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Update notebooks to match new Jupyter env #170

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merged 4 commits into from
Apr 29, 2020

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@tlvu tlvu commented Apr 28, 2020

To match new Jupyter env in PR Ouranosinc/PAVICS-e2e-workflow-tests#43.

New owslib 0.19.2 (we had 0.19.1 before) dropped the remaining of python 2 support so responses are now bytes instead of string. See PR geopython/OWSLib#659 or commit geopython/OWSLib@79f9430. I wouldn't expect a patch version release to drop python 2 support !

New xarray 0.15.1 default to html style output that allows collapsing/expanding data, see PR pydata/xarray#3812 or commit pydata/xarray@b155853.

2020-04-28-134427_536x549_scrot

Unfortunately had to force the old text style since the html style has randomness that breaks automated testing of the notebooks using nbval pytest plugin.

Finally a passing Jenkins run: http://jenkins.ouranos.ca/job/PAVICS-e2e-workflow-tests/job/new-docker-release-for-xclim/5/console

Fix the following Jenkins failure:

```
12:25:22  _____ pavics-sdi-master/docs/source/notebooks/pavics_thredds.ipynb::Cell 0 _____
12:25:22  Notebook cell execution failed
12:25:22  Cell 0: Cell outputs differ
12:25:22
12:25:22  Input:
12:25:22  import xarray as xr
12:25:22
12:25:22  url = "https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/testdata/ta_Amon_MRI-CGCM3_decadal1980_r1i1p1_199101-200012.nc"
12:25:22  ds = xr.open_dataset(url)
12:25:22  ds
12:25:22
12:25:22  Traceback:
12:25:22   mismatch 'text/html'
12:25:22
12:25:22   assert reference_output == test_output failed:
12:25:22
12:25:22    '<pre>&lt;xar...:  time</pre>' == '<div><svg st...></div></div>'
12:25:22    + <pre>&lt;xarray.Dataset&gt;
12:25:22    + Dimensions:    (bnds: 2, lat: 160, lon: 320, plev: 23, time: 120)
12:25:22    + Coordinates:
12:25:22    +   * time       (time) datetime64[ns] 1991-01-16T12:00:00 ... 2000-12-16T12:00:00
12:25:22    +   * plev       (plev) float64 1e+05 9.25e+04 8.5e+04 7e+04 ... 200.0 100.0 40.0
12:25:22    +   * lat        (lat) float64 -89.14 -88.03 -86.91 -85.79 ... 86.91 88.03 89.14
12:25:22    +   * lon        (lon) float64 0.0 1.125 2.25 3.375 ... 355.5 356.6 357.8 358.9
12:25:22    + Dimensions without coordinates: bnds
12:25:22    + Data variables:
12:25:22    +     time_bnds  (time, bnds) datetime64[ns] ...
12:25:22    +     lat_bnds   (lat, bnds) float64 ...
12:25:22    +     lon_bnds   (lon, bnds) float64 ...
12:25:22    +     ta         (time, plev, lat, lon) float32 ...
12:25:22    + Attributes:
12:25:22    +     institution:                     MRI (Meteorological Research Institute, ...
12:25:22    +     institute_id:                    MRI
12:25:22    +     experiment_id:                   decadal1980
12:25:22    +     source:                          MRI-CGCM3 2011 atmosphere: GSMUV (gsmuv-...
12:25:22    +     model_id:                        MRI-CGCM3
12:25:22    +     forcing:                         GHG, SA, Oz, LU, Sl, Vl, BC, OC (GHG inc...
12:25:22    +     parent_experiment_id:            N/A
12:25:22    +     parent_experiment_rip:           N/A
12:25:22    +     branch_time:                     0.0
12:25:22    +     contact:                         Seiji Yukimoto (yukimoto@mri-jma.go.jp)
12:25:22    +     history:                         Output from /sharex3/cmip5/decadal1980/r...
12:25:22    +     references:                      Model described by Yukimoto et al. (Tech...
12:25:22    +     initialization_method:           1
12:25:22    +     physics_version:                 1
12:25:22    +     tracking_id:                     ce91e727-5f22-44fc-b24d-5bb53393ac69
12:25:22    +     product:                         output
12:25:22    +     experiment:                      10- or 30-year run initialized in year 1980
12:25:22    +     frequency:                       mon
12:25:22    +     creation_date:                   DATE_TIME_TZ
12:25:22    +     Conventions:                     CF-1.4
12:25:22    +     project_id:                      CMIP5
12:25:22    +     table_id:                        Table Amon (26 July 2011) 976b7fd1d9e1be...
12:25:22    +     title:                           MRI-CGCM3 model output prepared for CMIP...
12:25:22    +     parent_experiment:               N/A
12:25:22    +     modeling_realm:                  atmos
12:25:22    +     realization:                     1
12:25:22    +     cmor_version:                    2.7.1
12:25:22    +     DODS_EXTRA.Unlimited_Dimension:  time</pre>
12:25:22    - <div><svg style="position: absolute; width: 0; height: 0; overflow: hidden">
12:25:22    - <defs>
12:25:22    - <symbol id="icon-database" viewBox="0 0 32 32">
12:25:22    - <title>Show/Hide data repr</title>
12:25:22    - <path d="M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z"></path>
12:25:22    - <path d="M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
12:25:22    - <path d="M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
12:25:22    - </symbol>
12:25:22    - <symbol id="icon-file-text2" viewBox="0 0 32 32">
12:25:22    - <title>Show/Hide attributes</title>
12:25:22    - <path d="M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z"></path>
12:25:22    - <path d="M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448100% Done |  1.0s-0.448 1-1 1z"></path>
12:25:22    - <path d="M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448100% Done |  1.0s-0.448 1-1 1z"></path>
12:25:22    - <path d="M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448100% Done |  1.0s-0.448 1-1 1z"></path>
12:25:22    - </symbol>
12:25:22    - </defs>
12:25:22    - </svg>
12:25:22    - <style>/* CSS stylesheet for displaying xarray objects in jupyterlab.
12:25:22    -  *
12:25:22    -  */
12:25:22    -
12:25:22    - :root {
12:25:22    -   --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));
12:25:22    -   --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));
12:25:22    -   --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));
12:25:22    -   --xr-border-color: var(--jp-border-color2, #e0e0e0);
12:25:22    -   --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);
12:25:22    -   --xr-background-color: var(--jp-layout-color0, white);
12:25:22    -   --xr-background-color-row-even: var(--jp-layout-color1, white);
12:25:22    -   --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-wrap {
12:25:22    -   min-width: 300px;
12:25:22    -   max-width: 700px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-header {
12:25:22    -   padding-top: 6px;
12:25:22    -   padding-bottom: 6px;
12:25:22    -   margin-bottom: 4px;
12:25:22    -   border-bottom: solid 1px var(--xr-border-color);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-header > div,
12:25:22    - .xr-header > ul {
12:25:22    -   display: inline;
12:25:22    -   margin-top: 0;
12:25:22    -   margin-bottom: 0;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-obj-type,
12:25:22    - .xr-array-name {
12:25:22    -   margin-left: 2px;
12:25:22    -   margin-right: 10px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-obj-type {
12:25:22    -   color: var(--xr-font-color2);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-sections {
12:25:22    -   padding-left: 0 !important;
12:25:22    -   display: grid;
12:25:22    -   grid-template-columns: 150px auto auto 1fr 20px 20px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item {
12:25:22    -   display: contents;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item input {
12:25:22    -   display: none;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item input + label {
12:25:22    -   color: var(--xr-disabled-color);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item input:enabled + label {
12:25:22    -   cursor: pointer;
12:25:22    -   color: var(--xr-font-color2);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item input:enabled + label:hover {
12:25:22    -   color: var(--xr-font-color0);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary {
12:25:22    -   grid-column: 1;
12:25:22    -   color: var(--xr-font-color2);
12:25:22    -   font-weight: 500;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary > span {
12:25:22    -   display: inline-block;
12:25:22    -   padding-left: 0.5em;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary-in:disabled + label {
12:25:22    -   color: var(--xr-font-color2);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary-in + label:before {
12:25:22    -   display: inline-block;
12:25:22    -   content: '���';
12:25:22    -   font-size: 11px;
12:25:22    -   width: 15px;
12:25:22    -   text-align: center;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary-in:disabled + label:before {
12:25:22    -   color: var(--xr-disabled-color);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary-in:checked + label:before {
12:25:22    -   content: '���';
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary-in:checked + label > span {
12:25:22    -   display: none;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary,
12:25:22    - .xr-section-inline-details {
12:25:22    -   padding-top: 4px;
12:25:22    -   padding-bottom: 4px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-inline-details {
12:25:22    -   grid-column: 2 / -1;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-details {
12:25:22    -   display: none;
12:25:22    -   grid-column: 1 / -1;
12:25:22    -   margin-bottom: 5px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary-in:checked ~ .xr-section-details {
12:25:22    -   display: contents;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-array-wrap {
12:25:22    -   grid-column: 1 / -1;
12:25:22    -   display: grid;
12:25:22    -   grid-template-columns: 20px auto;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-array-wrap > label {
12:25:22    -   grid-column: 1;
12:25:22    -   vertical-align: top;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-preview {
12:25:22    -   color: var(--xr-font-color3);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-array-preview,
12:25:22    - .xr-array-data {
12:25:22    -   padding: 0 5px !important;
12:25:22    -   grid-column: 2;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-array-data,
12:25:22    - .xr-array-in:checked ~ .xr-array-preview {
12:25:22    -   display: none;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-array-in:checked ~ .xr-array-data,
12:25:22    - .xr-array-preview {
12:25:22    -   display: inline-block;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-dim-list {
12:25:22    -   display: inline-block !important;
12:25:22    -   list-style: none;
12:25:22    -   padding: 0 !important;
12:25:22    -   margin: 0;
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12:25:22    -
12:25:22    - .xr-dim-list li {
12:25:22    -   display: inline-block;
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12:25:22    -   margin: 0;
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12:25:22    - .xr-dim-list:before {
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12:25:22    - .xr-dim-list:after {
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12:25:22    -
12:25:22    - .xr-dim-list li:not(:last-child):after {
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12:25:22    -   padding-right: 5px;
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12:25:22    -
12:25:22    - .xr-var-list,
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12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-item > div,
12:25:22    - .xr-var-item label,
12:25:22    - .xr-var-item > .xr-var-name span {
12:25:22    -   background-color: var(--xr-background-color-row-even);
12:25:22    -   margin-bottom: 0;
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12:25:22    -
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12:25:22    - .xr-var-list > li:nth-child(odd) > div,
12:25:22    - .xr-var-list > li:nth-child(odd) > label,
12:25:22    - .xr-var-list > li:nth-child(odd) > .xr-var-name span {
12:25:22    -   background-color: var(--xr-background-color-row-odd);
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12:25:22    -
12:25:22    - .xr-var-name,
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12:25:22    - .xr-preview,
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12:25:22    -   overflow: hidden;
12:25:22    -   text-overflow: ellipsis;
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12:25:22    - .xr-var-dtype:hover,
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12:25:22    -
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12:25:22    - .xr-var-data,
12:25:22    - .xr-attrs {
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12:25:22    - .xr-attrs,
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12:25:22    -   margin: 0;
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12:25:22    -
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12:25:22    -   float: left;
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12:25:22    -
12:25:22    - .xr-attrs dt {
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12:25:22    -   width: 1em;
12:25:22    -   height: 1.5em !important;
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12:25:22    -   fill: currentColor;
12:25:22    - }
12:25:22    - </style><div class='xr-wrap'><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-75e021bf-7c56-412d-9696-18b46becebc0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-75e021bf-7c56-412d-9696-18b46becebc0' 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>: 160</li><li><span class='xr-has-index'>lon</span>: 320</li><li><span class='xr-has-index'>plev</span>: 23</li><li><span class='xr-has-index'>time</span>: 120</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-228bf6c7-d804-48ce-9126-e282f4f8c95e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-228bf6c7-d804-48ce-9126-e282f4f8c95e' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-16T12:00:00 ... 2000-12-16T12:00:00</div><input id='attrs-b9fb4340-49d9-4f99-9ef1-836b08641b08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9fb4340-49d9-4f99-9ef1-836b08641b08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dfa959d-5ea8-43e1-a7d9-ef05dba96bf3' class='xr-var-data-in' type='checkbox'><label for='data-3dfa959d-5ea8-43e1-a7d9-ef05dba96bf3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><pre class='xr-var-data'>array([&#x27;1991-01-16T12:00:00.000000000&#x27;, &#x27;1991-02-15T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1991-03-16T12:00:00.000000000&#x27;, &#x27;1991-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1991-05-16T12:00:00.000000000&#x27;, &#x27;1991-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1991-07-16T12:00:00.000000000&#x27;, &#x27;1991-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1991-09-16T00:00:00.000000000&#x27;, &#x27;1991-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1991-11-16T00:00:00.000000000&#x27;, &#x27;1991-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1992-01-16T12:00:00.000000000&#x27;, &#x27;1992-02-15T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1992-03-16T12:00:00.000000000&#x27;, &#x27;1992-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1992-05-16T12:00:00.000000000&#x27;, &#x27;1992-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1992-07-16T12:00:00.000000000&#x27;, &#x27;1992-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1992-09-16T00:00:00.000000000&#x27;, &#x27;1992-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1992-11-16T00:00:00.000000000&#x27;, &#x27;1992-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1993-01-16T12:00:00.000000000&#x27;, &#x27;1993-02-15T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1993-03-16T12:00:00.000000000&#x27;, &#x27;1993-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1993-05-16T12:00:00.000000000&#x27;, &#x27;1993-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1993-07-16T12:00:00.000000000&#x27;, &#x27;1993-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1993-09-16T00:00:00.000000000&#x27;, &#x27;1993-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1993-11-16T00:00:00.000000000&#x27;, &#x27;1993-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1994-01-16T12:00:00.000000000&#x27;, &#x27;1994-02-15T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1994-03-16T12:00:00.000000000&#x27;, &#x27;1994-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1994-05-16T12:00:00.000000000&#x27;, &#x27;1994-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1994-07-16T12:00:00.000000000&#x27;, &#x27;1994-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1994-09-16T00:00:00.000000000&#x27;, &#x27;1994-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1994-11-16T00:00:00.000000000&#x27;, &#x27;1994-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1995-01-16T12:00:00.000000000&#x27;, &#x27;1995-02-15T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1995-03-16T12:00:00.000000000&#x27;, &#x27;1995-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1995-05-16T12:00:00.000000000&#x27;, &#x27;1995-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1995-07-16T12:00:00.000000000&#x27;, &#x27;1995-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1995-09-16T00:00:00.000000000&#x27;, &#x27;1995-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1995-11-16T00:00:00.000000000&#x27;, &#x27;1995-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1996-01-16T12:00:00.000000000&#x27;, &#x27;1996-02-15T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1996-03-16T12:00:00.000000000&#x27;, &#x27;1996-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1996-05-16T12:00:00.000000000&#x27;, &#x27;1996-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1996-07-16T12:00:00.000000000&#x27;, &#x27;1996-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1996-09-16T00:00:00.000000000&#x27;, &#x27;1996-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1996-11-16T00:00:00.000000000&#x27;, &#x27;1996-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1997-01-16T12:00:00.000000000&#x27;, &#x27;1997-02-15T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1997-03-16T12:00:00.000000000&#x27;, &#x27;1997-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1997-05-16T12:00:00.000000000&#x27;, &#x27;1997-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1997-07-16T12:00:00.000000000&#x27;, &#x27;1997-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1997-09-16T00:00:00.000000000&#x27;, &#x27;1997-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1997-11-16T00:00:00.000000000&#x27;, &#x27;1997-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1998-01-16T12:00:00.000000000&#x27;, &#x27;1998-02-15T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1998-03-16T12:00:00.000000000&#x27;, &#x27;1998-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1998-05-16T12:00:00.000000000&#x27;, &#x27;1998-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1998-07-16T12:00:00.000000000&#x27;, &#x27;1998-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1998-09-16T00:00:00.000000000&#x27;, &#x27;1998-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1998-11-16T00:00:00.000000000&#x27;, &#x27;1998-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1999-01-16T12:00:00.000000000&#x27;, &#x27;1999-02-15T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1999-03-16T12:00:00.000000000&#x27;, &#x27;1999-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1999-05-16T12:00:00.000000000&#x27;, &#x27;1999-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;1999-07-16T12:00:00.000000000&#x27;, &#x27;1999-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1999-09-16T00:00:00.000000000&#x27;, &#x27;1999-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;1999-11-16T00:00:00.000000000&#x27;, &#x27;1999-12-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;2000-01-16T12:00:00.000000000&#x27;, &#x27;2000-02-15T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;2000-03-16T12:00:00.000000000&#x27;, &#x27;2000-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;2000-05-16T12:00:00.000000000&#x27;, &#x27;2000-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;2000-07-16T12:00:00.000000000&#x27;, &#x27;2000-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;2000-09-16T00:00:00.000000000&#x27;, &#x27;2000-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;2000-11-16T00:00:00.000000000&#x27;, &#x27;2000-12-16T12:00:00.000000000&#x27;],
12:25:22    -       dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 9.25e+04 ... 100.0 40.0</div><input id='attrs-ecc1792f-d07e-479b-95e3-7b01f3e9effb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ecc1792f-d07e-479b-95e3-7b01f3e9effb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b855863-d924-461b-948b-ad22d0db94bd' class='xr-var-data-in' type='checkbox'><label for='data-0b855863-d924-461b-948b-ad22d0db94bd' 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>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd></dl></div><pre class='xr-var-data'>array([1.00e+05, 9.25e+04, 8.50e+04, 7.00e+04, 6.00e+04, 5.00e+04, 4.00e+04,
12:25:22    -        3.00e+04, 2.50e+04, 2.00e+04, 1.50e+04, 1.00e+04, 7.00e+03, 5.00e+03,
12:25:22    -        3.00e+03, 2.00e+03, 1.00e+03, 7.00e+02, 5.00e+02, 3.00e+02, 2.00e+02,
12:25:22    -        1.00e+02, 4.00e+01])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.14 -88.03 ... 88.03 89.14</div><input id='attrs-40606db1-0056-4cb8-87b7-513b82c82d46' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-40606db1-0056-4cb8-87b7-513b82c82d46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cafe7b9-fdbc-4f11-84ee-8970dc30b394' class='xr-var-data-in' type='checkbox'><label for='data-8cafe7b9-fdbc-4f11-84ee-8970dc30b394' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><pre class='xr-var-data'>array([-89.14152, -88.02943, -86.91077, -85.79063, -84.66992, -83.54895,
12:25:22    -        -82.42782, -81.30659, -80.18531, -79.06398, -77.94262, -76.82124,
12:25:22    -        -75.69984, -74.57843, -73.45701, -72.33558, -71.21414, -70.09269,
12:25:22    -        -68.97124, -67.84978, -66.72833, -65.60686, -64.4854 , -63.36393,
12:25:22    -        -62.24246, -61.12099, -59.99952, -58.87804, -57.75657, -56.63509,
12:25:22    -        -55.51361, -54.39214, -53.27066, -52.14917, -51.02769, -49.90621,
12:25:22    -        -48.78473, -47.66325, -46.54176, -45.42028, -44.29879, -43.17731,
12:25:22    -        -42.05582, -40.93434, -39.81285, -38.69137, -37.56988, -36.44839,
12:25:22    -        -35.32691, -34.20542, -33.08393, -31.96244, -30.84096, -29.71947,
12:25:22    -        -28.59798, -27.47649, -26.355  , -25.23351, -24.11203, -22.99054,
12:25:22    -        -21.86905, -20.74756, -19.62607, -18.50458, -17.38309, -16.2616 ,
12:25:22    -        -15.14011, -14.01862, -12.89713, -11.77564, -10.65415,  -9.53266,
12:25:22    -         -8.41117,  -7.28968,  -6.16819,  -5.0467 ,  -3.92521,  -2.80372,
12:25:22    -         -1.68223,  -0.56074,   0.56074,   1.68223,   2.80372,   3.92521,
12:25:22    -          5.0467 ,   6.16819,   7.28968,   8.41117,   9.53266,  10.65415,
12:25:22    -         11.77564,  12.89713,  14.01862,  15.14011,  16.2616 ,  17.38309,
12:25:22    -         18.50458,  19.62607,  20.74756,  21.86905,  22.99054,  24.11203,
12:25:22    -         25.23351,  26.355  ,  27.47649,  28.59798,  29.71947,  30.84096,
12:25:22    -         31.96244,  33.08393,  34.20542,  35.32691,  36.44839,  37.56988,
12:25:22    -         38.69137,  39.81285,  40.93434,  42.05582,  43.17731,  44.29879,
12:25:22    -         45.42028,  46.54176,  47.66325,  48.78473,  49.90621,  51.02769,
12:25:22    -         52.14917,  53.27066,  54.39214,  55.51361,  56.63509,  57.75657,
12:25:22    -         58.87804,  59.99952,  61.12099,  62.24246,  63.36393,  64.4854 ,
12:25:22    -         65.60686,  66.72833,  67.84978,  68.97124,  70.09269,  71.21414,
12:25:22    -         72.33558,  73.45701,  74.57843,  75.69984,  76.82124,  77.94262,
12:25:22    -         79.06398,  80.18531,  81.30659,  82.42782,  83.54895,  84.66992,
12:25:22    -         85.79063,  86.91077,  88.02943,  89.14152])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.125 2.25 ... 357.8 358.9</div><input id='attrs-c0e76d80-df99-42a0-a8fa-d5dcec872a9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c0e76d80-df99-42a0-a8fa-d5dcec872a9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f18315b9-0e67-43e0-9961-79e7df7c92b0' class='xr-var-data-in' type='checkbox'><label for='data-f18315b9-0e67-43e0-9961-79e7df7c92b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><pre class='xr-var-data'>array([  0.   ,   1.125,   2.25 , ..., 356.625, 357.75 , 358.875])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-b5c328d4-0a6a-4f6d-964e-81554bd9bb1e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b5c328d4-0a6a-4f6d-964e-81554bd9bb1e' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-715a665e-3806-46af-bf2c-0e02ecace8eb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-715a665e-3806-46af-bf2c-0e02ecace8eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2725cdf-f1b5-4846-8629-c0c6c3850830' class='xr-var-data-in' type='checkbox'><label for='data-c2725cdf-f1b5-4846-8629-c0c6c3850830' 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><pre class='xr-var-data'>array([[&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-02-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;1991-02-01T00:00:00.000000000&#x27;, &#x27;1991-03-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;1991-03-01T00:00:00.000000000&#x27;, &#x27;1991-04-01T00:00:00.000000000&#x27;],
12:25:22    -        ...,
12:25:22    -        [&#x27;2000-10-01T00:00:00.000000000&#x27;, &#x27;2000-11-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2000-11-01T00:00:00.000000000&#x27;, &#x27;2000-12-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2000-12-01T00:00:00.000000000&#x27;, &#x27;2001-01-01T00:00:00.000000000&#x27;]],
12:25:22    -       dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-15001203-4b9c-471f-a811-2493317c247b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-15001203-4b9c-471f-a811-2493317c247b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d6ea61d-4b7e-4552-a7d5-0fd77e09dbc9' class='xr-var-data-in' type='checkbox'><label for='data-5d6ea61d-4b7e-4552-a7d5-0fd77e09dbc9' 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><pre class='xr-var-data'>array([[-90.      , -88.585475],
12:25:22    -        [-88.585475, -87.4701  ],
12:25:22    -        [-87.4701  , -86.3507  ],
12:25:22    -        ...,
12:25:22    -        [ 86.3507  ,  87.4701  ],
12:25:22    -        [ 87.4701  ,  88.585475],
12:25:22    -        [ 88.585475,  90.      ]])</pre></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-b73ca260-02ef-4714-9fe4-9ee8609c3dc7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b73ca260-02ef-4714-9fe4-9ee8609c3dc7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf0df73a-17a0-45fd-a995-b8c4588db571' class='xr-var-data-in' type='checkbox'><label for='data-cf0df73a-17a0-45fd-a995-b8c4588db571' 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><pre class='xr-var-data'>array([[ -0.5625,   0.5625],
12:25:22    -        [  0.5625,   1.6875],
12:25:22    -        [  1.6875,   2.8125],
12:25:22    -        ...,
12:25:22    -        [356.0625, 357.1875],
12:25:22    -        [357.1875, 358.3125],
12:25:22    -        [358.3125, 359.4375]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>ta</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b70c6e4a-1d18-4715-8a86-c3a659205751' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b70c6e4a-1d18-4715-8a86-c3a659205751' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8957a178-b965-4bb1-88de-4527cb40c604' class='xr-var-data-in' type='checkbox'><label for='data-8957a178-b965-4bb1-88de-4527cb40c604' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>original_name :</span></dt><dd>T</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>DATE_TIME_TZ altered by CMOR: replaced missing value flag (-9.99e+33) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MRI-CGCM3_decadal1980_r0i0p0.nc areacella: areacella_fx_MRI-CGCM3_decadal1980_r0i0p0.nc</dd></dl></div><pre class='xr-var-data'>[141312000 values with dtype=float32]</pre></li></ul></div></li><li class='xr-section-item'><input id='section-a1088969-65a6-4b13-af5f-4a6f3e8c3149' class='xr-section-summary-in' type='checkbox'  ><label for='section-a1088969-65a6-4b13-af5f-4a6f3e8c3149' class='xr-section-summary' >Attributes: <span>(28)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>MRI (Meteorological Research Institute, Tsukuba, Japan)</dd><dt><span>institute_id :</span></dt><dd>MRI</dd><dt><span>experiment_id :</span></dt><dd>decadal1980</dd><dt><span>source :</span></dt><dd>MRI-CGCM3 2011 atmosphere: GSMUV (gsmuv-110112, TL159L48); ocean: MRI.COM3 (MRICOM-3_0-20101116, 1x0.5L51); sea ice: MRI.COM3; land: HAL (HAL_cmip5_v0.31_04); aerosol: MASINGAR-mk2 (masingar_mk2-20110111_0203, TL95L48)</dd><dt><span>model_id :</span></dt><dd>MRI-CGCM3</dd><dt><span>forcing :</span></dt><dd>GHG, SA, Oz, LU, Sl, Vl, BC, OC (GHG includes CO2, CH4, N2O, CFC-11, CFC-12, and HCFC-22)</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>Seiji Yukimoto (yukimoto@mri-jma.go.jp)</dd><dt><span>history :</span></dt><dd>Output from /sharex3/cmip5/decadal1980/run-C3_decadal1980_01a/grads/atm_avr_mon.ctl DATE_TIME_TZ CMOR rewrote data to comply with CF standards and CMIP5 requirements.</dd><dt><span>references :</span></dt><dd>Model described by Yukimoto et al. (Technical Report of the Meteorological Research Institute, 2011, 64, 83pp.)</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>tracking_id :</span></dt><dd>ce91e727-5f22-44fc-b24d-5bb53393ac69</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>10- or 30-year run initialized in year 1980</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>creation_date :</span></dt><dd>DATE_TIME_TZ</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>project_id :</span></dt><dd>CMIP5</dd><dt><span>table_id :</span></dt><dd>Table Amon (26 July 2011) 976b7fd1d9e1be31dddd28f5dc79b7a1</dd><dt><span>title :</span></dt><dd>MRI-CGCM3 model output prepared for CMIP5 10- or 30-year run initialized in year 1980</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.7.1</dd><dt><span>DODS_EXTRA.Unlimited_Dimension :</span></dt><dd>time</dd></dl></div></li></ul></div></div>
12:25:22
```
Fix the following Jenkins failure:

```
12:25:22  _______ pavics-sdi-master/docs/source/notebooks/subsetting.ipynb::Cell 4 _______
12:25:22  Notebook cell execution failed
12:25:22  Cell 4: Cell outputs differ
12:25:22
12:25:22  Input:
12:25:22  tar_url, nc_out_url = resp.get()
12:25:22  print("URL: ", nc_out_url)
12:25:22  tar_out, nc_out = resp.get(asobj=True)
12:25:22  nc_out
12:25:22
12:25:22  Traceback:
12:25:22   mismatch 'text/html'
12:25:22
12:25:22   assert reference_output == test_output failed:
12:25:22
12:25:22    '<pre>&lt;xar...  2.6.0</pre>' == '<div><svg st...></div></div>'
12:25:22    + <pre>&lt;xarray.Dataset&gt;
12:25:22    + Dimensions:             (bnds: 2, lat: 38, lon: 37, time: 12)
12:25:22    + Coordinates:
12:25:22    +   * time                (time) datetime64[ns] 2006-01-16T12:00:00 ... 2006-12-16T12:00:00
12:25:22    +   * lat                 (lat) float64 -32.64 -30.78 -28.91 ... 32.64 34.51 36.37
12:25:22    +   * lon                 (lon) float64 -16.88 -15.0 -13.12 ... 46.88 48.75 50.62
12:25:22    + Dimensions without coordinates: bnds
12:25:22    + Data variables:
12:25:22    +     time_bnds           (time, bnds) datetime64[ns] ...
12:25:22    +     latitude_longitude  |S1 ...
12:25:22    +     tasmax              (time, lat, lon) float32 ...
12:25:22    +     ocgis_spatial_mask  (lat, lon) float32 ...
12:25:22    + Attributes:
12:25:22    +     institution:            Max Planck Institute for Meteorology
12:25:22    +     institute_id:           MPI-M
12:25:22    +     experiment_id:          rcp45
12:25:22    +     source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...
12:25:22    +     model_id:               MPI-ESM-MR
12:25:22    +     forcing:                GHG,Oz,SD,Sl,Vl,LU
12:25:22    +     parent_experiment_id:   historical
12:25:22    +     parent_experiment_rip:  r1i1p1
12:25:22    +     branch_time:            56978.0
12:25:22    +     contact:                cmip5-mpi-esm@dkrz.de
12:25:22    +     history:                Model raw output postprocessing with modelling en...
12:25:22    +     references:             ECHAM6: n/a; JSBACH: Raddatz et al., 2007. Will t...
12:25:22    +     initialization_method:  1
12:25:22    +     physics_version:        1
12:25:22    +     tracking_id:            e7e78b40-458b-48bd-963a-aa377a89f90b
12:25:22    +     product:                output
12:25:22    +     experiment:             RCP4.5
12:25:22    +     frequency:              mon
12:25:22    +     creation_date:          DATE_TIME_TZ
12:25:22    +     Conventions:            CF-1.4
12:25:22    +     project_id:             CMIP5
12:25:22    +     table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...
12:25:22    +     title:                  MPI-ESM-MR model output prepared for CMIP5 RCP4.5
12:25:22    +     parent_experiment:      historical
12:25:22    +     modeling_realm:         atmos
12:25:22    +     realization:            1
12:25:22    +     cmor_version:           2.6.0</pre>
12:25:22    - <div><svg style="position: absolute; width: 0; height: 0; overflow: hidden">
12:25:22    - <defs>
12:25:22    - <symbol id="icon-database" viewBox="0 0 32 32">
12:25:22    - <title>Show/Hide data repr</title>
12:25:22    - <path d="M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z"></path>
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12:25:22    - </symbol>
12:25:22    - <symbol id="icon-file-text2" viewBox="0 0 32 32">
12:25:22    - <title>Show/Hide attributes</title>
12:25:22    - <path d="M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z"></path>
12:25:22    - <path d="M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448100% Done |  1.0s-0.448 1-1 1z"></path>
12:25:22    - <path d="M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448100% Done |  1.0s-0.448 1-1 1z"></path>
12:25:22    - <path d="M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448100% Done |  1.0s-0.448 1-1 1z"></path>
12:25:22    - </symbol>
12:25:22    - </defs>
12:25:22    - </svg>
12:25:22    - <style>/* CSS stylesheet for displaying xarray objects in jupyterlab.
12:25:22    -  *
12:25:22    -  */
12:25:22    -
12:25:22    - :root {
12:25:22    -   --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));
12:25:22    -   --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));
12:25:22    -   --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));
12:25:22    -   --xr-border-color: var(--jp-border-color2, #e0e0e0);
12:25:22    -   --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);
12:25:22    -   --xr-background-color: var(--jp-layout-color0, white);
12:25:22    -   --xr-background-color-row-even: var(--jp-layout-color1, white);
12:25:22    -   --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-wrap {
12:25:22    -   min-width: 300px;
12:25:22    -   max-width: 700px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-header {
12:25:22    -   padding-top: 6px;
12:25:22    -   padding-bottom: 6px;
12:25:22    -   margin-bottom: 4px;
12:25:22    -   border-bottom: solid 1px var(--xr-border-color);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-header > div,
12:25:22    - .xr-header > ul {
12:25:22    -   display: inline;
12:25:22    -   margin-top: 0;
12:25:22    -   margin-bottom: 0;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-obj-type,
12:25:22    - .xr-array-name {
12:25:22    -   margin-left: 2px;
12:25:22    -   margin-right: 10px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-obj-type {
12:25:22    -   color: var(--xr-font-color2);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-sections {
12:25:22    -   padding-left: 0 !important;
12:25:22    -   display: grid;
12:25:22    -   grid-template-columns: 150px auto auto 1fr 20px 20px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item {
12:25:22    -   display: contents;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item input {
12:25:22    -   display: none;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item input + label {
12:25:22    -   color: var(--xr-disabled-color);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item input:enabled + label {
12:25:22    -   cursor: pointer;
12:25:22    -   color: var(--xr-font-color2);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-item input:enabled + label:hover {
12:25:22    -   color: var(--xr-font-color0);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary {
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12:25:22    -   color: var(--xr-font-color2);
12:25:22    -   font-weight: 500;
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12:25:22    -   padding-left: 0.5em;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-section-summary-in:disabled + label {
12:25:22    -   color: var(--xr-font-color2);
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12:25:22    -
12:25:22    - .xr-section-summary-in + label:before {
12:25:22    -   display: inline-block;
12:25:22    -   content: '���';
12:25:22    -   font-size: 11px;
12:25:22    -   width: 15px;
12:25:22    -   text-align: center;
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12:25:22    - .xr-section-summary-in:disabled + label:before {
12:25:22    -   color: var(--xr-disabled-color);
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12:25:22    -
12:25:22    - .xr-section-summary-in:checked + label:before {
12:25:22    -   content: '���';
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12:25:22    -
12:25:22    - .xr-section-summary-in:checked + label > span {
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12:25:22    - .xr-section-summary,
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12:25:22    - .xr-section-inline-details {
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12:25:22    - .xr-section-summary-in:checked ~ .xr-section-details {
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12:25:22    - .xr-array-wrap {
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12:25:22    -
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12:25:22    - .xr-array-in:checked ~ .xr-array-preview {
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12:25:22    -
12:25:22    - .xr-array-in:checked ~ .xr-array-data,
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12:25:22    -
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12:25:22    - .xr-var-item > div,
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12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-item > .xr-var-name:hover span {
12:25:22    -   padding-right: 5px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-list > li:nth-child(odd) > div,
12:25:22    - .xr-var-list > li:nth-child(odd) > label,
12:25:22    - .xr-var-list > li:nth-child(odd) > .xr-var-name span {
12:25:22    -   background-color: var(--xr-background-color-row-odd);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-name {
12:25:22    -   grid-column: 1;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-dims {
12:25:22    -   grid-column: 2;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-dtype {
12:25:22    -   grid-column: 3;
12:25:22    -   text-align: right;
12:25:22    -   color: var(--xr-font-color2);
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-preview {
12:25:22    -   grid-column: 4;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-name,
12:25:22    - .xr-var-dims,
12:25:22    - .xr-var-dtype,
12:25:22    - .xr-preview,
12:25:22    - .xr-attrs dt {
12:25:22    -   white-space: nowrap;
12:25:22    -   overflow: hidden;
12:25:22    -   text-overflow: ellipsis;
12:25:22    -   padding-right: 10px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-name:hover,
12:25:22    - .xr-var-dims:hover,
12:25:22    - .xr-var-dtype:hover,
12:25:22    - .xr-attrs dt:hover {
12:25:22    -   overflow: visible;
12:25:22    -   width: auto;
12:25:22    -   z-index: 1;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-attrs,
12:25:22    - .xr-var-data {
12:25:22    -   display: none;
12:25:22    -   background-color: var(--xr-background-color) !important;
12:25:22    -   padding-bottom: 5px !important;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-attrs-in:checked ~ .xr-var-attrs,
12:25:22    - .xr-var-data-in:checked ~ .xr-var-data {
12:25:22    -   display: block;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-data > table {
12:25:22    -   float: right;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-var-name span,
12:25:22    - .xr-var-data,
12:25:22    - .xr-attrs {
12:25:22    -   padding-left: 25px !important;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-attrs,
12:25:22    - .xr-var-attrs,
12:25:22    - .xr-var-data {
12:25:22    -   grid-column: 1 / -1;
12:25:22    - }
12:25:22    -
12:25:22    - dl.xr-attrs {
12:25:22    -   padding: 0;
12:25:22    -   margin: 0;
12:25:22    -   display: grid;
12:25:22    -   grid-template-columns: 125px auto;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-attrs dt, dd {
12:25:22    -   padding: 0;
12:25:22    -   margin: 0;
12:25:22    -   float: left;
12:25:22    -   padding-right: 10px;
12:25:22    -   width: auto;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-attrs dt {
12:25:22    -   font-weight: normal;
12:25:22    -   grid-column: 1;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-attrs dt:hover span {
12:25:22    -   display: inline-block;
12:25:22    -   background: var(--xr-background-color);
12:25:22    -   padding-right: 10px;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-attrs dd {
12:25:22    -   grid-column: 2;
12:25:22    -   white-space: pre-wrap;
12:25:22    -   word-break: break-all;
12:25:22    - }
12:25:22    -
12:25:22    - .xr-icon-database,
12:25:22    - .xr-icon-file-text2 {
12:25:22    -   display: inline-block;
12:25:22    -   vertical-align: middle;
12:25:22    -   width: 1em;
12:25:22    -   height: 1.5em !important;
12:25:22    -   stroke-width: 0;
12:25:22    -   stroke: currentColor;
12:25:22    -   fill: currentColor;
12:25:22    - }
12:25:22    - </style><div class='xr-wrap'><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-ed9a26f5-6f40-47cd-89f9-6e9e64f7a559' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ed9a26f5-6f40-47cd-89f9-6e9e64f7a559' 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>: 38</li><li><span class='xr-has-index'>lon</span>: 37</li><li><span class='xr-has-index'>time</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-27fed294-1158-44b8-a580-101581c273c7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-27fed294-1158-44b8-a580-101581c273c7' 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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2006-01-16T12:00:00 ... 2006-12-16T12:00:00</div><input id='attrs-7eefcd7f-7933-46f4-90a2-0a6d66a632e1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7eefcd7f-7933-46f4-90a2-0a6d66a632e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2837de5c-8f2b-474d-8a5d-a568d640951f' class='xr-var-data-in' type='checkbox'><label for='data-2837de5c-8f2b-474d-8a5d-a568d640951f' 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>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><pre class='xr-var-data'>array([&#x27;2006-01-16T12:00:00.000000000&#x27;, &#x27;2006-02-15T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;2006-03-16T12:00:00.000000000&#x27;, &#x27;2006-04-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;2006-05-16T12:00:00.000000000&#x27;, &#x27;2006-06-16T00:00:00.000000000&#x27;,
12:25:22    -        &#x27;2006-07-16T12:00:00.000000000&#x27;, &#x27;2006-08-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;2006-09-16T00:00:00.000000000&#x27;, &#x27;2006-10-16T12:00:00.000000000&#x27;,
12:25:22    -        &#x27;2006-11-16T00:00:00.000000000&#x27;, &#x27;2006-12-16T12:00:00.000000000&#x27;],
12:25:22    -       dtype=&#x27;datetime64[ns]&#x27;)</pre></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'>-32.64 -30.78 ... 34.51 36.37</div><input id='attrs-ccab8901-bebb-4d97-af3f-f2943eae2ad5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ccab8901-bebb-4d97-af3f-f2943eae2ad5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eaaa5c10-2e5e-40b9-80fd-966b9b488202' class='xr-var-data-in' type='checkbox'><label for='data-eaaa5c10-2e5e-40b9-80fd-966b9b488202' 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>axis :</span></dt><dd>Y</dd><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></dl></div><pre class='xr-var-data'>array([-32.641994, -30.776745, -28.911493, -27.04624 , -25.180986, -23.315731,
12:25:22    -        -21.450476, -19.585218, -17.719961, -15.854704, -13.989446, -12.124187,
12:25:22    -        -10.258928,  -8.393669,  -6.528409,  -4.66315 ,  -2.79789 ,  -0.93263 ,
12:25:22    -          0.93263 ,   2.79789 ,   4.66315 ,   6.528409,   8.393669,  10.258928,
12:25:22    -         12.124187,  13.989446,  15.854704,  17.719961,  19.585218,  21.450476,
12:25:22    -         23.315731,  25.180986,  27.04624 ,  28.911493,  30.776745,  32.641994,
12:25:22    -         34.507244,  36.37249 ])</pre></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'>-16.88 -15.0 -13.12 ... 48.75 50.62</div><input id='attrs-16133c1a-fa72-425d-a170-3a1cf561f152' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16133c1a-fa72-425d-a170-3a1cf561f152' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa382629-79d4-4cf1-992b-47a6f9bcc6b2' class='xr-var-data-in' type='checkbox'><label for='data-aa382629-79d4-4cf1-992b-47a6f9bcc6b2' 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>axis :</span></dt><dd>X</dd><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></dl></div><pre class='xr-var-data'>array([-16.875, -15.   , -13.125, -11.25 ,  -9.375,  -7.5  ,  -5.625,  -3.75 ,
12:25:22    -         -1.875,   0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,
12:25:22    -         13.125,  15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,
12:25:22    -         28.125,  30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,
12:25:22    -         43.125,  45.   ,  46.875,  48.75 ,  50.625])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-70821999-2763-46a3-b22d-1c2664816232' class='xr-section-summary-in' type='checkbox'  checked><label for='section-70821999-2763-46a3-b22d-1c2664816232' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-37387713-06f3-41b3-8730-8899985477a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37387713-06f3-41b3-8730-8899985477a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96a9f1fd-4acd-4ef8-b564-51511f800822' class='xr-var-data-in' type='checkbox'><label for='data-96a9f1fd-4acd-4ef8-b564-51511f800822' 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><pre class='xr-var-data'>array([[&#x27;2006-01-01T00:00:00.000000000&#x27;, &#x27;2006-02-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-02-01T00:00:00.000000000&#x27;, &#x27;2006-03-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-03-01T00:00:00.000000000&#x27;, &#x27;2006-04-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-04-01T00:00:00.000000000&#x27;, &#x27;2006-05-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-05-01T00:00:00.000000000&#x27;, &#x27;2006-06-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-06-01T00:00:00.000000000&#x27;, &#x27;2006-07-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-07-01T00:00:00.000000000&#x27;, &#x27;2006-08-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-08-01T00:00:00.000000000&#x27;, &#x27;2006-09-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-09-01T00:00:00.000000000&#x27;, &#x27;2006-10-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-10-01T00:00:00.000000000&#x27;, &#x27;2006-11-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-11-01T00:00:00.000000000&#x27;, &#x27;2006-12-01T00:00:00.000000000&#x27;],
12:25:22    -        [&#x27;2006-12-01T00:00:00.000000000&#x27;, &#x27;2007-01-01T00:00:00.000000000&#x27;]],
12:25:22    -       dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude_longitude</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d965809e-86f6-486b-94bc-859ccea5baa7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d965809e-86f6-486b-94bc-859ccea5baa7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05633989-9e56-4f9a-a57d-d9c1660f83d1' class='xr-var-data-in' type='checkbox'><label for='data-05633989-9e56-4f9a-a57d-d9c1660f83d1' 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>grid_mapping_name :</span></dt><dd>latitude_longitude</dd></dl></div><pre class='xr-var-data'>array(b&#x27;&#x27;, dtype=&#x27;|S1&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</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-a19b451c-321e-4841-a35d-4847360d23dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a19b451c-321e-4841-a35d-4847360d23dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4f3305f-62ad-4430-ac14-899ebd13e56e' class='xr-var-data-in' type='checkbox'><label for='data-e4f3305f-62ad-4430-ac14-899ebd13e56e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Daily Maximum Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>monthly mean of the daily-maximum near-surface air temperature.</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: maximum within days time: mean over days</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>DATE_TIME_TZ altered by CMOR: Treated scalar dimension: &#x27;height&#x27;.</dd><dt><span>coordinates :</span></dt><dd>height</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MPI-ESM-MR_rcp45_r0i0p0.nc areacella: areacella_fx_MPI-ESM-MR_rcp45_r0i0p0.nc</dd><dt><span>grid_mapping :</span></dt><dd>latitude_longitude</dd></dl></div><pre class='xr-var-data'>array([[[nan, nan, ..., nan, nan],
12:25:22    -         [nan, nan, ..., nan, nan],
12:25:22    -         ...,
12:25:22    -         [nan, nan, ..., nan, nan],
12:25:22    -         [nan, nan, ..., nan, nan]],
12:25:22    -
12:25:22    -        [[nan, nan, ..., nan, nan],
12:25:22    -         [nan, nan, ..., nan, nan],
12:25:22    -         ...,
12:25:22    -         [nan, nan, ..., nan, nan],
12:25:22    -         [nan, nan, ..., nan, nan]],
12:25:22    -
12:25:22    -        ...,
12:25:22    -
12:25:22    -        [[nan, nan, ..., nan, nan],
12:25:22    -         [nan, nan, ..., nan, nan],
12:25:22    -         ...,
12:25:22    -         [nan, nan, ..., nan, nan],
12:25:22    -         [nan, nan, ..., nan, nan]],
12:25:22    -
12:25:22    -        [[nan, nan, ..., nan, nan],
12:25:22    -         [nan, nan, ..., nan, nan],
12:25:22    -         ...,
12:25:22    -         [nan, nan, ..., nan, nan],
12:25:22    -         [nan, nan, ..., nan, nan]]], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>ocgis_spatial_mask</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6e9c75e6-38b1-4a7d-b27c-71e0c869b4af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e9c75e6-38b1-4a7d-b27c-71e0c869b4af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90cc2936-b948-4b1c-a8c5-533233980280' class='xr-var-data-in' type='checkbox'><label for='data-90cc2936-b948-4b1c-a8c5-533233980280' 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>ocgis_role :</span></dt><dd>spatial_mask</dd><dt><span>description :</span></dt><dd>values matching fill value are spatially masked</dd></dl></div><pre class='xr-var-data'>array([[nan, nan, nan, ..., nan, nan, nan],
12:25:22    -        [nan, nan, nan, ..., nan, nan, nan],
12:25:22    -        [nan, nan, nan, ..., nan, nan, nan],
12:25:22    -        ...,
12:25:22    -        [ 0., nan, nan, ..., nan, nan, nan],
12:25:22    -        [nan, nan, nan, ..., nan, nan, nan],
12:25:22    -        [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-6c01f6da-b44f-42c1-b6f1-227aac06bfe8' class='xr-section-summary-in' type='checkbox'  ><label for='section-6c01f6da-b44f-42c1-b6f1-227aac06bfe8' class='xr-section-summary' >Attributes: <span>(27)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Max Planck Institute for Meteorology</dd><dt><span>institute_id :</span></dt><dd>MPI-M</dd><dt><span>experiment_id :</span></dt><dd>rcp45</dd><dt><span>source :</span></dt><dd>MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosmos/branches/releases/mpi-esm-cmip5/src/mod; atmosphere: ECHAM6 (REV: 4936), T63L47; land: JSBACH (REV: 4936); ocean: MPIOM (REV: 4936), GR15L40; sea ice: 4936; marine bgc: HAMOCC (REV: 4936);</dd><dt><span>model_id :</span></dt><dd>MPI-ESM-MR</dd><dt><span>forcing :</span></dt><dd>GHG,Oz,SD,Sl,Vl,LU</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_experiment_rip :</span></dt><dd>r1i1p1</dd><dt><span>branch_time :</span></dt><dd>56978.0</dd><dt><span>contact :</span></dt><dd>cmip5-mpi-esm@dkrz.de</dd><dt><span>history :</span></dt><dd>Model raw output postprocessing with modelling environment (IMDI) at DKRZ: URL: http://svn-mad.zmaw.de/svn/mad/Model/IMDI/trunk, REV: 3914 DATE_TIME_TZ CMOR rewrote data to comply with CF standards and CMIP5 requirements.
12:25:22    - DATE_TIME_NS UTC ocgis-1.2.0.dev1: OcgOperations(calc_sample_size=False, optimizations=None, geom_select_sql_where=None, output_format=&quot;nc&quot;, spatial_operation=&quot;intersects&quot;, format_time=True, select_nearest=False, output_crs=None, time_range=None, calc_grouping=None, prefix=&quot;ocgis_output&quot;, abstraction=&quot;None&quot;, regrid_destination=None, output_format_options=None, allow_empty=False, vector_wrap=False, aggregate=False, interpolate_spatial_bounds=False, dataset=RequestDatasetCollection(request_datasets=[RequestDataset(uri=&quot;tasmax_cmip5.nc&quot;, variable=&quot;tasmax&quot;, alias=&quot;tasmax&quot;, units=None, time_range=None, time_region={&#x27;year&#x27;: [2006], &#x27;month&#x27;: None}, time_subset_func=None, level_range=None, conform_units_to=None, crs={&#x27;no_defs&#x27;: True, &#x27;ellps&#x27;: &#x27;WGS84&#x27;, &#x27;proj&#x27;: &#x27;longlat&#x27;, &#x27;towgs84&#x27;: &#x27;0,0,0,0,0,0,0&#x27;}, t_units=None, t_calendar=None, t_conform_units_to=None, did=1, meta={}, s_abstraction=None, dimension_map=None, name=&quot;tasmax&quot;, driver=&quot;netCDF&quot;, regrid_source=True, regrid_destination=False)]), geom_uid=None, dir_output=&quot;.&quot;, backend=&quot;ocg&quot;, search_radius_mult=2.0, add_auxiliary_files=True, slice=None, regrid_options={&#x27;value_mask&#x27;: None, &#x27;with_corners&#x27;: &#x27;choose&#x27;}, callback=None, calc_raw=False, agg_selection=False, level_range=None, geom_select_uid=None, snippet=False, time_region={&#x27;month&#x27;: None, &#x27;year&#x27;: [2006]}, melted=False, geom=None, time_subset_func=None, conform_units_to=None, headers=None, calc=None, file_only=False, )
12:25:22    - DATE_TIME_NS UTC ocgis-2.1.1: OcgOperations(dataset=&lt;generator object Dataset.__iter__ at 0x7f1f2c8508b8&gt;, spatial_operation=&quot;intersects&quot;, aggregate=False, calc_sample_size=False, calc=None, calc_grouping=None, calc_raw=False, abstraction=&quot;auto&quot;, snippet=False, backend=&quot;ocg&quot;, prefix=&quot;tasmax_Amon_MPI-ESM-MR_rcp45_r1i1p1_200601-200612_Africa&quot;, output_format=&quot;nc&quot;, output_format_options=None, geom_select_sql_where=None, geom_select_uid=(1,), geom_uid=None, geom=&quot;continents&quot;, vector_wrap=False, allow_empty=False, dir_output=&quot;/tmp/PYWPS_PROCESS_CODE&quot;, slice=None, file_only=False, output_crs=None, search_radius_mult=2.0, format_time=True, interpolate_spatial_bounds=False, add_auxiliary_files=False, optimizations=None, optimized_bbox_subset=False, callback=None, time_range=None, time_region=None, time_subset_func=None, level_range=None, conform_units_to=None, select_nearest=False, regrid_destination=None, regrid_options={&#x27;regrid_method&#x27;: &#x27;auto&#x27;, &#x27;value_mask&#x27;: None, &#x27;split&#x27;: True}, melted=False, spatial_wrapping=&quot;wrap&quot;, spatial_reorder=True, )</dd><dt><span>references :</span></dt><dd>ECHAM6: n/a; JSBACH: Raddatz et al., 2007. Will the tropical land biosphere dominate the climate-carbon cycle feedback during the twenty first century? Climate Dynamics, 29, 565-574, doi 10.1007/s00382-007-0247-8;  MPIOM: Marsland et al., 2003. The Max-Planck-Institute global ocean/sea ice model with orthogonal curvilinear coordinates. Ocean Modelling, 5, 91-127;  HAMOCC: Technical Documentation, http://www.mpimet.mpg.de/fileadmin/models/MPIOM/HAMOCC5.1_TECHNICAL_REPORT.pdf;</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>tracking_id :</span></dt><dd>e7e78b40-458b-48bd-963a-aa377a89f90b</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>RCP4.5</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>creation_date :</span></dt><dd>DATE_TIME_TZ</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>project_id :</span></dt><dd>CMIP5</dd><dt><span>table_id :</span></dt><dd>Table Amon (27 April 2011) a5a1c518f52ae340313ba0aada03f862</dd><dt><span>title :</span></dt><dd>MPI-ESM-MR model output prepared for CMIP5 RCP4.5</dd><dt><span>parent_experiment :</span></dt><dd>historical</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.6.0</dd></dl></div></li></ul></div></div>
12:25:22
```
…tead of string

New owslib 0.19.2 (we had 0.19.1 before) dropped python 2 so
responses are now bytes instead of string.  See PR
geopython/OWSLib#659 or commit
geopython/OWSLib@79f9430.

Fix the following Jenkins error:

```
12:25:22  ______ pavics-sdi-master/docs/source/notebooks/WFS_example.ipynb::Cell 3 _______
12:25:22  Notebook cell execution failed
12:25:22  Cell 3: Cell execution caused an exception
12:25:22
12:25:22  Input:
12:25:22  layer_id = 'public:canada_admin_boundaries'
12:25:22  meta = wfs.contents[layer_id]
12:25:22  print(meta.title)
12:25:22
12:25:22  # Get the actual data
12:25:22  data = wfs.getfeature(typename='public:canada_admin_boundaries', bbox=(-74.5, 45.2, -73, 46), outputFormat='JSON')
12:25:22
12:25:22  # Write to file
12:25:22  fn = 'output.geojson'
12:25:22  with open(fn, 'w', encoding="utf-8") as fh:
12:25:22      fh.write(data.read())
12:25:22
12:25:22  Traceback:
12:25:22
12:25:22  ---------------------------------------------------------------------------
12:25:22  TypeError                                 Traceback (most recent call last)
12:25:22  <ipython-input-4-9fde860af399> in <module>
12:25:22        9 fn = 'output.geojson'
12:25:22       10 with open(fn, 'w', encoding="utf-8") as fh:
12:25:22  ---> 11     fh.write(data.read())
12:25:22
12:25:22  TypeError: write() argument must be str, not bytes
12:25:22
12:25:22  ______ pavics-sdi-master/docs/source/notebooks/WFS_example.ipynb::Cell 4 _______
12:25:22  Notebook cell execution failed
12:25:22  Cell 4: Cell execution caused an exception
12:25:22
12:25:22  Input:
12:25:22  layers = gpd.read_file(fn)
12:25:22  layers.plot()
12:25:22
12:25:22  Traceback:
12:25:22
12:25:22  ---------------------------------------------------------------------------
12:25:22  CPLE_OpenFailedError                      Traceback (most recent call last)
12:25:22  fiona/_shim.pyx in fiona._shim.gdal_open_vector()
12:25:22
12:25:22  fiona/_err.pyx in fiona._err.exc_wrap_pointer()
12:25:22
12:25:22  CPLE_OpenFailedError: 'output.geojson' not recognized as a supported file format.
12:25:22
12:25:22  During handling of the above exception, another exception occurred:
12:25:22
12:25:22  DriverError                               Traceback (most recent call last)
12:25:22  <ipython-input-5-13d953acb915> in <module>
12:25:22  ----> 1 layers = gpd.read_file(fn)
12:25:22        2 layers.plot()
12:25:22
12:25:22  /usr/local/envs/birdy/lib/python3.7/site-packages/geopandas/io/file.py in read_file(filename, bbox, mask, rows, **kwargs)
12:25:22       87
12:25:22       88     with fiona_env():
12:25:22  ---> 89         with reader(path_or_bytes, **kwargs) as features:
12:25:22       90
12:25:22       91             # In a future Fiona release the crs attribute of features will
12:25:22
12:25:22  /usr/local/envs/birdy/lib/python3.7/site-packages/fiona/env.py in wrapper(*args, **kwargs)
12:25:22      396     def wrapper(*args, **kwargs):
12:25:22      397         if local._env:
12:25:22  --> 398             return f(*args, **kwargs)
12:25:22      399         else:
12:25:22      400             if isinstance(args[0], str):
12:25:22
12:25:22  /usr/local/envs/birdy/lib/python3.7/site-packages/fiona/__init__.py in open(fp, mode, driver, schema, crs, encoding, layer, vfs, enabled_drivers, crs_wkt, **kwargs)
12:25:22      252         if mode in ('a', 'r'):
12:25:22      253             c = Collection(path, mode, driver=driver, encoding=encoding,
12:25:22  --> 254                            layer=layer, enabled_drivers=enabled_drivers, **kwargs)
12:25:22      255         elif mode == 'w':
12:25:22      256             if schema:
12:25:22
12:25:22  /usr/local/envs/birdy/lib/python3.7/site-packages/fiona/collection.py in __init__(self, path, mode, driver, schema, crs, encoding, layer, vsi, archive, enabled_drivers, crs_wkt, ignore_fields, ignore_geometry, **kwargs)
12:25:22      152             if self.mode == 'r':
12:25:22      153                 self.session = Session()
12:25:22  --> 154                 self.session.start(self, **kwargs)
12:25:22      155             elif self.mode in ('a', 'w'):
12:25:22      156                 self.session = WritingSession()
12:25:22
12:25:22  fiona/ogrext.pyx in fiona.ogrext.Session.start()
12:25:22
12:25:22  fiona/_shim.pyx in fiona._shim.gdal_open_vector()
12:25:22
12:25:22  DriverError: 'output.geojson' not recognized as a supported file format.
```
@tlvu tlvu requested review from huard and tlogan2000 April 28, 2020 18:16
@huard
Copy link
Contributor

huard commented Apr 28, 2020

In theory python2 was dropped in 0.19, but maybe in practice it's different.

html style became default since xarray=0.15.1, see PR
pydata/xarray#3812 or commit
pydata/xarray@b155853

html style has randomness that breaks automated testing of the notebooks
using nbval pytest plugin.

Sample errors below:

```
14:10:23  _ pavics-sdi-update-notebooks-to-match-new-jupyter-env/docs/source/notebooks/pavics_thredds.ipynb::Cell 0 _
14:10:23  Notebook cell execution failed
14:10:23  Cell 0: Cell outputs differ
14:10:23
14:10:23  Input:
14:10:23  import xarray as xr
14:10:23
14:10:23  url = "https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/testdata/ta_Amon_MRI-CGCM3_decadal1980_r1i1p1_199101-200012.nc"
14:10:23  ds = xr.open_dataset(url)
14:10:23  ds
14:10:23
14:10:23  Traceback:
14:10:23   mismatch 'text/html'
14:10:23
14:10:23   assert reference_output == test_output failed:
14:10:23
14:10:23    '<div><svg st...></div></div>' == '<div><svg st...></div></div>'
14:10:23    Skipping 6947 identical leading characters in diff, use -v to show
14:10:23    Skipping 2434 identical trailing characters in diff, use -v to show
14:10:23    - ='section-8d05d63d-361c-475d-bae7-10a4d3a78caf' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8d05d63d-361c-475d-bae7-10a4d3a78caf' 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>: 160</li><li><span class='xr-has-index'>lon</span>: 320</li><li><span class='xr-has-index'>plev</span>: 23</li><li><span class='xr-has-index'>time</span>: 120</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d2dcec26-2260-4cf8-a4a3-bbf748d62a81' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d2dcec26-2260-4cf8-a4a3-bbf748d62a81' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-16T12:00:00 ... 2000-12-16T12:00:00</div><input id='attrs-d8d258dc-7668-44fa-8214-2c944d413919' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8d258dc-7668-44fa-8214-2c944d413919' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43ef6fa5-9b1b-4e34-936d-95a4725d0f30' class='xr-var-data-in' type='checkbox'><label for='data-43ef6fa5-9b1b-4e34-936d-95a4725d0f30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><pre class='xr-var-data'>array([&#x27;1991-01-16T12:00:00.000000000&#x27;, &#x27;1991-02-15T00:00:00.000000000&#x27;,
14:10:23    + ='section-5565f1ef-47c2-4cd7-ab77-d5a89c396b06' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5565f1ef-47c2-4cd7-ab77-d5a89c396b06' 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>: 160</li><li><span class='xr-has-index'>lon</span>: 320</li><li><span class='xr-has-index'>plev</span>: 23</li><li><span class='xr-has-index'>time</span>: 120</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d8f14172-5ddb-4298-9ec9-27df6b74db53' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d8f14172-5ddb-4298-9ec9-27df6b74db53' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-16T12:00:00 ... 2000-12-16T12:00:00</div><input id='attrs-e5676bc1-7220-4fe8-ab61-800803310c12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5676bc1-7220-4fe8-ab61-800803310c12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6f9c258-bee6-4140-842a-08d69693cab0' class='xr-var-data-in' type='checkbox'><label for='data-a6f9c258-bee6-4140-842a-08d69693cab0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><pre class='xr-var-data'>array([&#x27;1991-01-16T12:00:00.000000000&#x27;, &#x27;1991-02-15T00:00:00.000000000&#x27;,
14:10:23             &#x27;1991-03-16T12:00:00.000000000&#x27;, &#x27;1991-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1991-05-16T12:00:00.000000000&#x27;, &#x27;1991-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1991-07-16T12:00:00.000000000&#x27;, &#x27;1991-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1991-09-16T00:00:00.000000000&#x27;, &#x27;1991-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1991-11-16T00:00:00.000000000&#x27;, &#x27;1991-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1992-01-16T12:00:00.000000000&#x27;, &#x27;1992-02-15T12:00:00.000000000&#x27;,
14:10:23             &#x27;1992-03-16T12:00:00.000000000&#x27;, &#x27;1992-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1992-05-16T12:00:00.000000000&#x27;, &#x27;1992-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1992-07-16T12:00:00.000000000&#x27;, &#x27;1992-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1992-09-16T00:00:00.000000000&#x27;, &#x27;1992-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1992-11-16T00:00:00.000000000&#x27;, &#x27;1992-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1993-01-16T12:00:00.000000000&#x27;, &#x27;1993-02-15T00:00:00.000000000&#x27;,
14:10:23             &#x27;1993-03-16T12:00:00.000000000&#x27;, &#x27;1993-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1993-05-16T12:00:00.000000000&#x27;, &#x27;1993-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1993-07-16T12:00:00.000000000&#x27;, &#x27;1993-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1993-09-16T00:00:00.000000000&#x27;, &#x27;1993-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1993-11-16T00:00:00.000000000&#x27;, &#x27;1993-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1994-01-16T12:00:00.000000000&#x27;, &#x27;1994-02-15T00:00:00.000000000&#x27;,
14:10:23             &#x27;1994-03-16T12:00:00.000000000&#x27;, &#x27;1994-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1994-05-16T12:00:00.000000000&#x27;, &#x27;1994-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1994-07-16T12:00:00.000000000&#x27;, &#x27;1994-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1994-09-16T00:00:00.000000000&#x27;, &#x27;1994-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1994-11-16T00:00:00.000000000&#x27;, &#x27;1994-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1995-01-16T12:00:00.000000000&#x27;, &#x27;1995-02-15T00:00:00.000000000&#x27;,
14:10:23             &#x27;1995-03-16T12:00:00.000000000&#x27;, &#x27;1995-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1995-05-16T12:00:00.000000000&#x27;, &#x27;1995-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1995-07-16T12:00:00.000000000&#x27;, &#x27;1995-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1995-09-16T00:00:00.000000000&#x27;, &#x27;1995-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1995-11-16T00:00:00.000000000&#x27;, &#x27;1995-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1996-01-16T12:00:00.000000000&#x27;, &#x27;1996-02-15T12:00:00.000000000&#x27;,
14:10:23             &#x27;1996-03-16T12:00:00.000000000&#x27;, &#x27;1996-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1996-05-16T12:00:00.000000000&#x27;, &#x27;1996-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1996-07-16T12:00:00.000000000&#x27;, &#x27;1996-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1996-09-16T00:00:00.000000000&#x27;, &#x27;1996-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1996-11-16T00:00:00.000000000&#x27;, &#x27;1996-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1997-01-16T12:00:00.000000000&#x27;, &#x27;1997-02-15T00:00:00.000000000&#x27;,
14:10:23             &#x27;1997-03-16T12:00:00.000000000&#x27;, &#x27;1997-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1997-05-16T12:00:00.000000000&#x27;, &#x27;1997-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1997-07-16T12:00:00.000000000&#x27;, &#x27;1997-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1997-09-16T00:00:00.000000000&#x27;, &#x27;1997-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1997-11-16T00:00:00.000000000&#x27;, &#x27;1997-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1998-01-16T12:00:00.000000000&#x27;, &#x27;1998-02-15T00:00:00.000000000&#x27;,
14:10:23             &#x27;1998-03-16T12:00:00.000000000&#x27;, &#x27;1998-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1998-05-16T12:00:00.000000000&#x27;, &#x27;1998-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1998-07-16T12:00:00.000000000&#x27;, &#x27;1998-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1998-09-16T00:00:00.000000000&#x27;, &#x27;1998-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1998-11-16T00:00:00.000000000&#x27;, &#x27;1998-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1999-01-16T12:00:00.000000000&#x27;, &#x27;1999-02-15T00:00:00.000000000&#x27;,
14:10:23             &#x27;1999-03-16T12:00:00.000000000&#x27;, &#x27;1999-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1999-05-16T12:00:00.000000000&#x27;, &#x27;1999-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;1999-07-16T12:00:00.000000000&#x27;, &#x27;1999-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1999-09-16T00:00:00.000000000&#x27;, &#x27;1999-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;1999-11-16T00:00:00.000000000&#x27;, &#x27;1999-12-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;2000-01-16T12:00:00.000000000&#x27;, &#x27;2000-02-15T12:00:00.000000000&#x27;,
14:10:23             &#x27;2000-03-16T12:00:00.000000000&#x27;, &#x27;2000-04-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;2000-05-16T12:00:00.000000000&#x27;, &#x27;2000-06-16T00:00:00.000000000&#x27;,
14:10:23             &#x27;2000-07-16T12:00:00.000000000&#x27;, &#x27;2000-08-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;2000-09-16T00:00:00.000000000&#x27;, &#x27;2000-10-16T12:00:00.000000000&#x27;,
14:10:23             &#x27;2000-11-16T00:00:00.000000000&#x27;, &#x27;2000-12-16T12:00:00.000000000&#x27;],
14:10:23    -       dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 9.25e+04 ... 100.0 40.0</div><input id='attrs-5e3097c1-a4b9-44a0-910a-212a0f7447fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e3097c1-a4b9-44a0-910a-212a0f7447fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b01632e0-fadd-4e7d-a895-6d53de3d5848' class='xr-var-data-in' type='checkbox'><label for='data-b01632e0-fadd-4e7d-a895-6d53de3d5848' 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>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd></dl></div><pre class='xr-var-data'>array([1.00e+05, 9.25e+04, 8.50e+04, 7.00e+04, 6.00e+04, 5.00e+04, 4.00e+04,
14:10:23    ?                                                                                                                                                                                                                                                                                                                       ^^ ^^ ------------   ^^^  ^^^^ ^^ ---------------------------------------------------------------------------------   ^^^  ^^^^ ^^^^^^                                                                                                                                          ^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^   ^ ^^^^^^^^^^^^^^^^^^^^^^^^                                  ^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^   ^ ^
14:10:23    +       dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 9.25e+04 ... 100.0 40.0</div><input id='attrs-2e83e2a7-91bf-4213-a47f-8f5d0a1afabc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e83e2a7-91bf-4213-a47f-8f5d0a1afabc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dfd4356-d581-4fcb-a6ae-81ca67b824b9' class='xr-var-data-in' type='checkbox'><label for='data-3dfd4356-d581-4fcb-a6ae-81ca67b824b9' 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>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd></dl></div><pre class='xr-var-data'>array([1.00e+05, 9.25e+04, 8.50e+04, 7.00e+04, 6.00e+04, 5.00e+04, 4.00e+04,
14:10:23    ?                                                                                                                                                                                                                                                                                                                       ^^^ ^^^    ^^^^  ^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^    ^^^^  ^^^^ ^^^^^^^^^^^^^^^                                                                                                                                          ^^^^^^^ ^   ^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^                                  ^^^^^^^ ^   ^^^^^^^^^^^^ ^^^^^^^^^^^^
14:10:23             3.00e+04, 2.50e+04, 2.00e+04, 1.50e+04, 1.00e+04, 7.00e+03, 5.00e+03,
14:10:23             3.00e+03, 2.00e+03, 1.00e+03, 7.00e+02, 5.00e+02, 3.00e+02, 2.00e+02,
14:10:23    -        1.00e+02, 4.00e+01])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.14 -88.03 ... 88.03 89.14</div><input id='attrs-76e6ade8-71ab-4b23-a25c-4b3ae4b22554' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-76e6ade8-71ab-4b23-a25c-4b3ae4b22554' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57be2611-284d-412b-a1b5-d6d938fcecbb' class='xr-var-data-in' type='checkbox'><label for='data-57be2611-284d-412b-a1b5-d6d938fcecbb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><pre class='xr-var-data'>array([-89.14152, -88.02943, -86.91077, -85.79063, -84.66992, -83.54895,
14:10:23    ?                                                                                                                                                                                                                                                                                                           ^^^^^^^ --------------------------------------------------------------------------------------   ------------------  ^^^^^^^^^^  ^^^                                                                                                                                            ^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
14:10:23    +        1.00e+02, 4.00e+01])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.14 -88.03 ... 88.03 89.14</div><input id='attrs-1f13ad2b-d3e3-4825-adc7-7625bac3425e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f13ad2b-d3e3-4825-adc7-7625bac3425e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-daf5ddf4-0fd0-4cb3-aa9f-91dbe77e0eff' class='xr-var-data-in' type='checkbox'><label for='data-daf5ddf4-0fd0-4cb3-aa9f-91dbe77e0eff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><pre class='xr-var-data'>array([-89.14152, -88.02943, -86.91077, -85.79063, -84.66992, -83.54895,
14:10:23    ?                                                                                                                                                                                                                                                                                                        ++++++++++++++++++++++++   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^      ^^^^^  ^^                                                                                                                                          +++ +++++++++++++++++++++++++ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^ ^^^^^^^
14:10:23             -82.42782, -81.30659, -80.18531, -79.06398, -77.94262, -76.82124,
14:10:23             -75.69984, -74.57843, -73.45701, -72.33558, -71.21414, -70.09269,
14:10:23             -68.97124, -67.84978, -66.72833, -65.60686, -64.4854 , -63.36393,
14:10:23             -62.24246, -61.12099, -59.99952, -58.87804, -57.75657, -56.63509,
14:10:23             -55.51361, -54.39214, -53.27066, -52.14917, -51.02769, -49.90621,
14:10:23             -48.78473, -47.66325, -46.54176, -45.42028, -44.29879, -43.17731,
14:10:23             -42.05582, -40.93434, -39.81285, -38.69137, -37.56988, -36.44839,
14:10:23             -35.32691, -34.20542, -33.08393, -31.96244, -30.84096, -29.71947,
14:10:23             -28.59798, -27.47649, -26.355  , -25.23351, -24.11203, -22.99054,
14:10:23             -21.86905, -20.74756, -19.62607, -18.50458, -17.38309, -16.2616 ,
14:10:23             -15.14011, -14.01862, -12.89713, -11.77564, -10.65415,  -9.53266,
14:10:23              -8.41117,  -7.28968,  -6.16819,  -5.0467 ,  -3.92521,  -2.80372,
14:10:23              -1.68223,  -0.56074,   0.56074,   1.68223,   2.80372,   3.92521,
14:10:23               5.0467 ,   6.16819,   7.28968,   8.41117,   9.53266,  10.65415,
14:10:23              11.77564,  12.89713,  14.01862,  15.14011,  16.2616 ,  17.38309,
14:10:23              18.50458,  19.62607,  20.74756,  21.86905,  22.99054,  24.11203,
14:10:23              25.23351,  26.355  ,  27.47649,  28.59798,  29.71947,  30.84096,
14:10:23              31.96244,  33.08393,  34.20542,  35.32691,  36.44839,  37.56988,
14:10:23              38.69137,  39.81285,  40.93434,  42.05582,  43.17731,  44.29879,
14:10:23              45.42028,  46.54176,  47.66325,  48.78473,  49.90621,  51.02769,
14:10:23              52.14917,  53.27066,  54.39214,  55.51361,  56.63509,  57.75657,
14:10:23              58.87804,  59.99952,  61.12099,  62.24246,  63.36393,  64.4854 ,
14:10:23              65.60686,  66.72833,  67.84978,  68.97124,  70.09269,  71.21414,
14:10:23              72.33558,  73.45701,  74.57843,  75.69984,  76.82124,  77.94262,
14:10:23              79.06398,  80.18531,  81.30659,  82.42782,  83.54895,  84.66992,
14:10:23    -         85.79063,  86.91077,  88.02943,  89.14152])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.125 2.25 ... 357.8 358.9</div><input id='attrs-29b379bf-d1c9-49e9-a2c5-e2f9eaf313c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29b379bf-d1c9-49e9-a2c5-e2f9eaf313c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28a25260-923b-4519-8f17-1133533ca250' class='xr-var-data-in' type='checkbox'><label for='data-28a25260-923b-4519-8f17-1133533ca250' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><pre class='xr-var-data'>array([  0.   ,   1.125,   2.25 , ..., 356.625, 357.75 , 358.875])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-d81aa5df-4800-414a-9b92-4ed937c29c19' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d81aa5df-4800-414a-9b92-4ed937c29c19' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-642fcdbc-711c-4d14-98ce-21bee96a1d22' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-642fcdbc-711c-4d14-98ce-21bee96a1d22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab66c2d8-00d4-41c9-8c6e-52162d80130c' class='xr-var-data-in' type='checkbox'><label for='data-ab66c2d8-00d4-41c9-8c6e-52162d80130c' 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><pre class='xr-var-data'>array([[&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-02-01T00:00:00.000000000&#x27;],
14:10:23    ?                                                                                                                                                                                                                                                                                                                                  ^ ^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^                                                                                                                                          ^^^^^^ ^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     ^^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^                                                                            ^^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^                                                                                                                                                                                                                                                                                                                                                                                                                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^                                            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^  ^^^^^^                                                                                                                                          ^^  ^^^^^^^^^^^^^ ^^  ^^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
14:10:23    +         85.79063,  86.91077,  88.02943,  89.14152])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.125 2.25 ... 357.8 358.9</div><input id='attrs-41d253b5-3be7-48cb-9c10-51e1011571aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-41d253b5-3be7-48cb-9c10-51e1011571aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-782331a7-dd98-441d-8525-66e654124fdb' class='xr-var-data-in' type='checkbox'><label for='data-782331a7-dd98-441d-8525-66e654124fdb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><pre class='xr-var-data'>array([  0.   ,   1.125,   2.25 , ..., 356.625, 357.75 , 358.875])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-63c4c5fc-1af3-4b8c-9fef-0f18d5b2a5aa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-63c4c5fc-1af3-4b8c-9fef-0f18d5b2a5aa' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bdf4cb41-c208-43e5-b96f-1827c3c503ab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bdf4cb41-c208-43e5-b96f-1827c3c503ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f879370d-2e22-421f-a37c-79c636fe7245' class='xr-var-data-in' type='checkbox'><label for='data-f879370d-2e22-421f-a37c-79c636fe7245' 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><pre class='xr-var-data'>array([[&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-02-01T00:00:00.000000000&#x27;],
14:10:23    ?                                                                                                                                                                                                                                                                                                                                  ^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^                                                                                                                                          ^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^ ^^^^^^^^^^^^                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     ^^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^                                                                            ^^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^                                                                                                                                                                                                                                                                                                                                                                                                                 ^^^^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^                                            ^^^^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^                                                                                                                                          ^^^^^^^^^^^^^^^^^^^^^^^^^^^ + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^^  ^ ^^^^^^^
14:10:23             [&#x27;1991-02-01T00:00:00.000000000&#x27;, &#x27;1991-03-01T00:00:00.000000000&#x27;],
14:10:23             [&#x27;1991-03-01T00:00:00.000000000&#x27;, &#x27;1991-04-01T00:00:00.000000000&#x27;],
14:10:23             ...,
14:10:23             [&#x27;2000-10-01T00:00:00.000000000&#x27;, &#x27;2000-11-01T00:00:00.000000000&#x27;],
14:10:23             [&#x27;2000-11-01T00:00:00.000000000&#x27;, &#x27;2000-12-01T00:00:00.000000000&#x27;],
14:10:23             [&#x27;2000-12-01T00:00:00.000000000&#x27;, &#x27;2001-01-01T00:00:00.000000000&#x27;]],
14:10:23    -       dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-68557d74-4458-49c5-8593-961c61ebdbde' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-68557d74-4458-49c5-8593-961c61ebdbde' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9106e86-3743-47b6-bad0-e56ebe017e8f' class='xr-var-data-in' type='checkbox'><label for='data-e9106e86-3743-47b6-bad0-e56ebe017e8f' 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><pre class='xr-var-data'>array([[-90.      , -88.585475],
14:10:23    +       dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-da41be85-4161-4d63-8926-c2b694c1abc1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-da41be85-4161-4d63-8926-c2b694c1abc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c7f29ec-d962-4e8f-9277-35424552df4c' class='xr-var-data-in' type='checkbox'><label for='data-9c7f29ec-d962-4e8f-9277-35424552df4c' 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><pre class='xr-var-data'>array([[-90.      , -88.585475],
14:10:23             [-88.585475, -87.4701  ],
14:10:23             [-87.4701  , -86.3507  ],
14:10:23             ...,
14:10:23             [ 86.3507  ,  87.4701  ],
14:10:23             [ 87.4701  ,  88.585475],
14:10:23    -        [ 88.585475,  90.      ]])</pre></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-615d215c-edf1-491c-979e-d455d18bc3f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-615d215c-edf1-491c-979e-d455d18bc3f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dcd90a4-8151-461a-a2c3-ec328a576e2b' class='xr-var-data-in' type='checkbox'><label for='data-3dcd90a4-8151-461a-a2c3-ec328a576e2b' 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><pre class='xr-var-data'>array([[ -0.5625,   0.5625],
14:10:23    +        [ 88.585475,  90.      ]])</pre></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-45a674e9-d636-4880-89de-3d5dc2473fc2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-45a674e9-d636-4880-89de-3d5dc2473fc2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d320769-221a-4fb4-b29e-676232ecd71e' class='xr-var-data-in' type='checkbox'><label for='data-2d320769-221a-4fb4-b29e-676232ecd71e' 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><pre class='xr-var-data'>array([[ -0.5625,   0.5625],
14:10:23             [  0.5625,   1.6875],
14:10:23             [  1.6875,   2.8125],
14:10:23             ...,
14:10:23             [356.0625, 357.1875],
14:10:23             [357.1875, 358.3125],
14:10:23    -        [358.3125, 359.4375]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>ta</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6c42af4f-298f-4fa8-99fb-45c8d795c211' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c42af4f-298f-4fa8-99fb-45c8d795c211' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce281630-65d4-44d3-919b-f62eefea5cb4' class='xr-var-data-in' type='checkbox'><label for='data-ce281630-65d4-44d3-919b-f62eefea5cb4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>original_name :</span></dt><dd>T</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>DATE_TIME_TZ altered by CMOR: replaced missing value flag (-9.99e+33) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MRI-CGCM3_decadal1980_r0i0p0.nc areacella: areacella_fx_MRI-CGCM3_decadal1980_r0i0p0.nc</dd></dl></div><pre class='xr-var-data'>[141312000 values with dtype=float32]</pre></li></ul></div></li><li class='xr-section-item'><input id='section-8470fe4d-f5cb-4d55-8ead-17283ac6ed5f' class='xr-section-summary-in' type='checkbox'  ><label for='section-8470fe4d-f5cb-4d55-8ead-17283ac6ed5f' class='
14:10:23    ?                                                                                                                                                                                                                                                                             - ^^^  ^^^^^^ -------------- ------------------------------------------------------------------- ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^                                                                                                                                          ^^^^  ^^^  ^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ^^^ ^^^^^^^ ^^^^^^^^^^ ---------------------------------------------------------------------------------- ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
14:10:23    +        [358.3125, 359.4375]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>ta</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-15c2193c-80b9-4f20-8e7b-2009647693b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15c2193c-80b9-4f20-8e7b-2009647693b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4ead619-0798-48a5-a5f9-fe62cee2f7a3' class='xr-var-data-in' type='checkbox'><label for='data-e4ead619-0798-48a5-a5f9-fe62cee2f7a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>original_name :</span></dt><dd>T</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 30 minutes)</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>DATE_TIME_TZ altered by CMOR: replaced missing value flag (-9.99e+33) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MRI-CGCM3_decadal1980_r0i0p0.nc areacella: areacella_fx_MRI-CGCM3_decadal1980_r0i0p0.nc</dd></dl></div><pre class='xr-var-data'>[141312000 values with dtype=float32]</pre></li></ul></div></li><li class='xr-section-item'><input id='section-880827b2-51e2-423d-924e-cbb8a77c3ef8' class='xr-section-summary-in' type='checkbox'  ><label for='section-880827b2-51e2-423d-924e-cbb8a77c3ef8' class='
14:10:23    ?                                                                                                                                                                                                                                                                            ++++++++++++++++++++++++++++  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^   ^^^^^                                                                                                                                          ^^^^^^ +++++++++++++++++++ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +++++++++++ ^^^^^^^^  ^^^^^^^^^                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                +++++++++++++ ++++++++++++++ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^ ^^^^^^^  ^^^^^^^^^^^^^^
14:10:23
```
@tlvu tlvu force-pushed the update-notebooks-to-match-new-jupyter-env branch from 0a11ac6 to 3d3595d Compare April 29, 2020 04:33
@tlvu tlvu merged commit 08325cb into master Apr 29, 2020
@tlvu tlvu deleted the update-notebooks-to-match-new-jupyter-env branch April 29, 2020 15:16
tlvu added a commit to Ouranosinc/PAVICS-e2e-workflow-tests that referenced this pull request Apr 29, 2020
release: update to use image pavics/workflow-tests:200427

New build of our Jupyter env.

Required update to the notebooks for owslib and xarray breaking changes, see commit Ouranosinc/pavics-sdi@08325cb or PR Ouranosinc/pavics-sdi#170.

Noticeable changes:
```diff
# geopandas switched from conda to pip package
# this is a little bit odd since we pinned the conda version to 0.6.2
# should not be the cause of Jenkins failure since Raven tests are not enabled yet
<   - geopandas=0.6.2=py_0
>     - geopandas==0.7.0

<   - xarray=0.15.0=py_0
>   - xarray=0.15.1=py_0

<   - owslib=0.19.1=py_0
>   - owslib=0.19.2=py_1

<   - dask-core=2.12.0=py_0
>   - dask-core=2.15.0=py_0

<     - distributed==2.12.0
>     - distributed==2.15.0   

<     - xclim==0.14.0
>     - xclim==0.16.0
```

Full conda env export diff:
[200312-200427-conda-env-export.diff.txt](https://github.com/Ouranosinc/PAVICS-e2e-workflow-tests/files/4547396/200312-200427-conda-env-export.diff.txt)
```
10c10
<   - alembic=1.4.1=py_0
---
>   - alembic=1.4.2=pyh9f0ad1d_0
14,15c14,15
<   - beautifulsoup4=4.8.2=py37_0
<   - bleach=3.1.1=py_0
---
>   - beautifulsoup4=4.9.0=py37hc8dfbb8_0
>   - bleach=3.1.4=pyh9f0ad1d_0
18a19
>   - brotlipy=0.7.0=py37h8f50634_1000
20,22c21,23
<   - ca-certificates=2019.11.28=hecc5488_0
<   - cairo=1.16.0=hfb77d84_1002
<   - cartopy=0.17.0=py37h39d8c00_1011
---
>   - ca-certificates=2020.4.5.1=hecc5488_0
>   - cairo=1.16.0=hcf35c78_1003
>   - cartopy=0.17.0=py37h17ca249_1015
24c25
<   - cdtime=3.1.3=py37h1ac8016_0
---
>   - cdtime=3.1.3=py37h006a570_2
26c27
<   - certifi=2019.11.28=py37hc8dfbb8_1
---
>   - certifi=2020.4.5.1=py37hc8dfbb8_0
29,32c30,33
<   - cfitsio=3.470=hb60a0a2_2
<   - cftime=1.0.4.2=py37hc1659b7_0
<   - chardet=3.0.4=py37_1003
<   - click=7.0=py_0
---
>   - cfitsio=3.470=h00dd3da_3
>   - cftime=1.1.1.2=py37h03ebfcd_0
>   - chardet=3.0.4=py37hc8dfbb8_1006
>   - click=7.1.1=pyh8c360ce_0
37,40c38,41
<   - configurable-http-proxy=4.2.0=node13_he01fd0c_2
<   - coverage=5.0.3=py37h8f50634_1
<   - cryptography=2.8=py37h72c5cf5_1
<   - curl=7.68.0=hf8cf82a_0
---
>   - configurable-http-proxy=4.2.1=node13_he01fd0c_0
>   - coverage=5.1=py37h8f50634_0
>   - cryptography=2.8=py37hb09aad4_2
>   - curl=7.69.1=h33f0ec9_0
43c44
<   - dask-core=2.12.0=py_0
---
>   - dask-core=2.15.0=py_0
51,53c52,54
<   - entrypoints=0.3=py37_1000
<   - esgf-compute-api=2.2.3=py_0
<   - esmf=8.0.0=nompi_he6d0a24_5
---
>   - entrypoints=0.3=py37hc8dfbb8_1001
>   - esgf-compute-api=2.3.3=py_0
>   - esmf=8.0.0=nompi_hb0fcdcb_6
59c60
<   - freetype=2.10.0=he983fc9_1
---
>   - freetype=2.10.1=he06d7ca_0
61c62
<   - future=0.18.2=py37_0
---
>   - future=0.18.2=py37hc8dfbb8_1
63c64
<   - gdal=3.0.4=py37hbb6b9fb_1
---
>   - gdal=3.0.4=py37h4b180d9_6
65,67c66,67
<   - geopandas=0.6.2=py_0
<   - geos=3.8.0=he1b5a44_1
<   - geotiff=1.5.1=hcbe54f9_9
---
>   - geos=3.8.1=he1b5a44_0
>   - geotiff=1.5.1=h05acad5_10
71,73c71,73
<   - gitdb=4.0.2=py_0
<   - gitpython=3.1.0=py_0
<   - glib=2.58.3=py37h6f030ca_1002
---
>   - gitdb=4.0.4=py_0
>   - gitpython=3.1.1=py_0
>   - glib=2.64.2=h6f030ca_0
83,86c83,87
<   - importlib_metadata=1.5.0=py37_0
<   - ipykernel=5.1.4=py37h5ca1d4c_0
<   - ipyleaflet=0.12.3=py_1
<   - ipython=7.13.0=py37h5ca1d4c_0
---
>   - importlib-metadata=1.6.0=py37hc8dfbb8_0
>   - importlib_metadata=1.6.0=0
>   - ipykernel=5.2.1=py37h43977f1_0
>   - ipyleaflet=0.12.4=pyh9f0ad1d_0
>   - ipython=7.13.0=py37hc8dfbb8_2
90,91c91,92
<   - jedi=0.16.0=py37_0
<   - jinja2=2.11.1=py_0
---
>   - jedi=0.17.0=py37hc8dfbb8_0
>   - jinja2=2.11.2=pyh9f0ad1d_0
95c96
<   - jsonschema=3.2.0=py37_0
---
>   - jsonschema=3.2.0=py37hc8dfbb8_1
97,99c98,100
<   - jupyter_client=6.0.0=py_0
<   - jupyter_console=6.1.0=py_0
<   - jupyter_core=4.6.3=py37_0
---
>   - jupyter_client=6.1.3=py_0
>   - jupyter_console=6.1.0=py_1
>   - jupyter_core=4.6.3=py37hc8dfbb8_1
104,109c105,110
<   - jupyterlab=2.0.1=py_0
<   - jupyterlab_pygments=0.1.0=py_0
<   - jupyterlab_server=1.0.7=py_0
<   - kealib=1.4.12=hec59c27_0
<   - kiwisolver=1.1.0=py37h99015e2_1
<   - krb5=1.16.4=h2fd8d38_0
---
>   - jupyterlab=2.1.1=py_0
>   - jupyterlab_pygments=0.1.1=pyh9f0ad1d_0
>   - jupyterlab_server=1.1.1=py_0
>   - kealib=1.4.13=hec59c27_0
>   - kiwisolver=1.2.0=py37h99015e2_0
>   - krb5=1.17.1=h2fd8d38_0
111,112c112,113
<   - lazy-object-proxy=1.4.3=py37h516909a_1
<   - ld_impl_linux-64=2.33.1=h53a641e_8
---
>   - lazy-object-proxy=1.4.3=py37h8f50634_2
>   - ld_impl_linux-64=2.34=h53a641e_0
115,116c116,117
<   - libcdms=3.1.2=ha54dda3_8
<   - libcf=1.0.3=py37hdee1361_5
---
>   - libcdms=3.1.2=nompi_h70c2909_110
>   - libcf=1.0.3=nompi_ha20483a_107
118,121c119,122
<   - libcurl=7.68.0=hda55be3_0
<   - libdap4=3.20.4=hd3bb157_0
<   - libdrs=3.1.2=h9b7ed86_9
<   - libdrs_f=3.1.2=h322d3c2_5
---
>   - libcurl=7.69.1=hf7181ac_0
>   - libdap4=3.20.6=h1d1bd15_0
>   - libdrs=3.1.2=nompi_h4ca35b2_111
>   - libdrs_f=3.1.2=nompi_hd82fec8_109
123c124
<   - libffi=3.2.1=he1b5a44_1006
---
>   - libffi=3.2.1=he1b5a44_1007
125c126
<   - libgdal=3.0.4=h022d3c0_1
---
>   - libgdal=3.0.4=h3dfc09a_6
128c129
<   - libiconv=1.15=h516909a_1005
---
>   - libiconv=1.15=h516909a_1006
132,133c133,134
<   - libllvm9=9.0.1=hc9558a2_0
<   - libnetcdf=4.7.3=nompi_h9f9fd6a_101
---
>   - libllvm9=9.0.1=he513fc3_1
>   - libnetcdf=4.7.4=nompi_h9f9fd6a_101
135,136c136,137
<   - libpng=1.6.37=hed695b0_0
<   - libpq=12.2=hae5116b_0
---
>   - libpng=1.6.37=hed695b0_1
>   - libpq=12.2=h5513abc_1
139c140
<   - libspatialite=4.3.0a=hd318ce7_1036
---
>   - libspatialite=4.3.0a=h2482549_1038
142c143
<   - libtiff=4.1.0=hc3755c2_3
---
>   - libtiff=4.1.0=hc7e4089_6
146c147
<   - libwebp=1.0.2=h56121f0_5
---
>   - libwebp-base=1.1.0=h516909a_3
151,152c152,153
<   - lxml=4.5.0=py37h7ec2d77_0
<   - lz4-c=1.8.3=he1b5a44_1001
---
>   - lxml=4.5.0=py37he3881c9_1
>   - lz4-c=1.9.2=he1b5a44_0
155,156c156,157
<   - matplotlib=3.2.0=1
<   - matplotlib-base=3.2.0=py37h250f245_1
---
>   - matplotlib=3.2.1=0
>   - matplotlib-base=3.2.1=py37h30547a4_0
159c160
<   - mistune=0.8.4=py37h516909a_1000
---
>   - mistune=0.8.4=py37h8f50634_1001
162c163
<   - nbconvert=5.6.1=py37_0
---
>   - nbconvert=5.6.1=py37hc8dfbb8_1
164c165
<   - nbformat=5.0.4=py_0
---
>   - nbformat=5.0.6=py_0
167,168c168,169
<   - netcdf-fortran=4.5.2=nompi_h09cde99_103
<   - netcdf4=1.5.3=nompi_py37hd35fb8e_102
---
>   - netcdf-fortran=4.5.2=nompi_h45d7149_104
>   - netcdf4=1.5.3=nompi_py37hec16513_103
171c172
<   - nodejs=13.9.0=h10a4023_0
---
>   - nodejs=13.13.0=hf5d1a2b_0
175c176
<   - numpy=1.18.1=py37h8960a57_0
---
>   - numpy=1.18.1=py37h8960a57_1
181,182c182,183
<   - openssl=1.1.1d=h516909a_0
<   - owslib=0.19.1=py_0
---
>   - openssl=1.1.1g=h516909a_0
>   - owslib=0.19.2=py_1
186c187
<   - pandoc=2.9.2=0
---
>   - pandoc=2.9.2.1=0
188c189
<   - parso=0.6.2=py_0
---
>   - parso=0.7.0=pyh9f0ad1d_0
190,192c191,193
<   - pexpect=4.8.0=py37_0
<   - pickleshare=0.7.5=py37_1000
<   - pillow=7.0.0=py37hefe7db6_0
---
>   - pexpect=4.8.0=py37hc8dfbb8_1
>   - pickleshare=0.7.5=py37hc8dfbb8_1001
>   - pillow=7.1.2=py37h718be6c_0
198,199c199,200
<   - postgresql=12.2=hf1211e9_0
<   - proj=6.3.1=hc80f0dc_1
---
>   - postgresql=12.2=h8573dbc_1
>   - proj=7.0.0=h966b41f_3
201c202,203
<   - prompt_toolkit=2.0.10=py_0
---
>   - prompt-toolkit=3.0.5=py_0
>   - prompt_toolkit=3.0.5=0
211c213
<   - pykdtree=1.3.1=py37hc1659b7_1002
---
>   - pykdtree=1.3.1=py37h03ebfcd_1003
213,214c215,216
<   - pyparsing=2.4.6=py_0
<   - pyproj=2.5.0=py37he3cd046_1
---
>   - pyparsing=2.4.7=pyh9f0ad1d_0
>   - pyproj=2.6.0=py37h34dd122_1
216c218
<   - pyrsistent=0.15.7=py37h516909a_0
---
>   - pyrsistent=0.16.0=py37h8f50634_0
218,220c220,222
<   - pysocks=1.7.1=py37_0
<   - pytest=5.3.5=py37_1
<   - python=3.7.6=h357f687_4_cpython
---
>   - pysocks=1.7.1=py37hc8dfbb8_1
>   - pytest=5.4.1=py37hc8dfbb8_0
>   - python=3.7.6=h8356626_5_cpython
226,227c228,230
<   - pywavelets=1.1.1=py37hc1659b7_0
<   - pyzmq=19.0.0=py37h1768529_0
---
>   - pywavelets=1.1.1=py37h03ebfcd_1
>   - pyyaml=5.3.1=py37h8f50634_0
>   - pyzmq=19.0.0=py37hac76be4_1
229c232
<   - qtconsole=4.7.1=py_0
---
>   - qtconsole=4.7.3=pyh9f0ad1d_0
234,237c237,240
<   - requests=2.23.0=py37_0
<   - rtree=0.9.4=py37h7b0cdae_0
<   - ruamel.yaml=0.16.6=py37h516909a_0
<   - ruamel.yaml.clib=0.2.0=py37h516909a_0
---
>   - requests=2.23.0=pyh8c360ce_2
>   - rtree=0.9.4=py37h8526d28_1
>   - ruamel.yaml=0.16.6=py37h8f50634_1
>   - ruamel.yaml.clib=0.2.0=py37h8f50634_1
239c242
<   - scipy=1.4.1=py37h921218d_0
---
>   - scipy=1.4.1=py37ha3d9a3c_3
241,242c244,245
<   - setuptools=46.0.0=py37hc8dfbb8_2
<   - shapely=1.7.0=py37hb106bac_1
---
>   - setuptools=46.1.3=py37hc8dfbb8_0
>   - shapely=1.7.0=py37hc88ce51_3
244c247
<   - smmap=3.0.1=py_0
---
>   - smmap=3.0.2=pyh9f0ad1d_0
246,247c249,250
<   - soupsieve=1.9.4=py37_0
<   - sqlalchemy=1.3.15=py37h8f50634_1
---
>   - soupsieve=1.9.4=py37hc8dfbb8_1
>   - sqlalchemy=1.3.16=py37h8f50634_0
250c253
<   - terminado=0.8.3=py37_0
---
>   - terminado=0.8.3=py37hc8dfbb8_1
253c256
<   - tiledb=1.7.0=hcde45ca_2
---
>   - tiledb=1.7.7=h8efa9f0_1
259c262
<   - tzcode=2019a=h516909a_1002
---
>   - tzcode=2020a=h516909a_0
261c264
<   - urllib3=1.25.7=py37_0
---
>   - urllib3=1.25.9=py_0
265c268
<   - wcwidth=0.1.8=py_0
---
>   - wcwidth=0.1.9=pyh9f0ad1d_0
272c275
<   - xarray=0.15.0=py_0
---
>   - xarray=0.15.1=py_0
285c288,289
<   - xz=5.2.4=h14c3975_1001
---
>   - xz=5.2.5=h516909a_0
>   - yaml=0.2.4=h516909a_0
289c293
<   - zstd=1.4.4=h3b9ef0a_1
---
>   - zstd=1.4.4=h6597ccf_3
293,294c297,298
<     - bokeh==2.0.0
<     - boltons==20.0.0
---
>     - bokeh==2.0.2
>     - boltons==20.1.0
298,299c302,303
<     - distributed==2.12.0
<     - fsspec==0.6.2
---
>     - distributed==2.15.0
>     - fsspec==0.7.3
301a306
>     - geopandas==0.7.0
303a309
>     - llvmlite==0.32.0
307a314
>     - numba==0.49.0
314d320
<     - pyyaml==5.3
321c327
<     - typing-extensions==3.7.4.1
---
>     - typing-extensions==3.7.4.2
323c329
<     - xclim==0.14.0
---
>     - xclim==0.16.0
```

Full new conda env content:
[200427-conda-env-export.yml.txt](https://github.com/Ouranosinc/PAVICS-e2e-workflow-tests/files/4547399/200427-conda-env-export.yml.txt)
```
name: birdy
channels:
  - cdat
  - conda-forge
  - defaults
dependencies:
  - _libgcc_mutex=0.1=conda_forge
  - _openmp_mutex=4.5=0_gnu
  - affine=2.3.0=py_0
  - alembic=1.4.2=pyh9f0ad1d_0
  - async_generator=1.10=py_0
  - attrs=19.3.0=py_0
  - backcall=0.1.0=py_0
  - beautifulsoup4=4.9.0=py37hc8dfbb8_0
  - bleach=3.1.4=pyh9f0ad1d_0
  - blinker=1.4=py_1
  - boost-cpp=1.72.0=h8e57a91_0
  - branca=0.3.1=py_0
  - brotlipy=0.7.0=py37h8f50634_1000
  - bzip2=1.0.8=h516909a_2
  - ca-certificates=2020.4.5.1=hecc5488_0
  - cairo=1.16.0=hcf35c78_1003
  - cartopy=0.17.0=py37h17ca249_1015
  - cdat_info=8.2=py_7
  - cdtime=3.1.3=py37h006a570_2
  - cdutil=8.2=py_2
  - certifi=2020.4.5.1=py37hc8dfbb8_0
  - certipy=0.1.3=py_0
  - cffi=1.14.0=py37hd463f26_0
  - cfitsio=3.470=h00dd3da_3
  - cftime=1.1.1.2=py37h03ebfcd_0
  - chardet=3.0.4=py37hc8dfbb8_1006
  - click=7.1.1=pyh8c360ce_0
  - click-plugins=1.1.1=py_0
  - cligj=0.5.0=py_0
  - cloudpickle=1.3.0=py_0
  - colorama=0.4.3=py_0
  - configurable-http-proxy=4.2.1=node13_he01fd0c_0
  - coverage=5.1=py37h8f50634_0
  - cryptography=2.8=py37hb09aad4_2
  - curl=7.69.1=h33f0ec9_0
  - cycler=0.10.0=py_2
  - cytoolz=0.10.1=py37h516909a_0
  - dask-core=2.15.0=py_0
  - dbus=1.13.6=he372182_0
  - decorator=4.4.2=py_0
  - defusedxml=0.6.0=py_0
  - descartes=1.1.0=py_4
  - distarray=2.12.2=py_1
  - docopt=0.6.2=py_1
  - dv3d=8.2=py_0
  - entrypoints=0.3=py37hc8dfbb8_1001
  - esgf-compute-api=2.3.3=py_0
  - esmf=8.0.0=nompi_hb0fcdcb_6
  - esmpy=8.0.0=nompi_py37hf0e99fa_1
  - expat=2.2.9=he1b5a44_2
  - ffmpeg=4.2=h167e202_0
  - fiona=1.8.13=py37h900e953_0
  - fontconfig=2.13.1=h86ecdb6_1001
  - freetype=2.10.1=he06d7ca_0
  - freexl=1.0.5=h14c3975_1002
  - future=0.18.2=py37hc8dfbb8_1
  - g2clib=1.6.0=hf3f1b0b_9
  - gdal=3.0.4=py37h4b180d9_6
  - genutil=8.2=py37hc1659b7_3
  - geos=3.8.1=he1b5a44_0
  - geotiff=1.5.1=h05acad5_10
  - gettext=0.19.8.1=hc5be6a0_1002
  - ghostscript=9.22=hf484d3e_1001
  - giflib=5.2.1=h516909a_2
  - gitdb=4.0.4=py_0
  - gitpython=3.1.1=py_0
  - glib=2.64.2=h6f030ca_0
  - gmp=6.2.0=he1b5a44_2
  - gnutls=3.6.5=hd3a4fd2_1002
  - gst-plugins-base=1.14.5=h0935bb2_2
  - gstreamer=1.14.5=h36ae1b5_2
  - hdf4=4.2.13=hf30be14_1003
  - hdf5=1.10.5=nompi_h3c11f04_1104
  - icu=64.2=he1b5a44_1
  - idna=2.9=py_1
  - imageio=2.8.0=py_0
  - importlib-metadata=1.6.0=py37hc8dfbb8_0
  - importlib_metadata=1.6.0=0
  - ipykernel=5.2.1=py37h43977f1_0
  - ipyleaflet=0.12.4=pyh9f0ad1d_0
  - ipython=7.13.0=py37hc8dfbb8_2
  - ipython_genutils=0.2.0=py_1
  - ipywidgets=7.5.1=py_0
  - jasper=1.900.1=h07fcdf6_1006
  - jedi=0.17.0=py37hc8dfbb8_0
  - jinja2=2.11.2=pyh9f0ad1d_0
  - jpeg=9c=h14c3975_1001
  - json-c=0.13.1=h14c3975_1001
  - json5=0.9.0=py_0
  - jsonschema=3.2.0=py37hc8dfbb8_1
  - jupyter=1.0.0=py_2
  - jupyter_client=6.1.3=py_0
  - jupyter_console=6.1.0=py_1
  - jupyter_core=4.6.3=py37hc8dfbb8_1
  - jupyter_server=0.1.1=py37_0
  - jupyter_telemetry=0.0.5=py_0
  - jupyterhub=1.1.0=py37_2
  - jupyterhub-base=1.1.0=py37_2
  - jupyterlab=2.1.1=py_0
  - jupyterlab_pygments=0.1.1=pyh9f0ad1d_0
  - jupyterlab_server=1.1.1=py_0
  - kealib=1.4.13=hec59c27_0
  - kiwisolver=1.2.0=py37h99015e2_0
  - krb5=1.17.1=h2fd8d38_0
  - lame=3.100=h14c3975_1001
  - lazy-object-proxy=1.4.3=py37h8f50634_2
  - ld_impl_linux-64=2.34=h53a641e_0
  - libblas=3.8.0=11_openblas
  - libcblas=3.8.0=11_openblas
  - libcdms=3.1.2=nompi_h70c2909_110
  - libcf=1.0.3=nompi_ha20483a_107
  - libclang=9.0.1=default_hde54327_0
  - libcurl=7.69.1=hf7181ac_0
  - libdap4=3.20.6=h1d1bd15_0
  - libdrs=3.1.2=nompi_h4ca35b2_111
  - libdrs_f=3.1.2=nompi_hd82fec8_109
  - libedit=3.1.20170329=hf8c457e_1001
  - libffi=3.2.1=he1b5a44_1007
  - libgcc-ng=9.2.0=h24d8f2e_2
  - libgdal=3.0.4=h3dfc09a_6
  - libgfortran-ng=7.3.0=hdf63c60_5
  - libgomp=9.2.0=h24d8f2e_2
  - libiconv=1.15=h516909a_1006
  - libidn2=2.3.0=h516909a_0
  - libkml=1.3.0=hb574062_1011
  - liblapack=3.8.0=11_openblas
  - libllvm9=9.0.1=he513fc3_1
  - libnetcdf=4.7.4=nompi_h9f9fd6a_101
  - libopenblas=0.3.6=h6e990d7_6
  - libpng=1.6.37=hed695b0_1
  - libpq=12.2=h5513abc_1
  - libsodium=1.0.17=h516909a_0
  - libspatialindex=1.9.3=he1b5a44_3
  - libspatialite=4.3.0a=h2482549_1038
  - libssh2=1.8.2=h22169c7_2
  - libstdcxx-ng=9.2.0=hdf63c60_2
  - libtiff=4.1.0=hc7e4089_6
  - libunistring=0.9.10=h14c3975_0
  - libuuid=2.32.1=h14c3975_1000
  - libuv=1.34.0=h516909a_0
  - libwebp-base=1.1.0=h516909a_3
  - libxcb=1.13=h14c3975_1002
  - libxkbcommon=0.10.0=he1b5a44_0
  - libxml2=2.9.10=hee79883_0
  - libxslt=1.1.33=h31b3aaa_0
  - lxml=4.5.0=py37he3881c9_1
  - lz4-c=1.9.2=he1b5a44_0
  - mako=1.1.0=py_0
  - markupsafe=1.1.1=py37h8f50634_1
  - matplotlib=3.2.1=0
  - matplotlib-base=3.2.1=py37h30547a4_0
  - mechanicalsoup=0.12.0=py_0
  - mesalib=18.3.1=h590aaf7_0
  - mistune=0.8.4=py37h8f50634_1001
  - more-itertools=8.2.0=py_0
  - munch=2.5.0=py_0
  - nbconvert=5.6.1=py37hc8dfbb8_1
  - nbdime=2.0.0=py37hc8dfbb8_0
  - nbformat=5.0.6=py_0
  - nbval=0.9.5=py_0
  - ncurses=6.1=hf484d3e_1002
  - netcdf-fortran=4.5.2=nompi_h45d7149_104
  - netcdf4=1.5.3=nompi_py37hec16513_103
  - nettle=3.4.1=h1bed415_1002
  - networkx=2.4=py_1
  - nodejs=13.13.0=hf5d1a2b_0
  - notebook=6.0.3=py37_0
  - nspr=4.25=he1b5a44_0
  - nss=3.47=he751ad9_0
  - numpy=1.18.1=py37h8960a57_1
  - oauthlib=3.0.1=py_0
  - olefile=0.46=py_0
  - openblas=0.3.6=h6e990d7_6
  - openh264=1.8.0=hdbcaa40_1000
  - openjpeg=2.3.1=h981e76c_3
  - openssl=1.1.1g=h516909a_0
  - owslib=0.19.2=py_1
  - packaging=20.1=py_0
  - pamela=1.0.0=py_0
  - pandas=0.25.3=py37hb3f55d8_0
  - pandoc=2.9.2.1=0
  - pandocfilters=1.4.2=py_1
  - parso=0.7.0=pyh9f0ad1d_0
  - pcre=8.44=he1b5a44_0
  - pexpect=4.8.0=py37hc8dfbb8_1
  - pickleshare=0.7.5=py37hc8dfbb8_1001
  - pillow=7.1.2=py37h718be6c_0
  - pip=20.0.2=py_2
  - pixman=0.38.0=h516909a_1003
  - pluggy=0.13.0=py37_0
  - poppler=0.67.0=h14e79db_8
  - poppler-data=0.4.9=1
  - postgresql=12.2=h8573dbc_1
  - proj=7.0.0=h966b41f_3
  - prometheus_client=0.7.1=py_0
  - prompt-toolkit=3.0.5=py_0
  - prompt_toolkit=3.0.5=0
  - pthread-stubs=0.4=h14c3975_1001
  - ptyprocess=0.6.0=py_1001
  - py=1.8.1=py_0
  - pycparser=2.20=py_0
  - pycurl=7.43.0.5=py37h16ce93b_0
  - pydap=3.2.2=py37_1000
  - pyepsg=0.4.0=py_0
  - pygments=2.6.1=py_0
  - pyjwt=1.7.1=py_0
  - pykdtree=1.3.1=py37h03ebfcd_1003
  - pyopenssl=19.1.0=py_1
  - pyparsing=2.4.7=pyh9f0ad1d_0
  - pyproj=2.6.0=py37h34dd122_1
  - pyqt=5.12.3=py37hcca6a23_1
  - pyrsistent=0.16.0=py37h8f50634_0
  - pyshp=2.1.0=py_0
  - pysocks=1.7.1=py37hc8dfbb8_1
  - pytest=5.4.1=py37hc8dfbb8_0
  - python=3.7.6=h8356626_5_cpython
  - python-dateutil=2.8.1=py_0
  - python-editor=1.0.4=py_0
  - python-json-logger=0.1.11=py_0
  - python_abi=3.7=1_cp37m
  - pytz=2019.3=py_0
  - pywavelets=1.1.1=py37h03ebfcd_1
  - pyyaml=5.3.1=py37h8f50634_0
  - pyzmq=19.0.0=py37hac76be4_1
  - qt=5.12.5=hd8c4c69_1
  - qtconsole=4.7.3=pyh9f0ad1d_0
  - qtpy=1.9.0=py_0
  - rasterio=1.1.3=py37h900e953_0
  - readline=8.0=hf8c457e_0
  - regionmask=0.5.0=py_1
  - requests=2.23.0=pyh8c360ce_2
  - rtree=0.9.4=py37h8526d28_1
  - ruamel.yaml=0.16.6=py37h8f50634_1
  - ruamel.yaml.clib=0.2.0=py37h8f50634_1
  - scikit-image=0.16.2=py37hb3f55d8_0
  - scipy=1.4.1=py37ha3d9a3c_3
  - send2trash=1.5.0=py_0
  - setuptools=46.1.3=py37hc8dfbb8_0
  - shapely=1.7.0=py37hc88ce51_3
  - six=1.14.0=py_1
  - smmap=3.0.2=pyh9f0ad1d_0
  - snuggs=1.4.7=py_0
  - soupsieve=1.9.4=py37hc8dfbb8_1
  - sqlalchemy=1.3.16=py37h8f50634_0
  - sqlite=3.30.1=hcee41ef_0
  - tbb=2018.0.5=h2d50403_0
  - terminado=0.8.3=py37hc8dfbb8_1
  - testpath=0.4.4=py_0
  - threddsclient=0.4.2=py_0
  - tiledb=1.7.7=h8efa9f0_1
  - tk=8.6.10=hed695b0_0
  - toolz=0.10.0=py_0
  - tornado=6.0.4=py37h8f50634_1
  - traitlets=4.3.3=py37hc8dfbb8_1
  - traittypes=0.2.1=py_1
  - tzcode=2020a=h516909a_0
  - udunits2=2.2.27.6=h4e0c4b3_1001
  - urllib3=1.25.9=py_0
  - vcs=8.2=py_2
  - voila=0.1.21=py_0
  - vtk-cdat=8.2.0.8.2=py37_mesalibhead77ed_0
  - wcwidth=0.1.9=pyh9f0ad1d_0
  - webencodings=0.5.1=py_1
  - webob=1.8.6=py_0
  - wget=1.20.1=h22169c7_0
  - wheel=0.34.2=py_1
  - widgetsnbextension=3.5.1=py37_0
  - x264=1!152.20180806=h14c3975_0
  - xarray=0.15.1=py_0
  - xerces-c=3.2.2=h8412b87_1004
  - xorg-kbproto=1.0.7=h14c3975_1002
  - xorg-libice=1.0.10=h516909a_0
  - xorg-libsm=1.2.3=h84519dc_1000
  - xorg-libx11=1.6.9=h516909a_0
  - xorg-libxau=1.0.9=h14c3975_0
  - xorg-libxdmcp=1.1.3=h516909a_0
  - xorg-libxext=1.3.4=h516909a_0
  - xorg-libxrender=0.9.10=h516909a_1002
  - xorg-renderproto=0.11.1=h14c3975_1002
  - xorg-xextproto=7.3.0=h14c3975_1002
  - xorg-xproto=7.0.31=h14c3975_1007
  - xz=5.2.5=h516909a_0
  - yaml=0.2.4=h516909a_0
  - zeromq=4.3.2=he1b5a44_2
  - zipp=3.1.0=py_0
  - zlib=1.2.11=h516909a_1006
  - zstd=1.4.4=h6597ccf_3
  - pip:
    - astunparse==1.6.3
    - birdhouse-birdy==0.6.9
    - bokeh==2.0.2
    - boltons==20.1.0
    - bottleneck==1.3.2
    - cdms2==3.1.4
    - colour==0.1.5
    - distributed==2.15.0
    - fsspec==0.7.3
    - funcsigs==1.0.2
    - geojson==2.5.0
    - geopandas==0.7.0
    - heapdict==1.0.1
    - joblib==0.14.1
    - llvmlite==0.32.0
    - locket==0.2.0
    - markdown==3.2.1
    - mpld3==0.3
    - msgpack==1.0.0
    - numba==0.49.0
    - partd==1.1.0
    - pint==0.11
    - pixiedust==1.1.18
    - psutil==5.7.0
    - pyqt5-sip==4.19.18
    - pyqtwebengine==5.12.1
    - regrid2==3.1.4
    - requests-magpie==0.1.1
    - salem==0.2.4
    - scikit-learn==0.22.2.post1
    - sortedcontainers==2.1.0
    - tblib==1.6.0
    - typing-extensions==3.7.4.2
    - wrapt==1.12.1
    - xclim==0.16.0
    - zict==2.0.0
prefix: /usr/local/envs/birdy
```
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3 participants