diff --git a/talks/FrevaZarrStreaming/LoadData.ipynb b/talks/FrevaZarrStreaming/LoadData.ipynb
index 4a7f6bd..72eaaa7 100644
--- a/talks/FrevaZarrStreaming/LoadData.ipynb
+++ b/talks/FrevaZarrStreaming/LoadData.ipynb
@@ -61,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 1,
    "id": "de5c74e7-c522-4e1d-87c0-71dbca2f5be5",
    "metadata": {
     "editable": true,
@@ -72,10 +72,11 @@
    },
    "outputs": [],
    "source": [
-    "search_params = {\"file\": \"/home/*\", \"project\": \"cmip6\"} # Define our search parameters\n",
+    "search_params = {\"dataset\": \"cmip6-fs\", \"project\": \"cmip6\"} # Define our search parameters\n",
     "url = \"http://localhost:7777\" # URL of our test server.\n",
     "from getpass import getpass\n",
     "import requests\n",
+    "from tempfile import NamedTemporaryFile\n",
     "import xarray as xr"
    ]
   },
@@ -95,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 2,
    "id": "8ae9d0dc-5a4c-4a48-9f4d-063bf6911ad2",
    "metadata": {
     "editable": true,
@@ -108,11 +109,11 @@
     {
      "data": {
       "text/plain": [
-       "['/home/wilfred/workspace/databrowser/freva-rest/src/databrowser_api/tests/mock/data/model/global/cmip6/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/amip/r2i1p1f1/Amon/ua/gn/v20190815/ua_mon_MPI-ESM1-2-LR_amip_r2i1p1f1_gn_197901-199812.nc',\n",
-       " '/home/wilfred/workspace/databrowser/freva-rest/src/databrowser_api/tests/mock/data/model/global/cmip6/CMIP6/CMIP/CSIRO-ARCCSS/ACCESS-CM2/amip/r1i1p1f1/Amon/ua/gn/v20201108/ua_Amon_ACCESS-CM2_amip_r1i1p1f1_gn_197901-201412.nc']"
+       "['/home/wilfred/workspace/freva-nextgen/freva-rest/src/databrowser_api/mock/data/model/global/cmip6/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/amip/r2i1p1f1/Amon/ua/gn/v20190815/ua_mon_MPI-ESM1-2-LR_amip_r2i1p1f1_gn_197901-199812.nc',\n",
+       " '/home/wilfred/workspace/freva-nextgen/freva-rest/src/databrowser_api/mock/data/model/global/cmip6/CMIP6/CMIP/CSIRO-ARCCSS/ACCESS-CM2/amip/r1i1p1f1/Amon/ua/gn/v20201108/ua_Amon_ACCESS-CM2_amip_r1i1p1f1_gn_197901-201412.nc']"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -144,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 3,
    "id": "722d3bec-4cf2-44b2-9f3e-4f8bd81b9287",
    "metadata": {
     "editable": true,
@@ -158,14 +159,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Password: ········\n"
+      "Password:  ········\n"
      ]
     }
    ],
    "source": [
     "auth = requests.post(\n",
     "    f\"{url}/api/auth/v2/token\",\n",
-    "    data={\"username\": \"janedoe\", \"password\":getpass(\"Password:\")}\n",
+    "    data={\"username\": \"janedoe\", \"password\":getpass(\"Password: \")}\n",
     ").json()"
    ]
   },
@@ -186,7 +187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 4,
    "id": "b2fe0507-014a-4f0a-ac6f-5881d16af761",
    "metadata": {
     "editable": true,
@@ -201,8 +202,8 @@
     "    f\"{url}/api/databrowser/load/freva\", \n",
     "    params=search_params, \n",
     "    headers={\n",
-    "        \"Authorization\": f\"Bearer {auth['access_token']\n",
-    "    }\"},\n",
+    "        \"Authorization\": f\"Bearer {auth['access_token']}\"\n",
+    "    },\n",
     "    stream=True\n",
     ")"
    ]
@@ -223,7 +224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 5,
    "id": "d10716a7-a784-4418-82b3-469070a4d5b6",
    "metadata": {
     "editable": true,
@@ -236,11 +237,11 @@
     {
      "data": {
       "text/plain": [
-       "['http://localhost:7777/api/freva-data-portal/zarr/16ac2b17-6a0d-551e-9b1c-abcbfc41f4dd.zarr',\n",
-       " 'http://localhost:7777/api/freva-data-portal/zarr/e39716b7-abde-56f7-8cde-4e9d9f2e4ea8.zarr']"
+       "['http://localhost:7777/api/freva-data-portal/zarr/dcb608a0-9d77-5045-b656-f21dfb5e9acf.zarr',\n",
+       " 'http://localhost:7777/api/freva-data-portal/zarr/f56264e3-d713-5c27-bc4e-c97f15b5fe86.zarr']"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -268,7 +269,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 6,
    "id": "a2273537-3666-4abf-880a-ab5fd9594bed",
    "metadata": {
     "editable": true,
@@ -670,23 +671,23 @@
        "    license:               CMIP6 model data produced by MPI-M is licensed und...\n",
        "    cmor_version:          3.5.0\n",
        "    tracking_id:           hdl:21.14100/0898c2ad-5382-4d0c-8adb-2ca96387fb54\n",
-       "    CDO:                   Climate Data Operators version 2.0.6 (https://mpim...</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-3e070555-8ac6-460f-9085-da5731dc0e3a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3e070555-8ac6-460f-9085-da5731dc0e3a' 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'>lat</span>: 27</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 43</li><li><span class='xr-has-index'>plev</span>: 19</li><li><span class='xr-has-index'>time</span>: 11</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0b0410b2-3610-4836-b35e-f83f8b30da4f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0b0410b2-3610-4836-b35e-f83f8b30da4f' class='xr-section-summary' >Coordinates: <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 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'>0.9326 2.798 4.663 ... 47.56 49.43</div><input id='attrs-6564e318-7366-42f9-bcc8-4d599ad11e0e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6564e318-7366-42f9-bcc8-4d599ad11e0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63d061fe-7f5f-4826-b865-2ed9afc21901' class='xr-var-data-in' type='checkbox'><label for='data-63d061fe-7f5f-4826-b865-2ed9afc21901' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd></dl></div><div class='xr-var-data'><pre>array([ 0.93263 ,  2.79789 ,  4.66315 ,  6.528409,  8.393669, 10.258928,\n",
+       "    CDO:                   Climate Data Operators version 2.0.6 (https://mpim...</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-d03e3743-309b-42d4-86cb-9a8c688b2a9b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d03e3743-309b-42d4-86cb-9a8c688b2a9b' 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'>lat</span>: 27</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 43</li><li><span class='xr-has-index'>plev</span>: 19</li><li><span class='xr-has-index'>time</span>: 11</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-bd612a03-b91e-4c6a-b915-029d07dec201' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bd612a03-b91e-4c6a-b915-029d07dec201' class='xr-section-summary' >Coordinates: <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 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'>0.9326 2.798 4.663 ... 47.56 49.43</div><input id='attrs-b39533df-093d-415e-bba0-66d2077e9488' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b39533df-093d-415e-bba0-66d2077e9488' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8082842-17f6-49fc-a61a-3387ba186d91' class='xr-var-data-in' type='checkbox'><label for='data-e8082842-17f6-49fc-a61a-3387ba186d91' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd></dl></div><div class='xr-var-data'><pre>array([ 0.93263 ,  2.79789 ,  4.66315 ,  6.528409,  8.393669, 10.258928,\n",
        "       12.124187, 13.989446, 15.854704, 17.719962, 19.585219, 21.450475,\n",
        "       23.315731, 25.180986, 27.046239, 28.911492, 30.776744, 32.641994,\n",
        "       34.507243, 36.372491, 38.237736, 40.102979, 41.96822 , 43.833459,\n",
-       "       45.698694, 47.563926, 49.429154])</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'>101.2 103.1 105.0 ... 178.1 180.0</div><input id='attrs-4204ca0c-5b43-43d1-aa28-c45dc5c09373' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4204ca0c-5b43-43d1-aa28-c45dc5c09373' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-924e5679-4f4a-4973-a891-0576ce8d9846' class='xr-var-data-in' type='checkbox'><label for='data-924e5679-4f4a-4973-a891-0576ce8d9846' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class='xr-var-data'><pre>array([101.25 , 103.125, 105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375,\n",
+       "       45.698694, 47.563926, 49.429154])</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'>101.2 103.1 105.0 ... 178.1 180.0</div><input id='attrs-b52dc54f-5011-4e77-aa4b-495da6100878' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b52dc54f-5011-4e77-aa4b-495da6100878' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-497fa53f-775e-4f7b-8f8c-e15c08fd8a52' class='xr-var-data-in' type='checkbox'><label for='data-497fa53f-775e-4f7b-8f8c-e15c08fd8a52' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class='xr-var-data'><pre>array([101.25 , 103.125, 105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375,\n",
        "       116.25 , 118.125, 120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375,\n",
        "       131.25 , 133.125, 135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375,\n",
        "       146.25 , 148.125, 150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375,\n",
        "       161.25 , 163.125, 165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375,\n",
-       "       176.25 , 178.125, 180.   ])</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-e3c163db-bfa7-45c7-b21f-d4c2f9b059c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3c163db-bfa7-45c7-b21f-d4c2f9b059c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc659860-9aa8-4d31-96a9-a74f1452bc08' class='xr-var-data-in' type='checkbox'><label for='data-cc659860-9aa8-4d31-96a9-a74f1452bc08' 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</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array([100000.,  92500.,  85000.,  70000.,  60000.,  50000.,  40000.,  30000.,\n",
+       "       176.25 , 178.125, 180.   ])</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-d4af2511-d9c9-4f13-a663-f378e638e23c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4af2511-d9c9-4f13-a663-f378e638e23c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0de7f8b7-0684-476f-aef8-f73378250b27' class='xr-var-data-in' type='checkbox'><label for='data-0de7f8b7-0684-476f-aef8-f73378250b27' 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</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>axis :</span></dt><dd>Z</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-16T12:00:00 ... 1979-11-16</div><input id='attrs-b7b5352f-5bbd-4146-a934-fd287c5d865d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7b5352f-5bbd-4146-a934-fd287c5d865d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f85336de-8eb1-4959-acbe-1ecc8f8c1c48' class='xr-var-data-in' type='checkbox'><label for='data-f85336de-8eb1-4959-acbe-1ecc8f8c1c48' 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-01-16T12:00:00.000000000&#x27;, &#x27;1979-02-15T00:00:00.000000000&#x27;,\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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-16T12:00:00 ... 1979-11-16</div><input id='attrs-8cd9ac40-88a1-4050-a139-6937079562b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8cd9ac40-88a1-4050-a139-6937079562b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0db457a-b367-49cf-8bc2-40a4a32f8e8a' class='xr-var-data-in' type='checkbox'><label for='data-b0db457a-b367-49cf-8bc2-40a4a32f8e8a' 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-01-16T12:00:00.000000000&#x27;, &#x27;1979-02-15T00:00:00.000000000&#x27;,\n",
        "       &#x27;1979-03-16T12:00:00.000000000&#x27;, &#x27;1979-04-16T00:00:00.000000000&#x27;,\n",
        "       &#x27;1979-05-16T12:00:00.000000000&#x27;, &#x27;1979-06-16T00:00:00.000000000&#x27;,\n",
        "       &#x27;1979-07-16T12:00:00.000000000&#x27;, &#x27;1979-08-16T12:00:00.000000000&#x27;,\n",
        "       &#x27;1979-09-16T00:00:00.000000000&#x27;, &#x27;1979-10-16T12:00:00.000000000&#x27;,\n",
-       "       &#x27;1979-11-16T00:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9ef5d425-1370-47ef-a9c1-f67de1689b5a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9ef5d425-1370-47ef-a9c1-f67de1689b5a' 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>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'>dask.array&lt;chunksize=(27, 2), meta=np.ndarray&gt;</div><input id='attrs-0914c3fa-2b5c-46fa-9674-2594a49e9508' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0914c3fa-2b5c-46fa-9674-2594a49e9508' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5c01b6b-e116-4bac-806d-75c54c604139' class='xr-var-data-in' type='checkbox'><label for='data-c5c01b6b-e116-4bac-806d-75c54c604139' 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'><table>\n",
+       "       &#x27;1979-11-16T00:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1729cb6c-a038-42ab-b814-6abaf21dc6b9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1729cb6c-a038-42ab-b814-6abaf21dc6b9' 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>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'>dask.array&lt;chunksize=(27, 2), meta=np.ndarray&gt;</div><input id='attrs-043e4530-7239-4615-bceb-aef02588dd07' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-043e4530-7239-4615-bceb-aef02588dd07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7291ecc-19d8-499b-b568-0fc09627bb0a' class='xr-var-data-in' type='checkbox'><label for='data-f7291ecc-19d8-499b-b568-0fc09627bb0a' 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'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -741,7 +742,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></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'>dask.array&lt;chunksize=(43, 2), meta=np.ndarray&gt;</div><input id='attrs-10dc455e-afb6-441d-892f-e674e09c5135' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10dc455e-afb6-441d-892f-e674e09c5135' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8f8848a-c01a-431b-99ef-a290dbb1a558' class='xr-var-data-in' type='checkbox'><label for='data-d8f8848a-c01a-431b-99ef-a290dbb1a558' 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'><table>\n",
+       "</table></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'>dask.array&lt;chunksize=(43, 2), meta=np.ndarray&gt;</div><input id='attrs-4bc61070-3a20-4597-a100-ae748f249ea3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4bc61070-3a20-4597-a100-ae748f249ea3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a38a9ae-f901-4807-9d7d-b82fa91eec4e' class='xr-var-data-in' type='checkbox'><label for='data-8a38a9ae-f901-4807-9d7d-b82fa91eec4e' 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'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -796,7 +797,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(11, 2), meta=np.ndarray&gt;</div><input id='attrs-3bda124e-e3e3-4efb-bbc9-2e6aababf72f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3bda124e-e3e3-4efb-bbc9-2e6aababf72f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31b5ef14-9b79-4029-9cfb-a9de19417457' class='xr-var-data-in' type='checkbox'><label for='data-31b5ef14-9b79-4029-9cfb-a9de19417457' 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'><table>\n",
+       "</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(11, 2), meta=np.ndarray&gt;</div><input id='attrs-05e6d894-a0fc-4ef7-a18e-f2d97022ae8f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-05e6d894-a0fc-4ef7-a18e-f2d97022ae8f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3956e879-99b3-472e-b2cf-26a75ce1d35b' class='xr-var-data-in' type='checkbox'><label for='data-3956e879-99b3-472e-b2cf-26a75ce1d35b' 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'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -851,7 +852,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ua</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=(11, 19, 27, 43), meta=np.ndarray&gt;</div><input id='attrs-c2b89339-94ba-49a9-a51e-43fb0a06fdbf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2b89339-94ba-49a9-a51e-43fb0a06fdbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f374a5a3-cf2c-42ea-8168-ec456bff58d7' class='xr-var-data-in' type='checkbox'><label for='data-f374a5a3-cf2c-42ea-8168-ec456bff58d7' 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>eastward_wind</dd><dt><span>long_name :</span></dt><dd>Eastward Wind</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>CDI_grid_type :</span></dt><dd>gaussian</dd><dt><span>CDI_grid_num_LPE :</span></dt><dd>48</dd><dt><span>comment :</span></dt><dd>Zonal wind (positive in a eastward direction).</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2020-06-05T18:27:23Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2020-06-05T18:27:23Z altered by CMOR: replaced missing value flag (-9e+33) and corresponding data with standard missing value (1e+20). 2020-06-05T18:27:23Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ua</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=(11, 19, 27, 43), meta=np.ndarray&gt;</div><input id='attrs-85541c90-063e-42ba-ae59-1e5772d25e99' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-85541c90-063e-42ba-ae59-1e5772d25e99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d49182a-ea12-4833-9915-67eef563af06' class='xr-var-data-in' type='checkbox'><label for='data-5d49182a-ea12-4833-9915-67eef563af06' 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>eastward_wind</dd><dt><span>long_name :</span></dt><dd>Eastward Wind</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>CDI_grid_type :</span></dt><dd>gaussian</dd><dt><span>CDI_grid_num_LPE :</span></dt><dd>48</dd><dt><span>comment :</span></dt><dd>Zonal wind (positive in a eastward direction).</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2020-06-05T18:27:23Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2020-06-05T18:27:23Z altered by CMOR: replaced missing value flag (-9e+33) and corresponding data with standard missing value (1e+20). 2020-06-05T18:27:23Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -945,7 +946,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b61efaa-84b3-4dc9-8ccc-ecde9d523e8e' class='xr-section-summary-in' type='checkbox'  ><label for='section-9b61efaa-84b3-4dc9-8ccc-ecde9d523e8e' class='xr-section-summary' >Indexes: <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-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d1464e99-46f2-4330-aba0-79c003f69458' class='xr-index-data-in' type='checkbox'/><label for='index-d1464e99-46f2-4330-aba0-79c003f69458' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0.932629967837991,  2.797889876956741,  4.663149706177884,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-1e9779b9-f197-4132-9e0d-6a3e0489edba' class='xr-section-summary-in' type='checkbox'  ><label for='section-1e9779b9-f197-4132-9e0d-6a3e0489edba' class='xr-section-summary' >Indexes: <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-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-154b64ee-7fc4-4e4c-b8ed-507b5894f3dd' class='xr-index-data-in' type='checkbox'/><label for='index-154b64ee-7fc4-4e4c-b8ed-507b5894f3dd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0.932629967837991,  2.797889876956741,  4.663149706177884,\n",
        "       6.5284094014799905,  8.393668907692383, 10.258928168006376,\n",
        "       12.124187123455766, 13.989445712356673, 15.854703869694873,\n",
        "       17.719961526447428,  19.58521860882233, 21.450475037398185,\n",
@@ -954,22 +955,22 @@
        "        34.50724334150103,  36.37249059281224,  38.23773599056483,\n",
        "         40.1029793042494,  41.96822026907538,  43.83345857895126,\n",
        "       45.698693877701785,  47.56392574797867,  49.42915369712305],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;))</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-14ae0ad1-84ac-4495-98ce-a88db07a7755' class='xr-index-data-in' type='checkbox'/><label for='index-14ae0ad1-84ac-4495-98ce-a88db07a7755' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 101.25, 103.125,   105.0, 106.875,  108.75, 110.625,   112.5, 114.375,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;))</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-61d9db41-fd67-48a1-827d-a9cbc1bb778a' class='xr-index-data-in' type='checkbox'/><label for='index-61d9db41-fd67-48a1-827d-a9cbc1bb778a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 101.25, 103.125,   105.0, 106.875,  108.75, 110.625,   112.5, 114.375,\n",
        "        116.25, 118.125,   120.0, 121.875,  123.75, 125.625,   127.5, 129.375,\n",
        "        131.25, 133.125,   135.0, 136.875,  138.75, 140.625,   142.5, 144.375,\n",
        "        146.25, 148.125,   150.0, 151.875,  153.75, 155.625,   157.5, 159.375,\n",
        "        161.25, 163.125,   165.0, 166.875,  168.75, 170.625,   172.5, 174.375,\n",
        "        176.25, 178.125,   180.0],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;))</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-1af33f7a-b7a9-4c5a-bbd7-294ac44eaa17' class='xr-index-data-in' type='checkbox'/><label for='index-1af33f7a-b7a9-4c5a-bbd7-294ac44eaa17' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([100000.0,  92500.0,  85000.0,  70000.0,  60000.0,  50000.0,  40000.0,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;))</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-da45b19c-63d4-47d7-aff0-36cf0092c4fd' class='xr-index-data-in' type='checkbox'/><label for='index-da45b19c-63d4-47d7-aff0-36cf0092c4fd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([100000.0,  92500.0,  85000.0,  70000.0,  60000.0,  50000.0,  40000.0,\n",
        "        30000.0,  25000.0,  20000.0,  15000.0,  10000.0,   7000.0,   5000.0,\n",
        "         3000.0,   2000.0,   1000.0,    500.0,    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-e210c447-3769-4625-9844-678a9fc7a975' class='xr-index-data-in' type='checkbox'/><label for='index-e210c447-3769-4625-9844-678a9fc7a975' 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(DatetimeIndex([&#x27;1979-01-16 12:00:00&#x27;, &#x27;1979-02-15 00:00:00&#x27;,\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-27f79c6a-2379-4bd1-8427-5fcded45f097' class='xr-index-data-in' type='checkbox'/><label for='index-27f79c6a-2379-4bd1-8427-5fcded45f097' 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(DatetimeIndex([&#x27;1979-01-16 12:00:00&#x27;, &#x27;1979-02-15 00:00:00&#x27;,\n",
        "               &#x27;1979-03-16 12:00:00&#x27;, &#x27;1979-04-16 00:00:00&#x27;,\n",
        "               &#x27;1979-05-16 12:00:00&#x27;, &#x27;1979-06-16 00:00:00&#x27;,\n",
        "               &#x27;1979-07-16 12:00:00&#x27;, &#x27;1979-08-16 12:00:00&#x27;,\n",
        "               &#x27;1979-09-16 00:00:00&#x27;, &#x27;1979-10-16 12:00:00&#x27;,\n",
        "               &#x27;1979-11-16 00:00:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7db5348d-f201-450b-b39d-bd4093d06a7b' class='xr-section-summary-in' type='checkbox'  ><label for='section-7db5348d-f201-450b-b39d-bd4093d06a7b' class='xr-section-summary' >Attributes: <span>(47)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 2.0.6 (https://mpimet.mpg.de/cdi)</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-LR (2017): \n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-315449a3-3eae-41f1-92d2-da63f09845b0' class='xr-section-summary-in' type='checkbox'  ><label for='section-315449a3-3eae-41f1-92d2-da63f09845b0' class='xr-section-summary' >Attributes: <span>(47)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 2.0.6 (https://mpimet.mpg.de/cdi)</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-LR (2017): \n",
        "aerosol: none, prescribed MACv2-SP\n",
        "atmos: ECHAM6.3 (spectral T63; 192 x 96 longitude/latitude; 47 levels; top level 0.01 hPa)\n",
        "atmosChem: none\n",
@@ -1011,7 +1012,7 @@
        "    CDO:                   Climate Data Operators version 2.0.6 (https://mpim..."
       ]
      },
-     "execution_count": 32,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1042,7 +1043,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 7,
    "id": "d30bf8f0-f368-4acc-98d1-5ae9a07bf446",
    "metadata": {
     "editable": true,
@@ -1055,10 +1056,10 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f6ea1d8c390>"
+       "<matplotlib.collections.QuadMesh at 0x7f7b7ecefad0>"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1077,6 +1078,333 @@
     "dset[\"ua\"].mean(dim=(\"lon\", \"lat\")).plot(x=\"time\",  yincrease=False)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "63d16581-e827-4eb0-8c61-47233884a403",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": "slide"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Creating intake catalogues\n",
+    "Intake can conviniently aggregate data. Instead creating individual lists of files we can create an intake catalogue with the zarr end points that helps us to aggregate the data later.\n",
+    "\n",
+    "To create an intake catalogue instead of a list of files we simply have to add the `catalogue-type:intake` search parameter:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "94b35258-3519-497f-8a07-e1dfe76379e1",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import intake\n",
+    "search_params[\"catalogue-type\"] = \"intake\"\n",
+    "res = requests.get(\n",
+    "    f\"{url}/api/databrowser/load/freva\", \n",
+    "    params=search_params, \n",
+    "    headers={\n",
+    "        \"Authorization\": f\"Bearer {auth['access_token']}\"\n",
+    "    },\n",
+    "    stream=True\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "e1cc02ed-5ecf-4a25-a11e-c21f8aaff6b5",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>uri</th>\n",
+       "      <th>project</th>\n",
+       "      <th>product</th>\n",
+       "      <th>institute</th>\n",
+       "      <th>model</th>\n",
+       "      <th>experiment</th>\n",
+       "      <th>time_frequency</th>\n",
+       "      <th>realm</th>\n",
+       "      <th>variable</th>\n",
+       "      <th>ensemble</th>\n",
+       "      <th>cmor_table</th>\n",
+       "      <th>fs_type</th>\n",
+       "      <th>grid_label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>http://localhost:7777/api/freva-data-portal/za...</td>\n",
+       "      <td>CMIP6</td>\n",
+       "      <td>CMIP</td>\n",
+       "      <td>MPI-M</td>\n",
+       "      <td>MPI-ESM1-2-LR</td>\n",
+       "      <td>amip</td>\n",
+       "      <td>mon</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>ua</td>\n",
+       "      <td>r2i1p1f1</td>\n",
+       "      <td>Amon</td>\n",
+       "      <td>posix</td>\n",
+       "      <td>gn</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>http://localhost:7777/api/freva-data-portal/za...</td>\n",
+       "      <td>CMIP6</td>\n",
+       "      <td>CMIP</td>\n",
+       "      <td>CSIRO-ARCCSS</td>\n",
+       "      <td>ACCESS-CM2</td>\n",
+       "      <td>amip</td>\n",
+       "      <td>mon</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>ua</td>\n",
+       "      <td>r1i1p1f1</td>\n",
+       "      <td>Amon</td>\n",
+       "      <td>posix</td>\n",
+       "      <td>gn</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                 uri project product  \\\n",
+       "0  http://localhost:7777/api/freva-data-portal/za...   CMIP6    CMIP   \n",
+       "1  http://localhost:7777/api/freva-data-portal/za...   CMIP6    CMIP   \n",
+       "\n",
+       "      institute          model experiment time_frequency  realm variable  \\\n",
+       "0         MPI-M  MPI-ESM1-2-LR       amip            mon  atmos       ua   \n",
+       "1  CSIRO-ARCCSS     ACCESS-CM2       amip            mon  atmos       ua   \n",
+       "\n",
+       "   ensemble cmor_table fs_type grid_label  \n",
+       "0  r2i1p1f1       Amon   posix         gn  \n",
+       "1  r1i1p1f1       Amon   posix         gn  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "with NamedTemporaryFile(suffix=\".json\") as temp_f:\n",
+    "    with open(temp_f.name, \"w\") as stream:\n",
+    "        stream.write(res.text)\n",
+    "    cat = intake.open_esm_datastore(temp_f.name)\n",
+    "cat.df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5d593721-0ae9-4233-a758-2ad3845e53a9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6df9a919-b2a0-4886-820b-6ed9e81f658e",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "## Using the freva client libray\n",
+    "Rest requests can be confusing for many users. The new `freva_client` library is here to help"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "64d1c53f-0400-4258-a1bd-a2ace1efe7b3",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Give password for server authentication:  ········\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "['http://localhost:7777/api/freva-data-portal/zarr/dcb608a0-9d77-5045-b656-f21dfb5e9acf.zarr',\n",
+       " 'http://localhost:7777/api/freva-data-portal/zarr/f56264e3-d713-5c27-bc4e-c97f15b5fe86.zarr']"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from freva_client import authenticate, databrowser\n",
+    "data_query = databrowser(dataset=\"cmip6-fs\", host=\"localhost:7777\", stream_zarr=True)\n",
+    "token = authenticate(username=\"janedoe\", host=\"localhost:7777\")\n",
+    "files = list(data_query)\n",
+    "files"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eae20c0f-8fe7-49ef-b1ac-b6bcb20d243d",
+   "metadata": {},
+   "source": [
+    "We can also use the freva client library to directly create an intake catalogue:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "06aed9df-6afa-47b4-8796-3a3bbfec4cba",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>uri</th>\n",
+       "      <th>project</th>\n",
+       "      <th>product</th>\n",
+       "      <th>institute</th>\n",
+       "      <th>model</th>\n",
+       "      <th>experiment</th>\n",
+       "      <th>time_frequency</th>\n",
+       "      <th>realm</th>\n",
+       "      <th>variable</th>\n",
+       "      <th>ensemble</th>\n",
+       "      <th>cmor_table</th>\n",
+       "      <th>fs_type</th>\n",
+       "      <th>grid_label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>http://localhost:7777/api/freva-data-portal/za...</td>\n",
+       "      <td>CMIP6</td>\n",
+       "      <td>CMIP</td>\n",
+       "      <td>MPI-M</td>\n",
+       "      <td>MPI-ESM1-2-LR</td>\n",
+       "      <td>amip</td>\n",
+       "      <td>mon</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>ua</td>\n",
+       "      <td>r2i1p1f1</td>\n",
+       "      <td>Amon</td>\n",
+       "      <td>posix</td>\n",
+       "      <td>gn</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>http://localhost:7777/api/freva-data-portal/za...</td>\n",
+       "      <td>CMIP6</td>\n",
+       "      <td>CMIP</td>\n",
+       "      <td>CSIRO-ARCCSS</td>\n",
+       "      <td>ACCESS-CM2</td>\n",
+       "      <td>amip</td>\n",
+       "      <td>mon</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>ua</td>\n",
+       "      <td>r1i1p1f1</td>\n",
+       "      <td>Amon</td>\n",
+       "      <td>posix</td>\n",
+       "      <td>gn</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                 uri project product  \\\n",
+       "0  http://localhost:7777/api/freva-data-portal/za...   CMIP6    CMIP   \n",
+       "1  http://localhost:7777/api/freva-data-portal/za...   CMIP6    CMIP   \n",
+       "\n",
+       "      institute          model experiment time_frequency  realm variable  \\\n",
+       "0         MPI-M  MPI-ESM1-2-LR       amip            mon  atmos       ua   \n",
+       "1  CSIRO-ARCCSS     ACCESS-CM2       amip            mon  atmos       ua   \n",
+       "\n",
+       "   ensemble cmor_table fs_type grid_label  \n",
+       "0  r2i1p1f1       Amon   posix         gn  \n",
+       "1  r1i1p1f1       Amon   posix         gn  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat = data_query.intake_catalogue()\n",
+    "cat.df"
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",
diff --git a/talks/FrevaZarrStreaming/index.slides.html b/talks/FrevaZarrStreaming/index.slides.html
index 6c8ed47..012dd4b 100644
--- a/talks/FrevaZarrStreaming/index.slides.html
+++ b/talks/FrevaZarrStreaming/index.slides.html
@@ -7493,13 +7493,14 @@ <h3 id="Workflow">Workflow<a class="anchor-link" href="#Workflow">¶</a></h3><ul
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [24]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [1]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-ipython3"><pre><span></span><span class="n">search_params</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"file"</span><span class="p">:</span> <span class="s2">"/home/*"</span><span class="p">,</span> <span class="s2">"project"</span><span class="p">:</span> <span class="s2">"cmip6"</span><span class="p">}</span> <span class="c1"># Define our search parameters</span>
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">search_params</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"dataset"</span><span class="p">:</span> <span class="s2">"cmip6-fs"</span><span class="p">,</span> <span class="s2">"project"</span><span class="p">:</span> <span class="s2">"cmip6"</span><span class="p">}</span> <span class="c1"># Define our search parameters</span>
 <span class="n">url</span> <span class="o">=</span> <span class="s2">"http://localhost:7777"</span> <span class="c1"># URL of our test server.</span>
 <span class="kn">from</span> <span class="nn">getpass</span> <span class="kn">import</span> <span class="n">getpass</span>
 <span class="kn">import</span> <span class="nn">requests</span>
+<span class="kn">from</span> <span class="nn">tempfile</span> <span class="kn">import</span> <span class="n">NamedTemporaryFile</span>
 <span class="kn">import</span> <span class="nn">xarray</span> <span class="k">as</span> <span class="nn">xr</span>
 </pre></div>
 </div>
@@ -7522,7 +7523,7 @@ <h3 id="Workflow">Workflow<a class="anchor-link" href="#Workflow">¶</a></h3><ul
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [22]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [2]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span>
@@ -7540,10 +7541,10 @@ <h3 id="Workflow">Workflow<a class="anchor-link" href="#Workflow">¶</a></h3><ul
 </div>
 <div class="jp-OutputArea jp-Cell-outputArea">
 <div class="jp-OutputArea-child jp-OutputArea-executeResult">
-<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[22]:</div>
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[2]:</div>
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
-<pre>['/home/wilfred/workspace/databrowser/freva-rest/src/databrowser_api/tests/mock/data/model/global/cmip6/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/amip/r2i1p1f1/Amon/ua/gn/v20190815/ua_mon_MPI-ESM1-2-LR_amip_r2i1p1f1_gn_197901-199812.nc',
- '/home/wilfred/workspace/databrowser/freva-rest/src/databrowser_api/tests/mock/data/model/global/cmip6/CMIP6/CMIP/CSIRO-ARCCSS/ACCESS-CM2/amip/r1i1p1f1/Amon/ua/gn/v20201108/ua_Amon_ACCESS-CM2_amip_r1i1p1f1_gn_197901-201412.nc']</pre>
+<pre>['/home/wilfred/workspace/freva-nextgen/freva-rest/src/databrowser_api/mock/data/model/global/cmip6/CMIP6/CMIP/MPI-M/MPI-ESM1-2-LR/amip/r2i1p1f1/Amon/ua/gn/v20190815/ua_mon_MPI-ESM1-2-LR_amip_r2i1p1f1_gn_197901-199812.nc',
+ '/home/wilfred/workspace/freva-nextgen/freva-rest/src/databrowser_api/mock/data/model/global/cmip6/CMIP6/CMIP/CSIRO-ARCCSS/ACCESS-CM2/amip/r1i1p1f1/Amon/ua/gn/v20201108/ua_Amon_ACCESS-CM2_amip_r1i1p1f1_gn_197901-201412.nc']</pre>
 </div>
 </div>
 </div>
@@ -7568,12 +7569,12 @@ <h3 id="Workflow">Workflow<a class="anchor-link" href="#Workflow">¶</a></h3><ul
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [28]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [3]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="n">auth</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span>
     <span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">url</span><span class="si">}</span><span class="s2">/api/auth/v2/token"</span><span class="p">,</span>
-    <span class="n">data</span><span class="o">=</span><span class="p">{</span><span class="s2">"username"</span><span class="p">:</span> <span class="s2">"janedoe"</span><span class="p">,</span> <span class="s2">"password"</span><span class="p">:</span><span class="n">getpass</span><span class="p">(</span><span class="s2">"Password:"</span><span class="p">)}</span>
+    <span class="n">data</span><span class="o">=</span><span class="p">{</span><span class="s2">"username"</span><span class="p">:</span> <span class="s2">"janedoe"</span><span class="p">,</span> <span class="s2">"password"</span><span class="p">:</span><span class="n">getpass</span><span class="p">(</span><span class="s2">"Password: "</span><span class="p">)}</span>
 <span class="p">)</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
 </pre></div>
 </div>
@@ -7605,15 +7606,15 @@ <h3 id="%22Order%22-the-zarr-datasets.">"Order" the zarr datasets.<a class="anch
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [29]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [4]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="n">res</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span>
     <span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">url</span><span class="si">}</span><span class="s2">/api/databrowser/load/freva"</span><span class="p">,</span> 
     <span class="n">params</span><span class="o">=</span><span class="n">search_params</span><span class="p">,</span> 
     <span class="n">headers</span><span class="o">=</span><span class="p">{</span>
-        <span class="s2">"Authorization"</span><span class="p">:</span> <span class="sa">f</span><span class="s2">"Bearer </span><span class="si">{</span><span class="n">auth</span><span class="p">[</span><span class="s1">'access_token'</span><span class="p">]</span>
-<span class="w">    </span><span class="si">}</span><span class="s2">"</span><span class="p">},</span>
+        <span class="s2">"Authorization"</span><span class="p">:</span> <span class="sa">f</span><span class="s2">"Bearer </span><span class="si">{</span><span class="n">auth</span><span class="p">[</span><span class="s1">'access_token'</span><span class="p">]</span><span class="si">}</span><span class="s2">"</span>
+    <span class="p">},</span>
     <span class="n">stream</span><span class="o">=</span><span class="kc">True</span>
 <span class="p">)</span>
 </pre></div>
@@ -7637,7 +7638,7 @@ <h3 id="%22Order%22-the-zarr-datasets.">"Order" the zarr datasets.<a class="anch
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [30]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [5]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="n">zarr_files</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">res</span><span class="o">.</span><span class="n">iter_lines</span><span class="p">(</span><span class="n">decode_unicode</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
@@ -7652,10 +7653,10 @@ <h3 id="%22Order%22-the-zarr-datasets.">"Order" the zarr datasets.<a class="anch
 </div>
 <div class="jp-OutputArea jp-Cell-outputArea">
 <div class="jp-OutputArea-child jp-OutputArea-executeResult">
-<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[30]:</div>
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[5]:</div>
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
-<pre>['http://localhost:7777/api/freva-data-portal/zarr/16ac2b17-6a0d-551e-9b1c-abcbfc41f4dd.zarr',
- 'http://localhost:7777/api/freva-data-portal/zarr/e39716b7-abde-56f7-8cde-4e9d9f2e4ea8.zarr']</pre>
+<pre>['http://localhost:7777/api/freva-data-portal/zarr/dcb608a0-9d77-5045-b656-f21dfb5e9acf.zarr',
+ 'http://localhost:7777/api/freva-data-portal/zarr/f56264e3-d713-5c27-bc4e-c97f15b5fe86.zarr']</pre>
 </div>
 </div>
 </div>
@@ -7676,7 +7677,7 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [32]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [6]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="n">dset</span> <span class="o">=</span> <span class="n">xr</span><span class="o">.</span><span class="n">open_dataset</span><span class="p">(</span>
@@ -7696,7 +7697,7 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 </div>
 <div class="jp-OutputArea jp-Cell-outputArea">
 <div class="jp-OutputArea-child jp-OutputArea-executeResult">
-<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[32]:</div>
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[6]:</div>
 <div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
 <div><svg style="position: absolute; width: 0; height: 0; overflow: hidden">
 <defs>
@@ -8087,23 +8088,23 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
     license:               CMIP6 model data produced by MPI-M is licensed und...
     cmor_version:          3.5.0
     tracking_id:           hdl:21.14100/0898c2ad-5382-4d0c-8adb-2ca96387fb54
-    CDO:                   Climate Data Operators version 2.0.6 (https://mpim...</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 class="xr-section-summary-in" disabled="" id="section-3e070555-8ac6-460f-9085-da5731dc0e3a" type="checkbox"/><label class="xr-section-summary" for="section-3e070555-8ac6-460f-9085-da5731dc0e3a" title="Expand/collapse section">Dimensions:</label><div class="xr-section-inline-details"><ul class="xr-dim-list"><li><span class="xr-has-index">lat</span>: 27</li><li><span>bnds</span>: 2</li><li><span class="xr-has-index">lon</span>: 43</li><li><span class="xr-has-index">plev</span>: 19</li><li><span class="xr-has-index">time</span>: 11</li></ul></div><div class="xr-section-details"></div></li><li class="xr-section-item"><input checked="" class="xr-section-summary-in" id="section-0b0410b2-3610-4836-b35e-f83f8b30da4f" type="checkbox"/><label class="xr-section-summary" for="section-0b0410b2-3610-4836-b35e-f83f8b30da4f">Coordinates: <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 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">0.9326 2.798 4.663 ... 47.56 49.43</div><input class="xr-var-attrs-in" id="attrs-6564e318-7366-42f9-bcc8-4d599ad11e0e" type="checkbox"/><label for="attrs-6564e318-7366-42f9-bcc8-4d599ad11e0e" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-63d061fe-7f5f-4826-b865-2ed9afc21901" type="checkbox"/><label for="data-63d061fe-7f5f-4826-b865-2ed9afc21901" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd></dl></div><div class="xr-var-data"><pre>array([ 0.93263 ,  2.79789 ,  4.66315 ,  6.528409,  8.393669, 10.258928,
+    CDO:                   Climate Data Operators version 2.0.6 (https://mpim...</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 class="xr-section-summary-in" disabled="" id="section-d03e3743-309b-42d4-86cb-9a8c688b2a9b" type="checkbox"/><label class="xr-section-summary" for="section-d03e3743-309b-42d4-86cb-9a8c688b2a9b" title="Expand/collapse section">Dimensions:</label><div class="xr-section-inline-details"><ul class="xr-dim-list"><li><span class="xr-has-index">lat</span>: 27</li><li><span>bnds</span>: 2</li><li><span class="xr-has-index">lon</span>: 43</li><li><span class="xr-has-index">plev</span>: 19</li><li><span class="xr-has-index">time</span>: 11</li></ul></div><div class="xr-section-details"></div></li><li class="xr-section-item"><input checked="" class="xr-section-summary-in" id="section-bd612a03-b91e-4c6a-b915-029d07dec201" type="checkbox"/><label class="xr-section-summary" for="section-bd612a03-b91e-4c6a-b915-029d07dec201">Coordinates: <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 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">0.9326 2.798 4.663 ... 47.56 49.43</div><input class="xr-var-attrs-in" id="attrs-b39533df-093d-415e-bba0-66d2077e9488" type="checkbox"/><label for="attrs-b39533df-093d-415e-bba0-66d2077e9488" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-e8082842-17f6-49fc-a61a-3387ba186d91" type="checkbox"/><label for="data-e8082842-17f6-49fc-a61a-3387ba186d91" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd></dl></div><div class="xr-var-data"><pre>array([ 0.93263 ,  2.79789 ,  4.66315 ,  6.528409,  8.393669, 10.258928,
        12.124187, 13.989446, 15.854704, 17.719962, 19.585219, 21.450475,
        23.315731, 25.180986, 27.046239, 28.911492, 30.776744, 32.641994,
        34.507243, 36.372491, 38.237736, 40.102979, 41.96822 , 43.833459,
-       45.698694, 47.563926, 49.429154])</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">101.2 103.1 105.0 ... 178.1 180.0</div><input class="xr-var-attrs-in" id="attrs-4204ca0c-5b43-43d1-aa28-c45dc5c09373" type="checkbox"/><label for="attrs-4204ca0c-5b43-43d1-aa28-c45dc5c09373" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-924e5679-4f4a-4973-a891-0576ce8d9846" type="checkbox"/><label for="data-924e5679-4f4a-4973-a891-0576ce8d9846" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class="xr-var-data"><pre>array([101.25 , 103.125, 105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375,
+       45.698694, 47.563926, 49.429154])</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">101.2 103.1 105.0 ... 178.1 180.0</div><input class="xr-var-attrs-in" id="attrs-b52dc54f-5011-4e77-aa4b-495da6100878" type="checkbox"/><label for="attrs-b52dc54f-5011-4e77-aa4b-495da6100878" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-497fa53f-775e-4f7b-8f8c-e15c08fd8a52" type="checkbox"/><label for="data-497fa53f-775e-4f7b-8f8c-e15c08fd8a52" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class="xr-var-data"><pre>array([101.25 , 103.125, 105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375,
        116.25 , 118.125, 120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375,
        131.25 , 133.125, 135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375,
        146.25 , 148.125, 150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375,
        161.25 , 163.125, 165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375,
-       176.25 , 178.125, 180.   ])</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 class="xr-var-attrs-in" id="attrs-e3c163db-bfa7-45c7-b21f-d4c2f9b059c3" type="checkbox"/><label for="attrs-e3c163db-bfa7-45c7-b21f-d4c2f9b059c3" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-cc659860-9aa8-4d31-96a9-a74f1452bc08" type="checkbox"/><label for="data-cc659860-9aa8-4d31-96a9-a74f1452bc08" 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</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class="xr-var-data"><pre>array([100000.,  92500.,  85000.,  70000.,  60000.,  50000.,  40000.,  30000.,
+       176.25 , 178.125, 180.   ])</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 class="xr-var-attrs-in" id="attrs-d4af2511-d9c9-4f13-a663-f378e638e23c" type="checkbox"/><label for="attrs-d4af2511-d9c9-4f13-a663-f378e638e23c" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-0de7f8b7-0684-476f-aef8-f73378250b27" type="checkbox"/><label for="data-0de7f8b7-0684-476f-aef8-f73378250b27" 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</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class="xr-var-data"><pre>array([100000.,  92500.,  85000.,  70000.,  60000.,  50000.,  40000.,  30000.,
         25000.,  20000.,  15000.,  10000.,   7000.,   5000.,   3000.,   2000.,
-         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">datetime64[ns]</div><div class="xr-var-preview xr-preview">1979-01-16T12:00:00 ... 1979-11-16</div><input class="xr-var-attrs-in" id="attrs-b7b5352f-5bbd-4146-a934-fd287c5d865d" type="checkbox"/><label for="attrs-b7b5352f-5bbd-4146-a934-fd287c5d865d" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-f85336de-8eb1-4959-acbe-1ecc8f8c1c48" type="checkbox"/><label for="data-f85336de-8eb1-4959-acbe-1ecc8f8c1c48" 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class="xr-var-data"><pre>array(['1979-01-16T12:00:00.000000000', '1979-02-15T00:00:00.000000000',
+         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">datetime64[ns]</div><div class="xr-var-preview xr-preview">1979-01-16T12:00:00 ... 1979-11-16</div><input class="xr-var-attrs-in" id="attrs-8cd9ac40-88a1-4050-a139-6937079562b6" type="checkbox"/><label for="attrs-8cd9ac40-88a1-4050-a139-6937079562b6" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-b0db457a-b367-49cf-8bc2-40a4a32f8e8a" type="checkbox"/><label for="data-b0db457a-b367-49cf-8bc2-40a4a32f8e8a" 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class="xr-var-data"><pre>array(['1979-01-16T12:00:00.000000000', '1979-02-15T00:00:00.000000000',
        '1979-03-16T12:00:00.000000000', '1979-04-16T00:00:00.000000000',
        '1979-05-16T12:00:00.000000000', '1979-06-16T00:00:00.000000000',
        '1979-07-16T12:00:00.000000000', '1979-08-16T12:00:00.000000000',
        '1979-09-16T00:00:00.000000000', '1979-10-16T12:00:00.000000000',
-       '1979-11-16T00:00:00.000000000'], dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class="xr-section-item"><input checked="" class="xr-section-summary-in" id="section-9ef5d425-1370-47ef-a9c1-f67de1689b5a" type="checkbox"/><label class="xr-section-summary" for="section-9ef5d425-1370-47ef-a9c1-f67de1689b5a">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>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">dask.array&lt;chunksize=(27, 2), meta=np.ndarray&gt;</div><input class="xr-var-attrs-in" disabled="" id="attrs-0914c3fa-2b5c-46fa-9674-2594a49e9508" type="checkbox"/><label for="attrs-0914c3fa-2b5c-46fa-9674-2594a49e9508" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-c5c01b6b-e116-4bac-806d-75c54c604139" type="checkbox"/><label for="data-c5c01b6b-e116-4bac-806d-75c54c604139" 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"><table>
+       '1979-11-16T00:00:00.000000000'], dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class="xr-section-item"><input checked="" class="xr-section-summary-in" id="section-1729cb6c-a038-42ab-b814-6abaf21dc6b9" type="checkbox"/><label class="xr-section-summary" for="section-1729cb6c-a038-42ab-b814-6abaf21dc6b9">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>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">dask.array&lt;chunksize=(27, 2), meta=np.ndarray&gt;</div><input class="xr-var-attrs-in" disabled="" id="attrs-043e4530-7239-4615-bceb-aef02588dd07" type="checkbox"/><label for="attrs-043e4530-7239-4615-bceb-aef02588dd07" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-f7291ecc-19d8-499b-b568-0fc09627bb0a" type="checkbox"/><label for="data-f7291ecc-19d8-499b-b568-0fc09627bb0a" 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"><table>
 <tr>
 <td>
 <table style="border-collapse: collapse;">
@@ -8152,7 +8153,7 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 </svg>
 </td>
 </tr>
-</table></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">dask.array&lt;chunksize=(43, 2), meta=np.ndarray&gt;</div><input class="xr-var-attrs-in" disabled="" id="attrs-10dc455e-afb6-441d-892f-e674e09c5135" type="checkbox"/><label for="attrs-10dc455e-afb6-441d-892f-e674e09c5135" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-d8f8848a-c01a-431b-99ef-a290dbb1a558" type="checkbox"/><label for="data-d8f8848a-c01a-431b-99ef-a290dbb1a558" 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"><table>
+</table></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">dask.array&lt;chunksize=(43, 2), meta=np.ndarray&gt;</div><input class="xr-var-attrs-in" disabled="" id="attrs-4bc61070-3a20-4597-a100-ae748f249ea3" type="checkbox"/><label for="attrs-4bc61070-3a20-4597-a100-ae748f249ea3" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-8a38a9ae-f901-4807-9d7d-b82fa91eec4e" type="checkbox"/><label for="data-8a38a9ae-f901-4807-9d7d-b82fa91eec4e" 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"><table>
 <tr>
 <td>
 <table style="border-collapse: collapse;">
@@ -8201,7 +8202,7 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 </svg>
 </td>
 </tr>
-</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">datetime64[ns]</div><div class="xr-var-preview xr-preview">dask.array&lt;chunksize=(11, 2), meta=np.ndarray&gt;</div><input class="xr-var-attrs-in" disabled="" id="attrs-3bda124e-e3e3-4efb-bbc9-2e6aababf72f" type="checkbox"/><label for="attrs-3bda124e-e3e3-4efb-bbc9-2e6aababf72f" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-31b5ef14-9b79-4029-9cfb-a9de19417457" type="checkbox"/><label for="data-31b5ef14-9b79-4029-9cfb-a9de19417457" 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"><table>
+</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">datetime64[ns]</div><div class="xr-var-preview xr-preview">dask.array&lt;chunksize=(11, 2), meta=np.ndarray&gt;</div><input class="xr-var-attrs-in" disabled="" id="attrs-05e6d894-a0fc-4ef7-a18e-f2d97022ae8f" type="checkbox"/><label for="attrs-05e6d894-a0fc-4ef7-a18e-f2d97022ae8f" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-3956e879-99b3-472e-b2cf-26a75ce1d35b" type="checkbox"/><label for="data-3956e879-99b3-472e-b2cf-26a75ce1d35b" 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"><table>
 <tr>
 <td>
 <table style="border-collapse: collapse;">
@@ -8250,7 +8251,7 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 </svg>
 </td>
 </tr>
-</table></div></li><li class="xr-var-item"><div class="xr-var-name"><span>ua</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=(11, 19, 27, 43), meta=np.ndarray&gt;</div><input class="xr-var-attrs-in" id="attrs-c2b89339-94ba-49a9-a51e-43fb0a06fdbf" type="checkbox"/><label for="attrs-c2b89339-94ba-49a9-a51e-43fb0a06fdbf" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-f374a5a3-cf2c-42ea-8168-ec456bff58d7" type="checkbox"/><label for="data-f374a5a3-cf2c-42ea-8168-ec456bff58d7" 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>eastward_wind</dd><dt><span>long_name :</span></dt><dd>Eastward Wind</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>CDI_grid_type :</span></dt><dd>gaussian</dd><dt><span>CDI_grid_num_LPE :</span></dt><dd>48</dd><dt><span>comment :</span></dt><dd>Zonal wind (positive in a eastward direction).</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2020-06-05T18:27:23Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2020-06-05T18:27:23Z altered by CMOR: replaced missing value flag (-9e+33) and corresponding data with standard missing value (1e+20). 2020-06-05T18:27:23Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class="xr-var-data"><table>
+</table></div></li><li class="xr-var-item"><div class="xr-var-name"><span>ua</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=(11, 19, 27, 43), meta=np.ndarray&gt;</div><input class="xr-var-attrs-in" id="attrs-85541c90-063e-42ba-ae59-1e5772d25e99" type="checkbox"/><label for="attrs-85541c90-063e-42ba-ae59-1e5772d25e99" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use xlink:href="#icon-file-text2"></use></svg></label><input class="xr-var-data-in" id="data-5d49182a-ea12-4833-9915-67eef563af06" type="checkbox"/><label for="data-5d49182a-ea12-4833-9915-67eef563af06" 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>eastward_wind</dd><dt><span>long_name :</span></dt><dd>Eastward Wind</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>CDI_grid_type :</span></dt><dd>gaussian</dd><dt><span>CDI_grid_num_LPE :</span></dt><dd>48</dd><dt><span>comment :</span></dt><dd>Zonal wind (positive in a eastward direction).</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2020-06-05T18:27:23Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2020-06-05T18:27:23Z altered by CMOR: replaced missing value flag (-9e+33) and corresponding data with standard missing value (1e+20). 2020-06-05T18:27:23Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class="xr-var-data"><table>
 <tr>
 <td>
 <table style="border-collapse: collapse;">
@@ -8327,7 +8328,7 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 </svg>
 </td>
 </tr>
-</table></div></li></ul></div></li><li class="xr-section-item"><input class="xr-section-summary-in" id="section-9b61efaa-84b3-4dc9-8ccc-ecde9d523e8e" type="checkbox"/><label class="xr-section-summary" for="section-9b61efaa-84b3-4dc9-8ccc-ecde9d523e8e">Indexes: <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-index-name"><div>lat</div></div><div class="xr-index-preview">PandasIndex</div><div></div><input class="xr-index-data-in" id="index-d1464e99-46f2-4330-aba0-79c003f69458" type="checkbox"><label for="index-d1464e99-46f2-4330-aba0-79c003f69458" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([ 0.932629967837991,  2.797889876956741,  4.663149706177884,
+</table></div></li></ul></div></li><li class="xr-section-item"><input class="xr-section-summary-in" id="section-1e9779b9-f197-4132-9e0d-6a3e0489edba" type="checkbox"/><label class="xr-section-summary" for="section-1e9779b9-f197-4132-9e0d-6a3e0489edba">Indexes: <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-index-name"><div>lat</div></div><div class="xr-index-preview">PandasIndex</div><div></div><input class="xr-index-data-in" id="index-154b64ee-7fc4-4e4c-b8ed-507b5894f3dd" type="checkbox"><label for="index-154b64ee-7fc4-4e4c-b8ed-507b5894f3dd" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([ 0.932629967837991,  2.797889876956741,  4.663149706177884,
        6.5284094014799905,  8.393668907692383, 10.258928168006376,
        12.124187123455766, 13.989445712356673, 15.854703869694873,
        17.719961526447428,  19.58521860882233, 21.450475037398185,
@@ -8336,22 +8337,22 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
         34.50724334150103,  36.37249059281224,  38.23773599056483,
          40.1029793042494,  41.96822026907538,  43.83345857895126,
        45.698693877701785,  47.56392574797867,  49.42915369712305],
-      dtype='float64', name='lat'))</pre></div></input></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 class="xr-index-data-in" id="index-14ae0ad1-84ac-4495-98ce-a88db07a7755" type="checkbox"><label for="index-14ae0ad1-84ac-4495-98ce-a88db07a7755" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([ 101.25, 103.125,   105.0, 106.875,  108.75, 110.625,   112.5, 114.375,
+      dtype='float64', name='lat'))</pre></div></input></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 class="xr-index-data-in" id="index-61d9db41-fd67-48a1-827d-a9cbc1bb778a" type="checkbox"><label for="index-61d9db41-fd67-48a1-827d-a9cbc1bb778a" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([ 101.25, 103.125,   105.0, 106.875,  108.75, 110.625,   112.5, 114.375,
         116.25, 118.125,   120.0, 121.875,  123.75, 125.625,   127.5, 129.375,
         131.25, 133.125,   135.0, 136.875,  138.75, 140.625,   142.5, 144.375,
         146.25, 148.125,   150.0, 151.875,  153.75, 155.625,   157.5, 159.375,
         161.25, 163.125,   165.0, 166.875,  168.75, 170.625,   172.5, 174.375,
         176.25, 178.125,   180.0],
-      dtype='float64', name='lon'))</pre></div></input></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 class="xr-index-data-in" id="index-1af33f7a-b7a9-4c5a-bbd7-294ac44eaa17" type="checkbox"><label for="index-1af33f7a-b7a9-4c5a-bbd7-294ac44eaa17" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([100000.0,  92500.0,  85000.0,  70000.0,  60000.0,  50000.0,  40000.0,
+      dtype='float64', name='lon'))</pre></div></input></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 class="xr-index-data-in" id="index-da45b19c-63d4-47d7-aff0-36cf0092c4fd" type="checkbox"><label for="index-da45b19c-63d4-47d7-aff0-36cf0092c4fd" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use xlink:href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([100000.0,  92500.0,  85000.0,  70000.0,  60000.0,  50000.0,  40000.0,
         30000.0,  25000.0,  20000.0,  15000.0,  10000.0,   7000.0,   5000.0,
          3000.0,   2000.0,   1000.0,    500.0,    100.0],
-      dtype='float64', name='plev'))</pre></div></input></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 class="xr-index-data-in" id="index-e210c447-3769-4625-9844-678a9fc7a975" type="checkbox"><label for="index-e210c447-3769-4625-9844-678a9fc7a975" 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(DatetimeIndex(['1979-01-16 12:00:00', '1979-02-15 00:00:00',
+      dtype='float64', name='plev'))</pre></div></input></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 class="xr-index-data-in" id="index-27f79c6a-2379-4bd1-8427-5fcded45f097" type="checkbox"><label for="index-27f79c6a-2379-4bd1-8427-5fcded45f097" 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(DatetimeIndex(['1979-01-16 12:00:00', '1979-02-15 00:00:00',
                '1979-03-16 12:00:00', '1979-04-16 00:00:00',
                '1979-05-16 12:00:00', '1979-06-16 00:00:00',
                '1979-07-16 12:00:00', '1979-08-16 12:00:00',
                '1979-09-16 00:00:00', '1979-10-16 12:00:00',
                '1979-11-16 00:00:00'],
-              dtype='datetime64[ns]', name='time', freq=None))</pre></div></input></li></ul></div></li><li class="xr-section-item"><input class="xr-section-summary-in" id="section-7db5348d-f201-450b-b39d-bd4093d06a7b" type="checkbox"/><label class="xr-section-summary" for="section-7db5348d-f201-450b-b39d-bd4093d06a7b">Attributes: <span>(47)</span></label><div class="xr-section-inline-details"></div><div class="xr-section-details"><dl class="xr-attrs"><dt><span>CDI :</span></dt><dd>Climate Data Interface version 2.0.6 (https://mpimet.mpg.de/cdi)</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-LR (2017): 
+              dtype='datetime64[ns]', name='time', freq=None))</pre></div></input></li></ul></div></li><li class="xr-section-item"><input class="xr-section-summary-in" id="section-315449a3-3eae-41f1-92d2-da63f09845b0" type="checkbox"/><label class="xr-section-summary" for="section-315449a3-3eae-41f1-92d2-da63f09845b0">Attributes: <span>(47)</span></label><div class="xr-section-inline-details"></div><div class="xr-section-details"><dl class="xr-attrs"><dt><span>CDI :</span></dt><dd>Climate Data Interface version 2.0.6 (https://mpimet.mpg.de/cdi)</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-LR (2017): 
 aerosol: none, prescribed MACv2-SP
 atmos: ECHAM6.3 (spectral T63; 192 x 96 longitude/latitude; 47 levels; top level 0.01 hPa)
 atmosChem: none
@@ -8382,7 +8383,7 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [33]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [7]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="n">dset</span><span class="p">[</span><span class="s2">"ua"</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">dim</span><span class="o">=</span><span class="p">(</span><span class="s2">"lon"</span><span class="p">,</span> <span class="s2">"lat"</span><span class="p">))</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">"time"</span><span class="p">,</span>  <span class="n">yincrease</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
@@ -8396,9 +8397,9 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 </div>
 <div class="jp-OutputArea jp-Cell-outputArea">
 <div class="jp-OutputArea-child jp-OutputArea-executeResult">
-<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[33]:</div>
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[7]:</div>
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
-<pre>&lt;matplotlib.collections.QuadMesh at 0x7f6ea1d8c390&gt;</pre>
+<pre>&lt;matplotlib.collections.QuadMesh at 0x7f7b7ecefad0&gt;</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
@@ -8410,6 +8411,304 @@ <h3 id="Open-the-zarr-datasets">Open the zarr datasets<a class="anchor-link" hre
 </div>
 </div>
 </div></section></section><section><section>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=63d16581-e827-4eb0-8c61-47233884a403">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Creating-intake-catalogues">Creating intake catalogues<a class="anchor-link" href="#Creating-intake-catalogues">¶</a></h2><p>Intake can conviniently aggregate data. Instead creating individual lists of files we can create an intake catalogue with the zarr end points that helps us to aggregate the data later.</p>
+<p>To create an intake catalogue instead of a list of files we simply have to add the <code>catalogue-type:intake</code> search parameter:</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=94b35258-3519-497f-8a07-e1dfe76379e1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [8]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">intake</span>
+<span class="n">search_params</span><span class="p">[</span><span class="s2">"catalogue-type"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"intake"</span>
+<span class="n">res</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span>
+    <span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">url</span><span class="si">}</span><span class="s2">/api/databrowser/load/freva"</span><span class="p">,</span> 
+    <span class="n">params</span><span class="o">=</span><span class="n">search_params</span><span class="p">,</span> 
+    <span class="n">headers</span><span class="o">=</span><span class="p">{</span>
+        <span class="s2">"Authorization"</span><span class="p">:</span> <span class="sa">f</span><span class="s2">"Bearer </span><span class="si">{</span><span class="n">auth</span><span class="p">[</span><span class="s1">'access_token'</span><span class="p">]</span><span class="si">}</span><span class="s2">"</span>
+    <span class="p">},</span>
+    <span class="n">stream</span><span class="o">=</span><span class="kc">True</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=e1cc02ed-5ecf-4a25-a11e-c21f8aaff6b5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [9]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">NamedTemporaryFile</span><span class="p">(</span><span class="n">suffix</span><span class="o">=</span><span class="s2">".json"</span><span class="p">)</span> <span class="k">as</span> <span class="n">temp_f</span><span class="p">:</span>
+    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">temp_f</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="s2">"w"</span><span class="p">)</span> <span class="k">as</span> <span class="n">stream</span><span class="p">:</span>
+        <span class="n">stream</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">res</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
+    <span class="n">cat</span> <span class="o">=</span> <span class="n">intake</span><span class="o">.</span><span class="n">open_esm_datastore</span><span class="p">(</span><span class="n">temp_f</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
+<span class="n">cat</span><span class="o">.</span><span class="n">df</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[9]:</div>
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
+<div>
+<style scoped="">
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+<thead>
+<tr style="text-align: right;">
+<th></th>
+<th>uri</th>
+<th>project</th>
+<th>product</th>
+<th>institute</th>
+<th>model</th>
+<th>experiment</th>
+<th>time_frequency</th>
+<th>realm</th>
+<th>variable</th>
+<th>ensemble</th>
+<th>cmor_table</th>
+<th>fs_type</th>
+<th>grid_label</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<th>0</th>
+<td>http://localhost:7777/api/freva-data-portal/za...</td>
+<td>CMIP6</td>
+<td>CMIP</td>
+<td>MPI-M</td>
+<td>MPI-ESM1-2-LR</td>
+<td>amip</td>
+<td>mon</td>
+<td>atmos</td>
+<td>ua</td>
+<td>r2i1p1f1</td>
+<td>Amon</td>
+<td>posix</td>
+<td>gn</td>
+</tr>
+<tr>
+<th>1</th>
+<td>http://localhost:7777/api/freva-data-portal/za...</td>
+<td>CMIP6</td>
+<td>CMIP</td>
+<td>CSIRO-ARCCSS</td>
+<td>ACCESS-CM2</td>
+<td>amip</td>
+<td>mon</td>
+<td>atmos</td>
+<td>ua</td>
+<td>r1i1p1f1</td>
+<td>Amon</td>
+<td>posix</td>
+<td>gn</td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=5d593721-0ae9-4233-a758-2ad3845e53a9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6df9a919-b2a0-4886-820b-6ed9e81f658e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Using-the-freva-client-libray">Using the freva client libray<a class="anchor-link" href="#Using-the-freva-client-libray">¶</a></h2><p>Rest requests can be confusing for many users. The new <code>freva_client</code> library is here to help</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=64d1c53f-0400-4258-a1bd-a2ace1efe7b3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [14]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">freva_client</span> <span class="kn">import</span> <span class="n">authenticate</span><span class="p">,</span> <span class="n">databrowser</span>
+<span class="n">data_query</span> <span class="o">=</span> <span class="n">databrowser</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="s2">"cmip6-fs"</span><span class="p">,</span> <span class="n">host</span><span class="o">=</span><span class="s2">"localhost:7777"</span><span class="p">,</span> <span class="n">stream_zarr</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">token</span> <span class="o">=</span> <span class="n">authenticate</span><span class="p">(</span><span class="n">username</span><span class="o">=</span><span class="s2">"janedoe"</span><span class="p">,</span> <span class="n">host</span><span class="o">=</span><span class="s2">"localhost:7777"</span><span class="p">)</span>
+<span class="n">files</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">data_query</span><span class="p">)</span>
+<span class="n">files</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+</div>
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[14]:</div>
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
+<pre>['http://localhost:7777/api/freva-data-portal/zarr/dcb608a0-9d77-5045-b656-f21dfb5e9acf.zarr',
+ 'http://localhost:7777/api/freva-data-portal/zarr/f56264e3-d713-5c27-bc4e-c97f15b5fe86.zarr']</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=eae20c0f-8fe7-49ef-b1ac-b6bcb20d243d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>We can also use the freva client library to directly create an intake catalogue:</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=06aed9df-6afa-47b4-8796-3a3bbfec4cba">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [15]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">cat</span> <span class="o">=</span> <span class="n">data_query</span><span class="o">.</span><span class="n">intake_catalogue</span><span class="p">()</span>
+<span class="n">cat</span><span class="o">.</span><span class="n">df</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[15]:</div>
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
+<div>
+<style scoped="">
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+<thead>
+<tr style="text-align: right;">
+<th></th>
+<th>uri</th>
+<th>project</th>
+<th>product</th>
+<th>institute</th>
+<th>model</th>
+<th>experiment</th>
+<th>time_frequency</th>
+<th>realm</th>
+<th>variable</th>
+<th>ensemble</th>
+<th>cmor_table</th>
+<th>fs_type</th>
+<th>grid_label</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<th>0</th>
+<td>http://localhost:7777/api/freva-data-portal/za...</td>
+<td>CMIP6</td>
+<td>CMIP</td>
+<td>MPI-M</td>
+<td>MPI-ESM1-2-LR</td>
+<td>amip</td>
+<td>mon</td>
+<td>atmos</td>
+<td>ua</td>
+<td>r2i1p1f1</td>
+<td>Amon</td>
+<td>posix</td>
+<td>gn</td>
+</tr>
+<tr>
+<th>1</th>
+<td>http://localhost:7777/api/freva-data-portal/za...</td>
+<td>CMIP6</td>
+<td>CMIP</td>
+<td>CSIRO-ARCCSS</td>
+<td>ACCESS-CM2</td>
+<td>amip</td>
+<td>mon</td>
+<td>atmos</td>
+<td>ua</td>
+<td>r1i1p1f1</td>
+<td>Amon</td>
+<td>posix</td>
+<td>gn</td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div></section></section><section><section>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a66bd2cc-b8fe-4fca-98c4-186d2b5afba8">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">