Repository: bird-house/finch (language: python)

Issue:
Round results
The request was to provide a rounded version of the results of some processes, to truncate the precision in order not to give the impression of exactitude to muggles.

I am not a fan, but this could kind be implemented as the formatting argument when writing csvs? (Pandas `float_format` argument of `to_csv`).
We could add a new input :  `csv_format`, None would be default and one could pass things like `%.1f`. It would be passed as-is to `to_csv`.
Another more subtle way would be to pass it through `output_format`? Like `csv.4f`, would mean passing  `float_format='%.4f'`. Passing `csv` (like now) would default to None, thus the full number.




Discussion / hints:
I'll need to be convinced there is value doing this server-side vs by the end-user. There is a click-button for this in Excel. 

Question: Are we able to determine the actual precision automatically? If not, then this is left as a user parameter. I'm concerned we'll get multiple requests for the same computations, with only the precision changing once people realize they've asked for too much or not enough precision. 


I think it depends on who you call "end-user". If the end-user is climatedata.ca, then the problem is their current way of using finch does not allow modification of the data. If the end-user is the person visiting climatedata.ca, then yes this is a simple one-click problem, but the issue is that this person could be unaware of this notion of precision vs exactitude.

No we will not be able to determine the actual precision automatically. There's already a divide between "significant digits" (which is actually what climatedata.ca wants) and "decimal precision" (which is what I propose to implement). 
The way this is going to be used is that climatedata.ca will hardcode the requested format for each indicator, finch will not be responsible for finding a best one. This also answers your issue about multiple requests: the real users won't have access to this option.

After discussion with Travis, I think I'll go forward with a `csv_float_format` input argument.

Fix patch:
diff --git a/CHANGES.rst b/CHANGES.rst
index dd71d85d..a08c0616 100644
--- a/CHANGES.rst
+++ b/CHANGES.rst
@@ -11,6 +11,7 @@ Changes
     - In ensemble processes, these percentiles can now be chosen through ``perc_[var]`` inputs. The default values are inherited from earlier versions of xclim.
 * Average shape process downgraded to be single-threaded, as ESMF seems to have issues with multithreading.
 * Removed deprecated processes ``subset_ensemble_bbox_BCCAQv2``, ``subset_ensemble_BCCAQv2`` and ``BCCAQv2_heat_wave_frequency_gridpoint``.
+* Added ``csv_precision`` to all processes allowing CSV output. When given, it controls the number of decimal places in the output.
 
 0.8.3 (2022-04-21)
 ==================
diff --git a/docs/source/notebooks/dap_subset.ipynb b/docs/source/notebooks/dap_subset.ipynb
index d7cb2af5..a02392f7 100644
--- a/docs/source/notebooks/dap_subset.ipynb
+++ b/docs/source/notebooks/dap_subset.ipynb
@@ -17,10 +17,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:21.099738Z",
-     "iopub.status.busy": "2022-06-23T19:26:21.097560Z",
-     "iopub.status.idle": "2022-06-23T19:26:23.568257Z",
-     "shell.execute_reply": "2022-06-23T19:26:23.567867Z"
+     "iopub.execute_input": "2022-07-06T15:48:26.398829Z",
+     "iopub.status.busy": "2022-07-06T15:48:26.398002Z",
+     "iopub.status.idle": "2022-07-06T15:48:29.927355Z",
+     "shell.execute_reply": "2022-07-06T15:48:29.926736Z"
     }
    },
    "outputs": [],
@@ -43,10 +43,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:23.571909Z",
-     "iopub.status.busy": "2022-06-23T19:26:23.571323Z",
-     "iopub.status.idle": "2022-06-23T19:26:24.223219Z",
-     "shell.execute_reply": "2022-06-23T19:26:24.223669Z"
+     "iopub.execute_input": "2022-07-06T15:48:29.931647Z",
+     "iopub.status.busy": "2022-07-06T15:48:29.931347Z",
+     "iopub.status.idle": "2022-07-06T15:48:30.918798Z",
+     "shell.execute_reply": "2022-07-06T15:48:30.917834Z"
     }
    },
    "outputs": [
@@ -429,24 +429,24 @@
        "    Conventions:    CF-1.0\n",
        "    id:             pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da\n",
        "    history:        Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -...\n",
-       "    NCO:            4.0.9</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-caee2758-f445-46c6-b075-2d94df9458ce' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-caee2758-f445-46c6-b075-2d94df9458ce' 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>: 6</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 7</li><li><span class='xr-has-index'>time</span>: 7200</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-57c2c7dc-1f49-437e-8387-5dddcfe4496c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-57c2c7dc-1f49-437e-8387-5dddcfe4496c' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>42.68 46.39 50.1 53.81 57.52 61.23</div><input id='attrs-4a7b4157-f201-4d8e-8190-94d6d0a42041' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a7b4157-f201-4d8e-8190-94d6d0a42041' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ff7259a-777a-40c7-9121-f0309927688f' class='xr-var-data-in' type='checkbox'><label for='data-8ff7259a-777a-40c7-9121-f0309927688f' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([42.677605, 46.388557, 50.099453, 53.810272, 57.520992, 61.231571])</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'>281.2 285.0 288.8 ... 300.0 303.8</div><input id='attrs-f3e9f461-cb37-46ac-bcce-ef9524c13e69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f3e9f461-cb37-46ac-bcce-ef9524c13e69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-350f5a3c-4e84-4bdd-b58d-dae0c713f7f8' class='xr-var-data-in' type='checkbox'><label for='data-350f5a3c-4e84-4bdd-b58d-dae0c713f7f8' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([281.25, 285.  , 288.75, 292.5 , 296.25, 300.  , 303.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2046-01-01 12:00:00 ... 2065-12-...</div><input id='attrs-4515a458-03bc-4fa8-aad1-3a5b9474a294' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4515a458-03bc-4fa8-aad1-3a5b9474a294' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ade3a0c-5cbc-410f-a606-0b6ecf6f0541' class='xr-var-data-in' type='checkbox'><label for='data-5ade3a0c-5cbc-410f-a606-0b6ecf6f0541' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>_ChunkSizes :</span></dt><dd>7200</dd></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2046, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
+       "    NCO:            4.0.9</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-698aba10-a621-4a81-a1d7-6b34a8814664' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-698aba10-a621-4a81-a1d7-6b34a8814664' 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>: 6</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 7</li><li><span class='xr-has-index'>time</span>: 7200</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a19f04cc-ef1a-4070-8afa-355f481f9a35' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a19f04cc-ef1a-4070-8afa-355f481f9a35' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>42.68 46.39 50.1 53.81 57.52 61.23</div><input id='attrs-82b515d0-b234-496c-80b5-65784aaf75c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-82b515d0-b234-496c-80b5-65784aaf75c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c1225d7-a731-4307-9e9b-ba7de795a2de' class='xr-var-data-in' type='checkbox'><label for='data-8c1225d7-a731-4307-9e9b-ba7de795a2de' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([42.677605, 46.388557, 50.099453, 53.810272, 57.520992, 61.231571])</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'>281.2 285.0 288.8 ... 300.0 303.8</div><input id='attrs-c2e39b3b-1ed7-4363-bbfe-c192763f977b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2e39b3b-1ed7-4363-bbfe-c192763f977b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2dbe8a7a-8942-4156-afcf-b7a3b846d01f' class='xr-var-data-in' type='checkbox'><label for='data-2dbe8a7a-8942-4156-afcf-b7a3b846d01f' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([281.25, 285.  , 288.75, 292.5 , 296.25, 300.  , 303.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2046-01-01 12:00:00 ... 2065-12-...</div><input id='attrs-7a0dd12d-8273-4a94-b94b-6603942f934b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a0dd12d-8273-4a94-b94b-6603942f934b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6224adac-8c1c-46cb-a69b-5ddac6218da7' class='xr-var-data-in' type='checkbox'><label for='data-6224adac-8c1c-46cb-a69b-5ddac6218da7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>_ChunkSizes :</span></dt><dd>7200</dd></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2046, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2046, 1, 2, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2046, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,\n",
        "       cftime.Datetime360Day(2065, 12, 28, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2065, 12, 29, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2065, 12, 30, 12, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0dfbbaaa-3886-40d6-87b7-97c755da9652' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0dfbbaaa-3886-40d6-87b7-97c755da9652' 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'>...</div><input id='attrs-769ad111-11c4-4d76-8ad9-27a581e2767b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-769ad111-11c4-4d76-8ad9-27a581e2767b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae8fc5bd-01f9-47d4-9a78-df6b3d95e5af' class='xr-var-data-in' type='checkbox'><label for='data-ae8fc5bd-01f9-47d4-9a78-df6b3d95e5af' 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>_ChunkSizes :</span></dt><dd>[6 2]</dd></dl></div><div class='xr-var-data'><pre>array([[40.822107, 44.533081],\n",
+       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-46860d0d-166b-4e82-afb3-e30652f271b3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-46860d0d-166b-4e82-afb3-e30652f271b3' 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'>...</div><input id='attrs-fe4dc0ff-778e-41cf-990d-005522950a19' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe4dc0ff-778e-41cf-990d-005522950a19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4fb7f3d0-fb63-4799-af1d-168771925ba5' class='xr-var-data-in' type='checkbox'><label for='data-4fb7f3d0-fb63-4799-af1d-168771925ba5' 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>_ChunkSizes :</span></dt><dd>[6 2]</dd></dl></div><div class='xr-var-data'><pre>array([[40.822107, 44.533081],\n",
        "       [44.533081, 48.244005],\n",
        "       [48.244005, 51.954863],\n",
        "       [51.954863, 55.665632],\n",
        "       [55.665632, 59.376282],\n",
-       "       [59.376282, 63.08676 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d7daeeff-9140-41ae-be83-1aa6ea1f7e9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d7daeeff-9140-41ae-be83-1aa6ea1f7e9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1af6a45-1caf-4fb1-9abf-a7a52f58bd32' class='xr-var-data-in' type='checkbox'><label for='data-a1af6a45-1caf-4fb1-9abf-a7a52f58bd32' 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>_ChunkSizes :</span></dt><dd>[7 2]</dd></dl></div><div class='xr-var-data'><pre>array([[279.375, 283.125],\n",
+       "       [59.376282, 63.08676 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0aa5ca2d-4c3d-49f1-97f7-48a41f25c977' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0aa5ca2d-4c3d-49f1-97f7-48a41f25c977' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-564b03d7-6467-4f17-a190-982ef55cd914' class='xr-var-data-in' type='checkbox'><label for='data-564b03d7-6467-4f17-a190-982ef55cd914' 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>_ChunkSizes :</span></dt><dd>[7 2]</dd></dl></div><div class='xr-var-data'><pre>array([[279.375, 283.125],\n",
        "       [283.125, 286.875],\n",
        "       [286.875, 290.625],\n",
        "       [290.625, 294.375],\n",
        "       [294.375, 298.125],\n",
        "       [298.125, 301.875],\n",
-       "       [301.875, 305.625]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1fc5f835-2ce5-465c-8167-60b0acc39ed7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1fc5f835-2ce5-465c-8167-60b0acc39ed7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e2c6341-f3eb-44cc-a761-3bf909b405bd' class='xr-var-data-in' type='checkbox'><label for='data-2e2c6341-f3eb-44cc-a761-3bf909b405bd' 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>_ChunkSizes :</span></dt><dd>[7200    2]</dd></dl></div><div class='xr-var-data'><pre>array([[cftime.Datetime360Day(2046, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       [301.875, 305.625]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5e77d352-f923-4ee7-917b-49cb1a8a6a0e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e77d352-f923-4ee7-917b-49cb1a8a6a0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e745ecfc-0f5d-4480-bb1c-640021647c6b' class='xr-var-data-in' type='checkbox'><label for='data-e745ecfc-0f5d-4480-bb1c-640021647c6b' 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>_ChunkSizes :</span></dt><dd>[7200    2]</dd></dl></div><div class='xr-var-data'><pre>array([[cftime.Datetime360Day(2046, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "        cftime.Datetime360Day(2046, 1, 2, 0, 0, 0, 0, has_year_zero=True)],\n",
        "       [cftime.Datetime360Day(2046, 1, 2, 0, 0, 0, 0, has_year_zero=True),\n",
        "        cftime.Datetime360Day(2046, 1, 3, 0, 0, 0, 0, has_year_zero=True)],\n",
@@ -459,7 +459,7 @@
        "        cftime.Datetime360Day(2065, 12, 30, 0, 0, 0, 0, has_year_zero=True)],\n",
        "       [cftime.Datetime360Day(2065, 12, 30, 0, 0, 0, 0, has_year_zero=True),\n",
        "        cftime.Datetime360Day(2066, 1, 1, 0, 0, 0, 0, has_year_zero=True)]],\n",
-       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-80328cce-397a-4f3b-8f52-8b2d4386a10c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80328cce-397a-4f3b-8f52-8b2d4386a10c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c558fbef-3c13-4533-a18f-896eab4d7e3f' class='xr-var-data-in' type='checkbox'><label for='data-c558fbef-3c13-4533-a18f-896eab4d7e3f' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>[302400 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4277091d-1930-44a5-8038-b9b85f581cd4' class='xr-section-summary-in' type='checkbox'  ><label for='section-4277091d-1930-44a5-8038-b9b85f581cd4' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fe6e91cc-814b-43fb-ba04-ba2e30be6cef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe6e91cc-814b-43fb-ba04-ba2e30be6cef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5cb4fab2-1866-44f6-b6e1-44a8f8aae496' class='xr-var-data-in' type='checkbox'><label for='data-5cb4fab2-1866-44f6-b6e1-44a8f8aae496' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>[302400 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2fd001db-dcce-4e7d-ba1e-3cb2e8f3007d' class='xr-section-summary-in' type='checkbox'  ><label for='section-2fd001db-dcce-4e7d-ba1e-3cb2e8f3007d' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
        "Model raw diagnostic output;  At 21:54:41 on 06/22/2005, CMOR rewrote data to comply with CF standards and IPCC Fourth Assessment requirements [2006-4-5 21:36:54] cdscan -x /var/www/html/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -d pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da --exclude=plev --ignore-open-error --var-locate ps,ps_.* -f /tmp/scan/list.pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm ...</dd><dt><span>NCO :</span></dt><dd>4.0.9</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
@@ -508,10 +508,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:24.238498Z",
-     "iopub.status.busy": "2022-06-23T19:26:24.238027Z",
-     "iopub.status.idle": "2022-06-23T19:26:24.240585Z",
-     "shell.execute_reply": "2022-06-23T19:26:24.241009Z"
+     "iopub.execute_input": "2022-07-06T15:48:30.966228Z",
+     "iopub.status.busy": "2022-07-06T15:48:30.962415Z",
+     "iopub.status.idle": "2022-07-06T15:48:30.995794Z",
+     "shell.execute_reply": "2022-07-06T15:48:30.994830Z"
     },
     "tags": [
      "nbval-ignore-output"
@@ -561,10 +561,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:24.408685Z",
-     "iopub.status.busy": "2022-06-23T19:26:24.407241Z",
-     "iopub.status.idle": "2022-06-23T19:26:24.494272Z",
-     "shell.execute_reply": "2022-06-23T19:26:24.493105Z"
+     "iopub.execute_input": "2022-07-06T15:48:31.000799Z",
+     "iopub.status.busy": "2022-07-06T15:48:30.999992Z",
+     "iopub.status.idle": "2022-07-06T15:48:31.362033Z",
+     "shell.execute_reply": "2022-07-06T15:48:31.361213Z"
     }
    },
    "outputs": [
@@ -940,7 +940,7 @@
        "    Conventions:    CF-1.0\n",
        "    id:             pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da\n",
        "    history:        Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -...\n",
-       "    NCO:            4.0.9</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-4a46bf51-11b1-4bc1-98b6-76131e96acaf' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4a46bf51-11b1-4bc1-98b6-76131e96acaf' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>time</span>: 1</li><li><span>lat</span>: 6</li><li><span>lon</span>: 7</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-57c53989-3690-4046-b523-bd1a5130fc2d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-57c53989-3690-4046-b523-bd1a5130fc2d' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-7cd85777-c468-45d4-a770-493a267a525f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7cd85777-c468-45d4-a770-493a267a525f' class='xr-section-summary' >Data variables: <span>(1)</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>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a7dd7112-e2d0-4610-af88-b036a4a4d4d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a7dd7112-e2d0-4610-af88-b036a4a4d4d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7b27aa8-4505-4c0a-b52c-1c1c05744296' class='xr-var-data-in' type='checkbox'><label for='data-f7b27aa8-4505-4c0a-b52c-1c1c05744296' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>array([[[3.415346e-05, 2.171099e-05, 1.613796e-05, 4.132092e-05,\n",
+       "    NCO:            4.0.9</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-cd204b96-e4d4-41c1-9879-a6ac605d86cf' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cd204b96-e4d4-41c1-9879-a6ac605d86cf' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>time</span>: 1</li><li><span>lat</span>: 6</li><li><span>lon</span>: 7</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9ce0ccf6-643c-47e7-a8fc-ca47f8fdfac0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9ce0ccf6-643c-47e7-a8fc-ca47f8fdfac0' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-03b57efe-68a2-4a55-9758-80aefd088c32' class='xr-section-summary-in' type='checkbox'  checked><label for='section-03b57efe-68a2-4a55-9758-80aefd088c32' class='xr-section-summary' >Data variables: <span>(1)</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>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b9352c8b-4f4e-49ad-99d5-3fd63e8c9b8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9352c8b-4f4e-49ad-99d5-3fd63e8c9b8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72812361-37ac-43db-90f6-60744fd36d94' class='xr-var-data-in' type='checkbox'><label for='data-72812361-37ac-43db-90f6-60744fd36d94' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>array([[[3.415346e-05, 2.171099e-05, 1.613796e-05, 4.132092e-05,\n",
        "         3.208220e-05, 5.155802e-06, 2.011657e-06],\n",
        "        [6.732345e-05, 6.915629e-05, 4.905462e-05, 1.920760e-05,\n",
        "         1.399219e-05, 3.948808e-06, 3.293157e-06],\n",
@@ -951,7 +951,7 @@
        "        [2.771616e-06, 0.000000e+00, 2.980232e-08, 1.490116e-08,\n",
        "         0.000000e+00, 1.659989e-05, 2.242625e-05],\n",
        "        [0.000000e+00, 1.043081e-06, 5.215406e-07, 0.000000e+00,\n",
-       "         3.710389e-06, 1.209974e-05, 1.022220e-05]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4b6e89ed-3168-4c24-a245-ac95aba88d76' class='xr-section-summary-in' type='checkbox'  ><label for='section-4b6e89ed-3168-4c24-a245-ac95aba88d76' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
+       "         3.710389e-06, 1.209974e-05, 1.022220e-05]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4d751f44-97fe-4e78-91de-66b1d12e8891' class='xr-section-summary-in' type='checkbox'  ><label for='section-4d751f44-97fe-4e78-91de-66b1d12e8891' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
        "Model raw diagnostic output;  At 21:54:41 on 06/22/2005, CMOR rewrote data to comply with CF standards and IPCC Fourth Assessment requirements [2006-4-5 21:36:54] cdscan -x /var/www/html/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -d pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da --exclude=plev --ignore-open-error --var-locate ps,ps_.* -f /tmp/scan/list.pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm ...</dd><dt><span>NCO :</span></dt><dd>4.0.9</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
@@ -998,10 +998,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:24.692153Z",
-     "iopub.status.busy": "2022-06-23T19:26:24.690737Z",
-     "iopub.status.idle": "2022-06-23T19:26:24.951882Z",
-     "shell.execute_reply": "2022-06-23T19:26:24.952743Z"
+     "iopub.execute_input": "2022-07-06T15:48:31.366270Z",
+     "iopub.status.busy": "2022-07-06T15:48:31.365549Z",
+     "iopub.status.idle": "2022-07-06T15:48:31.972215Z",
+     "shell.execute_reply": "2022-07-06T15:48:31.971321Z"
     }
    },
    "outputs": [
@@ -1380,8 +1380,8 @@
        "    Conventions:    CF-1.0\n",
        "    id:             pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da\n",
        "    history:        Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -...\n",
-       "    NCO:            4.0.9</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-bb0028b3-df91-43ef-9e5e-358943893c3c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bb0028b3-df91-43ef-9e5e-358943893c3c' 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>: 6</li><li><span class='xr-has-index'>lon</span>: 7</li><li><span class='xr-has-index'>time</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-50ff387b-5ca2-4039-8800-99378e7e336b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-50ff387b-5ca2-4039-8800-99378e7e336b' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>42.68 46.39 50.1 53.81 57.52 61.23</div><input id='attrs-7bc35113-7046-41e9-bce5-321bbea662ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7bc35113-7046-41e9-bce5-321bbea662ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53ea0b11-be29-4c16-a073-71a59c57a92a' class='xr-var-data-in' type='checkbox'><label for='data-53ea0b11-be29-4c16-a073-71a59c57a92a' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([42.677605, 46.388557, 50.099453, 53.810272, 57.520992, 61.231571])</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'>281.2 285.0 288.8 ... 300.0 303.8</div><input id='attrs-4d9cef70-7bb8-4820-a268-d25957b3e830' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d9cef70-7bb8-4820-a268-d25957b3e830' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbfa7c4e-c2e5-4351-9679-5e6671a06a4d' class='xr-var-data-in' type='checkbox'><label for='data-bbfa7c4e-c2e5-4351-9679-5e6671a06a4d' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([281.25, 285.  , 288.75, 292.5 , 296.25, 300.  , 303.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2046-01-01 12:00:00</div><input id='attrs-46a36783-c06d-4f87-813d-eb32769455d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-46a36783-c06d-4f87-813d-eb32769455d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b6bf8e2-fc7c-417a-b51d-2e41ca55f5d3' class='xr-var-data-in' type='checkbox'><label for='data-0b6bf8e2-fc7c-417a-b51d-2e41ca55f5d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>_ChunkSizes :</span></dt><dd>7200</dd></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2046, 1, 1, 12, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ff2ff270-4ee5-4249-b0df-c5415f11c5aa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ff2ff270-4ee5-4249-b0df-c5415f11c5aa' class='xr-section-summary' >Data variables: <span>(1)</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>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-64a7f1b5-fbe1-460d-a7a7-eb9a55792534' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-64a7f1b5-fbe1-460d-a7a7-eb9a55792534' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7318aae0-320c-4aee-ac1a-514e5f27441d' class='xr-var-data-in' type='checkbox'><label for='data-7318aae0-320c-4aee-ac1a-514e5f27441d' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>array([[[3.415346e-05, 2.171099e-05, 1.613796e-05, 4.132092e-05,\n",
+       "    NCO:            4.0.9</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-3bbf2d4e-646d-4674-998e-412dc30157ef' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3bbf2d4e-646d-4674-998e-412dc30157ef' 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>: 6</li><li><span class='xr-has-index'>lon</span>: 7</li><li><span class='xr-has-index'>time</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2ba34b94-0294-408b-b189-d070670172b1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2ba34b94-0294-408b-b189-d070670172b1' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>42.68 46.39 50.1 53.81 57.52 61.23</div><input id='attrs-7b73d8af-28a8-454e-8dbe-96a2156f9708' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b73d8af-28a8-454e-8dbe-96a2156f9708' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2504d269-b770-4836-b441-3e8a4fa6e105' class='xr-var-data-in' type='checkbox'><label for='data-2504d269-b770-4836-b441-3e8a4fa6e105' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([42.677605, 46.388557, 50.099453, 53.810272, 57.520992, 61.231571])</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'>281.2 285.0 288.8 ... 300.0 303.8</div><input id='attrs-77295c6c-5c95-4324-9644-45339c0c1a1c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-77295c6c-5c95-4324-9644-45339c0c1a1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-234601c7-0311-4f43-999d-ef451940b3b2' class='xr-var-data-in' type='checkbox'><label for='data-234601c7-0311-4f43-999d-ef451940b3b2' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([281.25, 285.  , 288.75, 292.5 , 296.25, 300.  , 303.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2046-01-01 12:00:00</div><input id='attrs-490a018a-89c6-4fab-b105-51a1d83e0626' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-490a018a-89c6-4fab-b105-51a1d83e0626' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d185341-b056-419e-868d-1a604c121e4f' class='xr-var-data-in' type='checkbox'><label for='data-5d185341-b056-419e-868d-1a604c121e4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>_ChunkSizes :</span></dt><dd>7200</dd></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2046, 1, 1, 12, 0, 0, 0, has_year_zero=True)],\n",
+       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a3945b5c-ae23-4036-9594-325d53423965' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a3945b5c-ae23-4036-9594-325d53423965' class='xr-section-summary' >Data variables: <span>(1)</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>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-28da3f28-e021-4b1b-8299-6618f0a1af1e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-28da3f28-e021-4b1b-8299-6618f0a1af1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b69481f-6316-424d-a7fe-dc52509f3a93' class='xr-var-data-in' type='checkbox'><label for='data-0b69481f-6316-424d-a7fe-dc52509f3a93' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>array([[[3.415346e-05, 2.171099e-05, 1.613796e-05, 4.132092e-05,\n",
        "         3.208220e-05, 5.155802e-06, 2.011657e-06],\n",
        "        [6.732345e-05, 6.915629e-05, 4.905462e-05, 1.920760e-05,\n",
        "         1.399219e-05, 3.948808e-06, 3.293157e-06],\n",
@@ -1392,7 +1392,7 @@
        "        [2.771616e-06, 0.000000e+00, 2.980232e-08, 1.490116e-08,\n",
        "         0.000000e+00, 1.659989e-05, 2.242625e-05],\n",
        "        [0.000000e+00, 1.043081e-06, 5.215406e-07, 0.000000e+00,\n",
-       "         3.710389e-06, 1.209974e-05, 1.022220e-05]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b93f221-3127-4dd7-b002-4aa2fc5a11cc' class='xr-section-summary-in' type='checkbox'  ><label for='section-9b93f221-3127-4dd7-b002-4aa2fc5a11cc' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
+       "         3.710389e-06, 1.209974e-05, 1.022220e-05]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-de7a0dd3-f306-4dd9-8297-c239430fb079' class='xr-section-summary-in' type='checkbox'  ><label for='section-de7a0dd3-f306-4dd9-8297-c239430fb079' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
        "Model raw diagnostic output;  At 21:54:41 on 06/22/2005, CMOR rewrote data to comply with CF standards and IPCC Fourth Assessment requirements [2006-4-5 21:36:54] cdscan -x /var/www/html/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -d pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da --exclude=plev --ignore-open-error --var-locate ps,ps_.* -f /tmp/scan/list.pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm ...</dd><dt><span>NCO :</span></dt><dd>4.0.9</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
@@ -1442,10 +1442,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:25.134442Z",
-     "iopub.status.busy": "2022-06-23T19:26:25.132978Z",
-     "iopub.status.idle": "2022-06-23T19:26:25.516603Z",
-     "shell.execute_reply": "2022-06-23T19:26:25.515218Z"
+     "iopub.execute_input": "2022-07-06T15:48:31.975840Z",
+     "iopub.status.busy": "2022-07-06T15:48:31.975531Z",
+     "iopub.status.idle": "2022-07-06T15:48:32.729390Z",
+     "shell.execute_reply": "2022-07-06T15:48:32.728431Z"
     }
    },
    "outputs": [
@@ -1825,13 +1825,13 @@
        "    Conventions:    CF-1.0\n",
        "    id:             pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da\n",
        "    history:        Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -...\n",
-       "    NCO:            4.0.9</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-96df61ab-b3f2-4ef2-b728-87bc1396aa5f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-96df61ab-b3f2-4ef2-b728-87bc1396aa5f' 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>: 1</li><li><span class='xr-has-index'>lon</span>: 1</li><li><span class='xr-has-index'>time</span>: 1800</li><li><span>time_1</span>: 1801</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-35e1149f-bfe4-4415-a369-aa05f2160b04' class='xr-section-summary-in' type='checkbox'  checked><label for='section-35e1149f-bfe4-4415-a369-aa05f2160b04' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.39</div><input id='attrs-4ba66690-ae3b-4cf8-92ad-fb969c047aa6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4ba66690-ae3b-4cf8-92ad-fb969c047aa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be60b423-1061-4203-ae5a-198a672f57a4' class='xr-var-data-in' type='checkbox'><label for='data-be60b423-1061-4203-ae5a-198a672f57a4' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([46.388557])</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'>288.8</div><input id='attrs-0cff4a40-9c8a-4b7a-9ed9-a1f792a7f2ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0cff4a40-9c8a-4b7a-9ed9-a1f792a7f2ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7c15e0b-013c-43ef-96e2-87cff8405a26' class='xr-var-data-in' type='checkbox'><label for='data-e7c15e0b-013c-43ef-96e2-87cff8405a26' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([288.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2060-01-01 12:00:00 ... 2064-12-...</div><input id='attrs-0a9573ce-41d7-4025-bf50-c376cb7351f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a9573ce-41d7-4025-bf50-c376cb7351f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3bb0fbe-72f6-4520-8715-089a92c37979' class='xr-var-data-in' type='checkbox'><label for='data-f3bb0fbe-72f6-4520-8715-089a92c37979' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>_ChunkSizes :</span></dt><dd>7200</dd></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2060, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
+       "    NCO:            4.0.9</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-2d881e39-bc8a-4dcc-aaf5-1772d194095d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2d881e39-bc8a-4dcc-aaf5-1772d194095d' 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>: 1</li><li><span class='xr-has-index'>lon</span>: 1</li><li><span class='xr-has-index'>time</span>: 1800</li><li><span>time_1</span>: 1801</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-936f4c3b-941d-4435-abf5-fd3a772a1292' class='xr-section-summary-in' type='checkbox'  checked><label for='section-936f4c3b-941d-4435-abf5-fd3a772a1292' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.39</div><input id='attrs-e2c4b4a2-57ad-47f2-a2bb-428e34d14ecd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2c4b4a2-57ad-47f2-a2bb-428e34d14ecd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c70cc500-e6f4-4081-acc5-083c06013a03' class='xr-var-data-in' type='checkbox'><label for='data-c70cc500-e6f4-4081-acc5-083c06013a03' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([46.388557])</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'>288.8</div><input id='attrs-87669b2e-be1e-4776-8506-533a52bcfb34' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87669b2e-be1e-4776-8506-533a52bcfb34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f670f317-ed11-43fa-9486-7ebcaa78e943' class='xr-var-data-in' type='checkbox'><label for='data-f670f317-ed11-43fa-9486-7ebcaa78e943' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([288.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2060-01-01 12:00:00 ... 2064-12-...</div><input id='attrs-0ab3ccf7-91c4-448d-a69f-8dabe58ba25c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0ab3ccf7-91c4-448d-a69f-8dabe58ba25c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-651142d4-4cbd-412e-a0cf-3335fd178120' class='xr-var-data-in' type='checkbox'><label for='data-651142d4-4cbd-412e-a0cf-3335fd178120' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>_ChunkSizes :</span></dt><dd>7200</dd></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2060, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2060, 1, 2, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2060, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,\n",
        "       cftime.Datetime360Day(2064, 12, 28, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2064, 12, 29, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2064, 12, 30, 12, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d0142d4e-714f-49a9-a6ee-36cf144dc119' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d0142d4e-714f-49a9-a6ee-36cf144dc119' class='xr-section-summary' >Data variables: <span>(1)</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>pr</span></div><div class='xr-var-dims'>(time_1, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d1da0c8f-309c-4799-af9a-2e4319a9e6b4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1da0c8f-309c-4799-af9a-2e4319a9e6b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a759ce9f-da20-40fb-9cc9-bc45e6758d93' class='xr-var-data-in' type='checkbox'><label for='data-a759ce9f-da20-40fb-9cc9-bc45e6758d93' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>array([[[1.181662e-05]],\n",
+       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ddb70084-904f-4462-8d2b-2f4d74b60dbd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ddb70084-904f-4462-8d2b-2f4d74b60dbd' class='xr-section-summary' >Data variables: <span>(1)</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>pr</span></div><div class='xr-var-dims'>(time_1, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b81552cf-c0ce-428f-81d4-d2bc0bdb3de8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b81552cf-c0ce-428f-81d4-d2bc0bdb3de8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88ee8c62-4e99-46e9-95a0-6fc926a8f11c' class='xr-var-data-in' type='checkbox'><label for='data-88ee8c62-4e99-46e9-95a0-6fc926a8f11c' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>array([[[1.181662e-05]],\n",
        "\n",
        "       [[1.206994e-06]],\n",
        "\n",
@@ -1839,7 +1839,7 @@
        "\n",
        "       [[5.483627e-06]],\n",
        "\n",
-       "       [[5.592406e-05]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-52d25763-3be6-480f-89eb-a90f21b81291' class='xr-section-summary-in' type='checkbox'  ><label for='section-52d25763-3be6-480f-89eb-a90f21b81291' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
+       "       [[5.592406e-05]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ddc26518-dfbb-45f7-bb5a-157af42c5693' class='xr-section-summary-in' type='checkbox'  ><label for='section-ddc26518-dfbb-45f7-bb5a-157af42c5693' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
        "Model raw diagnostic output;  At 21:54:41 on 06/22/2005, CMOR rewrote data to comply with CF standards and IPCC Fourth Assessment requirements [2006-4-5 21:36:54] cdscan -x /var/www/html/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -d pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da --exclude=plev --ignore-open-error --var-locate ps,ps_.* -f /tmp/scan/list.pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm ...</dd><dt><span>NCO :</span></dt><dd>4.0.9</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
@@ -1883,10 +1883,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:25.528101Z",
-     "iopub.status.busy": "2022-06-23T19:26:25.526660Z",
-     "iopub.status.idle": "2022-06-23T19:26:25.534800Z",
-     "shell.execute_reply": "2022-06-23T19:26:25.533441Z"
+     "iopub.execute_input": "2022-07-06T15:48:32.741307Z",
+     "iopub.status.busy": "2022-07-06T15:48:32.740518Z",
+     "iopub.status.idle": "2022-07-06T15:48:32.746976Z",
+     "shell.execute_reply": "2022-07-06T15:48:32.746083Z"
     },
     "tags": [
      "nbval-ignore-output"
@@ -1913,10 +1913,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:25.547126Z",
-     "iopub.status.busy": "2022-06-23T19:26:25.545704Z",
-     "iopub.status.idle": "2022-06-23T19:26:25.562593Z",
-     "shell.execute_reply": "2022-06-23T19:26:25.561424Z"
+     "iopub.execute_input": "2022-07-06T15:48:32.753700Z",
+     "iopub.status.busy": "2022-07-06T15:48:32.753139Z",
+     "iopub.status.idle": "2022-07-06T15:48:32.762636Z",
+     "shell.execute_reply": "2022-07-06T15:48:32.761878Z"
     }
    },
    "outputs": [
@@ -1962,10 +1962,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:25.750386Z",
-     "iopub.status.busy": "2022-06-23T19:26:25.568313Z",
-     "iopub.status.idle": "2022-06-23T19:26:26.121852Z",
-     "shell.execute_reply": "2022-06-23T19:26:26.122991Z"
+     "iopub.execute_input": "2022-07-06T15:48:32.768145Z",
+     "iopub.status.busy": "2022-07-06T15:48:32.767803Z",
+     "iopub.status.idle": "2022-07-06T15:48:33.521969Z",
+     "shell.execute_reply": "2022-07-06T15:48:33.520768Z"
     }
    },
    "outputs": [
@@ -2344,13 +2344,13 @@
        "    Conventions:    CF-1.0\n",
        "    id:             pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da\n",
        "    history:        Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -...\n",
-       "    NCO:            4.0.9</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-d367bdbf-2789-4629-9cdf-19c23ecd636e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d367bdbf-2789-4629-9cdf-19c23ecd636e' 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>: 1</li><li><span class='xr-has-index'>lon</span>: 1</li><li><span class='xr-has-index'>time</span>: 1800</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cacac67d-ce52-4529-883c-c5cf72d3e1a9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cacac67d-ce52-4529-883c-c5cf72d3e1a9' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.39</div><input id='attrs-5af8ef25-242f-432e-89b8-f4f935d69242' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5af8ef25-242f-432e-89b8-f4f935d69242' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8dc6e27-8033-435a-a8ac-5e9a203bedb4' class='xr-var-data-in' type='checkbox'><label for='data-b8dc6e27-8033-435a-a8ac-5e9a203bedb4' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([46.388557])</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'>288.8</div><input id='attrs-c3b0a654-de11-437b-b129-1c1e2525cd4a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3b0a654-de11-437b-b129-1c1e2525cd4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db2c3ec1-dcca-437d-b726-876083cc8664' class='xr-var-data-in' type='checkbox'><label for='data-db2c3ec1-dcca-437d-b726-876083cc8664' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([288.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2060-01-01 12:00:00 ... 2064-12-...</div><input id='attrs-c132ad23-83fb-42b0-9721-6c75d7b0ad06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c132ad23-83fb-42b0-9721-6c75d7b0ad06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06bff9f3-c6b1-4a6b-8e71-e512987903bf' class='xr-var-data-in' type='checkbox'><label for='data-06bff9f3-c6b1-4a6b-8e71-e512987903bf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>_ChunkSizes :</span></dt><dd>7200</dd></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2060, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
+       "    NCO:            4.0.9</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-700efe40-fc4c-423b-b763-1051e7abcd52' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-700efe40-fc4c-423b-b763-1051e7abcd52' 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>: 1</li><li><span class='xr-has-index'>lon</span>: 1</li><li><span class='xr-has-index'>time</span>: 1800</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8e05e23f-05f3-49c5-927a-aaa3da3b54d8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8e05e23f-05f3-49c5-927a-aaa3da3b54d8' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.39</div><input id='attrs-aacde546-6d7c-4d64-83e7-2e7e0e227822' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aacde546-6d7c-4d64-83e7-2e7e0e227822' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3774b55-ddf4-4754-b540-daea665ece96' class='xr-var-data-in' type='checkbox'><label for='data-e3774b55-ddf4-4754-b540-daea665ece96' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([46.388557])</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'>288.8</div><input id='attrs-bcb4f3d5-1b1b-4a47-8f96-1c3e5d088a4d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bcb4f3d5-1b1b-4a47-8f96-1c3e5d088a4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83bd01ea-7c14-4b11-8b44-f9429a375944' class='xr-var-data-in' type='checkbox'><label for='data-83bd01ea-7c14-4b11-8b44-f9429a375944' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([288.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2060-01-01 12:00:00 ... 2064-12-...</div><input id='attrs-070e166c-946d-4d99-8ee2-f95f9c769b73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-070e166c-946d-4d99-8ee2-f95f9c769b73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1cfb532f-0143-4316-8c5e-ebf7ebc7ae5a' class='xr-var-data-in' type='checkbox'><label for='data-1cfb532f-0143-4316-8c5e-ebf7ebc7ae5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>_ChunkSizes :</span></dt><dd>7200</dd></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2060, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2060, 1, 2, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2060, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,\n",
        "       cftime.Datetime360Day(2064, 12, 28, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2064, 12, 29, 12, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2064, 12, 30, 12, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-92d9e8b9-1167-429c-b34a-689f64e0039c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-92d9e8b9-1167-429c-b34a-689f64e0039c' class='xr-section-summary' >Data variables: <span>(1)</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>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-62a7727a-f4bc-4869-bd49-acd9a96dc6b0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62a7727a-f4bc-4869-bd49-acd9a96dc6b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-559af2a8-7bb4-4547-bfec-18831b527853' class='xr-var-data-in' type='checkbox'><label for='data-559af2a8-7bb4-4547-bfec-18831b527853' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>array([[[1.181662e-05]],\n",
+       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-78523658-db74-43a9-bdba-3bffdb25960b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-78523658-db74-43a9-bdba-3bffdb25960b' class='xr-section-summary' >Data variables: <span>(1)</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>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-258897cf-8e27-422a-9026-8813d035c7ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-258897cf-8e27-422a-9026-8813d035c7ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8085308-e101-4931-b020-ed4bed14e2bf' class='xr-var-data-in' type='checkbox'><label for='data-b8085308-e101-4931-b020-ed4bed14e2bf' 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>original_name :</span></dt><dd>APRL+APRC</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;</dd><dt><span>_ChunkSizes :</span></dt><dd>[7200    6    7]</dd></dl></div><div class='xr-var-data'><pre>array([[[1.181662e-05]],\n",
        "\n",
        "       [[1.206994e-06]],\n",
        "\n",
@@ -2358,7 +2358,7 @@
        "\n",
        "       [[1.610816e-05]],\n",
        "\n",
-       "       [[5.483627e-06]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7d38bf28-3138-470d-9f2c-36b94bebefe9' class='xr-section-summary-in' type='checkbox'  ><label for='section-7d38bf28-3138-470d-9f2c-36b94bebefe9' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
+       "       [[5.483627e-06]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-14055b7b-873a-49ae-934c-513b133806ff' class='xr-section-summary-in' type='checkbox'  ><label for='section-14055b7b-873a-49ae-934c-513b133806ff' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>MIUB (University of Bonn, Bonn, Germany)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@uni-bonn.de);</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:42:37 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v pr http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/pr.sresa2.miub_echo_g.run1.atm.da.nc\n",
        "Model raw diagnostic output;  At 21:54:41 on 06/22/2005, CMOR rewrote data to comply with CF standards and IPCC Fourth Assessment requirements [2006-4-5 21:36:54] cdscan -x /var/www/html/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -d pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da --exclude=plev --ignore-open-error --var-locate ps,ps_.* -f /tmp/scan/list.pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm ...</dd><dt><span>NCO :</span></dt><dd>4.0.9</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
@@ -2410,10 +2410,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:26.149714Z",
-     "iopub.status.busy": "2022-06-23T19:26:26.148249Z",
-     "iopub.status.idle": "2022-06-23T19:26:28.165889Z",
-     "shell.execute_reply": "2022-06-23T19:26:28.165413Z"
+     "iopub.execute_input": "2022-07-06T15:48:33.526428Z",
+     "iopub.status.busy": "2022-07-06T15:48:33.526103Z",
+     "iopub.status.idle": "2022-07-06T15:48:35.848062Z",
+     "shell.execute_reply": "2022-07-06T15:48:35.846988Z"
     }
    },
    "outputs": [
@@ -2788,10 +2788,10 @@
        "Attributes:\n",
        "    units:          mm/day\n",
        "    cell_methods:   time: mean (interval: 30 minutes)\n",
-       "    history:        pr=max(0,pr) applied to raw data;\\n[2022-06-23 15:26:26] ...\n",
+       "    history:        pr=max(0,pr) applied to raw data;\\n[2022-07-06 11:48:34] ...\n",
        "    standard_name:  lwe_thickness_of_precipitation_amount\n",
        "    long_name:      Average precipitation during wet days (sdii)\n",
-       "    description:    Annual simple daily intensity index (sdii) : annual avera...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sdii'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 5</li><li><span class='xr-has-index'>lat</span>: 1</li><li><span class='xr-has-index'>lon</span>: 1</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-58d3c82a-4332-4706-aa4f-0e7d609136b2' class='xr-array-in' type='checkbox' checked><label for='section-58d3c82a-4332-4706-aa4f-0e7d609136b2' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>4.984 5.413 5.488 5.164 4.691</span></div><div class='xr-array-data'><pre>array([[[4.984402]],\n",
+       "    description:    Annual simple daily intensity index (sdii) : annual avera...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sdii'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 5</li><li><span class='xr-has-index'>lat</span>: 1</li><li><span class='xr-has-index'>lon</span>: 1</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d6825878-22cd-4b2b-9f40-f5478b6ba31d' class='xr-array-in' type='checkbox' checked><label for='section-d6825878-22cd-4b2b-9f40-f5478b6ba31d' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>4.984 5.413 5.488 5.164 4.691</span></div><div class='xr-array-data'><pre>array([[[4.984402]],\n",
        "\n",
        "       [[5.412616]],\n",
        "\n",
@@ -2799,13 +2799,13 @@
        "\n",
        "       [[5.164405]],\n",
        "\n",
-       "       [[4.69054 ]]])</pre></div></div></li><li class='xr-section-item'><input id='section-74350d50-0f33-490e-be69-f0c58d713af2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74350d50-0f33-490e-be69-f0c58d713af2' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2060-01-01 00:00:00 ... 2064-01-...</div><input id='attrs-70fca52b-9fcf-46dc-84ea-52fb2e1ab8de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-70fca52b-9fcf-46dc-84ea-52fb2e1ab8de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4c5a75e-494d-4036-8f96-03055f7a0b9d' class='xr-var-data-in' type='checkbox'><label for='data-e4c5a75e-494d-4036-8f96-03055f7a0b9d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2060, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       [[4.69054 ]]])</pre></div></div></li><li class='xr-section-item'><input id='section-ac459435-c925-41ad-9122-4b1670053b81' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ac459435-c925-41ad-9122-4b1670053b81' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2060-01-01 00:00:00 ... 2064-01-...</div><input id='attrs-1fcc607b-b711-4598-9ff7-b7efcdc7bd29' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1fcc607b-b711-4598-9ff7-b7efcdc7bd29' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-429775f1-d0bf-47d8-9ae0-f613ed89eaeb' class='xr-var-data-in' type='checkbox'><label for='data-429775f1-d0bf-47d8-9ae0-f613ed89eaeb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2060, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2061, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2062, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2063, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2064, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span 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'>46.39</div><input id='attrs-f68aec28-bcd3-4d0d-81dd-b0c24050293e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f68aec28-bcd3-4d0d-81dd-b0c24050293e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-075f5d05-5d53-4117-93b0-283663791110' class='xr-var-data-in' type='checkbox'><label for='data-075f5d05-5d53-4117-93b0-283663791110' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([46.388557])</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'>288.8</div><input id='attrs-24459906-d742-4e55-b86e-405c1eb755e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24459906-d742-4e55-b86e-405c1eb755e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7b21974-3784-41e7-8ddf-a8527bd74b70' class='xr-var-data-in' type='checkbox'><label for='data-f7b21974-3784-41e7-8ddf-a8527bd74b70' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([288.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b5494535-7a48-46c4-bd6c-e8d2555155f0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b5494535-7a48-46c4-bd6c-e8d2555155f0' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mm/day</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;\n",
-       "[2022-06-23 15:26:26] sdii: SDII(pr=pr, thresh=&#x27;1 mm/day&#x27;, freq=&#x27;YS&#x27;) with options check_missing=any - xclim version: 0.37.0</dd><dt><span>standard_name :</span></dt><dd>lwe_thickness_of_precipitation_amount</dd><dt><span>long_name :</span></dt><dd>Average precipitation during wet days (sdii)</dd><dt><span>description :</span></dt><dd>Annual simple daily intensity index (sdii) : annual average precipitation for days with daily precipitation over 1 mm/day. this indicator is also known as the &#x27;simple daily intensity index&#x27; (sdii).</dd></dl></div></li></ul></div></div>"
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.39</div><input id='attrs-5842791a-3c71-43cd-97f2-01971eb10667' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5842791a-3c71-43cd-97f2-01971eb10667' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c866afe5-1037-4ef8-8417-f9d6f7f136e6' class='xr-var-data-in' type='checkbox'><label for='data-c866afe5-1037-4ef8-8417-f9d6f7f136e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([46.388557])</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'>288.8</div><input id='attrs-1041c3bf-333a-49e3-a7e2-b48500044430' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1041c3bf-333a-49e3-a7e2-b48500044430' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab6e687e-b2fe-4a27-af70-8a3a9031311b' class='xr-var-data-in' type='checkbox'><label for='data-ab6e687e-b2fe-4a27-af70-8a3a9031311b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([288.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c46e5732-9d2f-4502-a454-288f23dac9a5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c46e5732-9d2f-4502-a454-288f23dac9a5' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mm/day</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>history :</span></dt><dd>pr=max(0,pr) applied to raw data;\n",
+       "[2022-07-06 11:48:34] sdii: SDII(pr=pr, thresh=&#x27;1 mm/day&#x27;, freq=&#x27;YS&#x27;) with options check_missing=any - xclim version: 0.37.0</dd><dt><span>standard_name :</span></dt><dd>lwe_thickness_of_precipitation_amount</dd><dt><span>long_name :</span></dt><dd>Average precipitation during wet days (sdii)</dd><dt><span>description :</span></dt><dd>Annual simple daily intensity index (sdii) : annual average precipitation for days with daily precipitation over 1 mm/day. this indicator is also known as the &#x27;simple daily intensity index&#x27; (sdii).</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'sdii' (time: 5, lat: 1, lon: 1)>\n",
@@ -2825,7 +2825,7 @@
        "Attributes:\n",
        "    units:          mm/day\n",
        "    cell_methods:   time: mean (interval: 30 minutes)\n",
-       "    history:        pr=max(0,pr) applied to raw data;\\n[2022-06-23 15:26:26] ...\n",
+       "    history:        pr=max(0,pr) applied to raw data;\\n[2022-07-06 11:48:34] ...\n",
        "    standard_name:  lwe_thickness_of_precipitation_amount\n",
        "    long_name:      Average precipitation during wet days (sdii)\n",
        "    description:    Annual simple daily intensity index (sdii) : annual avera..."
@@ -2860,7 +2860,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.10.5"
   }
  },
  "nbformat": 4,
diff --git a/docs/source/notebooks/finch-usage.ipynb b/docs/source/notebooks/finch-usage.ipynb
index a7aaeb20..eb57f5cc 100644
--- a/docs/source/notebooks/finch-usage.ipynb
+++ b/docs/source/notebooks/finch-usage.ipynb
@@ -14,10 +14,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:30.758152Z",
-     "iopub.status.busy": "2022-06-23T19:26:30.757703Z",
-     "iopub.status.idle": "2022-06-23T19:26:33.216812Z",
-     "shell.execute_reply": "2022-06-23T19:26:33.217218Z"
+     "iopub.execute_input": "2022-07-06T15:48:39.569814Z",
+     "iopub.status.busy": "2022-07-06T15:48:39.568439Z",
+     "iopub.status.idle": "2022-07-06T15:48:42.452021Z",
+     "shell.execute_reply": "2022-07-06T15:48:42.450951Z"
     }
    },
    "outputs": [],
@@ -45,10 +45,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:33.221927Z",
-     "iopub.status.busy": "2022-06-23T19:26:33.221445Z",
-     "iopub.status.idle": "2022-06-23T19:26:33.226487Z",
-     "shell.execute_reply": "2022-06-23T19:26:33.225872Z"
+     "iopub.execute_input": "2022-07-06T15:48:42.455275Z",
+     "iopub.status.busy": "2022-07-06T15:48:42.455016Z",
+     "iopub.status.idle": "2022-07-06T15:48:42.459215Z",
+     "shell.execute_reply": "2022-07-06T15:48:42.458676Z"
     }
    },
    "outputs": [
@@ -58,7 +58,7 @@
      "text": [
       "Help on method frost_days in module birdy.client.base:\n",
       "\n",
-      "frost_days(tasmin=None, thresh='0 degC', freq='YS', month=None, season=None, check_missing='any', missing_options=None, cf_compliance='warn', data_validation='raise', variable=None, output_name=None, output_format='netcdf', output_formats=None) method of birdy.client.base.WPSClient instance\n",
+      "frost_days(tasmin=None, thresh='0 degC', freq='YS', month=None, season=None, check_missing='any', missing_options=None, cf_compliance='warn', data_validation='raise', variable=None, output_name=None, output_format='netcdf', csv_precision=None, output_formats=None) method of birdy.client.base.WPSClient instance\n",
       "    Number of days where daily minimum temperatures are below a threshold temperature.\n",
       "    \n",
       "    Parameters\n",
@@ -87,6 +87,8 @@
       "        Filename of the output (no extension).\n",
       "    output_format : {'netcdf', 'csv'}string\n",
       "        Choose in which format you want to receive the result. CSV actually means a zip file of two csv files.\n",
+      "    csv_precision : integer\n",
+      "        Only valid if output_format is CSV. If not set, all decimal places of a 64 bit floating precision number are printed. If negative, rounds before the decimal point.\n",
       "    \n",
       "    Returns\n",
       "    -------\n",
@@ -120,10 +122,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:33.233719Z",
-     "iopub.status.busy": "2022-06-23T19:26:33.233028Z",
-     "iopub.status.idle": "2022-06-23T19:26:35.618208Z",
-     "shell.execute_reply": "2022-06-23T19:26:35.617676Z"
+     "iopub.execute_input": "2022-07-06T15:48:42.481839Z",
+     "iopub.status.busy": "2022-07-06T15:48:42.481241Z",
+     "iopub.status.idle": "2022-07-06T15:48:45.030009Z",
+     "shell.execute_reply": "2022-07-06T15:48:45.029331Z"
     }
    },
    "outputs": [],
@@ -137,10 +139,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:35.622364Z",
-     "iopub.status.busy": "2022-06-23T19:26:35.621877Z",
-     "iopub.status.idle": "2022-06-23T19:26:35.624544Z",
-     "shell.execute_reply": "2022-06-23T19:26:35.624941Z"
+     "iopub.execute_input": "2022-07-06T15:48:45.033248Z",
+     "iopub.status.busy": "2022-07-06T15:48:45.032957Z",
+     "iopub.status.idle": "2022-07-06T15:48:45.037530Z",
+     "shell.execute_reply": "2022-07-06T15:48:45.036722Z"
     }
    },
    "outputs": [
@@ -149,7 +151,7 @@
      "output_type": "stream",
      "text": [
       "Process status:  ProcessSucceeded\n",
-      "Link to process output:  https://pavics.ouranos.ca/wpsoutputs/63ee4d04-f32a-11ec-8a4a-484d7ef8d8d1/frost_days_sres_a2_experiment_20460101_20650101.nc\n"
+      "Link to process output:  https://pavics.ouranos.ca/wpsoutputs/1c86f7ea-fd43-11ec-9e63-484d7ef8d8d1/frost_days_sres_a2_experiment_20460101_20650101.nc\n"
      ]
     }
    ],
@@ -171,10 +173,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:35.633064Z",
-     "iopub.status.busy": "2022-06-23T19:26:35.632284Z",
-     "iopub.status.idle": "2022-06-23T19:26:35.678405Z",
-     "shell.execute_reply": "2022-06-23T19:26:35.678036Z"
+     "iopub.execute_input": "2022-07-06T15:48:45.040607Z",
+     "iopub.status.busy": "2022-07-06T15:48:45.040356Z",
+     "iopub.status.idle": "2022-07-06T15:48:45.093625Z",
+     "shell.execute_reply": "2022-07-06T15:48:45.092931Z"
     }
    },
    "outputs": [
@@ -569,7 +571,7 @@
        "    history:        tas=max(195,tas) applied to raw data; min of 194.73 detec...\n",
        "    standard_name:  days_with_air_temperature_below_threshold\n",
        "    long_name:      Number of frost days (tmin &lt; 0 degc)\n",
-       "    description:    Annual number of days with minimum daily temperature belo...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'frost_days'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 20</li><li><span class='xr-has-index'>lat</span>: 6</li><li><span class='xr-has-index'>lon</span>: 7</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-171f655a-fad4-46ba-a0ab-9a8543ecf2dd' class='xr-array-in' type='checkbox' checked><label for='section-171f655a-fad4-46ba-a0ab-9a8543ecf2dd' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>122.0 121.0 98.0 47.0 33.0 19.0 ... 249.0 229.0 193.0 156.0 103.0</span></div><div class='xr-array-data'><pre>array([[[122., 121., ...,  19.,   9.],\n",
+       "    description:    Annual number of days with minimum daily temperature belo...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'frost_days'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 20</li><li><span class='xr-has-index'>lat</span>: 6</li><li><span class='xr-has-index'>lon</span>: 7</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1bf20a1e-c27f-48e1-888c-5c16750bf691' class='xr-array-in' type='checkbox' checked><label for='section-1bf20a1e-c27f-48e1-888c-5c16750bf691' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>122.0 121.0 98.0 47.0 33.0 19.0 ... 249.0 229.0 193.0 156.0 103.0</span></div><div class='xr-array-data'><pre>array([[[122., 121., ...,  19.,   9.],\n",
        "        [156., 168., ..., 113.,  93.],\n",
        "        ...,\n",
        "        [227., 227., ..., 194., 133.],\n",
@@ -593,7 +595,7 @@
        "        [163., 172., ...,  91.,  59.],\n",
        "        ...,\n",
        "        [225., 225., ..., 161., 107.],\n",
-       "        [251., 250., ..., 156., 103.]]])</pre></div></div></li><li class='xr-section-item'><input id='section-b8444757-9a17-4916-bf9e-1c68f7231fac' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b8444757-9a17-4916-bf9e-1c68f7231fac' 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>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2173c294-610e-43b0-baba-6bac84bb292a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2173c294-610e-43b0-baba-6bac84bb292a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2a2688b-c200-4fe6-9273-06024943d480' class='xr-var-data-in' type='checkbox'><label for='data-d2a2688b-c200-4fe6-9273-06024943d480' 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>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2046-01-01 00:00:00 ... 2065-01-...</div><input id='attrs-df7ce179-c179-41be-9eb9-88ab927cb856' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-df7ce179-c179-41be-9eb9-88ab927cb856' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b51983e1-4db0-4a6a-a64e-6771e6c9b2d5' class='xr-var-data-in' type='checkbox'><label for='data-b51983e1-4db0-4a6a-a64e-6771e6c9b2d5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2046, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "        [251., 250., ..., 156., 103.]]])</pre></div></div></li><li class='xr-section-item'><input id='section-84a7cd68-189f-4881-b6ff-911ce6f8430e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-84a7cd68-189f-4881-b6ff-911ce6f8430e' 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>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-67ac3122-97aa-48ba-8b80-54d1346af0ec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67ac3122-97aa-48ba-8b80-54d1346af0ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f907e3d4-8de4-4428-8d8a-da0eb7a4a7af' class='xr-var-data-in' type='checkbox'><label for='data-f907e3d4-8de4-4428-8d8a-da0eb7a4a7af' 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>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2046-01-01 00:00:00 ... 2065-01-...</div><input id='attrs-4e182342-18c8-4263-94e6-86504b798003' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e182342-18c8-4263-94e6-86504b798003' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6fae988-23e5-409c-a5bd-3f28e3919454' class='xr-var-data-in' type='checkbox'><label for='data-e6fae988-23e5-409c-a5bd-3f28e3919454' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2046, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2047, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2048, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2049, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
@@ -613,8 +615,8 @@
        "       cftime.Datetime360Day(2063, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2064, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2065, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span 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'>42.68 46.39 50.1 53.81 57.52 61.23</div><input id='attrs-868ea10e-d206-4b82-aa4e-67117bd46155' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-868ea10e-d206-4b82-aa4e-67117bd46155' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-205ae063-0971-4ca7-b311-8fbf78129e15' class='xr-var-data-in' type='checkbox'><label for='data-205ae063-0971-4ca7-b311-8fbf78129e15' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([42.677605, 46.388557, 50.099453, 53.810272, 57.520992, 61.231571])</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'>281.2 285.0 288.8 ... 300.0 303.8</div><input id='attrs-142eb5db-fd17-477e-89ab-d463f11e8c3d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-142eb5db-fd17-477e-89ab-d463f11e8c3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cc567f7-074b-4d6e-abda-10ac6ad0e7b0' class='xr-var-data-in' type='checkbox'><label for='data-9cc567f7-074b-4d6e-abda-10ac6ad0e7b0' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([281.25, 285.  , 288.75, 292.5 , 296.25, 300.  , 303.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8cca3d84-19ba-4aca-8f13-85414eb043ce' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8cca3d84-19ba-4aca-8f13-85414eb043ce' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>days</dd><dt><span>cell_methods :</span></dt><dd>time: minimum (interval: 30 minutes) time: sum over days</dd><dt><span>history :</span></dt><dd>tas=max(195,tas) applied to raw data; min of 194.73 detected;\n",
-       "[2022-06-23 15:26:34] frost_days: FROST_DAYS(tasmin=tasmin, thresh=&#x27;0 degC&#x27;, freq=&#x27;YS&#x27;) with options check_missing=any - xclim version: 0.37.0</dd><dt><span>standard_name :</span></dt><dd>days_with_air_temperature_below_threshold</dd><dt><span>long_name :</span></dt><dd>Number of frost days (tmin &lt; 0 degc)</dd><dt><span>description :</span></dt><dd>Annual number of days with minimum daily temperature below 0 degc.</dd></dl></div></li></ul></div></div>"
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>42.68 46.39 50.1 53.81 57.52 61.23</div><input id='attrs-4a95e3ba-5cc9-4122-98a9-40bd37481b7a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a95e3ba-5cc9-4122-98a9-40bd37481b7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71819aed-a4ac-4e95-826a-87646d3bdc0b' class='xr-var-data-in' type='checkbox'><label for='data-71819aed-a4ac-4e95-826a-87646d3bdc0b' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([42.677605, 46.388557, 50.099453, 53.810272, 57.520992, 61.231571])</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'>281.2 285.0 288.8 ... 300.0 303.8</div><input id='attrs-cd5caa18-06ea-47a0-b4c3-b1c680a397f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd5caa18-06ea-47a0-b4c3-b1c680a397f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84108d1a-454b-4495-a5b6-91b22b9edd3b' class='xr-var-data-in' type='checkbox'><label for='data-84108d1a-454b-4495-a5b6-91b22b9edd3b' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([281.25, 285.  , 288.75, 292.5 , 296.25, 300.  , 303.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1effadf3-a3e7-45d2-b2b3-bb10c6440991' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1effadf3-a3e7-45d2-b2b3-bb10c6440991' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>days</dd><dt><span>cell_methods :</span></dt><dd>time: minimum (interval: 30 minutes) time: sum over days</dd><dt><span>history :</span></dt><dd>tas=max(195,tas) applied to raw data; min of 194.73 detected;\n",
+       "[2022-07-06 11:48:43] frost_days: FROST_DAYS(tasmin=tasmin, thresh=&#x27;0 degC&#x27;, freq=&#x27;YS&#x27;) with options check_missing=any - xclim version: 0.37.0</dd><dt><span>standard_name :</span></dt><dd>days_with_air_temperature_below_threshold</dd><dt><span>long_name :</span></dt><dd>Number of frost days (tmin &lt; 0 degc)</dd><dt><span>description :</span></dt><dd>Annual number of days with minimum daily temperature below 0 degc.</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'frost_days' (time: 20, lat: 6, lon: 7)>\n",
@@ -682,10 +684,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:35.683696Z",
-     "iopub.status.busy": "2022-06-23T19:26:35.683233Z",
-     "iopub.status.idle": "2022-06-23T19:26:35.719654Z",
-     "shell.execute_reply": "2022-06-23T19:26:35.719169Z"
+     "iopub.execute_input": "2022-07-06T15:48:45.102286Z",
+     "iopub.status.busy": "2022-07-06T15:48:45.102035Z",
+     "iopub.status.idle": "2022-07-06T15:48:45.145259Z",
+     "shell.execute_reply": "2022-07-06T15:48:45.143777Z"
     }
    },
    "outputs": [
@@ -1065,7 +1067,7 @@
        "    NCO:                      4.0.9\n",
        "    climateindex_package_id:  https://github.com/Ouranosinc/xclim\n",
        "    product:                  derived climate index\n",
-       "    institute_id:             CCCS</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-7e7e9cfd-3574-4c1a-bb2b-fbfeb9b015d0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7e7e9cfd-3574-4c1a-bb2b-fbfeb9b015d0' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 20</li><li><span class='xr-has-index'>lat</span>: 6</li><li><span class='xr-has-index'>lon</span>: 7</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f294fe2c-69a4-4657-beda-b4ed64422d42' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f294fe2c-69a4-4657-beda-b4ed64422d42' 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>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9ef5348b-80e1-4610-8982-d7dac4d67e92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ef5348b-80e1-4610-8982-d7dac4d67e92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-316bcc62-3721-4ea3-a76d-f689b877cd6c' class='xr-var-data-in' type='checkbox'><label for='data-316bcc62-3721-4ea3-a76d-f689b877cd6c' 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>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2046-01-01 00:00:00 ... 2065-01-...</div><input id='attrs-a7f4e369-0484-4a70-b7ca-d1cfbce031ff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a7f4e369-0484-4a70-b7ca-d1cfbce031ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b415ebe-a0ae-42dc-a567-f79056bdd9f0' class='xr-var-data-in' type='checkbox'><label for='data-2b415ebe-a0ae-42dc-a567-f79056bdd9f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2046, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "    institute_id:             CCCS</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-7d0e4a5e-4668-465f-b855-f94ad9e657f4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7d0e4a5e-4668-465f-b855-f94ad9e657f4' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 20</li><li><span class='xr-has-index'>lat</span>: 6</li><li><span class='xr-has-index'>lon</span>: 7</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-57df9f7b-bb30-4050-9c45-9cfaeda1608b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-57df9f7b-bb30-4050-9c45-9cfaeda1608b' 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>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c215322e-9f93-492e-8971-b220ae40a307' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c215322e-9f93-492e-8971-b220ae40a307' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-143b2dca-b637-4d99-8ea4-816a6e99637c' class='xr-var-data-in' type='checkbox'><label for='data-143b2dca-b637-4d99-8ea4-816a6e99637c' 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>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2046-01-01 00:00:00 ... 2065-01-...</div><input id='attrs-49fb416f-f4d1-4792-8c94-211992633973' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-49fb416f-f4d1-4792-8c94-211992633973' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7a98148-a78f-4cdf-921e-163dfe0ed5f3' class='xr-var-data-in' type='checkbox'><label for='data-f7a98148-a78f-4cdf-921e-163dfe0ed5f3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.Datetime360Day(2046, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2047, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2048, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2049, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
@@ -1085,8 +1087,8 @@
        "       cftime.Datetime360Day(2063, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2064, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.Datetime360Day(2065, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span 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'>42.68 46.39 50.1 53.81 57.52 61.23</div><input id='attrs-39b18e37-dfaa-44f4-9d78-14d060f5a665' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-39b18e37-dfaa-44f4-9d78-14d060f5a665' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4483ea60-7903-4fa6-ab78-6384d6dabdb4' class='xr-var-data-in' type='checkbox'><label for='data-4483ea60-7903-4fa6-ab78-6384d6dabdb4' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([42.677605, 46.388557, 50.099453, 53.810272, 57.520992, 61.231571])</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'>281.2 285.0 288.8 ... 300.0 303.8</div><input id='attrs-2b391d60-ed89-43ed-93f2-77b0c3a0bc8f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b391d60-ed89-43ed-93f2-77b0c3a0bc8f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b1e7fc0-9dda-4114-a979-dcfc21ef9ea0' class='xr-var-data-in' type='checkbox'><label for='data-1b1e7fc0-9dda-4114-a979-dcfc21ef9ea0' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([281.25, 285.  , 288.75, 292.5 , 296.25, 300.  , 303.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4003dace-fcb5-457c-814d-014a8cb272b7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4003dace-fcb5-457c-814d-014a8cb272b7' class='xr-section-summary' >Data variables: <span>(1)</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>frost_days</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9d9ba834-4070-4b02-af98-1ba9e90fb2d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d9ba834-4070-4b02-af98-1ba9e90fb2d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e711911c-922f-4ca2-8ca9-c4021b1f4c3f' class='xr-var-data-in' type='checkbox'><label for='data-e711911c-922f-4ca2-8ca9-c4021b1f4c3f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: minimum (interval: 30 minutes) time: sum over days</dd><dt><span>history :</span></dt><dd>tas=max(195,tas) applied to raw data; min of 194.73 detected;\n",
-       "[2022-06-23 15:26:34] frost_days: FROST_DAYS(tasmin=tasmin, thresh=&#x27;0 degC&#x27;, freq=&#x27;YS&#x27;) with options check_missing=any - xclim version: 0.37.0</dd><dt><span>standard_name :</span></dt><dd>days_with_air_temperature_below_threshold</dd><dt><span>long_name :</span></dt><dd>Number of frost days (tmin &lt; 0 degc)</dd><dt><span>description :</span></dt><dd>Annual number of days with minimum daily temperature below 0 degc.</dd></dl></div><div class='xr-var-data'><pre>array([[[10540800000000000, 10454400000000000, ...,  1641600000000000,\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>42.68 46.39 50.1 53.81 57.52 61.23</div><input id='attrs-0c96f29a-4ab1-4c06-b54e-115356e2ef65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c96f29a-4ab1-4c06-b54e-115356e2ef65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bdbf92e7-ff76-4697-85f5-e86367c5af85' class='xr-var-data-in' type='checkbox'><label for='data-bdbf92e7-ff76-4697-85f5-e86367c5af85' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>_ChunkSizes :</span></dt><dd>6</dd></dl></div><div class='xr-var-data'><pre>array([42.677605, 46.388557, 50.099453, 53.810272, 57.520992, 61.231571])</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'>281.2 285.0 288.8 ... 300.0 303.8</div><input id='attrs-1b80955d-3981-4f58-a28c-1258a83a71af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b80955d-3981-4f58-a28c-1258a83a71af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-acd8d73a-fadf-4afe-bee3-ea0cfcce304d' class='xr-var-data-in' type='checkbox'><label for='data-acd8d73a-fadf-4afe-bee3-ea0cfcce304d' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>_ChunkSizes :</span></dt><dd>7</dd></dl></div><div class='xr-var-data'><pre>array([281.25, 285.  , 288.75, 292.5 , 296.25, 300.  , 303.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-013fd458-ebe8-40ad-b5de-f6212eb4d01f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-013fd458-ebe8-40ad-b5de-f6212eb4d01f' class='xr-section-summary' >Data variables: <span>(1)</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>frost_days</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2f85676c-949a-4852-ba2b-897fa938d94a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f85676c-949a-4852-ba2b-897fa938d94a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5f261da-662a-4c3d-9792-6d574a8b03f7' class='xr-var-data-in' type='checkbox'><label for='data-e5f261da-662a-4c3d-9792-6d574a8b03f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: minimum (interval: 30 minutes) time: sum over days</dd><dt><span>history :</span></dt><dd>tas=max(195,tas) applied to raw data; min of 194.73 detected;\n",
+       "[2022-07-06 11:48:43] frost_days: FROST_DAYS(tasmin=tasmin, thresh=&#x27;0 degC&#x27;, freq=&#x27;YS&#x27;) with options check_missing=any - xclim version: 0.37.0</dd><dt><span>standard_name :</span></dt><dd>days_with_air_temperature_below_threshold</dd><dt><span>long_name :</span></dt><dd>Number of frost days (tmin &lt; 0 degc)</dd><dt><span>description :</span></dt><dd>Annual number of days with minimum daily temperature below 0 degc.</dd></dl></div><div class='xr-var-data'><pre>array([[[10540800000000000, 10454400000000000, ...,  1641600000000000,\n",
        "           777600000000000],\n",
        "        [13478400000000000, 14515200000000000, ...,  9763200000000000,\n",
        "          8035200000000000],\n",
@@ -1126,7 +1128,7 @@
        "        [19440000000000000, 19440000000000000, ..., 13910400000000000,\n",
        "          9244800000000000],\n",
        "        [21686400000000000, 21600000000000000, ..., 13478400000000000,\n",
-       "          8899200000000000]]], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-17c6dbd7-1b07-464b-9e96-a6efc831a854' class='xr-section-summary-in' type='checkbox'  ><label for='section-17c6dbd7-1b07-464b-9e96-a6efc831a854' class='xr-section-summary' >Attributes: <span>(20)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>Canadian Centre for Climate Services (CCCS)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Canadian Centre for Climate Services</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:43:58 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v tasmin http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/tasmin.sresa2.miub_echo_g.run1.atm.da.nc\n",
+       "          8899200000000000]]], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4f71180a-ea2f-4be6-bff1-d8adefbdec92' class='xr-section-summary-in' type='checkbox'  ><label for='section-4f71180a-ea2f-4be6-bff1-d8adefbdec92' class='xr-section-summary' >Attributes: <span>(20)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Spinup: restart files from end of experiment 20C3M (corresponding realisation).  Anthropogenic (GHGs, sulfate aerosol direct and first indirect effects) and natural forcing (solar irradiance and volcanic activity implemented through varying solar constant) are used for the 20C3M simulations.</dd><dt><span>title :</span></dt><dd>MIUB  model output prepared for IPCC Fourth Assessment SRES A2 experiment</dd><dt><span>cmor_version :</span></dt><dd>0.96</dd><dt><span>institution :</span></dt><dd>Canadian Centre for Climate Services (CCCS)</dd><dt><span>source :</span></dt><dd>ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial sea ice with flux aggregation and continental ice sheet discharge incl. latent heat; ocean: HOPE-G (T42+equator refinement/L20); sea ice: HOPE-G</dd><dt><span>contact :</span></dt><dd>Canadian Centre for Climate Services</dd><dt><span>references :</span></dt><dd>ECHAM4: E. Roeckner et al., 1996, The atmospheric general circulation model ECHAM4, MPI Report No. 218; HOPE-G: Legutke and Maier-Reimer, 1999, Climatology of the HOPE-G Global Ocean General Circulation Model, DKRZ Techn. Report 21; ECHO-G: Min et al., 2004, Climatology and internal variability in a 1000-year control simulation with the coupled climate model ECHO-G, Tellus A, in print.</dd><dt><span>experiment_id :</span></dt><dd>SRES A2 experiment</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>directory :</span></dt><dd>/ipcc/sresa2/atm/da/</dd><dt><span>table_id :</span></dt><dd>Table A2 (17 November 2004)</dd><dt><span>calendar :</span></dt><dd>360_day</dd><dt><span>project_id :</span></dt><dd>IPCC Fourth Assessment</dd><dt><span>Conventions :</span></dt><dd>CF-1.0</dd><dt><span>id :</span></dt><dd>pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da</dd><dt><span>history :</span></dt><dd>Mon Aug  1 11:43:58 2011: ncks -4 -L 7 -d lat,42.0,64.0 -d lon,278.0,306.0 -d time,1950-01-01 00:00:00,2070-01-01 00:00:00 -v tasmin http://davidhuard:patate@esgcet.llnl.gov/dap/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -o /home/david/projects/ingenieurs/data/cmip3/tasmin.sresa2.miub_echo_g.run1.atm.da.nc\n",
        "Model raw diagnostic output;  At 21:54:41 on 06/22/2005, CMOR rewrote data to comply with CF standards and IPCC Fourth Assessment requirements [2006-4-5 21:36:54] cdscan -x /var/www/html/ipcc4/sresa2/miub_echo_g/pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da.xml -d pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da --exclude=plev --ignore-open-error --var-locate ps,ps_.* -f /tmp/scan/list.pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm ...</dd><dt><span>NCO :</span></dt><dd>4.0.9</dd><dt><span>climateindex_package_id :</span></dt><dd>https://github.com/Ouranosinc/xclim</dd><dt><span>product :</span></dt><dd>derived climate index</dd><dt><span>institute_id :</span></dt><dd>CCCS</dd></dl></div></li></ul></div></div>"
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       "text/plain": [
@@ -1183,7 +1185,7 @@
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diff --git a/docs/source/notebooks/subset.ipynb b/docs/source/notebooks/subset.ipynb
index 78aad71a..aed0a9c6 100644
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@@ -37,10 +37,10 @@
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@@ -56,10 +56,10 @@
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@@ -84,10 +84,10 @@
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@@ -113,10 +113,10 @@
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@@ -131,10 +131,10 @@
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@@ -181,10 +181,10 @@
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@@ -215,10 +215,10 @@
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@@ -406,10 +406,10 @@
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@@ -485,10 +485,10 @@
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@@ -535,10 +535,10 @@
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@@ -584,10 +584,10 @@
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@@ -603,10 +603,10 @@
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@@ -637,10 +637,10 @@
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+     "iopub.execute_input": "2022-07-06T15:49:02.815447Z",
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@@ -1018,7 +1018,7 @@
        "    institution:     Norwegian Climate Centre\n",
        "    source:          NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-noresm-v...\n",
        "    redistribution:  Redistribution prohibited. For internal use only.\n",
-       "    regrid_method:   conservative</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-8d2630c9-dc7e-42a3-add9-2edba4423913' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8d2630c9-dc7e-42a3-add9-2edba4423913' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 31</li><li><span class='xr-has-index'>geom</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b525154f-0505-46d8-b09b-d23a7c5daae3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b525154f-0505-46d8-b09b-d23a7c5daae3' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-01 ... 2050-01-01</div><input id='attrs-12b511cd-43bf-4215-a4f5-cda110cca32b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-12b511cd-43bf-4215-a4f5-cda110cca32b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68c3fc6c-c527-4fe8-89c2-eb9679bdf367' class='xr-var-data-in' type='checkbox'><label for='data-68c3fc6c-c527-4fe8-89c2-eb9679bdf367' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-01-01T00:00:00.000000000&#x27;, &#x27;2021-01-01T00:00:00.000000000&#x27;,\n",
+       "    regrid_method:   conservative</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-b1560d3d-8461-41d4-994d-c02ca838ad00' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b1560d3d-8461-41d4-994d-c02ca838ad00' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 31</li><li><span class='xr-has-index'>geom</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ea0b77cc-f6ef-4d6c-8670-1448650a7847' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ea0b77cc-f6ef-4d6c-8670-1448650a7847' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-01 ... 2050-01-01</div><input id='attrs-8f92dd61-b45c-4997-81cc-f7eb4c4bb339' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f92dd61-b45c-4997-81cc-f7eb4c4bb339' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e70a3600-4860-4fbe-85cb-185c1c65a1cf' class='xr-var-data-in' type='checkbox'><label for='data-e70a3600-4860-4fbe-85cb-185c1c65a1cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-01-01T00:00:00.000000000&#x27;, &#x27;2021-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2022-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2024-01-01T00:00:00.000000000&#x27;, &#x27;2025-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2026-01-01T00:00:00.000000000&#x27;, &#x27;2027-01-01T00:00:00.000000000&#x27;,\n",
@@ -1033,7 +1033,7 @@
        "       &#x27;2044-01-01T00:00:00.000000000&#x27;, &#x27;2045-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2046-01-01T00:00:00.000000000&#x27;, &#x27;2047-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2048-01-01T00:00:00.000000000&#x27;, &#x27;2049-01-01T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2050-01-01T00:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a699306f-243b-475e-ac0b-d7ae67614567' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a699306f-243b-475e-ac0b-d7ae67614567' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53c2d828-fc28-4123-b239-8d6616ff7482' class='xr-var-data-in' type='checkbox'><label for='data-53c2d828-fc28-4123-b239-8d6616ff7482' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-73.725043, -73.298828, -73.694512])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6487ff67-72f7-43d2-a4cd-f3e2cdbb0b43' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6487ff67-72f7-43d2-a4cd-f3e2cdbb0b43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60e193ca-898b-4778-8fd7-e4bd4215b09c' class='xr-var-data-in' type='checkbox'><label for='data-60e193ca-898b-4778-8fd7-e4bd4215b09c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([45.605235, 45.386636, 45.507791])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>geom</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2</div><input id='attrs-f6eb344e-7da4-4ef8-b583-504c676eb6ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f6eb344e-7da4-4ef8-b583-504c676eb6ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b60b1d4-e9e7-4c5b-89f1-eda8bd675dce' class='xr-var-data-in' type='checkbox'><label for='data-5b60b1d4-e9e7-4c5b-89f1-eda8bd675dce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RES_NM_REG</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1897711b-b8a2-4b47-8993-03cf208c9283' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1897711b-b8a2-4b47-8993-03cf208c9283' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4b70fe6-9f4f-4a93-b173-8d8be708e84b' class='xr-var-data-in' type='checkbox'><label for='data-e4b70fe6-9f4f-4a93-b173-8d8be708e84b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Laval&#x27;, &#x27;Montérégie&#x27;, &#x27;Montréal&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-30168ad7-5c8c-40c1-b8a9-df7560c0b222' class='xr-section-summary-in' type='checkbox'  checked><label for='section-30168ad7-5c8c-40c1-b8a9-df7560c0b222' class='xr-section-summary' >Data variables: <span>(1)</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>tg_mean_annual</span></div><div class='xr-var-dims'>(time, geom)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e29acfaf-4bd5-4912-a353-87bc3d6ac5bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e29acfaf-4bd5-4912-a353-87bc3d6ac5bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-541a168c-6eb0-4335-9ed7-e8283a3f8898' class='xr-var-data-in' type='checkbox'><label for='data-541a168c-6eb0-4335-9ed7-e8283a3f8898' 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>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd> time: mean within days time: mean within days time: mean over days</dd><dt><span>xclim_history :</span></dt><dd>[2021-08-11 09:17:14] tg_mean_annual: agriclimat.TG_MEAN_ANNUAL(tas=&lt;array&gt;, freq=&#x27;YS&#x27;) - xclim version: 0.27.5-beta.</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Mean daily mean temperature</dd><dt><span>description :</span></dt><dd>Annual mean of daily mean temperature.</dd><dt><span>long_name_fr :</span></dt><dd>Moyenne de la température journalière moyenne</dd><dt><span>description_fr :</span></dt><dd>Moyenne annuelle de la température journalière moyenne</dd><dt><span>comment_fr :</span></dt><dd></dd><dt><span>_ChunkSizes :</span></dt><dd>[60 40 32]</dd></dl></div><div class='xr-var-data'><pre>array([[280.6498 , 280.49625, 280.9249 ],\n",
+       "       &#x27;2050-01-01T00:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ed4deebe-ea65-4126-8548-910c2a0d4fbb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ed4deebe-ea65-4126-8548-910c2a0d4fbb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5096ba83-33ba-4418-a737-d9b53e19ff8b' class='xr-var-data-in' type='checkbox'><label for='data-5096ba83-33ba-4418-a737-d9b53e19ff8b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-73.725043, -73.298828, -73.694512])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4002f27d-20ae-4439-a27a-d29deb51afb3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4002f27d-20ae-4439-a27a-d29deb51afb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a94eaf07-e0b6-4a33-b41d-ec7ef01f654a' class='xr-var-data-in' type='checkbox'><label for='data-a94eaf07-e0b6-4a33-b41d-ec7ef01f654a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([45.605235, 45.386636, 45.507791])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>geom</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2</div><input id='attrs-17d4e206-0417-44ae-b8ba-3a3a75cc9ec5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-17d4e206-0417-44ae-b8ba-3a3a75cc9ec5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2d42047-0766-4634-871c-8f1c223bcf41' class='xr-var-data-in' type='checkbox'><label for='data-a2d42047-0766-4634-871c-8f1c223bcf41' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RES_NM_REG</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c101149f-b876-4d3b-9cfc-86f9ee7eeb14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c101149f-b876-4d3b-9cfc-86f9ee7eeb14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8008499a-392e-4723-9eec-c655c0a0c6ed' class='xr-var-data-in' type='checkbox'><label for='data-8008499a-392e-4723-9eec-c655c0a0c6ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Laval&#x27;, &#x27;Montérégie&#x27;, &#x27;Montréal&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6d92d8d0-cc8f-4a85-a8b9-f98d4638d654' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6d92d8d0-cc8f-4a85-a8b9-f98d4638d654' class='xr-section-summary' >Data variables: <span>(1)</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>tg_mean_annual</span></div><div class='xr-var-dims'>(time, geom)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3536b033-45dd-4562-a305-6020d46428b2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3536b033-45dd-4562-a305-6020d46428b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-847dabe2-674e-4118-ad46-96895dd639c0' class='xr-var-data-in' type='checkbox'><label for='data-847dabe2-674e-4118-ad46-96895dd639c0' 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>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd> time: mean within days time: mean within days time: mean over days</dd><dt><span>xclim_history :</span></dt><dd>[2021-08-11 09:17:14] tg_mean_annual: agriclimat.TG_MEAN_ANNUAL(tas=&lt;array&gt;, freq=&#x27;YS&#x27;) - xclim version: 0.27.5-beta.</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Mean daily mean temperature</dd><dt><span>description :</span></dt><dd>Annual mean of daily mean temperature.</dd><dt><span>long_name_fr :</span></dt><dd>Moyenne de la température journalière moyenne</dd><dt><span>description_fr :</span></dt><dd>Moyenne annuelle de la température journalière moyenne</dd><dt><span>comment_fr :</span></dt><dd></dd><dt><span>_ChunkSizes :</span></dt><dd>[60 40 32]</dd></dl></div><div class='xr-var-data'><pre>array([[280.6498 , 280.49625, 280.9249 ],\n",
        "       [280.5494 , 280.34033, 280.8113 ],\n",
        "       [280.88556, 280.74432, 281.14438],\n",
        "       [282.2344 , 282.1285 , 282.4849 ],\n",
@@ -1063,7 +1063,7 @@
        "       [282.05273, 281.84796, 282.31708],\n",
        "       [282.09875, 281.92465, 282.37344],\n",
        "       [283.1577 , 282.97922, 283.41135],\n",
-       "       [282.7805 , 282.59613, 283.04648]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f049c2eb-4720-4ea7-9255-bdf72ff91f40' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f049c2eb-4720-4ea7-9255-bdf72ff91f40' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.5</dd><dt><span>title :</span></dt><dd>NorESM1-M model output prepared for CMIP5 historical</dd><dt><span>history :</span></dt><dd>2011-06-01T01:20:15Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.\n",
+       "       [282.7805 , 282.59613, 283.04648]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-70e9914e-3241-4ac8-a2dc-14071146e008' class='xr-section-summary-in' type='checkbox'  checked><label for='section-70e9914e-3241-4ac8-a2dc-14071146e008' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.5</dd><dt><span>title :</span></dt><dd>NorESM1-M model output prepared for CMIP5 historical</dd><dt><span>history :</span></dt><dd>2011-06-01T01:20:15Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.\n",
        "2016-01-19T05:16:03: Interpolate to nrcan_livneh grid.\n",
        "2016-02-10T09:50:15: Bias correction using nrcan_livneh.</dd><dt><span>institution :</span></dt><dd>Norwegian Climate Centre</dd><dt><span>source :</span></dt><dd>NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-noresm-ver1_cmip5-r112, f19L26);  ocean: MICOM (MICOM-noresm-ver1_cmip5-r112, gx1v6L53);  sea ice: CICE (CICE4-noresm-ver1_cmip5-r112);  land: CLM (CLM4-noresm-ver1_cmip5-r112)\n",
        "30-day moving window 50-bins quantile mapping with detrending.</dd><dt><span>redistribution :</span></dt><dd>Redistribution prohibited. For internal use only.</dd><dt><span>regrid_method :</span></dt><dd>conservative</dd></dl></div></li></ul></div></div>"
@@ -1114,10 +1114,10 @@
    "id": "023b40ce",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:52.772922Z",
-     "iopub.status.busy": "2022-06-23T19:26:52.772420Z",
-     "iopub.status.idle": "2022-06-23T19:26:53.729688Z",
-     "shell.execute_reply": "2022-06-23T19:26:53.729299Z"
+     "iopub.execute_input": "2022-07-06T15:49:02.836842Z",
+     "iopub.status.busy": "2022-07-06T15:49:02.836315Z",
+     "iopub.status.idle": "2022-07-06T15:49:03.948574Z",
+     "shell.execute_reply": "2022-07-06T15:49:03.946980Z"
     },
     "tags": [
      "nbval-ignore-output"
@@ -1307,10 +1307,10 @@
    "id": "e976d3e5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:53.750078Z",
-     "iopub.status.busy": "2022-06-23T19:26:53.743334Z",
-     "iopub.status.idle": "2022-06-23T19:26:53.859758Z",
-     "shell.execute_reply": "2022-06-23T19:26:53.860061Z"
+     "iopub.execute_input": "2022-07-06T15:49:03.951978Z",
+     "iopub.status.busy": "2022-07-06T15:49:03.951731Z",
+     "iopub.status.idle": "2022-07-06T15:49:04.109084Z",
+     "shell.execute_reply": "2022-07-06T15:49:04.108288Z"
     }
    },
    "outputs": [
@@ -1347,10 +1347,10 @@
    "id": "a9dde0db",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:53.864214Z",
-     "iopub.status.busy": "2022-06-23T19:26:53.863789Z",
-     "iopub.status.idle": "2022-06-23T19:26:54.035378Z",
-     "shell.execute_reply": "2022-06-23T19:26:54.034963Z"
+     "iopub.execute_input": "2022-07-06T15:49:04.111831Z",
+     "iopub.status.busy": "2022-07-06T15:49:04.111578Z",
+     "iopub.status.idle": "2022-07-06T15:49:04.302295Z",
+     "shell.execute_reply": "2022-07-06T15:49:04.301635Z"
     }
    },
    "outputs": [],
@@ -1367,10 +1367,10 @@
    "id": "08e3483f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:54.045725Z",
-     "iopub.status.busy": "2022-06-23T19:26:54.045115Z",
-     "iopub.status.idle": "2022-06-23T19:26:54.922435Z",
-     "shell.execute_reply": "2022-06-23T19:26:54.922001Z"
+     "iopub.execute_input": "2022-07-06T15:49:04.304967Z",
+     "iopub.status.busy": "2022-07-06T15:49:04.304749Z",
+     "iopub.status.idle": "2022-07-06T15:49:05.173724Z",
+     "shell.execute_reply": "2022-07-06T15:49:05.173009Z"
     },
     "tags": [
      "nbval-ignore-output"
@@ -1410,10 +1410,10 @@
    "id": "81b47e25",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:54.926705Z",
-     "iopub.status.busy": "2022-06-23T19:26:54.926251Z",
-     "iopub.status.idle": "2022-06-23T19:26:54.928772Z",
-     "shell.execute_reply": "2022-06-23T19:26:54.928387Z"
+     "iopub.execute_input": "2022-07-06T15:49:05.176786Z",
+     "iopub.status.busy": "2022-07-06T15:49:05.176536Z",
+     "iopub.status.idle": "2022-07-06T15:49:05.181474Z",
+     "shell.execute_reply": "2022-07-06T15:49:05.180776Z"
     }
    },
    "outputs": [
@@ -1438,10 +1438,10 @@
    "id": "db34519a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:54.934167Z",
-     "iopub.status.busy": "2022-06-23T19:26:54.933586Z",
-     "iopub.status.idle": "2022-06-23T19:26:55.925238Z",
-     "shell.execute_reply": "2022-06-23T19:26:55.924682Z"
+     "iopub.execute_input": "2022-07-06T15:49:05.184194Z",
+     "iopub.status.busy": "2022-07-06T15:49:05.183961Z",
+     "iopub.status.idle": "2022-07-06T15:49:06.447446Z",
+     "shell.execute_reply": "2022-07-06T15:49:06.446652Z"
     },
     "tags": [
      "nbval-skip"
@@ -1464,10 +1464,10 @@
    "id": "46026a4b",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:55.935038Z",
-     "iopub.status.busy": "2022-06-23T19:26:55.933661Z",
-     "iopub.status.idle": "2022-06-23T19:26:56.010176Z",
-     "shell.execute_reply": "2022-06-23T19:26:56.011230Z"
+     "iopub.execute_input": "2022-07-06T15:49:06.450381Z",
+     "iopub.status.busy": "2022-07-06T15:49:06.450147Z",
+     "iopub.status.idle": "2022-07-06T15:49:06.501622Z",
+     "shell.execute_reply": "2022-07-06T15:49:06.500884Z"
     },
     "tags": [
      "nbval-skip"
@@ -1852,7 +1852,7 @@
        "    institution:     Norwegian Climate Centre\n",
        "    source:          NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-noresm-v...\n",
        "    redistribution:  Redistribution prohibited. For internal use only.\n",
-       "    regrid_method:   conservative</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-76f7ac3d-94de-4a87-9fe7-db4ce9226bfc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-76f7ac3d-94de-4a87-9fe7-db4ce9226bfc' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 31</li><li><span class='xr-has-index'>geom</span>: 7</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-741d1ee8-e7b6-44a5-b1f2-934a1ff93e6a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-741d1ee8-e7b6-44a5-b1f2-934a1ff93e6a' class='xr-section-summary' >Coordinates: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-01 ... 2050-01-01</div><input id='attrs-974e04aa-0513-400f-a69a-ca57f3ec9a78' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-974e04aa-0513-400f-a69a-ca57f3ec9a78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78d88c37-a7af-4ddf-8716-085deaba89fa' class='xr-var-data-in' type='checkbox'><label for='data-78d88c37-a7af-4ddf-8716-085deaba89fa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-01-01T00:00:00.000000000&#x27;, &#x27;2021-01-01T00:00:00.000000000&#x27;,\n",
+       "    regrid_method:   conservative</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-bf3b8f5e-4d1f-49e4-96e1-cc1e86a79e4a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bf3b8f5e-4d1f-49e4-96e1-cc1e86a79e4a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 31</li><li><span class='xr-has-index'>geom</span>: 7</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-252a1794-c4a4-46ba-8188-22318caaa238' class='xr-section-summary-in' type='checkbox'  checked><label for='section-252a1794-c4a4-46ba-8188-22318caaa238' class='xr-section-summary' >Coordinates: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-01 ... 2050-01-01</div><input id='attrs-8133541d-dcbc-4737-82e2-5d9ec8eda07c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8133541d-dcbc-4737-82e2-5d9ec8eda07c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e163af7-f0bc-4d97-bc01-926e01f55bc3' class='xr-var-data-in' type='checkbox'><label for='data-5e163af7-f0bc-4d97-bc01-926e01f55bc3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-01-01T00:00:00.000000000&#x27;, &#x27;2021-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2022-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2024-01-01T00:00:00.000000000&#x27;, &#x27;2025-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2026-01-01T00:00:00.000000000&#x27;, &#x27;2027-01-01T00:00:00.000000000&#x27;,\n",
@@ -1867,28 +1867,28 @@
        "       &#x27;2044-01-01T00:00:00.000000000&#x27;, &#x27;2045-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2046-01-01T00:00:00.000000000&#x27;, &#x27;2047-01-01T00:00:00.000000000&#x27;,\n",
        "       &#x27;2048-01-01T00:00:00.000000000&#x27;, &#x27;2049-01-01T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2050-01-01T00:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7c566b79-ea8d-4f38-aa46-86234c66bf50' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7c566b79-ea8d-4f38-aa46-86234c66bf50' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3d21f39-11bd-4b44-8579-09632a64df59' class='xr-var-data-in' type='checkbox'><label for='data-c3d21f39-11bd-4b44-8579-09632a64df59' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-76.756984, -79.111026, -77.932891, -78.559943, -78.87371 , -76.160389,\n",
-       "       -77.094422])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-abe26b02-0d76-43c9-95a0-8a655d9365b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-abe26b02-0d76-43c9-95a0-8a655d9365b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5aef91a6-fc05-4fc7-898d-bfb55b935e9b' class='xr-var-data-in' type='checkbox'><label for='data-5aef91a6-fc05-4fc7-898d-bfb55b935e9b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([48.152176, 48.747089, 48.673527, 47.129865, 48.132749, 46.906679,\n",
-       "       46.426215])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>geom</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6</div><input id='attrs-5fbc9c0a-4d39-41b8-acc9-a099190d07ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5fbc9c0a-4d39-41b8-acc9-a099190d07ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dfc9c24d-5696-4663-b8fe-25f1acf34523' class='xr-var-data-in' type='checkbox'><label for='data-dfc9c24d-5696-4663-b8fe-25f1acf34523' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_NO_IND</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-defd53c6-9f9e-4bb0-8263-429a594aeec1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-defd53c6-9f9e-4bb0-8263-429a594aeec1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-388f8ae4-8857-4a22-b173-c2a5e18830b4' class='xr-var-data-in' type='checkbox'><label for='data-388f8ae4-8857-4a22-b173-c2a5e18830b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;50 02 0030 000&#x27;, &#x27;50 02 0010 000&#x27;, &#x27;50 02 0030 000&#x27;, &#x27;50 02 0030 000&#x27;,\n",
-       "       &#x27;50 02 0040 000&#x27;, &#x27;50 02 0030 000&#x27;, &#x27;50 02 0010 000&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_DE_IND</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-38831004-f397-4423-a942-efe558964459' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-38831004-f397-4423-a942-efe558964459' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-986abcb6-7491-413f-9e2c-5bd05670a67b' class='xr-var-data-in' type='checkbox'><label for='data-986abcb6-7491-413f-9e2c-5bd05670a67b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;MRC (incluant les territoires autochtones)&#x27;,\n",
+       "       &#x27;2050-01-01T00:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-00f7d609-4f10-47e4-960c-7cc4a403bd85' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-00f7d609-4f10-47e4-960c-7cc4a403bd85' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed2cc5ae-7c0d-4b4a-a819-61eb7acc0c61' class='xr-var-data-in' type='checkbox'><label for='data-ed2cc5ae-7c0d-4b4a-a819-61eb7acc0c61' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-76.756984, -79.111026, -77.932891, -78.559943, -78.87371 , -76.160389,\n",
+       "       -77.094422])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5a571397-c160-4fc7-8069-5ffd6de64bf7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5a571397-c160-4fc7-8069-5ffd6de64bf7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-688b8331-145f-4bea-96be-2c4fb452792c' class='xr-var-data-in' type='checkbox'><label for='data-688b8331-145f-4bea-96be-2c4fb452792c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([48.152176, 48.747089, 48.673527, 47.129865, 48.132749, 46.906679,\n",
+       "       46.426215])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>geom</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6</div><input id='attrs-e9863c59-73af-42ea-98c9-17a24d8df90e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9863c59-73af-42ea-98c9-17a24d8df90e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6b1b735-2fdb-4a23-b7de-b2f8bce88b97' class='xr-var-data-in' type='checkbox'><label for='data-f6b1b735-2fdb-4a23-b7de-b2f8bce88b97' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_NO_IND</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0ca7ad25-a949-4029-8988-1df5d7d2ff5e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ca7ad25-a949-4029-8988-1df5d7d2ff5e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99b43427-4154-448a-854a-b9af7d2e7b58' class='xr-var-data-in' type='checkbox'><label for='data-99b43427-4154-448a-854a-b9af7d2e7b58' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;50 02 0030 000&#x27;, &#x27;50 02 0010 000&#x27;, &#x27;50 02 0030 000&#x27;, &#x27;50 02 0030 000&#x27;,\n",
+       "       &#x27;50 02 0040 000&#x27;, &#x27;50 02 0030 000&#x27;, &#x27;50 02 0010 000&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_DE_IND</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d9ce8d3b-a2c4-4c50-9cbc-fee20a75b9ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d9ce8d3b-a2c4-4c50-9cbc-fee20a75b9ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f65a3d0-ebe4-49ec-ba83-67607ccc4525' class='xr-var-data-in' type='checkbox'><label for='data-9f65a3d0-ebe4-49ec-ba83-67607ccc4525' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;MRC (incluant les territoires autochtones)&#x27;,\n",
        "       &#x27;Municipalité régionale de comté&#x27;,\n",
        "       &#x27;MRC (incluant les territoires autochtones)&#x27;,\n",
        "       &#x27;MRC (incluant les territoires autochtones)&#x27;,\n",
        "       &#x27;Municipalité régionale de comté géographique&#x27;,\n",
        "       &#x27;MRC (incluant les territoires autochtones)&#x27;,\n",
-       "       &#x27;Municipalité régionale de comté&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_CO_MRC</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5ec6f6b7-fcdf-48b6-9726-919cd86170c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ec6f6b7-fcdf-48b6-9726-919cd86170c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb555a7f-b9cc-47e2-a6c3-548fb24684ea' class='xr-var-data-in' type='checkbox'><label for='data-cb555a7f-b9cc-47e2-a6c3-548fb24684ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;89&#x27;, &#x27;87&#x27;, &#x27;88&#x27;, &#x27;85&#x27;, &#x27;86&#x27;, &#x27;83&#x27;, &#x27;84&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_NM_MRC</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7ee0a2c5-7e5c-4bf8-987a-8708bdd94ba7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ee0a2c5-7e5c-4bf8-987a-8708bdd94ba7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c866ada3-5bd3-4b5d-9c3e-44b88a299a68' class='xr-var-data-in' type='checkbox'><label for='data-c866ada3-5bd3-4b5d-9c3e-44b88a299a68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&quot;La Vallée-de-l&#x27;Or&quot;, &#x27;Abitibi-Ouest&#x27;, &#x27;Abitibi&#x27;, &#x27;Témiscamingue&#x27;,\n",
-       "       &#x27;Rouyn-Noranda&#x27;, &#x27;La Vallée-de-la-Gatineau&#x27;, &#x27;Pontiac&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_CO_REG</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f5f33f34-0540-4872-abc6-16c9c1237004' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f5f33f34-0540-4872-abc6-16c9c1237004' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69733ee5-9c9c-49dd-bcd0-4f8607279704' class='xr-var-data-in' type='checkbox'><label for='data-69733ee5-9c9c-49dd-bcd0-4f8607279704' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;08&#x27;, &#x27;08&#x27;, &#x27;08&#x27;, &#x27;08&#x27;, &#x27;08&#x27;, &#x27;07&#x27;, &#x27;07&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_NM_REG</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-eac89ba7-1618-4885-aa9d-ccd3e11b83c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eac89ba7-1618-4885-aa9d-ccd3e11b83c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66ec5810-3f1c-4f10-bc9d-e3d1d8474db7' class='xr-var-data-in' type='checkbox'><label for='data-66ec5810-3f1c-4f10-bc9d-e3d1d8474db7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Abitibi-Témiscamingue&#x27;, &#x27;Abitibi-Témiscamingue&#x27;,\n",
+       "       &#x27;Municipalité régionale de comté&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_CO_MRC</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-80058070-df9f-4d7a-9f40-08fd88e496a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-80058070-df9f-4d7a-9f40-08fd88e496a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a3a642a-c65e-47a1-8ab8-53ed624a51c3' class='xr-var-data-in' type='checkbox'><label for='data-0a3a642a-c65e-47a1-8ab8-53ed624a51c3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;89&#x27;, &#x27;87&#x27;, &#x27;88&#x27;, &#x27;85&#x27;, &#x27;86&#x27;, &#x27;83&#x27;, &#x27;84&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_NM_MRC</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b2df1d16-f397-42b0-82a2-35c31ea4f10b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b2df1d16-f397-42b0-82a2-35c31ea4f10b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31fef36e-6012-471f-829c-f69c199a180f' class='xr-var-data-in' type='checkbox'><label for='data-31fef36e-6012-471f-829c-f69c199a180f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&quot;La Vallée-de-l&#x27;Or&quot;, &#x27;Abitibi-Ouest&#x27;, &#x27;Abitibi&#x27;, &#x27;Témiscamingue&#x27;,\n",
+       "       &#x27;Rouyn-Noranda&#x27;, &#x27;La Vallée-de-la-Gatineau&#x27;, &#x27;Pontiac&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_CO_REG</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b7fa8b0-1bd0-4c12-98c9-c8e56e27fddf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b7fa8b0-1bd0-4c12-98c9-c8e56e27fddf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b90b5c6-e577-44e7-a2ff-819f564430e5' class='xr-var-data-in' type='checkbox'><label for='data-5b90b5c6-e577-44e7-a2ff-819f564430e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;08&#x27;, &#x27;08&#x27;, &#x27;08&#x27;, &#x27;08&#x27;, &#x27;08&#x27;, &#x27;07&#x27;, &#x27;07&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_NM_REG</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5205a8e5-f070-4550-aaa5-06c7d5b1a905' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5205a8e5-f070-4550-aaa5-06c7d5b1a905' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-102893df-9a13-4a3b-a90e-1148a9222fed' class='xr-var-data-in' type='checkbox'><label for='data-102893df-9a13-4a3b-a90e-1148a9222fed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Abitibi-Témiscamingue&#x27;, &#x27;Abitibi-Témiscamingue&#x27;,\n",
        "       &#x27;Abitibi-Témiscamingue&#x27;, &#x27;Abitibi-Témiscamingue&#x27;,\n",
-       "       &#x27;Abitibi-Témiscamingue&#x27;, &#x27;Outaouais&#x27;, &#x27;Outaouais&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_CO_REF</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f1d9e9a0-ec3f-41ea-9581-322b8837c6d9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f1d9e9a0-ec3f-41ea-9581-322b8837c6d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20d9b8c5-438c-4c1d-8ea2-763ee33276ef' class='xr-var-data-in' type='checkbox'><label for='data-20d9b8c5-438c-4c1d-8ea2-763ee33276ef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;],\n",
-       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_CO_VER</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d8016037-6775-454b-9d47-fad2ec90461c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d8016037-6775-454b-9d47-fad2ec90461c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bedbd61d-1dd0-4e51-9806-d9204814863f' class='xr-var-data-in' type='checkbox'><label for='data-bedbd61d-1dd0-4e51-9806-d9204814863f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;,\n",
-       "       &#x27;V2021-02&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6673d7d9-b4ef-4a2b-be6b-9094097493ca' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6673d7d9-b4ef-4a2b-be6b-9094097493ca' class='xr-section-summary' >Data variables: <span>(1)</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>tg_mean_annual</span></div><div class='xr-var-dims'>(time, geom)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-04591701-5c93-4fba-9d46-b5efa7794de0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04591701-5c93-4fba-9d46-b5efa7794de0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7ea1db1-6bed-43b9-9517-3862fe24c743' class='xr-var-data-in' type='checkbox'><label for='data-b7ea1db1-6bed-43b9-9517-3862fe24c743' 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>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd> time: mean within days time: mean within days time: mean over days</dd><dt><span>xclim_history :</span></dt><dd>[2021-08-11 09:17:14] tg_mean_annual: agriclimat.TG_MEAN_ANNUAL(tas=&lt;array&gt;, freq=&#x27;YS&#x27;) - xclim version: 0.27.5-beta.</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Mean daily mean temperature</dd><dt><span>description :</span></dt><dd>Annual mean of daily mean temperature.</dd><dt><span>long_name_fr :</span></dt><dd>Moyenne de la température journalière moyenne</dd><dt><span>description_fr :</span></dt><dd>Moyenne annuelle de la température journalière moyenne</dd><dt><span>comment_fr :</span></dt><dd></dd><dt><span>_ChunkSizes :</span></dt><dd>[60 40 32]</dd></dl></div><div class='xr-var-data'><pre>array([[275.5102 , 275.30804, 275.27954, ..., 276.0464 , 276.98886, 277.89856],\n",
+       "       &#x27;Abitibi-Témiscamingue&#x27;, &#x27;Outaouais&#x27;, &#x27;Outaouais&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_CO_REF</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2ba03534-743d-4183-8f85-4de4e4278716' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2ba03534-743d-4183-8f85-4de4e4278716' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4b3783b-84b7-4f39-a7d8-26acaa8775dc' class='xr-var-data-in' type='checkbox'><label for='data-b4b3783b-84b7-4f39-a7d8-26acaa8775dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;, &#x27;SDA20K&#x27;],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MRS_CO_VER</span></div><div class='xr-var-dims'>(geom)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e929b4dc-bb25-4335-9b21-1b10c8f976ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e929b4dc-bb25-4335-9b21-1b10c8f976ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-638740ad-9002-43ac-8cda-20368d43dcbe' class='xr-var-data-in' type='checkbox'><label for='data-638740ad-9002-43ac-8cda-20368d43dcbe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;, &#x27;V2021-02&#x27;,\n",
+       "       &#x27;V2021-02&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c092b68f-312d-4d3d-ac3d-eaca31b77d10' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c092b68f-312d-4d3d-ac3d-eaca31b77d10' class='xr-section-summary' >Data variables: <span>(1)</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>tg_mean_annual</span></div><div class='xr-var-dims'>(time, geom)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b67f1305-f8ff-49b7-991c-6c3b3b62b88b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b67f1305-f8ff-49b7-991c-6c3b3b62b88b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0deca514-711f-4f25-a1f9-df1a769c9c80' class='xr-var-data-in' type='checkbox'><label for='data-0deca514-711f-4f25-a1f9-df1a769c9c80' 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>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd> time: mean within days time: mean within days time: mean over days</dd><dt><span>xclim_history :</span></dt><dd>[2021-08-11 09:17:14] tg_mean_annual: agriclimat.TG_MEAN_ANNUAL(tas=&lt;array&gt;, freq=&#x27;YS&#x27;) - xclim version: 0.27.5-beta.</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Mean daily mean temperature</dd><dt><span>description :</span></dt><dd>Annual mean of daily mean temperature.</dd><dt><span>long_name_fr :</span></dt><dd>Moyenne de la température journalière moyenne</dd><dt><span>description_fr :</span></dt><dd>Moyenne annuelle de la température journalière moyenne</dd><dt><span>comment_fr :</span></dt><dd></dd><dt><span>_ChunkSizes :</span></dt><dd>[60 40 32]</dd></dl></div><div class='xr-var-data'><pre>array([[275.5102 , 275.30804, 275.27954, ..., 276.0464 , 276.98886, 277.89856],\n",
        "       [275.6804 , 275.53677, 275.47397, ..., 276.31674, 277.07428, 277.89096],\n",
        "       [276.14392, 275.95065, 275.94858, ..., 276.68753, 277.50842, 278.35504],\n",
        "       ...,\n",
        "       [276.94772, 276.69022, 276.65686, ..., 277.5143 , 278.46194, 279.40155],\n",
        "       [278.16354, 277.92688, 277.89392, ..., 278.71936, 279.70706, 280.51218],\n",
        "       [277.5508 , 277.4545 , 277.33646, ..., 278.22455, 279.19547, 280.14343]],\n",
-       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-58de0e39-b4e8-4fa5-876b-2680df53e349' class='xr-section-summary-in' type='checkbox'  checked><label for='section-58de0e39-b4e8-4fa5-876b-2680df53e349' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.5</dd><dt><span>title :</span></dt><dd>NorESM1-M model output prepared for CMIP5 historical</dd><dt><span>history :</span></dt><dd>2011-06-01T01:20:15Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.\n",
+       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5d232c78-f1dd-49b7-ba49-419492dca7d4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5d232c78-f1dd-49b7-ba49-419492dca7d4' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.5</dd><dt><span>title :</span></dt><dd>NorESM1-M model output prepared for CMIP5 historical</dd><dt><span>history :</span></dt><dd>2011-06-01T01:20:15Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.\n",
        "2016-01-19T05:16:03: Interpolate to nrcan_livneh grid.\n",
        "2016-02-10T09:50:15: Bias correction using nrcan_livneh.</dd><dt><span>institution :</span></dt><dd>Norwegian Climate Centre</dd><dt><span>source :</span></dt><dd>NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-noresm-ver1_cmip5-r112, f19L26);  ocean: MICOM (MICOM-noresm-ver1_cmip5-r112, gx1v6L53);  sea ice: CICE (CICE4-noresm-ver1_cmip5-r112);  land: CLM (CLM4-noresm-ver1_cmip5-r112)\n",
        "30-day moving window 50-bins quantile mapping with detrending.</dd><dt><span>redistribution :</span></dt><dd>Redistribution prohibited. For internal use only.</dd><dt><span>regrid_method :</span></dt><dd>conservative</dd></dl></div></li></ul></div></div>"
@@ -1937,10 +1937,10 @@
    "id": "db5267fd",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-06-23T19:26:56.015997Z",
-     "iopub.status.busy": "2022-06-23T19:26:56.015418Z",
-     "iopub.status.idle": "2022-06-23T19:26:56.020745Z",
-     "shell.execute_reply": "2022-06-23T19:26:56.021199Z"
+     "iopub.execute_input": "2022-07-06T15:49:06.508123Z",
+     "iopub.status.busy": "2022-07-06T15:49:06.507834Z",
+     "iopub.status.idle": "2022-07-06T15:49:06.512214Z",
+     "shell.execute_reply": "2022-07-06T15:49:06.511506Z"
     }
    },
    "outputs": [],
@@ -1967,7 +1967,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.10.5"
   }
  },
  "nbformat": 4,
diff --git a/finch/processes/ensemble_utils.py b/finch/processes/ensemble_utils.py
index e407b6d3..903427b7 100644
--- a/finch/processes/ensemble_utils.py
+++ b/finch/processes/ensemble_utils.py
@@ -595,6 +595,9 @@ def ensemble_common_handler(process: Process, request, response, subset_function
 
     if convert_to_csv:
         ensemble_csv = output_basename.with_suffix(".csv")
+        prec = single_input_or_none(request.inputs, "csv_precision")
+        if prec:
+            ensemble = ensemble.round(prec)
         df = dataset_to_dataframe(ensemble)
         if average_dims is None:
             dims = ['lat', 'lon', 'time']
diff --git a/finch/processes/utils.py b/finch/processes/utils.py
index e51976a9..5cb59988 100644
--- a/finch/processes/utils.py
+++ b/finch/processes/utils.py
@@ -429,7 +429,8 @@ def single_input_or_none(inputs, identifier) -> Optional[str]:
 
 
 def netcdf_file_list_to_csv(
-    netcdf_files: Union[List[Path], List[str]], output_folder, filename_prefix
+    netcdf_files: Union[List[Path], List[str]], output_folder, filename_prefix,
+    csv_precision: Optional[int] = None,
 ) -> Tuple[List[str], str]:
     """Write csv files for a list of netcdf files.
 
@@ -469,7 +470,8 @@ def get_attrs_fallback(ds, *args):
                 output_variable += f"_({units})"
 
             ds = ds.rename({variable: output_variable})
-
+            if csv_precision:
+                ds = ds.round(csv_precision)
             df = dataset_to_dataframe(ds)
 
             if calendar not in concat_by_calendar:
diff --git a/finch/processes/wps_ensemble_indices_bbox.py b/finch/processes/wps_ensemble_indices_bbox.py
index 3be91abb..89266619 100644
--- a/finch/processes/wps_ensemble_indices_bbox.py
+++ b/finch/processes/wps_ensemble_indices_bbox.py
@@ -50,7 +50,7 @@ def __init__(self):
             if i.identifier not in xclim_variables:
                 inputs.append(i)
 
-        inputs.extend([wpsio.output_prefix, wpsio.output_format_netcdf_csv])
+        inputs.extend([wpsio.output_prefix, wpsio.output_format_netcdf_csv, wpsio.csv_precision])
 
         outputs = [wpsio.output_netcdf_zip, wpsio.output_log]
 
diff --git a/finch/processes/wps_ensemble_indices_point.py b/finch/processes/wps_ensemble_indices_point.py
index 6f13bd68..a6aaa327 100644
--- a/finch/processes/wps_ensemble_indices_point.py
+++ b/finch/processes/wps_ensemble_indices_point.py
@@ -48,7 +48,7 @@ def __init__(self):
             if i.identifier not in xclim_variables:
                 inputs.append(i)
 
-        inputs.extend([wpsio.output_prefix, wpsio.output_format_netcdf_csv])
+        inputs.extend([wpsio.output_prefix, wpsio.output_format_netcdf_csv, wpsio.csv_precision])
 
         outputs = [wpsio.output_netcdf_zip, wpsio.output_log]
 
diff --git a/finch/processes/wps_ensemble_indices_polygon.py b/finch/processes/wps_ensemble_indices_polygon.py
index ffd80043..bfb1deac 100644
--- a/finch/processes/wps_ensemble_indices_polygon.py
+++ b/finch/processes/wps_ensemble_indices_polygon.py
@@ -46,7 +46,7 @@ def __init__(self):
             if i.identifier not in xclim_variables:
                 inputs.append(i)
 
-        inputs.extend([wpsio.output_prefix, wpsio.output_format_netcdf_csv])
+        inputs.extend([wpsio.output_prefix, wpsio.output_format_netcdf_csv, wpsio.csv_precision])
 
         outputs = [wpsio.output_netcdf_zip, wpsio.output_log]
 
diff --git a/finch/processes/wps_xclim_indices.py b/finch/processes/wps_xclim_indices.py
index d0f9c02e..bb3ebf0c 100644
--- a/finch/processes/wps_xclim_indices.py
+++ b/finch/processes/wps_xclim_indices.py
@@ -50,7 +50,7 @@ def __init__(self):
 
         inputs = convert_xclim_inputs_to_pywps(self.xci.parameters, self.xci.identifier)
         inputs += wpsio.xclim_common_options
-        inputs += [wpsio.variable_any, wpsio.output_name, wpsio.output_format_netcdf_csv]
+        inputs += [wpsio.variable_any, wpsio.output_name, wpsio.output_format_netcdf_csv, wpsio.csv_precision]
 
         super().__init__(
             self._handler,
@@ -78,7 +78,7 @@ def _handler(self, request, response):
         for k, v in request.inputs.items():
             if k in xclim_variables:
                 nc_inputs[k] = v
-            elif k not in ['output_format', 'output_name']:
+            elif k not in ['output_format', 'output_name', 'csv_precision']:
                 other_inputs[k] = v
 
         n_files = len(list(nc_inputs.values())[0])
@@ -135,6 +135,9 @@ def _log(message, percentage):
             for outfile in output_netcdfs:
                 outcsv = outfile.with_suffix('.csv')
                 ds = xr.open_dataset(outfile, decode_timedelta=False)
+                prec = single_input_or_none(request.inputs, "csv_precision")
+                if prec:
+                    ds = ds.round(prec)
                 df = dataset_to_dataframe(ds)
                 df.to_csv(outcsv)
                 output_files.append(outcsv)
diff --git a/finch/processes/wps_xsubset_point_dataset.py b/finch/processes/wps_xsubset_point_dataset.py
index dc843404..2d7dd258 100644
--- a/finch/processes/wps_xsubset_point_dataset.py
+++ b/finch/processes/wps_xsubset_point_dataset.py
@@ -38,6 +38,7 @@ def __init__(self):
             wpsio.start_date,
             wpsio.end_date,
             wpsio.output_format_netcdf_csv,
+            wpsio.csv_precision,
             wpsio.dataset_name,
         ]
 
@@ -119,6 +120,7 @@ def _handler(self, request: WPSRequest, response: ExecuteResponse):
                 output_files,
                 output_folder=Path(self.workdir),
                 filename_prefix=output_filename,
+                csv_precision=single_input_or_none(request.inputs, "csv_precision")
             )
             output_files = csv_files + [metadata_folder]
 
diff --git a/finch/processes/wpsio.py b/finch/processes/wpsio.py
index d4e63d45..28c56521 100644
--- a/finch/processes/wpsio.py
+++ b/finch/processes/wpsio.py
@@ -304,6 +304,18 @@ def copy_io(
     abstract="Prefix of the output filename, defaults to the identifier of the process."
 )
 
+csv_precision = LiteralInput(
+    "csv_precision",
+    "Number of decimal places to round to in the CSV output.",
+    abstract=(
+        "Only valid if output_format is CSV. If not set, all decimal places of a 64 bit "
+        "floating precision number are printed. If negative, rounds before the decimal point."
+    ),
+    data_type="integer",
+    min_occurs=0,
+    max_occurs=1
+)
+
 xclim_common_options = [
     check_missing,
     missing_options,


Test patch:
diff --git a/tests/test_wps_xclim_indices.py b/tests/test_wps_xclim_indices.py
index 500aae3f..7352afaf 100644
--- a/tests/test_wps_xclim_indices.py
+++ b/tests/test_wps_xclim_indices.py
@@ -5,7 +5,7 @@
 import xarray as xr
 import pandas as pd
 from zipfile import ZipFile
-
+import warnings
 import finch
 import finch.processes
 from finch.processes.wps_xclim_indices import XclimIndicatorBase
@@ -43,6 +43,7 @@ def test_indicators_processes_discovery(indicator):
     parameters.add("variable")
     parameters.add("output_name")
     parameters.add("output_format")
+    parameters.add("csv_precision")
     if "indexer" in parameters:
         parameters.remove("indexer")
         parameters.add("month")
@@ -303,11 +304,12 @@ def test_degree_days_exceedance_date(client, tmp_path):
               wps_literal_input("thresh", "4 degC"),
               wps_literal_input("op", ">"),
               wps_literal_input("sum_thresh", "200 K days"),
-              wps_literal_input("output_format", "csv")
+              wps_literal_input("output_format", "csv"),
+              wps_literal_input("csv_precision", "-1")
               ]
 
     outputs = execute_process(client, identifier, inputs)
     with ZipFile(outputs[0]) as thezip:
         with thezip.open('out.csv') as thefile:
             ds = pd.read_csv(thefile).to_xarray()
-    np.testing.assert_array_equal(ds.degree_days_exceedance_date, np.array([153, 136, 9, 6]))
+    np.testing.assert_array_equal(ds.degree_days_exceedance_date, np.array([150, 140, 10, 10]))