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Differences: {'replace': "OrderedDict([('cells', [OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict()), ('source', ['# GRIB Data Example '])]), OrderedDict([('cell_type', " "'markdown'), ('metadata', OrderedDict()), ('source', ['GRIB format is commonly used " 'to disemminate atmospheric model data. With Xarray and the cfgrib engine, GRIB data ' "can easily be analyzed and visualized.'])]), OrderedDict([('cell_type', 'code'), " "('execution_cou […]

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Differences: {'replace': "OrderedDict([('cells', [OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict()), ('source', ['# ROMS Ocean Model Example'])]), " "OrderedDict([('cell_type', 'markdown'), ('metadata', OrderedDict()), ('source', ['The " 'Regional Ocean Modeling System ([ROMS](http://myroms.org)) is an open source ' 'hydrodynamic model that is used for simulating currents and water properties in ' 'coastal and estuarine regions. ROMS is one […]

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Differences: {'replace': "OrderedDict([('cells', [OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict()), ('source', ['## Applying unvectorized functions with " "`apply_ufunc`'])]), OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict()), ('source', ['This example will illustrate how to conveniently apply " 'an unvectorized function `func` to xarray objects using `apply_ufunc`. `func` expects ' '1D numpy arrays and returns a 1D nu […]

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Differences: {'replace': "OrderedDict([('cells', [OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict([('toc', True)])), ('source', ['<h1>Table of Contents<span " 'class="tocSkip"></span></h1>\\n\', \'<div class="toc"><ul ' 'class="toc-item"><li><span><a ' 'href="#Compare-weighted-and-unweighted-mean-temperature" ' 'data-toc-modified-id="Compare-weighted-and-unweighted-mean-temperature-1"><span ' 'class="toc-item-num">1  </ […]

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Differences: {'replace': "OrderedDict([('cells', [OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict()), ('source', ['Calculating Seasonal Averages from Timeseries of Monthly " "Means \\n', '=====\\n', '\\n', 'Author: [Joe " "Hamman](https://github.com/jhamman/)\\n', '\\n', 'The data used for this example can " 'be found in the [xarray-data](https://github.com/pydata/xarray-data) repository. You ' "may need to change the path to `rasm.nc` below […]

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Differences: {'replace': "OrderedDict([('cells', [OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict()), ('source', ['# Working with Multidimensional Coordinates\\n', '\\n', " "'Author: [Ryan Abernathey](https://github.com/rabernat)\\n', '\\n', 'Many datasets " 'have _physical coordinates_ which differ from their _logical coordinates_. Xarray ' "provides several ways to plot and analyze such datasets.'])]), " "OrderedDict([('cell_type', 'code') […]

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Differences: {'replace': "OrderedDict([('cells', [OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict()), ('source', ['# Visualization Gallery\\n', '\\n', 'This notebook shows " "common visualization issues encountered in Xarray.'])]), OrderedDict([('cell_type', " "'code'), ('execution_count', 1), ('metadata', OrderedDict()), ('outputs', []), " "('source', ['import cartopy.crs as ccrs\\n', 'import matplotlib.pyplot as plt\\n', " "'import xarray […]

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Differences: {'replace': "OrderedDict([('cells', [OrderedDict([('cell_type', 'markdown'), ('metadata', " "OrderedDict()), ('source', ['# Toy weather data\\n', '\\n', 'Here is an example of " "how to easily manipulate a toy weather dataset using\\n', 'xarray and other " "recommended Python libraries:'])]), OrderedDict([('cell_type', 'code'), " "('execution_count', 1), ('metadata', OrderedDict([('ExecuteTime', " "OrderedDict([('end_time', '2020-01-27T15:43:36.127 […]

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230	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2021-01-02·13:06:33.000000·./usr/share/doc-base/	230	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2021-01-02·13:06:33.000000·./usr/share/doc-base/
231	-rw-r--r--···0·root·········(0)·root·········(0)······290·2021-01-02·13:06:33.000000·./usr/share/doc-base/python-xarray-doc	231	-rw-r--r--···0·root·········(0)·root·········(0)······290·2021-01-02·13:06:33.000000·./usr/share/doc-base/python-xarray-doc


Offset 300, 15 lines modified		Offset 300, 15 lines modified
300	<p>You’ll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,	300	<p>You’ll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,
301	even·if·they·are·actually·Dask·arrays.·We·can·do·this·quickly·with·Dask·because	301	even·if·they·are·actually·Dask·arrays.·We·can·do·this·quickly·with·Dask·because
302	we·only·need·to·compute·the·first·few·values·(typically·from·the·first·block).	302	we·only·need·to·compute·the·first·few·values·(typically·from·the·first·block).
303	To·reveal·the·true·nature·of·an·array,·print·a·DataArray:</p>	303	To·reveal·the·true·nature·of·an·array,·print·a·DataArray:</p>
304	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[3]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span>	304	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[3]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span>
305	<span·class="gh">Out[3]:·</span><span·class="go"></span>	305	<span·class="gh">Out[3]:·</span><span·class="go"></span>
306	<span·class="go"><xarray.DataArray·'temperature'·(time:·30,·latitude:·180,·longitude:·180)></span>	306	<span·class="go"><xarray.DataArray·'temperature'·(time:·30,·latitude:·180,·longitude:·180)></span>
307	<span·class="go">dask.array<open_dataset-~~47b2b1~~4d5b~~b286a6~~16~~17688~~a~~a2cbc~~fdetemperature,·shape=(30,·180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray></span>	307	<span·class="go">dask.array<open_dataset-68add8e4b5d1f4821ab4bfa3c57af861temperature,·shape=(30,·180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray></span>
308	<span·class="go">Coordinates:</span>	308	<span·class="go">Coordinates:</span>
309	<span·class="go">··*·time·······(time)·datetime64[ns]·2015-01-01·2015-01-02·...·2015-01-30</span>	309	<span·class="go">··*·time·······(time)·datetime64[ns]·2015-01-01·2015-01-02·...·2015-01-30</span>
310	<span·class="go">··*·longitude··(longitude)·int32·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178·179</span>	310	<span·class="go">··*·longitude··(longitude)·int32·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178·179</span>
311	<span·class="go">··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5</span>	311	<span·class="go">··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5</span>
312	</pre></div>	312	</pre></div>
313	</div>	313	</div>
314	<p>Once·you’ve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big·to	314	<p>Once·you’ve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big·to


Offset 892, 18 lines modified		Offset 892, 18 lines modified
892	a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of	892	a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of
893	simply·calling·it·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">func(ds)</span></code>).·This·allows·you·to·write·pipelines·for	893	simply·calling·it·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">func(ds)</span></code>).·This·allows·you·to·write·pipelines·for
894	transforming·your·data·(using·“method·chaining”)·instead·of·writing·hard·to	894	transforming·your·data·(using·“method·chaining”)·instead·of·writing·hard·to
895	follow·nested·function·calls:</p>	895	follow·nested·function·calls:</p>
896	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow</span>	896	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow</span>
897	<span·class="go">#·entirely·from·left·to·right</span>	897	<span·class="go">#·entirely·from·left·to·right</span>
898	<span·class="gp">In·[60]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">((</span><span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">))</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">))</span>	898	<span·class="gp">In·[60]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">((</span><span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">))</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">))</span>
899	<span·class="gh">Out[60]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xdefc7850>]</span>	899	<span·class="gh">Out[60]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xde2fa700>]</span>

900	<span·class="gp">In·[61]:·</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="k">lambda</span>·<span·class="n">x</span><span·class="p">:</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">x</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">))</span>	900	<span·class="gp">In·[61]:·</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="k">lambda</span>·<span·class="n">x</span><span·class="p">:</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">x</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">))</span>
901	<span·class="gh">Out[61]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xde~~fc7be~~0>]</span>	901	<span·class="gh">Out[61]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xde2faa90>]</span>
902	</pre></div>	902	</pre></div>
903	</div>	903	</div>
904	<p>Both·<code·class="docutils·literal·notranslate"><span·class="pre">pipe</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">assign</span></code>·replicate·the·pandas·methods·of·the·same·names	904	<p>Both·<code·class="docutils·literal·notranslate"><span·class="pre">pipe</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">assign</span></code>·replicate·the·pandas·methods·of·the·same·names
905	(<a·class="reference·external"·href="http://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pipe.html#pandas.DataFrame.pipe"·title="(in·pandas·v1.1.5)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.pipe</span></code></a>·and	905	(<a·class="reference·external"·href="http://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pipe.html#pandas.DataFrame.pipe"·title="(in·pandas·v1.1.5)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.pipe</span></code></a>·and
906	<a·class="reference·external"·href="http://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.assign.html#pandas.DataFrame.assign"·title="(in·pandas·v1.1.5)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.assign</span></code></a>).</p>	906	<a·class="reference·external"·href="http://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.assign.html#pandas.DataFrame.assign"·title="(in·pandas·v1.1.5)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.assign</span></code></a>).</p>
907	<p>With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if	907	<p>With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if
908	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead	908	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead


Offset 523, 15 lines modified		Offset 523, 15 lines modified
523	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	523	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
524	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>	524	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>
525	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>	525	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>
526	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>	526	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>
527	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>	527	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>
528	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>	528	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>

529	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	529	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'
530	</pre></div></div>	530	</pre></div></div>
531	</div>	531	</div>
532	<p>Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:</p>	532	<p>Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:</p>
533	<div·class="nbinput·docutils·container">	533	<div·class="nbinput·docutils·container">
534	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:	534	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
535	</pre></div>	535	</pre></div>
536	</div>	536	</div>


Offset 34, 23 lines modified		Offset 34, 23 lines modified
34	········{	34	········{
35	············"cell_type":·"code",	35	············"cell_type":·"code",
36	············"execution_count":·2,	36	············"execution_count":·2,
37	············"metadata":·{},	37	············"metadata":·{},
38	············"outputs":·[	38	············"outputs":·[
39	················{	39	················{
40	····················"ename":·"FileNotFoundError",	40	····················"ename":·"FileNotFoundError",
41	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'",	41	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'",
42	····················"output_type":·"error",	42	····················"output_type":·"error",
43	····················"traceback":·[	43	····················"traceback":·[
44	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	44	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
45	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",	45	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",
46	························"\u001b[0;32m<ipython-input-2-783584127f97>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'era5-2mt-2019-03-uk.grib'\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'cfgrib'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",	46	························"\u001b[0;32m<ipython-input-2-783584127f97>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'era5-2mt-2019-03-uk.grib'\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'cfgrib'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
47	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mload_dataset\u001b[0;34m(args,·kwargs)\u001b[0m\n\u001b[1;32m····111\u001b[0m·····\u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····112\u001b[0m·····\"\"\"\n\u001b[0;32m-->·113\u001b[0;31m·····\u001b[0;32mwith\u001b[0m·\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m·\u001b[0;32mas\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m····114\u001b[0m·········\u001b[0;32mreturn\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····115\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",	47	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mload_dataset\u001b[0;34m(args,·kwargs)\u001b[0m\n\u001b[1;32m····111\u001b[0m·····\u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····112\u001b[0m·····\"\"\"\n\u001b[0;32m-->·113\u001b[0;31m·····\u001b[0;32mwith\u001b[0m·\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m·\u001b[0;32mas\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m····114\u001b[0m·········\u001b[0;32mreturn\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····115\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",
48	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	48	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
49	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'"	49	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'"
50	····················]	50	····················]
51	················}	51	················}
52	············],	52	············],
53	············"source":·[	53	············"source":·[
54	················"ds·=·xr.tutorial.load_dataset('era5-2mt-2019-03-uk.grib',·engine='cfgrib')"	54	················"ds·=·xr.tutorial.load_dataset('era5-2mt-2019-03-uk.grib',·engine='cfgrib')"
55	············]	55	············]
56	········},	56	········},


Offset 561, 15 lines modified		Offset 561, 15 lines modified
561	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	561	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
562	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>	562	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>
563	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>	563	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>
564	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>	564	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>
565	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>	565	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>
566	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>	566	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>

567	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	567	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'
568	</pre></div></div>	568	</pre></div></div>
569	</div>	569	</div>
570	</div>	570	</div>
571	<div·class="section"·id="Add-a-lazilly-calculated-vertical-coordinates">	571	<div·class="section"·id="Add-a-lazilly-calculated-vertical-coordinates">
572	<h2>Add·a·lazilly·calculated·vertical·coordinates<a·class="headerlink"·href="#Add-a-lazilly-calculated-vertical-coordinates"·title="Permalink·to·this·headline">¶</a></h2>	572	<h2>Add·a·lazilly·calculated·vertical·coordinates<a·class="headerlink"·href="#Add-a-lazilly-calculated-vertical-coordinates"·title="Permalink·to·this·headline">¶</a></h2>
573	<p>Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only·evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical·coordinate·can·be·found·(here)[<a·class="reference·external"·href="https://www.myroms.org/wiki/Vertical_S-coordinate">https://www.myroms.org/wiki/Vertical_S-coordinate</a>]</p>	573	<p>Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only·evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical·coordinate·can·be·found·(here)[<a·class="reference·external"·href="https://www.myroms.org/wiki/Vertical_S-coordinate">https://www.myroms.org/wiki/Vertical_S-coordinate</a>]</p>
574	<p>In·short,·for·<code·class="docutils·literal·notranslate"><span·class="pre">Vtransform==2</span></code>·as·used·in·this·example,</p>	574	<p>In·short,·for·<code·class="docutils·literal·notranslate"><span·class="pre">Vtransform==2</span></code>·as·used·in·this·example,</p>


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69	········{	69	········{
70	············"cell_type":·"code",	70	············"cell_type":·"code",
71	············"execution_count":·2,	71	············"execution_count":·2,
72	············"metadata":·{},	72	············"metadata":·{},
73	············"outputs":·[	73	············"outputs":·[
74	················{	74	················{
75	····················"ename":·"FileNotFoundError",	75	····················"ename":·"FileNotFoundError",
76	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'",	76	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'",
77	····················"output_type":·"error",	77	····················"output_type":·"error",
78	····················"traceback":·[	78	····················"traceback":·[
79	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	79	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
80	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",	80	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",
81	························"\u001b[0;32m<ipython-input-2-f6e5aae51f8e>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m······1\u001b[0m·\u001b[0;31m#·load·in·the·file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---->·2\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ROMS_example.nc'\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mchunks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'ocean_time'\u001b[0m\u001b[0;34m:\u001b[0m·\u001b[0;36m1\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······3\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······4\u001b[0m·\u001b[0;31m#·This·is·a·way·to·turn·on·chunking·and·lazy·evaluation.·Opening·with·mfdataset,·or\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······5\u001b[0m·\u001b[0;31m#·setting·the·chunking·in·the·open_dataset·would·also·achive·this.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	81	························"\u001b[0;32m<ipython-input-2-f6e5aae51f8e>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m······1\u001b[0m·\u001b[0;31m#·load·in·the·file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---->·2\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ROMS_example.nc'\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mchunks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'ocean_time'\u001b[0m\u001b[0;34m:\u001b[0m·\u001b[0;36m1\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······3\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······4\u001b[0m·\u001b[0;31m#·This·is·a·way·to·turn·on·chunking·and·lazy·evaluation.·Opening·with·mfdataset,·or\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······5\u001b[0m·\u001b[0;31m#·setting·the·chunking·in·the·open_dataset·would·also·achive·this.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
82	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	82	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
83	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'"	83	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'"
84	····················]	84	····················]
85	················}	85	················}
86	············],	86	············],
87	············"source":·[	87	············"source":·[
88	················"#·load·in·the·file\n",	88	················"#·load·in·the·file\n",
89	················"ds·=·xr.tutorial.open_dataset('ROMS_example.nc',·chunks={'ocean_time':·1})\n",	89	················"ds·=·xr.tutorial.open_dataset('ROMS_example.nc',·chunks={'ocean_time':·1})\n",
90	················"\n",	90	················"\n",


Offset 555, 15 lines modified		Offset 555, 15 lines modified
555	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	555	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
556	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>	556	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>
557	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>	557	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>
558	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>	558	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>
559	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>	559	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>
560	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>	560	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>

561	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	561	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'
562	</pre></div></div>	562	</pre></div></div>
563	</div>	563	</div>
564	<p>The·function·we·will·apply·is·<code·class="docutils·literal·notranslate"><span·class="pre">np.interp</span></code>·which·expects·1D·numpy·arrays.·This·functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to·make·sure·we·are·not·making·mistakes.</p>	564	<p>The·function·we·will·apply·is·<code·class="docutils·literal·notranslate"><span·class="pre">np.interp</span></code>·which·expects·1D·numpy·arrays.·This·functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to·make·sure·we·are·not·making·mistakes.</p>
565	<div·class="nbinput·docutils·container">	565	<div·class="nbinput·docutils·container">
566	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:	566	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:
567	</pre></div>	567	</pre></div>
568	</div>	568	</div>


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39	····················"end_time":·"2020-01-15T14:45:51.659160Z",	39	····················"end_time":·"2020-01-15T14:45:51.659160Z",
40	····················"start_time":·"2020-01-15T14:45:50.528742Z"	40	····················"start_time":·"2020-01-15T14:45:50.528742Z"
41	················}	41	················}
42	············},	42	············},
43	············"outputs":·[	43	············"outputs":·[
44	················{	44	················{
45	····················"ename":·"FileNotFoundError",	45	····················"ename":·"FileNotFoundError",
46	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'",	46	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'",
47	····················"output_type":·"error",	47	····················"output_type":·"error",
48	····················"traceback":·[	48	····················"traceback":·[
49	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	49	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
50	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",	50	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",
51	························"\u001b[0;32m<ipython-input-1-5e8aec42a87b>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m······5\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······6\u001b[0m·air·=·(\n\u001b[0;32m---->·7\u001b[0;31m·····\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"air_temperature\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······8\u001b[0m·····\u001b[0;34m.\u001b[0m\u001b[0mair\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msortby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"lat\"\u001b[0m\u001b[0;34m)\u001b[0m··\u001b[0;31m#·np.interp·needs·coordinate·in·ascending·order\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······9\u001b[0m·····\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mlon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	51	························"\u001b[0;32m<ipython-input-1-5e8aec42a87b>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m······5\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······6\u001b[0m·air·=·(\n\u001b[0;32m---->·7\u001b[0;31m·····\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"air_temperature\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······8\u001b[0m·····\u001b[0;34m.\u001b[0m\u001b[0mair\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msortby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"lat\"\u001b[0m\u001b[0;34m)\u001b[0m··\u001b[0;31m#·np.interp·needs·coordinate·in·ascending·order\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······9\u001b[0m·····\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mlon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
52	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mload_dataset\u001b[0;34m(args,·kwargs)\u001b[0m\n\u001b[1;32m····111\u001b[0m·····\u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····112\u001b[0m·····\"\"\"\n\u001b[0;32m-->·113\u001b[0;31m·····\u001b[0;32mwith\u001b[0m·\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m·\u001b[0;32mas\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m····114\u001b[0m·········\u001b[0;32mreturn\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····115\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",	52	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mload_dataset\u001b[0;34m(args,·kwargs)\u001b[0m\n\u001b[1;32m····111\u001b[0m·····\u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····112\u001b[0m·····\"\"\"\n\u001b[0;32m-->·113\u001b[0;31m·····\u001b[0;32mwith\u001b[0m·\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m·\u001b[0;32mas\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m····114\u001b[0m·········\u001b[0;32mreturn\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····115\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",
53	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	53	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
54	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'"	54	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'"
55	····················]	55	····················]
56	················}	56	················}
57	············],	57	············],
58	············"source":·[	58	············"source":·[
59	················"import·xarray·as·xr\n",	59	················"import·xarray·as·xr\n",
60	················"import·numpy·as·np\n",	60	················"import·numpy·as·np\n",
61	················"\n",	61	················"\n",


Offset 60, 23 lines modified		Offset 60, 23 lines modified
60	····················"end_time":·"2020-03-17T14:43:57.831734Z",	60	····················"end_time":·"2020-03-17T14:43:57.831734Z",
61	····················"start_time":·"2020-03-17T14:43:57.651845Z"	61	····················"start_time":·"2020-03-17T14:43:57.651845Z"
62	················}	62	················}
63	············},	63	············},
64	············"outputs":·[	64	············"outputs":·[
65	················{	65	················{
66	····················"ename":·"FileNotFoundError",	66	····················"ename":·"FileNotFoundError",
67	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'",	67	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'",
68	····················"output_type":·"error",	68	····················"output_type":·"error",
69	····················"traceback":·[	69	····················"traceback":·[
70	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	70	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
71	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",	71	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",
72	························"\u001b[0;32m<ipython-input-2-91cf2eecbfdd>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"air_temperature\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······2\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······3\u001b[0m·\u001b[0;31m#·to·celsius\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······4\u001b[0m·\u001b[0mair\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mair\u001b[0m·\u001b[0;34m-\u001b[0m·\u001b[0;36m273.15\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······5\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",	72	························"\u001b[0;32m<ipython-input-2-91cf2eecbfdd>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"air_temperature\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······2\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······3\u001b[0m·\u001b[0;31m#·to·celsius\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······4\u001b[0m·\u001b[0mair\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mair\u001b[0m·\u001b[0;34m-\u001b[0m·\u001b[0;36m273.15\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m······5\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",
73	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mload_dataset\u001b[0;34m(args,·kwargs)\u001b[0m\n\u001b[1;32m····111\u001b[0m·····\u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····112\u001b[0m·····\"\"\"\n\u001b[0;32m-->·113\u001b[0;31m·····\u001b[0;32mwith\u001b[0m·\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m·\u001b[0;32mas\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m····114\u001b[0m·········\u001b[0;32mreturn\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····115\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",	73	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mload_dataset\u001b[0;34m(args,·kwargs)\u001b[0m\n\u001b[1;32m····111\u001b[0m·····\u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····112\u001b[0m·····\"\"\"\n\u001b[0;32m-->·113\u001b[0;31m·····\u001b[0;32mwith\u001b[0m·\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m·\u001b[0;32mas\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m····114\u001b[0m·········\u001b[0;32mreturn\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····115\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",
74	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	74	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
75	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'"	75	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'"
76	····················]	76	····················]
77	················}	77	················}
78	············],	78	············],
79	············"source":·[	79	············"source":·[
80	················"ds·=·xr.tutorial.load_dataset(\"air_temperature\")\n",	80	················"ds·=·xr.tutorial.load_dataset(\"air_temperature\")\n",
81	················"\n",	81	················"\n",
82	················"#·to·celsius\n",	82	················"#·to·celsius\n",


Offset 533, 15 lines modified		Offset 533, 15 lines modified
533	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	533	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
534	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>	534	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>
535	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>	535	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>
536	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>	536	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>
537	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>	537	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>
538	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>	538	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>

539	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	539	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'
540	</pre></div></div>	540	</pre></div></div>
541	</div>	541	</div>
542	<div·class="section"·id="Multiple-plots-and-map-projections">	542	<div·class="section"·id="Multiple-plots-and-map-projections">
543	<h2>Multiple·plots·and·map·projections<a·class="headerlink"·href="#Multiple-plots-and-map-projections"·title="Permalink·to·this·headline">¶</a></h2>	543	<h2>Multiple·plots·and·map·projections<a·class="headerlink"·href="#Multiple-plots-and-map-projections"·title="Permalink·to·this·headline">¶</a></h2>
544	<p>Control·the·map·projection·parameters·on·multiple·axes</p>	544	<p>Control·the·map·projection·parameters·on·multiple·axes</p>
545	<p>This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and·aspect·ratio.</p>	545	<p>This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and·aspect·ratio.</p>
546	<p>For·more·details·see·<a·class="reference·external"·href="https://github.com/pydata/xarray/issues/1397#issuecomment-299190567">this·discussion</a>·on·github.</p>	546	<p>For·more·details·see·<a·class="reference·external"·href="https://github.com/pydata/xarray/issues/1397#issuecomment-299190567">this·discussion</a>·on·github.</p>


Offset 889, 30 lines modified		Offset 889, 30 lines modified
889	</style><pre·class='xr-text-repr-fallback'><xarray.Dataset>	889	</style><pre·class='xr-text-repr-fallback'><xarray.Dataset>
890	Dimensions:···(location:·3,·time:·731)	890	Dimensions:···(location:·3,·time:·731)
891	Coordinates:	891	Coordinates:
892	··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31	892	··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31
893	··*·location··(location)·<U2·'IA'·'IN'·'IL'	893	··*·location··(location)·<U2·'IA'·'IN'·'IL'
894	Data·variables:	894	Data·variables:
895	····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544	895	····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544
896	····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-~~26dc4800~~-~~7d49~~-4~~880~~-a~~b38~~-~~f00~~4c~~2df7292~~'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~26dc4800~~-~~7d49~~-4~~880~~-a~~b38~~-~~f00~~4c~~2df7292~~'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·aa~~ff24~~b4e0d1~~be4~~87~~93ed28~~2~~17cfd81f0917~~44fa~~3ba3~~0~~b626a~~9~~b8bdd71eda1c4~~·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array(['2000-01-01T00:00:00.000000000',·'2000-01-02T00:00:00.000000000',	896	····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-7d992aa6-04e6-4025-a100-5f44cb6701d9'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-7d992aa6-04e6-4025-a100-5f44cb6701d9'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·de0cb9512c98678eb1bd2d3ba3af9afc248fba1f7d025078f89a4d1965808a2f·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array(['2000-01-01T00:00:00.000000000',·'2000-01-02T00:00:00.000000000',
897	·······'2000-01-03T00:00:00.000000000',·...,·'2001-12-29T00:00:00.000000000',	897	·······'2000-01-03T00:00:00.000000000',·...,·'2001-12-29T00:00:00.000000000',
898	·······'2001-12-30T00:00:00.000000000',·'2001-12-31T00:00:00.000000000'],	898	·······'2001-12-30T00:00:00.000000000',·'2001-12-31T00:00:00.000000000'],
899	······dtype='datetime64[ns]')</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span·class='xr-has-index'>location</span></div><div·class='xr-var-dims'>(location)</div><div·class='xr-var-dtype'><U2</div><div·class='xr-var-preview·xr-preview'>'IA'·'IN'·'IL'</div><input·id='attrs-bcb~~7413d~~-~~23fa~~-4~~497~~-~~ab29~~-~~5ad2bedf4a2f~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-bcb~~7413d~~-~~23fa~~-4~~497~~-~~ab29~~-~~5ad2bedf4a2f~~'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1502,·SHA:·c6~~875~~c4c23~~1dfbeffdc155~~03aecf6~~cb540b6336f~~5daf~~2524a~~03a9f~~ac00a11~~8a6·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],	899	······dtype='datetime64[ns]')</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span·class='xr-has-index'>location</span></div><div·class='xr-var-dims'>(location)</div><div·class='xr-var-dtype'><U2</div><div·class='xr-var-preview·xr-preview'>'IA'·'IN'·'IL'</div><input·id='attrs-e6b2a56b-7281-4169-b5ef-1bf8aaf15f95'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-e6b2a56b-7281-4169-b5ef-1bf8aaf15f95'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1502,·SHA:·863c6dc198253d45ccdb0a6a710318f62e66acb95cd538f89e82908af8f2e890·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],
900	·······[·-9.34115662,··-6.55807323,···0.13203714],	900	·······[·-9.34115662,··-6.55807323,···0.13203714],
901	·······[-12.13971902,··-6.14641918,··-1.06187252],	901	·······[-12.13971902,··-6.14641918,··-1.06187252],
902	·······...,	902	·······...,
903	·······[·-5.34723825,·-13.37459826,··-4.93221199],	903	·······[·-5.34723825,·-13.37459826,··-4.93221199],
904	·······[·-2.67283594,··-5.18072141,··-4.11567869],	904	·······[·-2.67283594,··-5.18072141,··-4.11567869],
905	·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-~~298fc~~113-c~~43a~~-417e-b~~6d1~~-~~e5b07~~1~~03f9~~d3'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~298fc~~113-c~~43a~~-417e-b~~6d1~~-~~e5b07~~1~~03f9~~d3'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·154,·SHA:·~~d0a81cf3b~~2f8a~~04f3cf~~ea~~2046~~5~~faca5b~~d~~e3a9~~dafaf~~1b0f8b1~~971227~~f0237~~e0c3·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],	905	·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-a7b711e5-c96b-494e-b0a8-8ce4e12e9bd2'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-a7b711e5-c96b-494e-b0a8-8ce4e12e9bd2'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·154,·SHA:·e83d37de1255cba59ed46e37985119147d00cb7fdaff8957f039a2b71be21e61·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],
906	·······[·0.44785582,··6.37271154,··4.8434966·],	906	·······[·0.44785582,··6.37271154,··4.8434966·],
907	·······[·5.32269851,··6.25176289,··5.98033045],	907	·······[·5.32269851,··6.25176289,··5.98033045],
908	·······...,	908	·······...,
909	·······[·6.73078492,··7.74795302,··8.04569651],	909	·······[·6.73078492,··7.74795302,··8.04569651],
910	·······[·6.46376911,··6.31695352,··1.55799171],	910	·······[·6.46376911,··6.31695352,··1.55799171],
911	·······[·6.63593435,··3.34271537,··3.80527925]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-~~c9ff3ae~~3-~~52bd~~-4b28-b~~1ea~~-~~f291f27e662b~~'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~c9ff3ae~~3-~~52bd~~-4b28-b~~1ea~~-~~f291f27e662b~~'·class='xr-section-summary'··title='Expand/collapse·section'>Attributes:·<span>(0)</span></label><div·class='xr-section-inline-details'></div><div·class='xr-section-details'><dl·class='xr-attrs'></dl></div></li></ul></div></div></div>	911	·······[·6.63593435,··3.34271537,··3.80527925]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-90b80593-8cc0-4521-ba4d-afe45ebcd054'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-90b80593-8cc0-4521-ba4d-afe45ebcd054'·class='xr-section-summary'··title='Expand/collapse·section'>Attributes:·<span>(0)</span></label><div·class='xr-section-inline-details'></div><div·class='xr-section-details'><dl·class='xr-attrs'></dl></div></li></ul></div></div></div>
912	</div>	912	</div>
913	<div·class="section"·id="Examine-a-dataset-with-pandas-and-seaborn">	913	<div·class="section"·id="Examine-a-dataset-with-pandas-and-seaborn">
914	<h2>Examine·a·dataset·with·pandas·and·seaborn<a·class="headerlink"·href="#Examine-a-dataset-with-pandas-and-seaborn"·title="Permalink·to·this·headline">¶</a></h2>	914	<h2>Examine·a·dataset·with·pandas·and·seaborn<a·class="headerlink"·href="#Examine-a-dataset-with-pandas-and-seaborn"·title="Permalink·to·this·headline">¶</a></h2>
915	<div·class="section"·id="Convert-to-a-pandas-DataFrame">	915	<div·class="section"·id="Convert-to-a-pandas-DataFrame">
916	<h3>Convert·to·a·pandas·DataFrame<a·class="headerlink"·href="#Convert-to-a-pandas-DataFrame"·title="Permalink·to·this·headline">¶</a></h3>	916	<h3>Convert·to·a·pandas·DataFrame<a·class="headerlink"·href="#Convert-to-a-pandas-DataFrame"·title="Permalink·to·this·headline">¶</a></h3>
917	<div·class="nbinput·docutils·container">	917	<div·class="nbinput·docutils·container">
918	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:	918	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:


Offset 377, 30 lines modified		Offset 377, 30 lines modified
377	····························"</style><pre·class='xr-text-repr-fallback'><xarray.Dataset>\n",	377	····························"</style><pre·class='xr-text-repr-fallback'><xarray.Dataset>\n",
378	····························"Dimensions:···(location:·3,·time:·731)\n",	378	····························"Dimensions:···(location:·3,·time:·731)\n",
379	····························"Coordinates:\n",	379	····························"Coordinates:\n",
380	····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",	380	····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",
381	····························"··*·location··(location)·<U2·'IA'·'IN'·'IL'\n",	381	····························"··*·location··(location)·<U2·'IA'·'IN'·'IL'\n",
382	····························"Data·variables:\n",	382	····························"Data·variables:\n",
383	····························"····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544\n",	383	····························"····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544\n",
384	····························"····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-~~26dc4800~~-~~7d49~~-4~~880~~-a~~b38~~-~~f00~~4c~~2df7292~~'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~26dc4800~~-~~7d49~~-4~~880~~-a~~b38~~-~~f00~~4c~~2df7292~~'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·aa~~ff24~~b4e0d1~~be4~~87~~93ed28~~2~~17cfd81f0917~~44fa~~3ba3~~0~~b626a~~9~~b8bdd71eda1c4~~·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array(['2000-01-01T00:00:00.000000000',·'2000-01-02T00:00:00.000000000',\n",	384	····························"····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-7d992aa6-04e6-4025-a100-5f44cb6701d9'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-7d992aa6-04e6-4025-a100-5f44cb6701d9'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·de0cb9512c98678eb1bd2d3ba3af9afc248fba1f7d025078f89a4d1965808a2f·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array(['2000-01-01T00:00:00.000000000',·'2000-01-02T00:00:00.000000000',\n",
385	····························"·······'2000-01-03T00:00:00.000000000',·...,·'2001-12-29T00:00:00.000000000',\n",	385	····························"·······'2000-01-03T00:00:00.000000000',·...,·'2001-12-29T00:00:00.000000000',\n",
386	····························"·······'2001-12-30T00:00:00.000000000',·'2001-12-31T00:00:00.000000000'],\n",	386	····························"·······'2001-12-30T00:00:00.000000000',·'2001-12-31T00:00:00.000000000'],\n",
387	····························"······dtype='datetime64[ns]')</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span·class='xr-has-index'>location</span></div><div·class='xr-var-dims'>(location)</div><div·class='xr-var-dtype'><U2</div><div·class='xr-var-preview·xr-preview'>'IA'·'IN'·'IL'</div><input·id='attrs-bcb~~7413d~~-~~23fa~~-4~~497~~-~~ab29~~-~~5ad2bedf4a2f~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-bcb~~7413d~~-~~23fa~~-4~~497~~-~~ab29~~-~~5ad2bedf4a2f~~'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1502,·SHA:·c6~~875~~c4c23~~1dfbeffdc155~~03aecf6~~cb540b6336f~~5daf~~2524a~~03a9f~~ac00a11~~8a6·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],\n",	387	····························"······dtype='datetime64[ns]')</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span·class='xr-has-index'>location</span></div><div·class='xr-var-dims'>(location)</div><div·class='xr-var-dtype'><U2</div><div·class='xr-var-preview·xr-preview'>'IA'·'IN'·'IL'</div><input·id='attrs-e6b2a56b-7281-4169-b5ef-1bf8aaf15f95'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-e6b2a56b-7281-4169-b5ef-1bf8aaf15f95'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1502,·SHA:·863c6dc198253d45ccdb0a6a710318f62e66acb95cd538f89e82908af8f2e890·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],\n",
388	····························"·······[·-9.34115662,··-6.55807323,···0.13203714],\n",	388	····························"·······[·-9.34115662,··-6.55807323,···0.13203714],\n",
389	····························"·······[-12.13971902,··-6.14641918,··-1.06187252],\n",	389	····························"·······[-12.13971902,··-6.14641918,··-1.06187252],\n",
390	····························"·······...,\n",	390	····························"·······...,\n",
391	····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",	391	····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",
392	····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",	392	····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",
393	····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-~~298fc~~113-c~~43a~~-417e-b~~6d1~~-~~e5b07~~1~~03f9~~d3'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~298fc~~113-c~~43a~~-417e-b~~6d1~~-~~e5b07~~1~~03f9~~d3'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·154,·SHA:·~~d0a81cf3b~~2f8a~~04f3cf~~ea~~2046~~5~~faca5b~~d~~e3a9~~dafaf~~1b0f8b1~~971227~~f0237~~e0c3·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],\n",	393	····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-a7b711e5-c96b-494e-b0a8-8ce4e12e9bd2'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-a7b711e5-c96b-494e-b0a8-8ce4e12e9bd2'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·154,·SHA:·e83d37de1255cba59ed46e37985119147d00cb7fdaff8957f039a2b71be21e61·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],\n",
394	····························"·······[·0.44785582,··6.37271154,··4.8434966·],\n",	394	····························"·······[·0.44785582,··6.37271154,··4.8434966·],\n",
395	····························"·······[·5.32269851,··6.25176289,··5.98033045],\n",	395	····························"·······[·5.32269851,··6.25176289,··5.98033045],\n",
396	····························"·······...,\n",	396	····························"·······...,\n",
397	····························"·······[·6.73078492,··7.74795302,··8.04569651],\n",	397	····························"·······[·6.73078492,··7.74795302,··8.04569651],\n",
398	····························"·······[·6.46376911,··6.31695352,··1.55799171],\n",	398	····························"·······[·6.46376911,··6.31695352,··1.55799171],\n",
399	····························"·······[·6.63593435,··3.34271537,··3.80527925]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-~~c9ff3ae~~3-~~52bd~~-4b28-b~~1ea~~-~~f291f27e662b~~'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~c9ff3ae~~3-~~52bd~~-4b28-b~~1ea~~-~~f291f27e662b~~'·class='xr-section-summary'··title='Expand/collapse·section'>Attributes:·<span>(0)</span></label><div·class='xr-section-inline-details'></div><div·class='xr-section-details'><dl·class='xr-attrs'></dl></div></li></ul></div></div>"	399	····························"·······[·6.63593435,··3.34271537,··3.80527925]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-90b80593-8cc0-4521-ba4d-afe45ebcd054'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-90b80593-8cc0-4521-ba4d-afe45ebcd054'·class='xr-section-summary'··title='Expand/collapse·section'>Attributes:·<span>(0)</span></label><div·class='xr-section-inline-details'></div><div·class='xr-section-details'><dl·class='xr-attrs'></dl></div></li></ul></div></div>"
400	························],	400	························],
401	························"text/plain":·[	401	························"text/plain":·[
402	····························"<xarray.Dataset>\n",	402	····························"<xarray.Dataset>\n",
403	····························"Dimensions:···(location:·3,·time:·731)\n",	403	····························"Dimensions:···(location:·3,·time:·731)\n",
404	····························"Coordinates:\n",	404	····························"Coordinates:\n",
405	····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",	405	····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",
406	····························"··*·location··(location)·<U2·'IA'·'IN'·'IL'\n",	406	····························"··*·location··(location)·<U2·'IA'·'IN'·'IL'\n",


Offset 875, 15 lines modified		Offset 875, 15 lines modified
875	<span·class="nn">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ni">open_dataset</span><span·class="nt">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	875	<span·class="nn">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ni">open_dataset</span><span·class="nt">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
876	<span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>	876	<span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>
877	<span·class="g·g-Whitespace">·····</span><span·class="mi">77</span>·········<span·class="k">if</span>·<span·class="ow">not</span>·<span·class="n">_os</span><span·class="o">.</span><span·class="n">path</span><span·class="o">.</span><span·class="n">isdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">):</span>	877	<span·class="g·g-Whitespace">·····</span><span·class="mi">77</span>·········<span·class="k">if</span>·<span·class="ow">not</span>·<span·class="n">_os</span><span·class="o">.</span><span·class="n">path</span><span·class="o">.</span><span·class="n">isdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">):</span>
878	<span·class="ne">--->·</span><span·class="mi">78</span>·············<span·class="n">_os</span><span·class="o">.</span><span·class="n">mkdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">)</span>	878	<span·class="ne">--->·</span><span·class="mi">78</span>·············<span·class="n">_os</span><span·class="o">.</span><span·class="n">mkdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">)</span>
879	<span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·	879	<span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·
880	<span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">"/"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">((</span><span·class="n">github_url</span><span·class="p">,</span>·<span·class="s2">"raw"</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>	880	<span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">"/"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">((</span><span·class="n">github_url</span><span·class="p">,</span>·<span·class="s2">"raw"</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>

881	<span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	881	<span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'

882	<span·class="c1">#·add·an·empty·2D·dataarray</span>	882	<span·class="c1">#·add·an·empty·2D·dataarray</span>
883	<span·class="gp">In·[54]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">"empty"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">full_like</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>	883	<span·class="gp">In·[54]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">"empty"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">full_like</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>
884	<span·class="gt">---------------------------------------------------------------------------</span>	884	<span·class="gt">---------------------------------------------------------------------------</span>
885	<span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)	885	<span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)
886	<span·class="o"><</span><span·class="n">ipython</span><span·class="o">-</span><span·class="nb">input</span><span·class="o">-</span><span·class="mi">54</span><span·class="o">-</span><span·class="mi">6709</span><span·class="n">edaff03d</span><span·class="o">></span>·<span·class="ow">in</span>·<span·class="o"><</span><span·class="n">module</span><span·class="o">></span>	886	<span·class="o"><</span><span·class="n">ipython</span><span·class="o">-</span><span·class="nb">input</span><span·class="o">-</span><span·class="mi">54</span><span·class="o">-</span><span·class="mi">6709</span><span·class="n">edaff03d</span><span·class="o">></span>·<span·class="ow">in</span>·<span·class="o"><</span><span·class="n">module</span><span·class="o">></span>
887	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">ds</span><span·class="p">[</span><span·class="s2">"empty"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">full_like</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>	887	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">ds</span><span·class="p">[</span><span·class="s2">"empty"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">full_like</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>


Offset 528, 15 lines modified		Offset 528, 15 lines modified
528	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	528	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
529	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>	529	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>
530	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>	530	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>
531	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>	531	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>
532	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>	532	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>
533	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>	533	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>

534	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	534	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'
535	</pre></div></div>	535	</pre></div></div>
536	</div>	536	</div>
537	</div>	537	</div>
538	<div·class="section"·id="Now-for-the-heavy-lifting:">	538	<div·class="section"·id="Now-for-the-heavy-lifting:">
539	<h2>Now·for·the·heavy·lifting:<a·class="headerlink"·href="#Now-for-the-heavy-lifting:"·title="Permalink·to·this·headline">¶</a></h2>	539	<h2>Now·for·the·heavy·lifting:<a·class="headerlink"·href="#Now-for-the-heavy-lifting:"·title="Permalink·to·this·headline">¶</a></h2>
540	<p>We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·lengths·for·each·monthly·data·record·-·calculate·weights·using·<code·class="docutils·literal·notranslate"><span·class="pre">groupby('time.season')</span></code></p>	540	<p>We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·lengths·for·each·monthly·data·record·-·calculate·weights·using·<code·class="docutils·literal·notranslate"><span·class="pre">groupby('time.season')</span></code></p>
541	<p>Finally,·we·just·need·to·multiply·our·weights·by·the·<code·class="docutils·literal·notranslate"><span·class="pre">Dataset</span></code>·and·sum·allong·the·time·dimension.·Creating·a·<code·class="docutils·literal·notranslate"><span·class="pre">DataArray</span></code>·for·the·month·length·is·as·easy·as·using·the·<code·class="docutils·literal·notranslate"><span·class="pre">days_in_month</span></code>·accessor·on·the·time·coordinate.·The·calendar·type,·in·this·case·<code·class="docutils·literal·notranslate"><span·class="pre">'noleap'</span></code>,·is·automatically·considered·in·this·operation.</p>	541	<p>Finally,·we·just·need·to·multiply·our·weights·by·the·<code·class="docutils·literal·notranslate"><span·class="pre">Dataset</span></code>·and·sum·allong·the·time·dimension.·Creating·a·<code·class="docutils·literal·notranslate"><span·class="pre">DataArray</span></code>·for·the·month·length·is·as·easy·as·using·the·<code·class="docutils·literal·notranslate"><span·class="pre">days_in_month</span></code>·accessor·on·the·time·coordinate.·The·calendar·type,·in·this·case·<code·class="docutils·literal·notranslate"><span·class="pre">'noleap'</span></code>,·is·automatically·considered·in·this·operation.</p>


Offset 47, 22 lines modified		Offset 47, 22 lines modified
47	····················"end_time":·"2018-11-28T20:51:36.072316Z",	47	····················"end_time":·"2018-11-28T20:51:36.072316Z",
48	····················"start_time":·"2018-11-28T20:51:36.016594Z"	48	····················"start_time":·"2018-11-28T20:51:36.016594Z"
49	················}	49	················}
50	············},	50	············},
51	············"outputs":·[	51	············"outputs":·[
52	················{	52	················{
53	····················"ename":·"FileNotFoundError",	53	····················"ename":·"FileNotFoundError",
54	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'",	54	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'",
55	····················"output_type":·"error",	55	····················"output_type":·"error",
56	····················"traceback":·[	56	····················"traceback":·[
57	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	57	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
58	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",	58	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",
59	························"\u001b[0;32m<ipython-input-2-0eb806e38f7f>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'rasm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······2\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	59	························"\u001b[0;32m<ipython-input-2-0eb806e38f7f>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'rasm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······2\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
60	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	60	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
61	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'"	61	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'"
62	····················]	62	····················]
63	················}	63	················}
64	············],	64	············],
65	············"source":·[	65	············"source":·[
66	················"ds·=·xr.tutorial.open_dataset('rasm').load()\n",	66	················"ds·=·xr.tutorial.open_dataset('rasm').load()\n",
67	················"ds"	67	················"ds"
68	············]	68	············]


Offset 527, 15 lines modified		Offset 527, 15 lines modified
527	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	527	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ansi-cyan-fg">open_dataset</span><span·class="ansi-blue-fg">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
528	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>	528	<span·class="ansi-green-intense-fg·ansi-bold">·····76</span>·········<span·class="ansi-red-fg">#·May·want·to·add·an·option·to·remove·it.</span>
529	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>	529	<span·class="ansi-green-intense-fg·ansi-bold">·····77</span>·········<span·class="ansi-green-fg">if</span>·<span·class="ansi-green-fg">not</span>·_os<span·class="ansi-blue-fg">.</span>path<span·class="ansi-blue-fg">.</span>isdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">:</span>
530	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>	530	<span·class="ansi-green-fg">--->·78</span><span·class="ansi-red-fg">·············</span>_os<span·class="ansi-blue-fg">.</span>mkdir<span·class="ansi-blue-fg">(</span>longdir<span·class="ansi-blue-fg">)</span>
531	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>	531	<span·class="ansi-green-intense-fg·ansi-bold">·····79</span>
532	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>	532	<span·class="ansi-green-intense-fg·ansi-bold">·····80</span>·········url·<span·class="ansi-blue-fg">=</span>·<span·class="ansi-blue-fg">"/"</span><span·class="ansi-blue-fg">.</span>join<span·class="ansi-blue-fg">(</span><span·class="ansi-blue-fg">(</span>github_url<span·class="ansi-blue-fg">,</span>·<span·class="ansi-blue-fg">"raw"</span><span·class="ansi-blue-fg">,</span>·branch<span·class="ansi-blue-fg">,</span>·fullname<span·class="ansi-blue-fg">)</span><span·class="ansi-blue-fg">)</span>

533	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	533	<span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'
534	</pre></div></div>	534	</pre></div></div>
535	</div>	535	</div>
536	<p>In·this·example,·the·<em>logical·coordinates</em>·are·<code·class="docutils·literal·notranslate"><span·class="pre">x</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">y</span></code>,·while·the·<em>physical·coordinates</em>·are·<code·class="docutils·literal·notranslate"><span·class="pre">xc</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">yc</span></code>,·which·represent·the·latitudes·and·longitude·of·the·data.</p>	536	<p>In·this·example,·the·<em>logical·coordinates</em>·are·<code·class="docutils·literal·notranslate"><span·class="pre">x</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">y</span></code>,·while·the·<em>physical·coordinates</em>·are·<code·class="docutils·literal·notranslate"><span·class="pre">xc</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">yc</span></code>,·which·represent·the·latitudes·and·longitude·of·the·data.</p>
537	<div·class="nbinput·docutils·container">	537	<div·class="nbinput·docutils·container">
538	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:	538	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
539	</pre></div>	539	</pre></div>
540	</div>	540	</div>


Offset 45, 22 lines modified		Offset 45, 22 lines modified
45	····················"end_time":·"2018-11-28T20:50:13.629720Z",	45	····················"end_time":·"2018-11-28T20:50:13.629720Z",
46	····················"start_time":·"2018-11-28T20:50:13.484542Z"	46	····················"start_time":·"2018-11-28T20:50:13.484542Z"
47	················}	47	················}
48	············},	48	············},
49	············"outputs":·[	49	············"outputs":·[
50	················{	50	················{
51	····················"ename":·"FileNotFoundError",	51	····················"ename":·"FileNotFoundError",
52	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'",	52	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'",
53	····················"output_type":·"error",	53	····················"output_type":·"error",
54	····················"traceback":·[	54	····················"traceback":·[
55	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	55	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
56	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",	56	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",
57	························"\u001b[0;32m<ipython-input-2-0eb806e38f7f>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'rasm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······2\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	57	························"\u001b[0;32m<ipython-input-2-0eb806e38f7f>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'rasm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m······2\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
58	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	58	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
59	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'"	59	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'"
60	····················]	60	····················]
61	················}	61	················}
62	············],	62	············],
63	············"source":·[	63	············"source":·[
64	················"ds·=·xr.tutorial.open_dataset('rasm').load()\n",	64	················"ds·=·xr.tutorial.open_dataset('rasm').load()\n",
65	················"ds"	65	················"ds"
66	············]	66	············]


Offset 31, 23 lines modified		Offset 31, 23 lines modified
31	········{	31	········{
32	············"cell_type":·"code",	32	············"cell_type":·"code",
33	············"execution_count":·2,	33	············"execution_count":·2,
34	············"metadata":·{},	34	············"metadata":·{},
35	············"outputs":·[	35	············"outputs":·[
36	················{	36	················{
37	····················"ename":·"FileNotFoundError",	37	····················"ename":·"FileNotFoundError",
38	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'",	38	····················"evalue":·"[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'",
39	····················"output_type":·"error",	39	····················"output_type":·"error",
40	····················"traceback":·[	40	····················"traceback":·[
41	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	41	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
42	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",	42	························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",
43	························"\u001b[0;32m<ipython-input-2-15c698672cac>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'air_temperature'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",	43	························"\u001b[0;32m<ipython-input-2-15c698672cac>\u001b[0m·in·\u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m---->·1\u001b[0;31m·\u001b[0mds\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtutorial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'air_temperature'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
44	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mload_dataset\u001b[0;34m(args,·kwargs)\u001b[0m\n\u001b[1;32m····111\u001b[0m·····\u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····112\u001b[0m·····\"\"\"\n\u001b[0;32m-->·113\u001b[0;31m·····\u001b[0;32mwith\u001b[0m·\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m·\u001b[0;32mas\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m····114\u001b[0m·········\u001b[0;32mreturn\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····115\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",	44	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mload_dataset\u001b[0;34m(args,·kwargs)\u001b[0m\n\u001b[1;32m····111\u001b[0m·····\u001b[0mopen_dataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····112\u001b[0m·····\"\"\"\n\u001b[0;32m-->·113\u001b[0;31m·····\u001b[0;32mwith\u001b[0m·\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m·\u001b[0;32mas\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m····114\u001b[0m·········\u001b[0;32mreturn\u001b[0m·\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m····115\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n",
45	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	45	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py\u001b[0m·in·\u001b[0;36mopen_dataset\u001b[0;34m(name,·cache,·cache_dir,·github_url,·branch,·**kws)\u001b[0m\n\u001b[1;32m·····76\u001b[0m·········\u001b[0;31m#·May·want·to·add·an·option·to·remove·it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····77\u001b[0m·········\u001b[0;32mif\u001b[0m·\u001b[0;32mnot\u001b[0m·\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·78\u001b[0;31m·············\u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlongdir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m·····79\u001b[0m·\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m·····80\u001b[0m·········\u001b[0murl\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgithub_url\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0;34m\"raw\"\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mbranch\u001b[0m\u001b[0;34m,\u001b[0m·\u001b[0mfullname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
46	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'"	46	························"\u001b[0;31mFileNotFoundError\u001b[0m:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'"
47	····················]	47	····················]
48	················}	48	················}
49	············],	49	············],
50	············"source":·[	50	············"source":·[
51	················"ds·=·xr.tutorial.load_dataset('air_temperature')"	51	················"ds·=·xr.tutorial.load_dataset('air_temperature')"
52	············]	52	············]
53	········},	53	········},


Offset 431, 18 lines modified		Offset 431, 18 lines modified
431	<span·class="nn">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ni">open_dataset</span><span·class="nt">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	431	<span·class="nn">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ni">open_dataset</span><span·class="nt">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
432	<span·class="g·g-Whitespace">·····</span><span·class="mi">76</span><span·class="s2">·········#·May·want·to·add·an·option·to·remove·it.</span>	432	<span·class="g·g-Whitespace">·····</span><span·class="mi">76</span><span·class="s2">·········#·May·want·to·add·an·option·to·remove·it.</span>
433	<span·class="g·g-Whitespace">·····</span><span·class="mi">77</span><span·class="s2">·········if·not·_os.path.isdir(longdir):</span>	433	<span·class="g·g-Whitespace">·····</span><span·class="mi">77</span><span·class="s2">·········if·not·_os.path.isdir(longdir):</span>
434	<span·class="ne">--->·</span><span·class="mi">78</span><span·class="s2">·············_os.mkdir(longdir)</span>	434	<span·class="ne">--->·</span><span·class="mi">78</span><span·class="s2">·············_os.mkdir(longdir)</span>
435	<span·class="g·g-Whitespace">·····</span><span·class="mi">79</span><span·class="s2">·</span>	435	<span·class="g·g-Whitespace">·····</span><span·class="mi">79</span><span·class="s2">·</span>
436	<span·class="g·g-Whitespace">·····</span><span·class="mi">80</span><span·class="s2">·········url·=·"/".join((github_url,·"raw",·branch,·fullname))</span>	436	<span·class="g·g-Whitespace">·····</span><span·class="mi">80</span><span·class="s2">·········url·=·"/".join((github_url,·"raw",·branch,·fullname))</span>

437	<span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	437	<span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'

438	<span·class="gp">In·[5]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">,</span>·<span·class="n">mode</span><span·class="o">=</span><span·class="s2">"w"</span><span·class="p">)</span>	438	<span·class="gp">In·[5]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">,</span>·<span·class="n">mode</span><span·class="o">=</span><span·class="s2">"w"</span><span·class="p">)</span>
439	<span·class="gh">Out[5]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0x~~d81d377~~8></span>	439	<span·class="gh">Out[5]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0xe53f9208></span>

440	<span·class="gp">In·[6]:·</span><span·class="kn">import</span>·<span·class="nn">zarr</span>	440	<span·class="gp">In·[6]:·</span><span·class="kn">import</span>·<span·class="nn">zarr</span>

441	<span·class="gp">In·[7]:·</span><span·class="n">zgroup</span>·<span·class="o">=</span>·<span·class="n">zarr</span><span·class="o">.</span><span·class="n">open</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">)</span>	441	<span·class="gp">In·[7]:·</span><span·class="n">zgroup</span>·<span·class="o">=</span>·<span·class="n">zarr</span><span·class="o">.</span><span·class="n">open</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">)</span>

442	<span·class="gp">In·[8]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">zgroup</span><span·class="o">.</span><span·class="n">tree</span><span·class="p">())</span>	442	<span·class="gp">In·[8]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">zgroup</span><span·class="o">.</span><span·class="n">tree</span><span·class="p">())</span>
443	<span·class="go">/</span>	443	<span·class="go">/</span>


Offset 408, 24 lines modified		Offset 408, 24 lines modified
408	<span·class="gp">···....:·</span>····<span·class="n">np</span><span·class="o">.</span><span·class="n">sin</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">pi</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)),</span>	408	<span·class="gp">···....:·</span>····<span·class="n">np</span><span·class="o">.</span><span·class="n">sin</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">pi</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)),</span>
409	<span·class="gp">···....:·</span>····<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"x"</span><span·class="p">,</span>	409	<span·class="gp">···....:·</span>····<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"x"</span><span·class="p">,</span>
410	<span·class="gp">···....:·</span>····<span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"x"</span><span·class="p">:</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)},</span>	410	<span·class="gp">···....:·</span>····<span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"x"</span><span·class="p">:</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)},</span>
411	<span·class="gp">···....:·</span><span·class="p">)</span>	411	<span·class="gp">···....:·</span><span·class="p">)</span>
412	<span·class="gp">···....:·</span>	412	<span·class="gp">···....:·</span>

413	<span·class="gp">In·[17]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"original"</span><span·class="p">)</span>	413	<span·class="gp">In·[17]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"original"</span><span·class="p">)</span>
414	<span·class="gh">Out[17]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe5~~85e71~~8>]</span>	414	<span·class="gh">Out[17]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe54bba48>]</span>

415	<span·class="gp">In·[18]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">))</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">"linear·(default)"</span><span·class="p">)</span>	415	<span·class="gp">In·[18]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">))</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">"linear·(default)"</span><span·class="p">)</span>
416	<span·class="gh">Out[18]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x~~d95~~b~~6448~~>]</span>	416	<span·class="gh">Out[18]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe54bbc70>]</span>

417	<span·class="gp">In·[19]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">),</span>·<span·class="n">method</span><span·class="o">=</span><span·class="s2">"cubic"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">"cubic"</span><span·class="p">)</span>	417	<span·class="gp">In·[19]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">),</span>·<span·class="n">method</span><span·class="o">=</span><span·class="s2">"cubic"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">"cubic"</span><span·class="p">)</span>
418	<span·class="gh">Out[19]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xd~~954dbb0~~>]</span>	418	<span·class="gh">Out[19]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xdacf5958>]</span>

419	<span·class="gp">In·[20]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	419	<span·class="gp">In·[20]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
420	<span·class="gh">Out[20]:·</span><span·class="go"><matplotlib.legend.Legend·at·0xd~~81acdf~~0></span>	420	<span·class="gh">Out[20]:·</span><span·class="go"><matplotlib.legend.Legend·at·0xdab96e20></span>
421	</pre></div>	421	</pre></div>
422	</div>	422	</div>
423	<a·class="reference·internal·image-reference"·href="_images/interpolation_sample1.png"><img·alt="_images/interpolation_sample1.png"·src="_images/interpolation_sample1.png"·style="width:·4in;"·/></a>	423	<a·class="reference·internal·image-reference"·href="_images/interpolation_sample1.png"><img·alt="_images/interpolation_sample1.png"·src="_images/interpolation_sample1.png"·style="width:·4in;"·/></a>
424	<p>Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.</p>	424	<p>Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.</p>
425	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·fill·0·for·the·outside·of·the·original·coordinates.</span>	425	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·fill·0·for·the·outside·of·the·original·coordinates.</span>
426	<span·class="gp">In·[21]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mf">1.5</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">),</span>·<span·class="n">kwargs</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"fill_value"</span><span·class="p">:</span>·<span·class="mf">0.0</span><span·class="p">})</span>	426	<span·class="gp">In·[21]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mf">1.5</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">),</span>·<span·class="n">kwargs</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"fill_value"</span><span·class="p">:</span>·<span·class="mf">0.0</span><span·class="p">})</span>
427	<span·class="gh">Out[21]:·</span><span·class="go"></span>	427	<span·class="gh">Out[21]:·</span><span·class="go"></span>


Offset 1059, 15 lines modified		Offset 1059, 15 lines modified
1059	<span·class="gp">···....:·</span>········<span·class="s2">"y"</span><span·class="p">:</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">"2000-01-01"</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">),</span>	1059	<span·class="gp">···....:·</span>········<span·class="s2">"y"</span><span·class="p">:</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">"2000-01-01"</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">),</span>
1060	<span·class="gp">···....:·</span>········<span·class="s2">"z"</span><span·class="p">:</span>·<span·class="p">(</span><span·class="s2">"x"</span><span·class="p">,</span>·<span·class="nb">list</span><span·class="p">(</span><span·class="s2">"abcd"</span><span·class="p">)),</span>	1060	<span·class="gp">···....:·</span>········<span·class="s2">"z"</span><span·class="p">:</span>·<span·class="p">(</span><span·class="s2">"x"</span><span·class="p">,</span>·<span·class="nb">list</span><span·class="p">(</span><span·class="s2">"abcd"</span><span·class="p">)),</span>
1061	<span·class="gp">···....:·</span>····<span·class="p">},</span>	1061	<span·class="gp">···....:·</span>····<span·class="p">},</span>
1062	<span·class="gp">···....:·</span><span·class="p">)</span>	1062	<span·class="gp">···....:·</span><span·class="p">)</span>
1063	<span·class="gp">···....:·</span>	1063	<span·class="gp">···....:·</span>

1064	<span·class="gp">In·[39]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">"path/to/directory.zarr"</span><span·class="p">)</span>	1064	<span·class="gp">In·[39]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">"path/to/directory.zarr"</span><span·class="p">)</span>
1065	<span·class="gh">Out[39]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0xd~~778ebc~~8></span>	1065	<span·class="gh">Out[39]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0xda42fa18></span>
1066	</pre></div>	1066	</pre></div>
1067	</div>	1067	</div>
1068	<p>(The·suffix·<code·class="docutils·literal·notranslate"><span·class="pre">.zarr</span></code>·is·optional–just·a·reminder·that·a·zarr·store·lives	1068	<p>(The·suffix·<code·class="docutils·literal·notranslate"><span·class="pre">.zarr</span></code>·is·optional–just·a·reminder·that·a·zarr·store·lives
1069	there.)·If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr	1069	there.)·If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr
1070	store·is·already·present·at·that·path,·an·error·will·be·raised,·preventing·it	1070	store·is·already·present·at·that·path,·an·error·will·be·raised,·preventing·it
1071	from·being·overwritten.·To·override·this·behavior·and·overwrite·an·existing	1071	from·being·overwritten.·To·override·this·behavior·and·overwrite·an·existing
1072	store,·add·<code·class="docutils·literal·notranslate"><span·class="pre">mode='w'</span></code>·when·invoking·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">to_zarr()</span></code>.</p>	1072	store,·add·<code·class="docutils·literal·notranslate"><span·class="pre">mode='w'</span></code>·when·invoking·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">to_zarr()</span></code>.</p>


Offset 326, 15 lines modified		Offset 326, 15 lines modified
326	<span·class="nn">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ni">open_dataset</span><span·class="nt">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>	326	<span·class="nn">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ni">open_dataset</span><span·class="nt">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
327	<span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>	327	<span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>
328	<span·class="g·g-Whitespace">·····</span><span·class="mi">77</span>·········<span·class="k">if</span>·<span·class="ow">not</span>·<span·class="n">_os</span><span·class="o">.</span><span·class="n">path</span><span·class="o">.</span><span·class="n">isdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">):</span>	328	<span·class="g·g-Whitespace">·····</span><span·class="mi">77</span>·········<span·class="k">if</span>·<span·class="ow">not</span>·<span·class="n">_os</span><span·class="o">.</span><span·class="n">path</span><span·class="o">.</span><span·class="n">isdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">):</span>
329	<span·class="ne">--->·</span><span·class="mi">78</span>·············<span·class="n">_os</span><span·class="o">.</span><span·class="n">mkdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">)</span>	329	<span·class="ne">--->·</span><span·class="mi">78</span>·············<span·class="n">_os</span><span·class="o">.</span><span·class="n">mkdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">)</span>
330	<span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·	330	<span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·
331	<span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">"/"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">((</span><span·class="n">github_url</span><span·class="p">,</span>·<span·class="s2">"raw"</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>	331	<span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">"/"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">((</span><span·class="n">github_url</span><span·class="p">,</span>·<span·class="s2">"raw"</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>

332	<span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-build/.xarray_tutorial_data'	332	<span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-build/.xarray_tutorial_data'

333	<span·class="gp">In·[6]:·</span><span·class="n">airtemps</span>	333	<span·class="gp">In·[6]:·</span><span·class="n">airtemps</span>
334	<span·class="gt">---------------------------------------------------------------------------</span>	334	<span·class="gt">---------------------------------------------------------------------------</span>
335	<span·class="ne">NameError</span><span·class="g·g-Whitespace">·································</span>Traceback·(most·recent·call·last)	335	<span·class="ne">NameError</span><span·class="g·g-Whitespace">·································</span>Traceback·(most·recent·call·last)
336	<span·class="o"><</span><span·class="n">ipython</span><span·class="o">-</span><span·class="nb">input</span><span·class="o">-</span><span·class="mi">6</span><span·class="o">-</span><span·class="n">eb57b540ddce</span><span·class="o">></span>·<span·class="ow">in</span>·<span·class="o"><</span><span·class="n">module</span><span·class="o">></span>	336	<span·class="o"><</span><span·class="n">ipython</span><span·class="o">-</span><span·class="nb">input</span><span·class="o">-</span><span·class="mi">6</span><span·class="o">-</span><span·class="n">eb57b540ddce</span><span·class="o">></span>·<span·class="ow">in</span>·<span·class="o"><</span><span·class="n">module</span><span·class="o">></span>
337	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">airtemps</span>	337	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">airtemps</span>


Offset 498, 15 lines modified		Offset 498, 15 lines modified
498	</pre></div>	498	</pre></div>
499	</div>	499	</div>
500	</div>	500	</div>
501	<div·class="section"·id="plotting">	501	<div·class="section"·id="plotting">
502	<h2>Plotting<a·class="headerlink"·href="#plotting"·title="Permalink·to·this·headline">¶</a></h2>	502	<h2>Plotting<a·class="headerlink"·href="#plotting"·title="Permalink·to·this·headline">¶</a></h2>
503	<p>Visualizing·your·datasets·is·quick·and·convenient:</p>	503	<p>Visualizing·your·datasets·is·quick·and·convenient:</p>
504	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[37]:·</span><span·class="n">data</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>	504	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[37]:·</span><span·class="n">data</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
505	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xd~~361e4a8~~></span>	505	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xd97b48b0></span>
506	</pre></div>	506	</pre></div>
507	</div>	507	</div>
508	<img·alt="_images/plotting_quick_overview.png"·src="_images/plotting_quick_overview.png"·/>	508	<img·alt="_images/plotting_quick_overview.png"·src="_images/plotting_quick_overview.png"·/>
509	<p>Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata·attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see·<a·class="reference·internal"·href="plotting.html#plotting"><span·class="std·std-ref">Plotting</span></a>.</p>	509	<p>Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata·attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see·<a·class="reference·internal"·href="plotting.html#plotting"><span·class="std·std-ref">Plotting</span></a>.</p>
510	</div>	510	</div>
511	<div·class="section"·id="pandas">	511	<div·class="section"·id="pandas">
512	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Permalink·to·this·headline">¶</a></h2>	512	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Permalink·to·this·headline">¶</a></h2>


Offset 151, 70 lines modified		Offset 151, 70 lines modified
151	········"0alpha10":·36,	151	········"0alpha10":·36,
152	········"0c0dc80c25a9":·6,	152	········"0c0dc80c25a9":·6,
153	········"0e8985178ccc":·26,	153	········"0e8985178ccc":·26,
154	········"0eb806e38f7f":·[14,·15],	154	········"0eb806e38f7f":·[14,·15],
155	········"0f41191e8013":·28,	155	········"0f41191e8013":·28,
156	········"0th":·[6,·22],	156	········"0th":·[6,·22],
157	········"0x0l":·36,	157	········"0x0l":·36,
158	········"0xd~~29093a~~0":·36,	158	········"0xd8a5e7c0":·36,
159	········"0xd34fe298":·28,
160	········"0xd35062f8":·28,
161	········"0xd361e4a8":·29,
162	········"0xd3696fd0":·28,	159	········"0xd96e6700":·28,
163	········"0xd369b028":·28,
164	········"0xd369b088":·28,
165	········"0xd369b0e8":·28,
166	········"0xd369b148":·28,	160	········"0xd97b48b0":·29,
167	········"0xd~~373fa0~~0":·28,	161	········"0xd982e430":·28,
168	········"0xd38~~48b38~~":·28,	162	········"0xd982e460":·28,
169	········"0xd38~~48c58~~":·28,	163	········"0xd982e490":·28,
170	········"0xd3855c88":·28,
171	········"0xd38~~55e~~f8":·28,	164	········"0xd982e4f0":·28,
172	········"0xd38~~55f1~~0":·28,	165	········"0xd982e550":·28,
173	········"0xd38a7868":·28,	166	········"0xd98a72f8":·28,
		167	········"0xd98a73b8":·28,
174	········"0xd38b72b0":·28,	168	········"0xd98b7be0":·28,
175	········"0xd38b~~792~~8":·28,	169	········"0xd98be238":·28,
176	········"0xd5435280":·28,
177	········"0xd5a5f418":·28,
178	········"0xd5a7a4c0":·28,
179	········"0xd6285ad8":·28,
180	········"0xd~~6287~~ef8":·28,	170	········"0xd98d2e08":·28,
181	········"0xd6287f28":·28,
182	········"0xd6287fa0":·28,
183	········"0xd628a5b0":·28,
184	········"0xd62c1418":·28,
185	········"0xd62c9d78":·28,
186	········"0xd6d6f388":·28,
187	········"0xd7736940":·28,
188	········"0xd7737b50":·28,
189	········"0xd7788e38":·28,
190	········"0xd778ebc8":·26,
191	········"0xd779db38":·26,
192	········"0xd779dcb8":·26,
193	········"0xd779dd18":·26,
194	········"0xd779de98":·26,
195	········"0xd779def8":·26,
196	········"0xd81acdf0":·25,
197	········"0xd81d3778":·24,
198	········"0xd8bcb928":·28,
199	········"0xd954dbb0":·25,
200	········"0xd95b6448":·25,
201	········"0xdb3aff28":·28,
202	········"0xdefc22c8":·28,
203	········"0xdefc7850":·7,
204	········"0xdefc7be0":·7,
205	········"0xdf9797d8":·28,
206	········"0xdf99e0e8":·26,
207	········"0xdf9e3dc0":·28,	171	········"0xd9a3bc70":·28,
		172	········"0xd9a49760":·28,
		173	········"0xd9a4fe38":·28,
		174	········"0xd9a59ec8":·28,
		175	········"0xd9a59f40":·28,
		176	········"0xd9bbb568":·28,
		177	········"0xd9ed46e8":·28,
		178	········"0xd9f41b68":·28,
		179	········"0xd9f41eb0":·28,
		180	········"0xd9f4a088":·28,
		181	········"0xda0a2fe8":·28,
		182	········"0xda0a7d90":·28,
		183	········"0xda0d91f0":·28,
		184	········"0xda0df760":·28,
		185	········"0xda3de0b8":·28,
		186	········"0xda3de388":·28,
		187	········"0xda3f57c0":·28,
		188	········"0xda42fa18":·26,
		189	········"0xda4458c8":·26,
		190	········"0xda445a48":·26,
		191	········"0xda445a78":·26,
		192	········"0xda445d78":·26,
		193	········"0xdab96ca0":·28,
		194	········"0xdab96e20":·25,
208	········"0x~~e585e71~~8":·25,	195	········"0xdacf5958":·25,
		196	········"0xdad5ea00":·28,
		197	········"0xdcf313a0":·28,
		198	········"0xdcf31820":·28,
		199	········"0xdcfc5670":·28,
		200	········"0xdd0be898":·28,
		201	········"0xde2fa700":·7,
		202	········"0xde2faa90":·7,
		203	········"0xdec5ba48":·26,
		204	········"0xdec5bdd8":·26,
		205	········"0xe53f9208":·24,
		206	········"0xe54bba48":·25,
		207	········"0xe54bbc70":·25,
		208	········"0xe54bbdc0":·28,
209	········"0xe~~6592~~a48":·16,	209	········"0xe7d5ea48":·16,
210	········"0xe7ac0b08":·28,
211	········"0xe~~c1ad~~2f8":·17,	210	········"0xebe1e2c8":·17,
212	········"0xf2~~e17f~~28":·28,	211	········"0xf2cdd028":·28,
213	········"0xf2eda718":·28,	212	········"0xf2d47e80":·28,
		213	········"0xf2dc8190":·28,
214	········"100":·[3,·4,·6,·11,·12,·22,·25,·26,·28,·31,·36],	214	········"100":·[3,·4,·6,·11,·12,·22,·25,·26,·28,·31,·36],
215	········"1000":·[6,·36],	215	········"1000":·[6,·36],
216	········"100000":·6,	216	········"100000":·6,
217	········"1000x1000":·6,	217	········"1000x1000":·6,
218	········"1003":·4,	218	········"1003":·4,
219	········"101":·[4,·22,·28,·36],	219	········"101":·[4,·22,·28,·36],
220	········"101985":·26,	220	········"101985":·26,


Offset 4447, 15 lines modified		Offset 4447, 15 lines modified
4447	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.where</span></code>·method·for·masking·xray·objects·according	4447	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.where</span></code>·method·for·masking·xray·objects·according
4448	to·some·criteria.·This·works·particularly·well·with·multi-dimensional·data:</p>	4448	to·some·criteria.·This·works·particularly·well·with·multi-dimensional·data:</p>
4449	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[44]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xray</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span><span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"x"</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">),</span>·<span·class="s2">"y"</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">)})</span>	4449	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[44]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xray</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span><span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"x"</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">),</span>·<span·class="s2">"y"</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">)})</span>

4450	<span·class="gp">In·[45]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">"distance"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">sqrt</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">x</span>·<span·class="o"></span>·<span·class="mi">2</span>·<span·class="o">+</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">y</span>·<span·class="o"></span>·<span·class="mi">2</span><span·class="p">)</span>	4450	<span·class="gp">In·[45]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">"distance"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">sqrt</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">x</span>·<span·class="o"></span>·<span·class="mi">2</span>·<span·class="o">+</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">y</span>·<span·class="o"></span>·<span·class="mi">2</span><span·class="p">)</span>

4451	<span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span><span·class="o">.</span><span·class="n">where</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span>·<span·class="o"><</span>·<span·class="mi">100</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>	4451	<span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span><span·class="o">.</span><span·class="n">where</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span>·<span·class="o"><</span>·<span·class="mi">100</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
4452	<span·class="gh">Out[46]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xd~~29093a~~0></span>	4452	<span·class="gh">Out[46]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xd8a5e7c0></span>
4453	</pre></div>	4453	</pre></div>
4454	</div>	4454	</div>
4455	<a·class="reference·internal·image-reference"·href="_images/where_example.png"><img·alt="_images/where_example.png"·src="_images/where_example.png"·style="width:·4in;·height:·4in;"·/></a>	4455	<a·class="reference·internal·image-reference"·href="_images/where_example.png"><img·alt="_images/where_example.png"·src="_images/where_example.png"·style="width:·4in;·height:·4in;"·/></a>
4456	</li>	4456	</li>
4457	<li><p>Added·new·methods·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.diff</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.diff</span></code>	4457	<li><p>Added·new·methods·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.diff</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.diff</span></code>
4458	for·finite·difference·calculations·along·a·given·axis.</p></li>	4458	for·finite·difference·calculations·along·a·given·axis.</p></li>
4459	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.to_masked_array</span></code>·convenience·method·for	4459	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.to_masked_array</span></code>·convenience·method·for