd7f4814989' 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 axis boundaries</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-737f2269-4fee-4165-9c97-236f2e8572e0' class='xr-section-summary-in' type='checkbox'  ><label for='section-737f2269-4fee-4165-9c97-236f2e8572e0' class='xr-section-summary' >Indexes: <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-index-name'><div>bnds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2e288387-027d-4b2f-a0c8-32f09ecf2444' class='xr-index-data-in' type='checkbox'/><label for='index-2e288387-027d-4b2f-a0c8-32f09ecf2444' 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([1.0, 2.0], dtype=&#x27;float64&#x27;, name=&#x27;bnds&#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-3e0748fb-8bce-4bd3-b476-edf4eebee221' class='xr-index-data-in' type='checkbox'/><label for='index-3e0748fb-8bce-4bd3-b476-edf4eebee221' 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([-89.5, -88.5, -87.5, -86.5, -85.5, -84.5, -83.5, -82.5, -81.5,\n",
       "              -80.5,\n",
       "              ...\n",
       "               80.5,  81.5,  82.5,  83.5,  84.5,  85.5,  86.5,  87.5,  88.5,\n",
       "               89.5],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=180))</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-779e9d35-1d88-4ce9-8231-e20b2cc0bd2d' class='xr-index-data-in' type='checkbox'/><label for='index-779e9d35-1d88-4ce9-8231-e20b2cc0bd2d' 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([             0.625, 1.8749999999999998,              3.125,\n",
       "                           4.375,              5.625,              6.875,\n",
       "                           8.125,              9.375,             10.625,\n",
       "                          11.875,\n",
       "              ...\n",
       "                         348.125,            349.375,            350.625,\n",
       "                         351.875,            353.125,            354.375,\n",
       "                         355.625,            356.875,            358.125,\n",
       "                         359.375],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=288))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>plev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-44521fd7-04fb-4083-b6a9-74b47073475a' class='xr-index-data-in' type='checkbox'/><label for='index-44521fd7-04fb-4083-b6a9-74b47073475a' 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([100000.0,  92500.0,  85000.0,  70000.0,  60000.0,  50000.0,\n",
       "               40000.0,  30000.0,  25000.0,  20000.0,  15000.0,  10000.0,\n",
       "                7000.0,   5000.0,   3000.0,   2000.0,   1000.0,    500.0,\n",
       "                 100.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;plev&#x27;))</pre></div></li><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-72143b3f-9035-4a3c-bfd3-2cd09c7c11aa' class='xr-index-data-in' type='checkbox'/><label for='index-72143b3f-9035-4a3c-bfd3-2cd09c7c11aa' 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([1979-01-16 12:00:00, 1979-02-15 00:00:00, 1979-03-16 12:00:00,\n",
       "             1979-04-16 00:00:00, 1979-05-16 12:00:00, 1979-06-16 00:00:00,\n",
       "             1979-07-16 12:00:00, 1979-08-16 12:00:00, 1979-09-16 00:00:00,\n",
       "             1979-10-16 12:00:00,\n",
       "             ...\n",
       "             2014-03-16 12:00:00, 2014-04-16 00:00:00, 2014-05-16 12:00:00,\n",
       "             2014-06-16 00:00:00, 2014-07-16 12:00:00, 2014-08-16 12:00:00,\n",
       "             2014-09-16 00:00:00, 2014-10-16 12:00:00, 2014-11-16 00:00:00,\n",
       "             2014-12-16 12:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=432, calendar=&#x27;noleap&#x27;, freq=&#x27;None&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f8633455-4e14-4f23-9862-ac1054aba99f' class='xr-section-summary-in' type='checkbox'  ><label for='section-f8633455-4e14-4f23-9862-ac1054aba99f' class='xr-section-summary' >Attributes: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>history :</span></dt><dd>File was processed by fremetar (GFDL analog of CMOR). TripleID: [exper_id_RpBPUUl3mi,realiz_id_cR5lGHtt5s,run_id_G9rrXIDztr]</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>branch_method :</span></dt><dd>no parent</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>comment :</span></dt><dd>&lt;null ref&gt;</dd><dt><span>contact :</span></dt><dd>gfdl.climate.model.info@noaa.gov</dd><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.0 UGRID-1.0</dd><dt><span>creation_date :</span></dt><dd>2019-03-26T17:50:29Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>AMIP</dd><dt><span>experiment_id :</span></dt><dd>amip</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>monC</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFDL-CM4.amip.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>atmos data regridded from Cubed-sphere (c96) to 180,288; interpolation method: conserve_order2</dd><dt><span>grid_label :</span></dt><dd>gr1</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA</dd><dt><span>institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NOAA-GFDL is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>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_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>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>GFDL-CM4 (2018): \n",
       "aerosol: interactive\n",
       "atmos: GFDL-AM4.0.1 (Cubed-sphere (c96) - 1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 33 levels; top level 1 hPa)\n",
       "atmosChem: fast chemistry, aerosol only\n",
       "land: GFDL-LM4.0.1 (1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 20 levels; bot level 10m); land:Veg:unnamed (dynamic vegetation, dynamic land use); land:Hydro:unnamed (soil water and ice, multi-layer snow, rivers and lakes)\n",
       "landIce: GFDL-LM4.0.1\n",
       "ocean: GFDL-OM4p25 (GFDL-MOM6, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 75 levels; top grid cell 0-2 m)\n",
       "ocnBgchem: GFDL-BLINGv2\n",
       "seaIce: GFDL-SIM4p25 (GFDL-SIS2.0, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 5 layers; 5 thickness categories)\n",
       "(GFDL ID: 2019_0229)</dd><dt><span>source_id :</span></dt><dd>GFDL-CM4</dd><dt><span>source_type :</span></dt><dd>AGCM</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>title :</span></dt><dd>NOAA GFDL GFDL-CM4 model output prepared for CMIP6 AMIP</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/7c27e5b3-c207-42a3-a01a-40d264a01935</dd><dt><span>variable_id :</span></dt><dd>hur</dd><dt><span>variant_info :</span></dt><dd>N/A</dd><dt><span>references :</span></dt><dd>see further_info_url attribute</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (bnds: 2, time: 432, plev: 19, lat: 180, lon: 288)\n",
       "Coordinates:\n",
       "  * bnds       (bnds) float64 1.0 2.0\n",
       "  * lat        (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
       "  * lon        (lon) float64 0.625 1.875 3.125 4.375 ... 355.6 356.9 358.1 359.4\n",
       "  * plev       (plev) float64 1e+05 9.25e+04 8.5e+04 7e+04 ... 1e+03 500.0 100.0\n",
       "  * time       (time) object 1979-01-16 12:00:00 ... 2014-12-16 12:00:00\n",
       "Data variables:\n",
       "    hur        (time, plev, lat, lon) float32 dask.array<chunksize=(72, 19, 180, 288), meta=np.ndarray>\n",
       "    lat_bnds   (time, lat, bnds) float64 dask.array<chunksize=(72, 180, 2), meta=np.ndarray>\n",
       "    lon_bnds   (time, lon, bnds) float64 dask.array<chunksize=(72, 288, 2), meta=np.ndarray>\n",
       "    time_bnds  (time, bnds) object dask.array<chunksize=(72, 2), meta=np.ndarray>\n",
       "Attributes: (12/44)\n",
       "    external_variables:    areacella\n",
       "    history:               File was processed by fremetar (GFDL analog of CMO...\n",
       "    table_id:              Amon\n",
       "    activity_id:           CMIP\n",
       "    branch_method:         no parent\n",
       "    branch_time_in_child:  0.0\n",
       "    ...                    ...\n",
       "    title:                 NOAA GFDL GFDL-CM4 model output prepared for CMIP6...\n",
       "    tracking_id:           hdl:21.14100/7c27e5b3-c207-42a3-a01a-40d264a01935\n",
       "    variable_id:           hur\n",
       "    variant_info:          N/A\n",
       "    references:            see further_info_url attribute\n",
       "    variant_label:         r1i1p1f1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read the files in Xarray \n",
    "ds = xr.open_mfdataset(path,combine=\"by_coords\",use_cftime=True)\n",
    "ds"
   ]
  }
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