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

Issue:
xclim.core.utils.ValidationError: time series is not recognized as daily
## Description

During execution of process `BCCAQv2_heat_wave_frequency_gridpoint`, we obtain this traceback:

```
Traceback (most recent call last):
  File "/opt/conda/envs/finch/lib/python3.9/site-packages/pywps/app/Process.py", line 248, in _run_process
    self.handler(wps_request, wps_response)  # the user must update the wps_response.
  File "/code/finch/processes/wps_base.py", line 37, in _handler_wrapper
    return self.wrapped_handler(request, response)
  File "/code/finch/processes/wps_bccaqv2_heatwave.py", line 155, in _handler
    out = compute_indices(self, self.indices_process.xci, inputs)
  File "/code/finch/processes/utils.py", line 163, in compute_indices
    out = func(**kwds)
  File "/opt/conda/envs/finch/lib/python3.9/site-packages/xclim/core/indicator.py", line 456, in __call__
    self._bind_call(self.datacheck, **das)
  File "/opt/conda/envs/finch/lib/python3.9/site-packages/xclim/core/indicator.py", line 538, in _bind_call
    return func(*ba.args, **ba.kwargs)
  File "/opt/conda/envs/finch/lib/python3.9/site-packages/xclim/core/indicator.py", line 820, in datacheck
    datachecks.check_daily(da)
  File "<boltons.funcutils.FunctionBuilder-115>", line 2, in check_daily
  File "/opt/conda/envs/finch/lib/python3.9/site-packages/xclim/core/options.py", line 98, in run_check
    return _run_check(func, DATA_VALIDATION, *args, **kwargs)
  File "/opt/conda/envs/finch/lib/python3.9/site-packages/xclim/core/options.py", line 90, in _run_check
    raise err
  File "/opt/conda/envs/finch/lib/python3.9/site-packages/xclim/core/options.py", line 83, in _run_check
    func(*args, **kwargs)
  File "/opt/conda/envs/finch/lib/python3.9/site-packages/xclim/core/datachecks.py", line 45, in check_daily
    raise ValidationError("time series is not recognized as daily.")
xclim.core.utils.ValidationError: time series is not recognized as daily.
```

## Environment

* Finch version used, if any: 0.7.0

## Steps to Reproduce

Make a request to finch using these params on bccaqv2 data:

```
"inputs": [
		{
			"id": "lat",
			"data": "45.5837167538"
		},
		{
			"id": "lon",
			"data": "-73.7505505823"
		},
		{
			"id": "thresh_tasmin",
			"data": "16 degC"
		},
		{
			"id": "thresh_tasmax",
			"data": "22 degC"
		},
		{
			"id": "freq",
			"data": "YS"
		},
		{
			"id": "start_date",
			"data":"2000"
		},
		{
			"id":"end_date",
			"data":"2002"
		},
		{
			"id": "output_format",
			"data": "netcdf"
		}
	]
```



Discussion / hints:
I have a work around for this somewhere.... one bccaqv2 file is missing a few random days I think

Basically need to check and fix the times when loading the bccaqv2 files.,, something like:


````
ds = xr.open_dataset(nc1, chunks=dict(lon=16, lat=16, time=256 * 5))
ds = ds.sel(time=(ds.time.dt.year >= 1950))
if isinstance(ds.time[0].values, np.datetime64):
    date_all = pd.date_range(ds.time[0].values, ds.time[-1].values)
else:
    date_all = xr.cftime_range(ds.time[0].values.item(), ds.time[-1].values.item())
if len(date_all) != len(ds.time):

    ds1 = xr.Dataset(attrs=ds.attrs)
    ds1 = ds1.assign_coords(dict(time=date_all, lat=ds.lat, lon=ds.lon))
    for v in ds.data_vars:
        ds1[v] = ds[v]
    ds = ds1
````
Not sure where this all happens in finch though
@huard Can you take a look at this one please? In 0.5.3 we didn't had this, only in 0.7.0.
This is the new `check_daily` test in the atmos module making sure data input has a daily frequency.  The code is working as expected but is failing because of the actual data of a single (i think)  bccaqv2 file that has missing day or two.  Options : 

- [ ] check / patch the time coordinate on the fly (as above)
- [ ] find the file(s) causing issues and correct the times on disk
- [ ] See if we can turn off the `check_daily` for the bccaqv2_ensemble processes 

I prefer 1 or 2 
Checking and patching on the fly might be complicated because that happens at a point where there is no knowledge of what process was called. Thus, it would be a patch for _everyone_, not only this specific well-known bug.

I agree with 2. But 3 can be an easy fix, specific for that process.
I'll try to find which file is causing issues ... 

These are the potential culprits. Finch applies a filter to exclude some of the datasets, I didn't.

https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/tasmin_day_BCCAQv2+ANUSPLIN300_bcc-csm1-1_historical+rcp85_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/tasmin_day_BCCAQv2+ANUSPLIN300_HadGEM2-ES_historical+rcp45_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/tasmin_day_BCCAQv2+ANUSPLIN300_HadGEM2-ES_historical+rcp26_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/tasmin_day_BCCAQv2+ANUSPLIN300_HadGEM2-CC_historical+rcp45_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/tasmax_day_BCCAQv2+ANUSPLIN300_bcc-csm1-1_historical+rcp85_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/tasmax_day_BCCAQv2+ANUSPLIN300_HadGEM2-ES_historical+rcp45_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/tasmax_day_BCCAQv2+ANUSPLIN300_HadGEM2-ES_historical+rcp26_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/tasmax_day_BCCAQv2+ANUSPLIN300_HadGEM2-CC_historical+rcp45_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/pr_day_BCCAQv2+ANUSPLIN300_bcc-csm1-1_historical+rcp85_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/pr_day_BCCAQv2+ANUSPLIN300_HadGEM2-ES_historical+rcp45_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/pr_day_BCCAQv2+ANUSPLIN300_HadGEM2-ES_historical+rcp26_r1i1p1_19500101-21001231.nc is causing difficulties.
https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/pcic/BCCAQv2/pr_day_BCCAQv2+ANUSPLIN300_HadGEM2-CC_historical+rcp45_r1i1p1_19500101-21001231.nc is causing difficulties.


If we fix them, what fix do we want?
@tlogan2000 's code inserts "NaN" on the missing days.
We could also convert the calendars to the proper ones. I think the datasets are using the default calendars while they were generated from non-standard calendar, this missing some days.
I'm not sure but seeing as this is not our data product I would try to keep the data as close to what we received while correcting the times in order to run properly..  Open to other suggestions though
Ok, suggestion: 
Add option to pass "data_validation" to xclim processes in finch.
Specifically for BCCAQv2 processes, default to "log" (instead of  "raise").
What does @huard think?
Do you mean hard-coding this option in all BCCAQv2 related processes, or adding it as a user-facing option ?

@MatProv  The call to the process would look something like
```
# determine `data_validation` one way or another...

with xclim.set_options(data_validation=data_validation):
    out = compute_indices(self, self.indices_process.xci, inputs)
```
  
Options are already passed, the indicator call looks like : 
https://github.com/bird-house/finch/blob/1c3566badf926c26c68267b5ebe38a0df65ce30e/finch/processes/utils.py#L161-L163

I'm suggesting adding `data_validation` to `INDICATOR_OPTIONS` and setting a different default value in BCCAQv2 things. So user-facing in all cases.
This sounds like a promising option to me.  Can we estimate a turnaround time to implement, test and release a new version of Finch?  We are trying to update the analysis page for climatedata.ca with the new version ..   

Fix patch:
diff --git a/docs/source/notebooks/dap_subset.ipynb b/docs/source/notebooks/dap_subset.ipynb
index 9688e1ec..9fdd1c6e 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": "2021-02-26T21:50:08.261868Z",
-     "iopub.status.busy": "2021-02-26T21:50:08.259937Z",
-     "iopub.status.idle": "2021-02-26T21:50:22.289803Z",
-     "shell.execute_reply": "2021-02-26T21:50:22.289282Z"
+     "iopub.execute_input": "2021-03-22T21:04:25.475031Z",
+     "iopub.status.busy": "2021-03-22T21:04:25.474378Z",
+     "iopub.status.idle": "2021-03-22T21:04:34.931203Z",
+     "shell.execute_reply": "2021-03-22T21:04:34.931545Z"
     }
    },
    "outputs": [],
@@ -43,10 +43,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:23.587700Z",
-     "iopub.status.busy": "2021-02-26T21:50:22.307632Z",
-     "iopub.status.idle": "2021-02-26T21:50:24.751005Z",
-     "shell.execute_reply": "2021-02-26T21:50:24.751412Z"
+     "iopub.execute_input": "2021-03-22T21:04:35.456432Z",
+     "iopub.status.busy": "2021-03-22T21:04:35.454639Z",
+     "iopub.status.idle": "2021-03-22T21:04:36.683550Z",
+     "shell.execute_reply": "2021-03-22T21:04:36.685441Z"
     }
    },
    "outputs": [
@@ -416,40 +416,36 @@
        "    lon_bnds   (lon, bnds) float64 279.4 283.1 283.1 286.9 ... 301.9 301.9 305.6\n",
        "    time_bnds  (time, bnds) object 2046-01-01 00:00:00 ... 2066-01-01 00:00:00\n",
        "    pr         (time, lat, lon) float32 ...\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    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' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-20384462-c0df-45dc-a88d-cb1bb921e1a4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-20384462-c0df-45dc-a88d-cb1bb921e1a4' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>bnds</span>: 2</li><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>: 7200</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-36dfffa4-8235-46ec-b136-65a6977ef307' class='xr-section-summary-in' type='checkbox'  checked><label for='section-36dfffa4-8235-46ec-b136-65a6977ef307' 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-1ef378a5-17b2-48f2-8865-d421ad5fe349' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ef378a5-17b2-48f2-8865-d421ad5fe349' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d2e6273-41d5-497a-bb74-4073111cf54f' class='xr-var-data-in' type='checkbox'><label for='data-8d2e6273-41d5-497a-bb74-4073111cf54f' 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-0c3c3d45-96cb-4347-9533-b54bb3ddbf28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c3c3d45-96cb-4347-9533-b54bb3ddbf28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9db37ccf-23da-4cba-928e-e3f70cde5db4' class='xr-var-data-in' type='checkbox'><label for='data-9db37ccf-23da-4cba-928e-e3f70cde5db4' 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-5db43205-2641-4e37-886e-83f1e291f718' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5db43205-2641-4e37-886e-83f1e291f718' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f54b0008-fcc2-4322-a773-e1c047b70330' class='xr-var-data-in' type='checkbox'><label for='data-f54b0008-fcc2-4322-a773-e1c047b70330' 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),\n",
+       "    NCO:            4.0.9</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d6fbbe68-b531-445c-99da-7fb2e5f476f9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d6fbbe68-b531-445c-99da-7fb2e5f476f9' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>bnds</span>: 2</li><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>: 7200</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f1100f3b-d91a-4517-8254-9e57f81a83ab' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f1100f3b-d91a-4517-8254-9e57f81a83ab' 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-6b73463f-7533-48fc-8805-a8564c0fa88a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6b73463f-7533-48fc-8805-a8564c0fa88a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3bc9473a-c0c8-4978-b4f7-4ab65e47f3d1' class='xr-var-data-in' type='checkbox'><label for='data-3bc9473a-c0c8-4978-b4f7-4ab65e47f3d1' 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-67108a4e-c2fa-4725-89d6-82fefb08ebd6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67108a4e-c2fa-4725-89d6-82fefb08ebd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3bab2d9-3f46-4658-9b17-499bf33d59be' class='xr-var-data-in' type='checkbox'><label for='data-e3bab2d9-3f46-4658-9b17-499bf33d59be' 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-51415377-5d16-4b1c-9148-9a9bb93b1451' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-51415377-5d16-4b1c-9148-9a9bb93b1451' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3caada30-56f5-4beb-9e4c-dddbc9b6e3a4' class='xr-var-data-in' type='checkbox'><label for='data-3caada30-56f5-4beb-9e4c-dddbc9b6e3a4' 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),\n",
        "       cftime.Datetime360Day(2046, 1, 2, 12, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2046, 1, 3, 12, 0, 0, 0), ...,\n",
        "       cftime.Datetime360Day(2065, 12, 28, 12, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2065, 12, 29, 12, 0, 0, 0),\n",
-       "       cftime.Datetime360Day(2065, 12, 30, 12, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a9a90c2b-670c-4f7b-beb3-d511f1289da6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a9a90c2b-670c-4f7b-beb3-d511f1289da6' 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-5893eddb-9c22-4d21-8991-1b2303bcb6bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5893eddb-9c22-4d21-8991-1b2303bcb6bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30ed2b3a-9aad-48a5-b5e1-378c55e9321c' class='xr-var-data-in' type='checkbox'><label for='data-30ed2b3a-9aad-48a5-b5e1-378c55e9321c' 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",
+       "       cftime.Datetime360Day(2065, 12, 30, 12, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d987839b-32c2-4b24-82b2-47fb87806218' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d987839b-32c2-4b24-82b2-47fb87806218' 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-3723be5e-fc09-42b4-9de4-079ce314f436' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3723be5e-fc09-42b4-9de4-079ce314f436' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-800c6db6-88ce-47e4-b1fd-fdb78dec8031' class='xr-var-data-in' type='checkbox'><label for='data-800c6db6-88ce-47e4-b1fd-fdb78dec8031' 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-1b051f49-33de-4b98-ae4f-68e6e3d9a34f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b051f49-33de-4b98-ae4f-68e6e3d9a34f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47a4d6be-78cd-4126-9672-a803423d592b' class='xr-var-data-in' type='checkbox'><label for='data-47a4d6be-78cd-4126-9672-a803423d592b' 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-f87b3898-a35a-42b8-87db-1b06e4d1e338' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f87b3898-a35a-42b8-87db-1b06e4d1e338' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9e0225f-2b2c-4591-8e6f-23b9706a45bc' class='xr-var-data-in' type='checkbox'><label for='data-a9e0225f-2b2c-4591-8e6f-23b9706a45bc' 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-9357ecaa-7b12-4ee9-8a73-778667c49af8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9357ecaa-7b12-4ee9-8a73-778667c49af8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5aa32107-8998-4163-b776-7165f15116c8' class='xr-var-data-in' type='checkbox'><label for='data-5aa32107-8998-4163-b776-7165f15116c8' 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),\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-36cfcfd1-ec32-4089-b2b3-43e289b3020e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-36cfcfd1-ec32-4089-b2b3-43e289b3020e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9ebfadf-51d9-4bda-ae70-f2b3def202a5' class='xr-var-data-in' type='checkbox'><label for='data-c9ebfadf-51d9-4bda-ae70-f2b3def202a5' 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),\n",
        "        cftime.Datetime360Day(2046, 1, 2, 0, 0, 0, 0)],\n",
        "       [cftime.Datetime360Day(2046, 1, 2, 0, 0, 0, 0),\n",
        "        cftime.Datetime360Day(2046, 1, 3, 0, 0, 0, 0)],\n",
@@ -461,7 +457,7 @@
        "       [cftime.Datetime360Day(2065, 12, 29, 0, 0, 0, 0),\n",
        "        cftime.Datetime360Day(2065, 12, 30, 0, 0, 0, 0)],\n",
        "       [cftime.Datetime360Day(2065, 12, 30, 0, 0, 0, 0),\n",
-       "        cftime.Datetime360Day(2066, 1, 1, 0, 0, 0, 0)]], 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-6e9555a9-d15e-430c-abd7-29b92a28ebb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e9555a9-d15e-430c-abd7-29b92a28ebb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e82c3d0-0cf5-467d-8b8f-a93f3c9b987c' class='xr-var-data-in' type='checkbox'><label for='data-5e82c3d0-0cf5-467d-8b8f-a93f3c9b987c' 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-11215733-cb3d-40f4-bd08-86461eb4a89e' class='xr-section-summary-in' type='checkbox'  ><label for='section-11215733-cb3d-40f4-bd08-86461eb4a89e' 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",
+       "        cftime.Datetime360Day(2066, 1, 1, 0, 0, 0, 0)]], 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-37d97eab-6e24-4c9d-95b9-bf53046618f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-37d97eab-6e24-4c9d-95b9-bf53046618f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-358c2e80-735d-4b98-b985-14a89d76f50b' class='xr-var-data-in' type='checkbox'><label for='data-358c2e80-735d-4b98-b985-14a89d76f50b' 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-aeb9ed08-ae07-4ca8-a97d-dea06edfa827' class='xr-section-summary-in' type='checkbox'  ><label for='section-aeb9ed08-ae07-4ca8-a97d-dea06edfa827' 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": [
@@ -477,18 +473,14 @@
        "    lon_bnds   (lon, bnds) float64 ...\n",
        "    time_bnds  (time, bnds) object ...\n",
        "    pr         (time, lat, lon) float32 ...\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    Conventions:    CF-1.0\n",
@@ -497,7 +489,7 @@
        "    NCO:            4.0.9"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -514,10 +506,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:24.892124Z",
-     "iopub.status.busy": "2021-02-26T21:50:24.800801Z",
-     "iopub.status.idle": "2021-02-26T21:50:24.991399Z",
-     "shell.execute_reply": "2021-02-26T21:50:24.990904Z"
+     "iopub.execute_input": "2021-03-22T21:04:36.798418Z",
+     "iopub.status.busy": "2021-03-22T21:04:36.797407Z",
+     "iopub.status.idle": "2021-03-22T21:04:36.802666Z",
+     "shell.execute_reply": "2021-03-22T21:04:36.802115Z"
     }
    },
    "outputs": [
@@ -527,7 +519,7 @@
        "{'lat': 1, 'lon': 2, 'time': slice(5040, 6840, None)}"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -565,10 +557,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:25.573180Z",
-     "iopub.status.busy": "2021-02-26T21:50:25.571441Z",
-     "iopub.status.idle": "2021-02-26T21:50:25.595170Z",
-     "shell.execute_reply": "2021-02-26T21:50:25.592717Z"
+     "iopub.execute_input": "2021-03-22T21:04:37.321476Z",
+     "iopub.status.busy": "2021-03-22T21:04:37.319669Z",
+     "iopub.status.idle": "2021-03-22T21:04:37.484273Z",
+     "shell.execute_reply": "2021-03-22T21:04:37.482583Z"
     }
    },
    "outputs": [
@@ -931,24 +923,20 @@
        "Dimensions without coordinates: lat, lon, time\n",
        "Data variables:\n",
        "    pr       (time, lat, lon) float32 3.415e-05 2.171e-05 ... 1.21e-05 1.022e-05\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    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' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-458c8422-74c9-4e0e-858f-5f40e5ed2446' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-458c8422-74c9-4e0e-858f-5f40e5ed2446' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>lat</span>: 6</li><li><span>lon</span>: 7</li><li><span>time</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f129854c-3a1a-46b3-8984-9930e4f00563' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f129854c-3a1a-46b3-8984-9930e4f00563' 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-8c0701a4-5dce-4c6a-94c9-56730df87378' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8c0701a4-5dce-4c6a-94c9-56730df87378' 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-cbcb535a-0d95-4040-912a-9092a9a9de11' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbcb535a-0d95-4040-912a-9092a9a9de11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-458c54ce-7904-4afe-8a4e-d822ad4b6d22' class='xr-var-data-in' type='checkbox'><label for='data-458c54ce-7904-4afe-8a4e-d822ad4b6d22' 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' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-cdf16b1e-e329-4860-b7b7-84d3fed65496' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cdf16b1e-e329-4860-b7b7-84d3fed65496' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>lat</span>: 6</li><li><span>lon</span>: 7</li><li><span>time</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4209bdea-b7fe-4bd3-ac87-cadbb2e3d0b4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4209bdea-b7fe-4bd3-ac87-cadbb2e3d0b4' 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-55289885-848d-4627-914b-54fae24c6e49' class='xr-section-summary-in' type='checkbox'  checked><label for='section-55289885-848d-4627-914b-54fae24c6e49' 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-13f53d95-62b1-4b39-acf3-77f3b0d23f3f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13f53d95-62b1-4b39-acf3-77f3b0d23f3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6df03b22-a655-46f1-8579-965b68d01549' class='xr-var-data-in' type='checkbox'><label for='data-6df03b22-a655-46f1-8579-965b68d01549' 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",
@@ -959,7 +947,7 @@
        "        [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-9bea85fe-f9c8-4c9a-af6e-0dd5d69c8add' class='xr-section-summary-in' type='checkbox'  ><label for='section-9bea85fe-f9c8-4c9a-af6e-0dd5d69c8add' 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-06683370-717c-4b23-9d52-b1af7d90bcfd' class='xr-section-summary-in' type='checkbox'  ><label for='section-06683370-717c-4b23-9d52-b1af7d90bcfd' 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": [
@@ -968,18 +956,14 @@
        "Dimensions without coordinates: lat, lon, time\n",
        "Data variables:\n",
        "    pr       (time, lat, lon) float32 ...\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    Conventions:    CF-1.0\n",
@@ -988,7 +972,7 @@
        "    NCO:            4.0.9"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1010,10 +994,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:26.188241Z",
-     "iopub.status.busy": "2021-02-26T21:50:26.185189Z",
-     "iopub.status.idle": "2021-02-26T21:50:26.643284Z",
-     "shell.execute_reply": "2021-02-26T21:50:26.645635Z"
+     "iopub.execute_input": "2021-03-22T21:04:37.833645Z",
+     "iopub.status.busy": "2021-03-22T21:04:37.831554Z",
+     "iopub.status.idle": "2021-03-22T21:04:38.312871Z",
+     "shell.execute_reply": "2021-03-22T21:04:38.313531Z"
     }
    },
    "outputs": [
@@ -1379,24 +1363,20 @@
        "  * time     (time) object 2046-01-01 12:00:00\n",
        "Data variables:\n",
        "    pr       (time, lat, lon) float32 3.415e-05 2.171e-05 ... 1.21e-05 1.022e-05\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    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' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9f7b8e12-b59c-4c11-b82c-1af51453d392' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9f7b8e12-b59c-4c11-b82c-1af51453d392' 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-625233ff-ffd4-4cf7-8553-a38f57701e82' class='xr-section-summary-in' type='checkbox'  checked><label for='section-625233ff-ffd4-4cf7-8553-a38f57701e82' 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-3b75dbae-8bb4-445a-89ab-dda57f2638d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b75dbae-8bb4-445a-89ab-dda57f2638d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-077b963b-5dc9-4f5c-9153-b2649905acd3' class='xr-var-data-in' type='checkbox'><label for='data-077b963b-5dc9-4f5c-9153-b2649905acd3' 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-3b554f7f-1a25-4caa-8971-a4cf523dee37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b554f7f-1a25-4caa-8971-a4cf523dee37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03e9a384-7154-477d-90ea-3070f539d410' class='xr-var-data-in' type='checkbox'><label for='data-03e9a384-7154-477d-90ea-3070f539d410' 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-f9984ac2-0c95-4447-b303-4cda1fecb9a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f9984ac2-0c95-4447-b303-4cda1fecb9a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a6cae39-111e-4926-8342-6de8ebae298c' class='xr-var-data-in' type='checkbox'><label for='data-8a6cae39-111e-4926-8342-6de8ebae298c' 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)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1b42e42b-b136-4aa6-af97-e7667a438737' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1b42e42b-b136-4aa6-af97-e7667a438737' 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-d57887e9-3fa2-4e8e-84da-ff643d18c03a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d57887e9-3fa2-4e8e-84da-ff643d18c03a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c35d0c0-6c3a-4426-b675-58b0f820ed83' class='xr-var-data-in' type='checkbox'><label for='data-7c35d0c0-6c3a-4426-b675-58b0f820ed83' 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' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-bdd8a333-9555-4e2f-9f19-b5be541557f6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bdd8a333-9555-4e2f-9f19-b5be541557f6' 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-a0748413-ada3-4487-904c-51844cdb9f5c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a0748413-ada3-4487-904c-51844cdb9f5c' 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-bb42a2f0-4f81-47b5-897d-1b9d1cd8fdfa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb42a2f0-4f81-47b5-897d-1b9d1cd8fdfa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15de10fd-ba39-4900-baa3-1dfe577fe525' class='xr-var-data-in' type='checkbox'><label for='data-15de10fd-ba39-4900-baa3-1dfe577fe525' 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-4957d561-83d1-4f73-b0fc-e3f7fbb8ca36' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4957d561-83d1-4f73-b0fc-e3f7fbb8ca36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c476179-ed11-4d60-82fe-144c51d5d277' class='xr-var-data-in' type='checkbox'><label for='data-3c476179-ed11-4d60-82fe-144c51d5d277' 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-fa41ffdb-77fb-4b76-83a7-e3d526f2427e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa41ffdb-77fb-4b76-83a7-e3d526f2427e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2faacd82-b9d9-42c4-ba84-02f31b0e5035' class='xr-var-data-in' type='checkbox'><label for='data-2faacd82-b9d9-42c4-ba84-02f31b0e5035' 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)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bbea7573-19a5-46d0-9f99-7cdda01cd8c8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bbea7573-19a5-46d0-9f99-7cdda01cd8c8' 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-cad2aaaf-9787-4eb8-8d21-fbe9aca0490f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cad2aaaf-9787-4eb8-8d21-fbe9aca0490f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ac30e89-6f9e-4e38-8878-306d500ecf9c' class='xr-var-data-in' type='checkbox'><label for='data-4ac30e89-6f9e-4e38-8878-306d500ecf9c' 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",
@@ -1407,7 +1387,7 @@
        "        [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-cca037ee-6d1f-48e2-9b81-1a342733988c' class='xr-section-summary-in' type='checkbox'  ><label for='section-cca037ee-6d1f-48e2-9b81-1a342733988c' 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-84d06c0c-7837-4a01-9434-678909ea95b3' class='xr-section-summary-in' type='checkbox'  ><label for='section-84d06c0c-7837-4a01-9434-678909ea95b3' 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": [
@@ -1419,18 +1399,14 @@
        "  * time     (time) object 2046-01-01 12:00:00\n",
        "Data variables:\n",
        "    pr       (time, lat, lon) float32 ...\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    Conventions:    CF-1.0\n",
@@ -1439,7 +1415,7 @@
        "    NCO:            4.0.9"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1461,10 +1437,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:27.028456Z",
-     "iopub.status.busy": "2021-02-26T21:50:27.026228Z",
-     "iopub.status.idle": "2021-02-26T21:50:27.576365Z",
-     "shell.execute_reply": "2021-02-26T21:50:27.576861Z"
+     "iopub.execute_input": "2021-03-22T21:04:38.635882Z",
+     "iopub.status.busy": "2021-03-22T21:04:38.635334Z",
+     "iopub.status.idle": "2021-03-22T21:04:39.423337Z",
+     "shell.execute_reply": "2021-03-22T21:04:39.423857Z"
     }
    },
    "outputs": [
@@ -1831,29 +1807,25 @@
        "Dimensions without coordinates: time_1\n",
        "Data variables:\n",
        "    pr       (time_1, lat, lon) float32 1.182e-05 1.207e-06 ... 5.592e-05\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    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' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4ccc1ec8-e945-485f-813b-ce183d227528' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4ccc1ec8-e945-485f-813b-ce183d227528' 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-993feeb5-f247-4ca4-8423-e72a123e5ba6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-993feeb5-f247-4ca4-8423-e72a123e5ba6' 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-cfc2615a-c3e4-46c9-8a4a-3b955b24bb3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cfc2615a-c3e4-46c9-8a4a-3b955b24bb3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e993603c-75ca-428e-8be5-5b8751f18290' class='xr-var-data-in' type='checkbox'><label for='data-e993603c-75ca-428e-8be5-5b8751f18290' 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-30fc8575-caeb-46fa-b719-2393d1522e67' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30fc8575-caeb-46fa-b719-2393d1522e67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e03f927-6b5d-4228-ba83-dbd7aac5df2d' class='xr-var-data-in' type='checkbox'><label for='data-6e03f927-6b5d-4228-ba83-dbd7aac5df2d' 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-fbbd52c7-5185-4493-a715-be836a283f97' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbbd52c7-5185-4493-a715-be836a283f97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cde2ce7-d953-4518-9152-502f0cc78ad7' class='xr-var-data-in' type='checkbox'><label for='data-0cde2ce7-d953-4518-9152-502f0cc78ad7' 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),\n",
+       "    NCO:            4.0.9</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-44f8ff49-26c3-484d-9b96-7b09649cf99d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-44f8ff49-26c3-484d-9b96-7b09649cf99d' 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-ac10ca07-8d9e-4571-8388-f939bdc948b4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ac10ca07-8d9e-4571-8388-f939bdc948b4' 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-1978d1ff-8016-45cb-8e31-0f4b26139737' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1978d1ff-8016-45cb-8e31-0f4b26139737' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b74a2d43-c70a-481d-aeef-94cda700b77e' class='xr-var-data-in' type='checkbox'><label for='data-b74a2d43-c70a-481d-aeef-94cda700b77e' 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-33a0ca69-8e2e-42a5-946f-86b15cb8f892' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33a0ca69-8e2e-42a5-946f-86b15cb8f892' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a8f82f3-d23b-4464-89c0-637b42492e4b' class='xr-var-data-in' type='checkbox'><label for='data-4a8f82f3-d23b-4464-89c0-637b42492e4b' 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-8bcb33f4-e67a-4602-b93f-ee2f69d55100' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8bcb33f4-e67a-4602-b93f-ee2f69d55100' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f1a56a5-cfa3-4870-806b-a9d75aaf0ef1' class='xr-var-data-in' type='checkbox'><label for='data-9f1a56a5-cfa3-4870-806b-a9d75aaf0ef1' 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),\n",
        "       cftime.Datetime360Day(2060, 1, 2, 12, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2060, 1, 3, 12, 0, 0, 0), ...,\n",
        "       cftime.Datetime360Day(2064, 12, 28, 12, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2064, 12, 29, 12, 0, 0, 0),\n",
-       "       cftime.Datetime360Day(2064, 12, 30, 12, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-95a6a983-8adb-4c4b-90cf-8edfda85484f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-95a6a983-8adb-4c4b-90cf-8edfda85484f' 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-f1ade6b8-44f7-4003-afb2-c212451136a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1ade6b8-44f7-4003-afb2-c212451136a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5448ab8-1dea-49a0-a9c0-8081b23fa0ab' class='xr-var-data-in' type='checkbox'><label for='data-d5448ab8-1dea-49a0-a9c0-8081b23fa0ab' 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",
+       "       cftime.Datetime360Day(2064, 12, 30, 12, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ea6a31c8-f71e-4d5e-b915-4ae53f6a2a63' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ea6a31c8-f71e-4d5e-b915-4ae53f6a2a63' 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-a6fef2ef-0db4-4051-8093-6d20b35896c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6fef2ef-0db4-4051-8093-6d20b35896c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbbc30aa-2c18-4fa7-acc6-fdaed9563f55' class='xr-var-data-in' type='checkbox'><label for='data-fbbc30aa-2c18-4fa7-acc6-fdaed9563f55' 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",
@@ -1861,7 +1833,7 @@
        "\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-4546d8bb-6a5b-4976-9351-07f22a162c6d' class='xr-section-summary-in' type='checkbox'  ><label for='section-4546d8bb-6a5b-4976-9351-07f22a162c6d' 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-9d8e1c49-caf7-407a-8df5-7358adb1dfb4' class='xr-section-summary-in' type='checkbox'  ><label for='section-9d8e1c49-caf7-407a-8df5-7358adb1dfb4' 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": [
@@ -1874,18 +1846,14 @@
        "Dimensions without coordinates: time_1\n",
        "Data variables:\n",
        "    pr       (time_1, lat, lon) float32 ...\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    Conventions:    CF-1.0\n",
@@ -1894,7 +1862,7 @@
        "    NCO:            4.0.9"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1909,10 +1877,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:27.581333Z",
-     "iopub.status.busy": "2021-02-26T21:50:27.580907Z",
-     "iopub.status.idle": "2021-02-26T21:50:27.583237Z",
-     "shell.execute_reply": "2021-02-26T21:50:27.583650Z"
+     "iopub.execute_input": "2021-03-22T21:04:39.430055Z",
+     "iopub.status.busy": "2021-03-22T21:04:39.428225Z",
+     "iopub.status.idle": "2021-03-22T21:04:39.432991Z",
+     "shell.execute_reply": "2021-03-22T21:04:39.433768Z"
     }
    },
    "outputs": [
@@ -1922,7 +1890,7 @@
        "{'lat': 1, 'lon': 2, 'time': slice(5040, 6840, None)}"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1936,10 +1904,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:27.589528Z",
-     "iopub.status.busy": "2021-02-26T21:50:27.589094Z",
-     "iopub.status.idle": "2021-02-26T21:50:27.591447Z",
-     "shell.execute_reply": "2021-02-26T21:50:27.591018Z"
+     "iopub.execute_input": "2021-03-22T21:04:39.442600Z",
+     "iopub.status.busy": "2021-03-22T21:04:39.442068Z",
+     "iopub.status.idle": "2021-03-22T21:04:39.445256Z",
+     "shell.execute_reply": "2021-03-22T21:04:39.444418Z"
     }
    },
    "outputs": [
@@ -1981,10 +1949,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:27.929272Z",
-     "iopub.status.busy": "2021-02-26T21:50:27.928894Z",
-     "iopub.status.idle": "2021-02-26T21:50:28.657296Z",
-     "shell.execute_reply": "2021-02-26T21:50:28.656813Z"
+     "iopub.execute_input": "2021-03-22T21:04:39.763962Z",
+     "iopub.status.busy": "2021-03-22T21:04:39.762175Z",
+     "iopub.status.idle": "2021-03-22T21:04:40.490055Z",
+     "shell.execute_reply": "2021-03-22T21:04:40.490950Z"
     }
    },
    "outputs": [
@@ -2350,29 +2318,25 @@
        "  * time     (time) object 2060-01-01 12:00:00 ... 2064-12-30 12:00:00\n",
        "Data variables:\n",
        "    pr       (time, lat, lon) float32 1.182e-05 1.207e-06 ... 5.484e-06\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    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' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-817593fe-504c-4d82-8350-3e903163ec5c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-817593fe-504c-4d82-8350-3e903163ec5c' 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-38b17cdd-8608-47b8-a077-1f3f126b514e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-38b17cdd-8608-47b8-a077-1f3f126b514e' 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-71654662-9934-4492-b14e-153a8da9a7df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-71654662-9934-4492-b14e-153a8da9a7df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae21a7c3-7df0-4857-94c5-e718a20e1137' class='xr-var-data-in' type='checkbox'><label for='data-ae21a7c3-7df0-4857-94c5-e718a20e1137' 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-eb45f746-464a-40da-9837-f0cc95704953' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb45f746-464a-40da-9837-f0cc95704953' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff3dbcfa-731e-4710-867d-7554181756e5' class='xr-var-data-in' type='checkbox'><label for='data-ff3dbcfa-731e-4710-867d-7554181756e5' 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-a05f4f0a-6123-4f0d-ad50-d9296d7231f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a05f4f0a-6123-4f0d-ad50-d9296d7231f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a861fc49-ea9d-4fdd-a1da-c3269a10848e' class='xr-var-data-in' type='checkbox'><label for='data-a861fc49-ea9d-4fdd-a1da-c3269a10848e' 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),\n",
+       "    NCO:            4.0.9</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d7dc98c5-983f-4724-b1a0-0446ebc97a30' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d7dc98c5-983f-4724-b1a0-0446ebc97a30' 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-177dce7c-b8ef-48e3-b57d-1978aba9be3b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-177dce7c-b8ef-48e3-b57d-1978aba9be3b' 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-759db2cd-36c2-4ca8-8089-5ff16eda9508' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-759db2cd-36c2-4ca8-8089-5ff16eda9508' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c0cbbebb-414a-4dad-b39e-66de5cd1b13f' class='xr-var-data-in' type='checkbox'><label for='data-c0cbbebb-414a-4dad-b39e-66de5cd1b13f' 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-b87cee09-e0b2-4338-956e-e6b0ecd68f85' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b87cee09-e0b2-4338-956e-e6b0ecd68f85' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a03ee116-9ade-4035-b8c0-eac846187c11' class='xr-var-data-in' type='checkbox'><label for='data-a03ee116-9ade-4035-b8c0-eac846187c11' 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-f9e6a8a9-03b2-490a-a3aa-4802c12a132a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f9e6a8a9-03b2-490a-a3aa-4802c12a132a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8abf190-9ea9-497e-a1fe-ba07339e6f6e' class='xr-var-data-in' type='checkbox'><label for='data-d8abf190-9ea9-497e-a1fe-ba07339e6f6e' 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),\n",
        "       cftime.Datetime360Day(2060, 1, 2, 12, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2060, 1, 3, 12, 0, 0, 0), ...,\n",
        "       cftime.Datetime360Day(2064, 12, 28, 12, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2064, 12, 29, 12, 0, 0, 0),\n",
-       "       cftime.Datetime360Day(2064, 12, 30, 12, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b5a83b44-3bf0-4965-8fbc-04d4ff30a8e0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b5a83b44-3bf0-4965-8fbc-04d4ff30a8e0' 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-a9b13b38-e4c6-410e-87eb-5a14e3b67b42' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9b13b38-e4c6-410e-87eb-5a14e3b67b42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33eb8c98-9f3f-4c59-b281-f75fa97b8861' class='xr-var-data-in' type='checkbox'><label for='data-33eb8c98-9f3f-4c59-b281-f75fa97b8861' 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",
+       "       cftime.Datetime360Day(2064, 12, 30, 12, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ed1218b2-3ecc-4868-a2b9-4cfc0b517b35' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ed1218b2-3ecc-4868-a2b9-4cfc0b517b35' 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-4d515d04-2f85-45d9-9c0c-4b64d99cf22f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d515d04-2f85-45d9-9c0c-4b64d99cf22f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3c346cb-4132-4db7-ab56-49234c3a348b' class='xr-var-data-in' type='checkbox'><label for='data-a3c346cb-4132-4db7-ab56-49234c3a348b' 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",
@@ -2380,7 +2344,7 @@
        "\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-50bbb374-25e3-4ceb-970c-21899fb14a8f' class='xr-section-summary-in' type='checkbox'  ><label for='section-50bbb374-25e3-4ceb-970c-21899fb14a8f' 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-c4964bf7-fd1d-4fe1-9ea7-a4bfebb435a0' class='xr-section-summary-in' type='checkbox'  ><label for='section-c4964bf7-fd1d-4fe1-9ea7-a4bfebb435a0' 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": [
@@ -2392,18 +2356,14 @@
        "  * time     (time) object 2060-01-01 12:00:00 ... 2064-12-30 12:00:00\n",
        "Data variables:\n",
        "    pr       (time, lat, lon) float32 ...\n",
-       "Attributes:\n",
+       "Attributes: (12/17)\n",
        "    comment:        Spinup: restart files from end of experiment 20C3M (corre...\n",
        "    title:          MIUB  model output prepared for IPCC Fourth Assessment SR...\n",
        "    cmor_version:   0.96\n",
        "    institution:    MIUB (University of Bonn, Bonn, Germany)\n",
        "    source:         ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with partial se...\n",
        "    contact:        Stephanie Legutke (legutke@dkrz.de), Seung-Ki Min(skmin@u...\n",
-       "    references:     ECHAM4: E. Roeckner et al., 1996, The atmospheric general...\n",
-       "    experiment_id:  SRES A2 experiment\n",
-       "    realization:    1\n",
-       "    directory:      /ipcc/sresa2/atm/da/\n",
-       "    table_id:       Table A2 (17 November 2004)\n",
+       "    ...             ...\n",
        "    calendar:       360_day\n",
        "    project_id:     IPCC Fourth Assessment\n",
        "    Conventions:    CF-1.0\n",
@@ -2412,7 +2372,7 @@
        "    NCO:            4.0.9"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2436,21 +2396,13 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:28.660933Z",
-     "iopub.status.busy": "2021-02-26T21:50:28.660508Z",
-     "iopub.status.idle": "2021-02-26T21:50:34.312787Z",
-     "shell.execute_reply": "2021-02-26T21:50:34.311856Z"
+     "iopub.execute_input": "2021-03-22T21:04:40.496970Z",
+     "iopub.status.busy": "2021-03-22T21:04:40.496129Z",
+     "iopub.status.idle": "2021-03-22T21:04:44.934077Z",
+     "shell.execute_reply": "2021-03-22T21:04:44.935048Z"
     }
    },
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Metalink content-type detected.\n",
-      "Downloading to /tmp/tmpt9hqb5ou/sdii_SRES-A2-experiment_20600101-20640101.nc.\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -2822,10 +2774,10 @@
        "Attributes:\n",
        "    units:          mm/day\n",
        "    cell_methods:   time: mean (interval: 30 minutes)\n",
-       "    xclim_history:  pr=max(0,pr) applied to raw data;\\n[2021-03-15 11:46:07] ...\n",
+       "    xclim_history:  pr=max(0,pr) applied to raw data;\\n[2021-03-22 17:04:42] ...\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' hidden><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-fbcef2c6-ea66-45bd-82e8-de18e7d5216b' class='xr-array-in' type='checkbox' checked><label for='section-fbcef2c6-ea66-45bd-82e8-de18e7d5216b' 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' hidden><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-e06b82ea-26b4-468a-a830-addc95b9dde4' class='xr-array-in' type='checkbox' checked><label for='section-e06b82ea-26b4-468a-a830-addc95b9dde4' 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",
@@ -2833,12 +2785,12 @@
        "\n",
        "       [[5.164405]],\n",
        "\n",
-       "       [[4.69054 ]]])</pre></div></div></li><li class='xr-section-item'><input id='section-a5cfe7bf-a099-4fe4-b639-ab3586956d33' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a5cfe7bf-a099-4fe4-b639-ab3586956d33' 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-512892db-4308-4fe1-a2f0-0716c73cc49e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-512892db-4308-4fe1-a2f0-0716c73cc49e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34df85cb-e857-42b8-9cd3-d275b8ae720c' class='xr-var-data-in' type='checkbox'><label for='data-34df85cb-e857-42b8-9cd3-d275b8ae720c' 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),\n",
+       "       [[4.69054 ]]])</pre></div></div></li><li class='xr-section-item'><input id='section-77341c6e-f350-4585-870e-27b05bf7c5ad' class='xr-section-summary-in' type='checkbox'  checked><label for='section-77341c6e-f350-4585-870e-27b05bf7c5ad' 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-59abce5e-0727-4a6a-a992-453f89e51d38' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-59abce5e-0727-4a6a-a992-453f89e51d38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84bf2229-8c90-4d58-a2b2-46174c9bc0b6' class='xr-var-data-in' type='checkbox'><label for='data-84bf2229-8c90-4d58-a2b2-46174c9bc0b6' 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),\n",
        "       cftime.Datetime360Day(2061, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2062, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2063, 1, 1, 0, 0, 0, 0),\n",
-       "       cftime.Datetime360Day(2064, 1, 1, 0, 0, 0, 0)], 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-caf9df88-9b9d-410d-8312-26288c93b541' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-caf9df88-9b9d-410d-8312-26288c93b541' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77145538-0197-4f49-af00-01156870b22c' class='xr-var-data-in' type='checkbox'><label for='data-77145538-0197-4f49-af00-01156870b22c' 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-16a18466-1a22-4f4f-900c-3bc4ce96b59f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16a18466-1a22-4f4f-900c-3bc4ce96b59f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c9cc22a-9d0c-4a97-bbd7-82a38ac3a7f0' class='xr-var-data-in' type='checkbox'><label for='data-2c9cc22a-9d0c-4a97-bbd7-82a38ac3a7f0' 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></ul></div></li><li class='xr-section-item'><input id='section-739a65da-fa1b-4dfe-b82d-678085d0e385' class='xr-section-summary-in' type='checkbox'  checked><label for='section-739a65da-fa1b-4dfe-b82d-678085d0e385' 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>xclim_history :</span></dt><dd>pr=max(0,pr) applied to raw data;\n",
-       "[2021-03-15 11:46:07] sdii: sdii(pr=&lt;array&gt;, thresh=&#x27;1 mm/day&#x27;, freq=&#x27;YS&#x27;) - xclim version: 0.24.0.</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>"
+       "       cftime.Datetime360Day(2064, 1, 1, 0, 0, 0, 0)], 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-20c70f37-4903-4b3c-9d8b-48f8490d5ba6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-20c70f37-4903-4b3c-9d8b-48f8490d5ba6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-443ee00d-a34a-4d15-b55c-84f8ae4815e9' class='xr-var-data-in' type='checkbox'><label for='data-443ee00d-a34a-4d15-b55c-84f8ae4815e9' 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-70f24da7-579c-4f15-b30d-53d7acc4ad1d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-70f24da7-579c-4f15-b30d-53d7acc4ad1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4c92399-b483-45f0-82d4-1b65cf6cf9f4' class='xr-var-data-in' type='checkbox'><label for='data-b4c92399-b483-45f0-82d4-1b65cf6cf9f4' 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></ul></div></li><li class='xr-section-item'><input id='section-459065e0-c6ec-49b5-b154-225f11ea94d1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-459065e0-c6ec-49b5-b154-225f11ea94d1' 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>xclim_history :</span></dt><dd>pr=max(0,pr) applied to raw data;\n",
+       "[2021-03-22 17:04:42] sdii: sdii(pr=&lt;array&gt;, thresh=&#x27;1 mm/day&#x27;, freq=&#x27;YS&#x27;) - xclim version: 0.24.0.</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",
@@ -2858,13 +2810,13 @@
        "Attributes:\n",
        "    units:          mm/day\n",
        "    cell_methods:   time: mean (interval: 30 minutes)\n",
-       "    xclim_history:  pr=max(0,pr) applied to raw data;\\n[2021-03-15 11:46:07] ...\n",
+       "    xclim_history:  pr=max(0,pr) applied to raw data;\\n[2021-03-22 17:04:42] ...\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..."
       ]
      },
-     "execution_count": 10,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2893,9 +2845,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.2"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
\ No newline at end of file
+}
diff --git a/docs/source/notebooks/finch-usage.ipynb b/docs/source/notebooks/finch-usage.ipynb
index 4e945953..1736b975 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": "2021-02-26T21:50:36.795764Z",
-     "iopub.status.busy": "2021-02-26T21:50:36.793713Z",
-     "iopub.status.idle": "2021-02-26T21:50:38.796811Z",
-     "shell.execute_reply": "2021-02-26T21:50:38.797121Z"
+     "iopub.execute_input": "2021-03-22T21:04:50.369355Z",
+     "iopub.status.busy": "2021-03-22T21:04:50.362266Z",
+     "iopub.status.idle": "2021-03-22T21:04:52.884784Z",
+     "shell.execute_reply": "2021-03-22T21:04:52.884234Z"
     }
    },
    "outputs": [],
@@ -45,10 +45,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:38.800468Z",
-     "iopub.status.busy": "2021-02-26T21:50:38.800057Z",
-     "iopub.status.idle": "2021-02-26T21:50:38.802194Z",
-     "shell.execute_reply": "2021-02-26T21:50:38.802565Z"
+     "iopub.execute_input": "2021-03-22T21:04:52.888326Z",
+     "iopub.status.busy": "2021-03-22T21:04:52.887893Z",
+     "iopub.status.idle": "2021-03-22T21:04:52.890160Z",
+     "shell.execute_reply": "2021-03-22T21:04:52.890695Z"
     }
    },
    "outputs": [
@@ -58,7 +58,7 @@
      "text": [
       "Help on method frost_days in module birdy.client.base:\n",
       "\n",
-      "frost_days(tasmin=None, missing_options=None, check_missing='any', thresh='0 degC', freq='YS', variable=None, output_formats=None) method of birdy.client.base.WPSClient instance\n",
+      "frost_days(tasmin=None, check_missing='any', cf_compliance='warn', data_validation='raise', thresh='0 degC', freq='YS', missing_options=None, variable=None, output_formats=None) method of birdy.client.base.WPSClient instance\n",
       "    Number of days where daily minimum temperatures are below 0.\n",
       "    \n",
       "    Parameters\n",
@@ -73,6 +73,10 @@
       "        Method used to determine which aggregations should be considered missing.\n",
       "    missing_options : ComplexData:mimetype:`application/json`\n",
       "        JSON representation of dictionary of missing method parameters.\n",
+      "    cf_compliance : {'log', 'warn', 'raise'}string\n",
+      "        Whether to log, warn or raise when inputs have non-CF-compliant attributes.\n",
+      "    data_validation : {'log', 'warn', 'raise'}string\n",
+      "        Whether to log, warn or raise when inputs fail data validation checks.\n",
       "    variable : string\n",
       "        Name of the variable in the NetCDF file.\n",
       "    \n",
@@ -108,10 +112,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:38.811290Z",
-     "iopub.status.busy": "2021-02-26T21:50:38.810863Z",
-     "iopub.status.idle": "2021-02-26T21:50:42.656454Z",
-     "shell.execute_reply": "2021-02-26T21:50:42.655925Z"
+     "iopub.execute_input": "2021-03-22T21:04:52.896869Z",
+     "iopub.status.busy": "2021-03-22T21:04:52.893835Z",
+     "iopub.status.idle": "2021-03-22T21:04:56.967154Z",
+     "shell.execute_reply": "2021-03-22T21:04:56.965490Z"
     }
    },
    "outputs": [],
@@ -125,10 +129,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:42.660363Z",
-     "iopub.status.busy": "2021-02-26T21:50:42.659898Z",
-     "iopub.status.idle": "2021-02-26T21:50:42.662611Z",
-     "shell.execute_reply": "2021-02-26T21:50:42.662181Z"
+     "iopub.execute_input": "2021-03-22T21:04:56.977194Z",
+     "iopub.status.busy": "2021-03-22T21:04:56.975415Z",
+     "iopub.status.idle": "2021-03-22T21:04:56.979583Z",
+     "shell.execute_reply": "2021-03-22T21:04:56.980162Z"
     }
    },
    "outputs": [
@@ -137,7 +141,7 @@
      "output_type": "stream",
      "text": [
       "Process status:  ProcessSucceeded\n",
-      "Link to process output:  https://pavics.ouranos.ca/wpsoutputs/9128be38-85a5-11eb-9f1a-a44cc85b43bf/frost-days_SRES-A2-experiment_20460101-20650101.nc\n"
+      "Link to process output:  https://pavics.ouranos.ca/wpsoutputs/3f3621e4-8b52-11eb-825b-9c305b4af68f/frost-days_SRES-A2-experiment_20460101-20650101.nc\n"
      ]
     }
    ],
@@ -157,7 +161,14 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-03-22T21:04:56.987650Z",
+     "iopub.status.busy": "2021-03-22T21:04:56.987036Z",
+     "iopub.status.idle": "2021-03-22T21:04:57.023799Z",
+     "shell.execute_reply": "2021-03-22T21:04:57.024345Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -550,7 +561,7 @@
        "    xclim_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; 0c)\n",
-       "    description:    Annual number of days with minimum daily temperature belo...</pre><div class='xr-wrap' hidden><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-4c71974d-75a2-47a4-a93b-e76ccb0506c8' class='xr-array-in' type='checkbox' checked><label for='section-4c71974d-75a2-47a4-a93b-e76ccb0506c8' 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' hidden><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-07f86611-92f8-4751-958c-b5c9ecbf9771' class='xr-array-in' type='checkbox' checked><label for='section-07f86611-92f8-4751-958c-b5c9ecbf9771' 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",
@@ -574,7 +585,7 @@
        "        [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-3fee5cdf-755c-4abd-b145-45213b47d342' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3fee5cdf-755c-4abd-b145-45213b47d342' 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-dd84b75f-d37b-4bd2-aeaf-3555605e2190' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd84b75f-d37b-4bd2-aeaf-3555605e2190' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbe326d2-cc64-4506-987a-368f5dfa6ff5' class='xr-var-data-in' type='checkbox'><label for='data-fbe326d2-cc64-4506-987a-368f5dfa6ff5' 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-1c3459a6-58f3-43cb-882d-88c79624a3c3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1c3459a6-58f3-43cb-882d-88c79624a3c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e71e462-7d99-407c-9474-42ee288403ef' class='xr-var-data-in' type='checkbox'><label for='data-5e71e462-7d99-407c-9474-42ee288403ef' 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),\n",
+       "        [251., 250., ..., 156., 103.]]])</pre></div></div></li><li class='xr-section-item'><input id='section-1620e24a-bcf7-4375-9294-c7bce153c86b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1620e24a-bcf7-4375-9294-c7bce153c86b' 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-44a7a953-bb30-4537-b3b8-4f3edb41cbda' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-44a7a953-bb30-4537-b3b8-4f3edb41cbda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d8d57ca-53cb-47d7-aa08-408101eb4cdd' class='xr-var-data-in' type='checkbox'><label for='data-0d8d57ca-53cb-47d7-aa08-408101eb4cdd' 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-5e3223d8-bb75-42e1-b3a3-fc0d2c7dcffd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5e3223d8-bb75-42e1-b3a3-fc0d2c7dcffd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-198078e4-c2b7-46b2-9adf-980877b23fba' class='xr-var-data-in' type='checkbox'><label for='data-198078e4-c2b7-46b2-9adf-980877b23fba' 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),\n",
        "       cftime.Datetime360Day(2047, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2048, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2049, 1, 1, 0, 0, 0, 0),\n",
@@ -593,8 +604,8 @@
        "       cftime.Datetime360Day(2062, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2063, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2064, 1, 1, 0, 0, 0, 0),\n",
-       "       cftime.Datetime360Day(2065, 1, 1, 0, 0, 0, 0)], 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-084db37e-74b8-4d11-adfb-550993f73163' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-084db37e-74b8-4d11-adfb-550993f73163' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0eb0f18d-361a-431b-a9a2-a3d05485aa78' class='xr-var-data-in' type='checkbox'><label for='data-0eb0f18d-361a-431b-a9a2-a3d05485aa78' 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-3d597159-fd17-439c-8202-ebf710d3b283' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d597159-fd17-439c-8202-ebf710d3b283' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5414c29d-5fb5-42f4-aa45-441da329ccad' class='xr-var-data-in' type='checkbox'><label for='data-5414c29d-5fb5-42f4-aa45-441da329ccad' 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-e636bd98-4d02-4737-bb91-2500b58d616d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e636bd98-4d02-4737-bb91-2500b58d616d' 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: minimum within days time: sum over days</dd><dt><span>xclim_history :</span></dt><dd>tas=max(195,tas) applied to raw data; min of 194.73 detected;\n",
-       "[2021-03-15 11:46:13] frost_days: frost_days(tasmin=&lt;array&gt;, thresh=&#x27;0 degC&#x27;, freq=&#x27;YS&#x27;) - xclim version: 0.24.0.</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; 0c)</dd><dt><span>description :</span></dt><dd>Annual number of days with minimum daily temperature below 0℃.</dd></dl></div></li></ul></div></div>"
+       "       cftime.Datetime360Day(2065, 1, 1, 0, 0, 0, 0)], 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-b3b7dd24-ba2f-4229-917b-483e0ab64a47' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3b7dd24-ba2f-4229-917b-483e0ab64a47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49da281a-d9b5-4aab-be03-c80e4fce6508' class='xr-var-data-in' type='checkbox'><label for='data-49da281a-d9b5-4aab-be03-c80e4fce6508' 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-e23068c3-4ce0-4eed-a58d-140f3b7f1a3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e23068c3-4ce0-4eed-a58d-140f3b7f1a3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-804af7db-9fe7-4b9e-8a96-286e2f799282' class='xr-var-data-in' type='checkbox'><label for='data-804af7db-9fe7-4b9e-8a96-286e2f799282' 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-6e483a53-56d9-4d0b-9b70-be4102ffe970' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6e483a53-56d9-4d0b-9b70-be4102ffe970' 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: minimum within days time: sum over days</dd><dt><span>xclim_history :</span></dt><dd>tas=max(195,tas) applied to raw data; min of 194.73 detected;\n",
+       "[2021-03-22 17:04:54] frost_days: frost_days(tasmin=&lt;array&gt;, thresh=&#x27;0 degC&#x27;, freq=&#x27;YS&#x27;) - xclim version: 0.24.0.</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; 0c)</dd><dt><span>description :</span></dt><dd>Annual number of days with minimum daily temperature below 0℃.</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'frost_days' (time: 20, lat: 6, lon: 7)>\n",
@@ -637,7 +648,7 @@
        "    description:    Annual number of days with minimum daily temperature belo..."
       ]
      },
-     "execution_count": 5,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -663,21 +674,13 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-02-26T21:50:42.670087Z",
-     "iopub.status.busy": "2021-02-26T21:50:42.669654Z",
-     "iopub.status.idle": "2021-02-26T21:50:42.690853Z",
-     "shell.execute_reply": "2021-02-26T21:50:42.690392Z"
+     "iopub.execute_input": "2021-03-22T21:04:57.032870Z",
+     "iopub.status.busy": "2021-03-22T21:04:57.032262Z",
+     "iopub.status.idle": "2021-03-22T21:04:57.122368Z",
+     "shell.execute_reply": "2021-03-22T21:04:57.121568Z"
     }
    },
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Metalink content-type detected.\n",
-      "Downloading to /tmp/tmp3uybmxkv/frost-days_SRES-A2-experiment_20460101-20650101.nc.\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -1041,27 +1044,20 @@
        "  * lon         (lon) float64 281.2 285.0 288.8 292.5 296.2 300.0 303.8\n",
        "Data variables:\n",
        "    frost_days  (time, lat, lon) timedelta64[ns] 122 days 121 days ... 103 days\n",
-       "Attributes:\n",
+       "Attributes: (12/20)\n",
        "    comment:                  Spinup: restart files from end of experiment 20...\n",
        "    title:                    MIUB  model output prepared for IPCC Fourth Ass...\n",
        "    cmor_version:             0.96\n",
        "    institution:              Canadian Centre for Climate Services (CCCS)\n",
        "    source:                   ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with ...\n",
        "    contact:                  Canadian Centre for Climate Services\n",
-       "    references:               ECHAM4: E. Roeckner et al., 1996, The atmospher...\n",
-       "    experiment_id:            SRES A2 experiment\n",
-       "    realization:              1\n",
-       "    directory:                /ipcc/sresa2/atm/da/\n",
-       "    table_id:                 Table A2 (17 November 2004)\n",
-       "    calendar:                 360_day\n",
-       "    project_id:               IPCC Fourth Assessment\n",
-       "    Conventions:              CF-1.0\n",
+       "    ...                       ...\n",
        "    id:                       pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da\n",
        "    history:                  Mon Aug  1 11:43:58 2011: ncks -4 -L 7 -d lat,4...\n",
        "    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' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e9465c45-7021-4c3d-863b-b5d579ddc8fc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e9465c45-7021-4c3d-863b-b5d579ddc8fc' 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>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-79a2f508-cb32-4b7b-bb0c-f2648aba18e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-79a2f508-cb32-4b7b-bb0c-f2648aba18e3' 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-98000ce0-0fe1-4365-a2ca-dd2414adf147' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98000ce0-0fe1-4365-a2ca-dd2414adf147' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6a8d7db-dec7-4894-9270-d146a8afb714' class='xr-var-data-in' type='checkbox'><label for='data-e6a8d7db-dec7-4894-9270-d146a8afb714' 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-b3386bf9-6378-459a-ac42-6716691387dd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b3386bf9-6378-459a-ac42-6716691387dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eecf8c0d-5cdb-487e-ae00-814941282aae' class='xr-var-data-in' type='checkbox'><label for='data-eecf8c0d-5cdb-487e-ae00-814941282aae' 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),\n",
+       "    institute_id:             CCCS</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8f05c4cf-9086-453f-af57-b31111da7d15' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8f05c4cf-9086-453f-af57-b31111da7d15' 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>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4d835f91-3dbc-410f-992e-308fd8e07d26' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4d835f91-3dbc-410f-992e-308fd8e07d26' 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-fcdea2a4-4081-4895-8a10-0890acf3c57e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fcdea2a4-4081-4895-8a10-0890acf3c57e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00b0da7b-80ec-4403-8021-0a88cbea78ec' class='xr-var-data-in' type='checkbox'><label for='data-00b0da7b-80ec-4403-8021-0a88cbea78ec' 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-aa137b41-e2cd-4b27-8268-e41a42a6cc4d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aa137b41-e2cd-4b27-8268-e41a42a6cc4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5dffe864-9f61-4c23-8b6e-2833eb92c710' class='xr-var-data-in' type='checkbox'><label for='data-5dffe864-9f61-4c23-8b6e-2833eb92c710' 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),\n",
        "       cftime.Datetime360Day(2047, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2048, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2049, 1, 1, 0, 0, 0, 0),\n",
@@ -1080,8 +1076,8 @@
        "       cftime.Datetime360Day(2062, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2063, 1, 1, 0, 0, 0, 0),\n",
        "       cftime.Datetime360Day(2064, 1, 1, 0, 0, 0, 0),\n",
-       "       cftime.Datetime360Day(2065, 1, 1, 0, 0, 0, 0)], 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-5d165aca-3872-45e3-bb17-e0a3229b1f83' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5d165aca-3872-45e3-bb17-e0a3229b1f83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0eefc10e-b016-4d74-b272-c4d98214d8f5' class='xr-var-data-in' type='checkbox'><label for='data-0eefc10e-b016-4d74-b272-c4d98214d8f5' 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-f34ce5c7-8376-4ca4-a449-27920c3f2585' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f34ce5c7-8376-4ca4-a449-27920c3f2585' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02e2b201-bd67-474d-8f05-df29ff772267' class='xr-var-data-in' type='checkbox'><label for='data-02e2b201-bd67-474d-8f05-df29ff772267' 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-707e70bc-fe35-40e0-91a7-14ed378ff5de' class='xr-section-summary-in' type='checkbox'  checked><label for='section-707e70bc-fe35-40e0-91a7-14ed378ff5de' 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-cc8d0e50-e4fd-4145-b775-2510d4fc3e00' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cc8d0e50-e4fd-4145-b775-2510d4fc3e00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ecf05059-0cc0-4f8c-80bd-747441eea831' class='xr-var-data-in' type='checkbox'><label for='data-ecf05059-0cc0-4f8c-80bd-747441eea831' 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: minimum within days time: sum over days</dd><dt><span>xclim_history :</span></dt><dd>tas=max(195,tas) applied to raw data; min of 194.73 detected;\n",
-       "[2021-03-15 11:46:13] frost_days: frost_days(tasmin=&lt;array&gt;, thresh=&#x27;0 degC&#x27;, freq=&#x27;YS&#x27;) - xclim version: 0.24.0.</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; 0c)</dd><dt><span>description :</span></dt><dd>Annual number of days with minimum daily temperature below 0℃.</dd></dl></div><div class='xr-var-data'><pre>array([[[10540800000000000, 10454400000000000, ...,  1641600000000000,\n",
+       "       cftime.Datetime360Day(2065, 1, 1, 0, 0, 0, 0)], 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-e2648cf7-e49e-490a-a46f-b4c43bbc3031' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2648cf7-e49e-490a-a46f-b4c43bbc3031' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e79ad83-4fe7-4cbf-b3d5-f038b1bccc3f' class='xr-var-data-in' type='checkbox'><label for='data-2e79ad83-4fe7-4cbf-b3d5-f038b1bccc3f' 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-1944f43d-baaf-4ddd-a096-3e1db74b64f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1944f43d-baaf-4ddd-a096-3e1db74b64f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f970979-47c5-471a-a87c-44e7c144547e' class='xr-var-data-in' type='checkbox'><label for='data-9f970979-47c5-471a-a87c-44e7c144547e' 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-b44c6327-8406-4cbf-8dad-1a515a0e2ee8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b44c6327-8406-4cbf-8dad-1a515a0e2ee8' 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-194e6669-3c54-49c1-85c3-23c7ef4992b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-194e6669-3c54-49c1-85c3-23c7ef4992b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b545c503-ac61-4e74-a592-6205b5e6e6bb' class='xr-var-data-in' type='checkbox'><label for='data-b545c503-ac61-4e74-a592-6205b5e6e6bb' 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: minimum within days time: sum over days</dd><dt><span>xclim_history :</span></dt><dd>tas=max(195,tas) applied to raw data; min of 194.73 detected;\n",
+       "[2021-03-22 17:04:54] frost_days: frost_days(tasmin=&lt;array&gt;, thresh=&#x27;0 degC&#x27;, freq=&#x27;YS&#x27;) - xclim version: 0.24.0.</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; 0c)</dd><dt><span>description :</span></dt><dd>Annual number of days with minimum daily temperature below 0℃.</dd></dl></div><div class='xr-var-data'><pre>array([[[10540800000000000, 10454400000000000, ...,  1641600000000000,\n",
        "           777600000000000],\n",
        "        [13478400000000000, 14515200000000000, ...,  9763200000000000,\n",
        "          8035200000000000],\n",
@@ -1121,7 +1117,7 @@
        "        [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-6ca5b358-0162-4260-bc09-0f2177a58222' class='xr-section-summary-in' type='checkbox'  ><label for='section-6ca5b358-0162-4260-bc09-0f2177a58222' 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-7db10835-37b8-4306-b51d-605897dc81df' class='xr-section-summary-in' type='checkbox'  ><label for='section-7db10835-37b8-4306-b51d-605897dc81df' 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>"
       ],
       "text/plain": [
@@ -1134,21 +1130,14 @@
        "  * lon         (lon) float64 281.2 285.0 288.8 292.5 296.2 300.0 303.8\n",
        "Data variables:\n",
        "    frost_days  (time, lat, lon) timedelta64[ns] ...\n",
-       "Attributes:\n",
+       "Attributes: (12/20)\n",
        "    comment:                  Spinup: restart files from end of experiment 20...\n",
        "    title:                    MIUB  model output prepared for IPCC Fourth Ass...\n",
        "    cmor_version:             0.96\n",
        "    institution:              Canadian Centre for Climate Services (CCCS)\n",
        "    source:                   ECHO-G(1999): atmosphere: ECHAM4 (T30L19) with ...\n",
        "    contact:                  Canadian Centre for Climate Services\n",
-       "    references:               ECHAM4: E. Roeckner et al., 1996, The atmospher...\n",
-       "    experiment_id:            SRES A2 experiment\n",
-       "    realization:              1\n",
-       "    directory:                /ipcc/sresa2/atm/da/\n",
-       "    table_id:                 Table A2 (17 November 2004)\n",
-       "    calendar:                 360_day\n",
-       "    project_id:               IPCC Fourth Assessment\n",
-       "    Conventions:              CF-1.0\n",
+       "    ...                       ...\n",
        "    id:                       pcmdi.ipcc4.miub_echo_g.sresa2.run1.atm.da\n",
        "    history:                  Mon Aug  1 11:43:58 2011: ncks -4 -L 7 -d lat,4...\n",
        "    NCO:                      4.0.9\n",
@@ -1157,7 +1146,7 @@
        "    institute_id:             CCCS"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1185,7 +1174,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.2"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,
diff --git a/finch/processes/utils.py b/finch/processes/utils.py
index 6ab82f08..a6b15030 100644
--- a/finch/processes/utils.py
+++ b/finch/processes/utils.py
@@ -45,7 +45,7 @@
 RequestInputs = Dict[str, Deque[PywpsInput]]
 
 # These are parameters that set options. They are not `compute` arguments.
-INDICATOR_OPTIONS = ['check_missing', 'missing_options']
+INDICATOR_OPTIONS = ['check_missing', 'missing_options', "cf_compliance", "data_validation"]
 
 
 def log_file_path(process: Process) -> Path:
diff --git a/finch/processes/wps_bccaqv2_heatwave.py b/finch/processes/wps_bccaqv2_heatwave.py
index b38a52e8..e10dd2a4 100644
--- a/finch/processes/wps_bccaqv2_heatwave.py
+++ b/finch/processes/wps_bccaqv2_heatwave.py
@@ -44,8 +44,13 @@ def __init__(self):
         inputs = [
             i
             for i in self.indices_process.inputs
-            if i.identifier not in ["tasmin", "tasmax"]
+            if i.identifier not in ["tasmin", "tasmax", "data_validation"]
         ]
+
+        # For BCCAQv2, relaxe data validation strictness.
+        data_valid = wpsio.data_validation.clone()
+        data_valid.data = 'warn'
+
         inputs += [
             wpsio.lon,
             wpsio.lat,
@@ -63,6 +68,7 @@ def __init__(self):
                 data_type="integer",
                 min_occurs=0,
             ),
+            data_valid,
             wpsio.output_format_netcdf_csv,
         ]
 
diff --git a/finch/processes/wps_xclim_indices.py b/finch/processes/wps_xclim_indices.py
index 0c0bfef6..983f5513 100644
--- a/finch/processes/wps_xclim_indices.py
+++ b/finch/processes/wps_xclim_indices.py
@@ -56,7 +56,13 @@ def __init__(self):
             wpsio.output_metalink,
         ]
 
-        common = [wpsio.check_missing, wpsio.missing_options, wpsio.variable_any]
+        common = [
+            wpsio.check_missing,
+            wpsio.missing_options,
+            wpsio.cf_compliance,
+            wpsio.data_validation,
+            wpsio.variable_any
+        ]
 
         super().__init__(
             self._handler,
diff --git a/finch/processes/wpsio.py b/finch/processes/wpsio.py
index 020fca29..ad87f245 100644
--- a/finch/processes/wpsio.py
+++ b/finch/processes/wpsio.py
@@ -6,7 +6,15 @@
 
 from pywps import FORMATS, ComplexInput, ComplexOutput, LiteralInput
 from pywps.inout.literaltypes import AnyValue
-from xclim.core.options import CHECK_MISSING, MISSING_METHODS, MISSING_OPTIONS, OPTIONS
+from xclim.core.options import (
+    CHECK_MISSING,
+    CF_COMPLIANCE,
+    DATA_VALIDATION,
+    _LOUDNESS_OPTIONS,
+    MISSING_METHODS,
+    MISSING_OPTIONS,
+    OPTIONS
+)
 
 from .constants import ALL_24_MODELS, ALLOWED_MODEL_NAMES
 from .utils import PywpsInput, PywpsOutput
@@ -186,6 +194,27 @@ def copy_io(
     abstract="JSON representation of dictionary of missing method parameters.",
     default=json.dumps(OPTIONS[MISSING_OPTIONS][OPTIONS[CHECK_MISSING]]),
     supported_formats=[FORMATS.JSON],
+    min_occurs=0,
+)
+
+
+cf_compliance = LiteralInput(
+    "cf_compliance",
+    "Strictness level for CF-compliance input checks.",
+    abstract="Whether to log, warn or raise when inputs have non-CF-compliant attributes.",
+    data_type="string",
+    default=OPTIONS[CF_COMPLIANCE],
+    allowed_values=['log', 'warn', 'raise'],
+)
+
+
+data_validation = LiteralInput(
+    "data_validation",
+    "Strictness level for data validation input checks.",
+    abstract="Whether to log, warn or raise when inputs fail data validation checks.",
+    data_type="string",
+    default=OPTIONS[DATA_VALIDATION],
+    allowed_values=['log', 'warn', 'raise'],
 )
 
 


Test patch:
diff --git a/tests/test_wps_xclim_indices.py b/tests/test_wps_xclim_indices.py
index 1696c53c..bfdc6b5c 100644
--- a/tests/test_wps_xclim_indices.py
+++ b/tests/test_wps_xclim_indices.py
@@ -36,6 +36,8 @@ def test_indicators_processes_discovery(indicator):
     parameters = set([k for k in sig.parameters.keys() if k != "phase"])
     parameters.add("check_missing")
     parameters.add("missing_options")
+    parameters.add("cf_compliance")
+    parameters.add("data_validation")
     parameters.add("variable")
     if "indexer" in parameters:
         parameters.remove("indexer")