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114	Youâll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,	114	Youâll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,
115	even·if·they·are·actually·Dask·arrays.·We·can·do·this·quickly·with·Dask·because	115	even·if·they·are·actually·Dask·arrays.·We·can·do·this·quickly·with·Dask·because
116	we·only·need·to·compute·the·first·few·values·(typically·from·the·first·block).	116	we·only·need·to·compute·the·first·few·values·(typically·from·the·first·block).
117	To·reveal·the·true·nature·of·an·array,·print·a·DataArray:	117	To·reveal·the·true·nature·of·an·array,·print·a·DataArray:
118	In·[3]:·ds.temperature	118	In·[3]:·ds.temperature
119	Out[3]:	119	Out[3]:
120	<xarray.DataArray·'temperature'·(time:·30,·latitude:·180,·longitude:·180)>	120	<xarray.DataArray·'temperature'·(time:·30,·latitude:·180,·longitude:·180)>
121	dask.array<open_dataset-6~~899631a72f4~~4~~971c5e~~c~~8e15e5~~0~~691c6~~temperature,·shape=(30,	121	dask.array<open_dataset-6c7ee59748dd4fbafa8c0d5819022057temperature,·shape=(30,
122	180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray>	122	180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray>
123	Coordinates:	123	Coordinates:
124	··*·time·······(time)·datetime64[ns]·2015-01-01·2015-01-02·...·2015-01-30	124	··*·time·······(time)·datetime64[ns]·2015-01-01·2015-01-02·...·2015-01-30
125	··*·longitude··(longitude)·int64·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178	125	··*·longitude··(longitude)·int64·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178
126	179	126	179
127	··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5	127	··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5
128	Once·youâve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big	128	Once·youâve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big
Offset 137, 15 lines modified		Offset 137, 19 lines modified
137	compute=False)	137	compute=False)

138	In·[7]:·with·ProgressBar():	138	In·[7]:·with·ProgressBar():
139	···...:·····results·=·delayed_obj.compute()	139	···...:·····results·=·delayed_obj.compute()
140	···...:	140	···...:

141	[········································]·\|·0%·Completed·\|··0.0s	141	[········································]·\|·0%·Completed·\|··0.0s
		142	[#####···································]·\|·12%·Completed·\|··0.1s
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		144	[##########······························]·\|·25%·Completed·\|··0.3s
		145	[####################····················]·\|·50%·Completed·\|··0.5s
142	[########################################]·\|·100%·Completed·\|··0.1s	146	[########################################]·\|·100%·Completed·\|··0.6s
143	Note	147	Note
144	When·using·Daskâs·distributed·scheduler·to·write·NETCDF4·files,·it·may·be	148	When·using·Daskâs·distributed·scheduler·to·write·NETCDF4·files,·it·may·be
145	necessary·to·set·the·environment·variableHDF5_USE_FILE_LOCKING=FALSEto·avoid	149	necessary·to·set·the·environment·variableHDF5_USE_FILE_LOCKING=FALSEto·avoid
146	competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that·writing	150	competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that·writing
147	netCDF·files·with·Daskâs·distributed·scheduler·is·only·supported·for	151	netCDF·files·with·Daskâs·distributed·scheduler·is·only·supported·for
148	thenetcdf4backend.	152	thenetcdf4backend.
149	A·dataset·can·also·be·converted·to·a·Dask·DataFrame·using·to_dask_dataframe().	153	A·dataset·can·also·be·converted·to·a·Dask·DataFrame·using·to_dask_dataframe().


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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-6~~899631a72f4~~4~~971c5e~~c~~8e15e5~~0~~691c6~~temperature,·shape=(30,·180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray></span>	307	<span·class="go">dask.array<open_dataset-6c7ee59748dd4fbafa8c0d5819022057temperature,·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)·int64·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178·179</span>	310	<span·class="go">··*·longitude··(longitude)·int64·0·1·2·3·4·5·6·7·...·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 325, 15 lines modified		Offset 325, 19 lines modified
325	<span·class="gp">In·[6]:·</span><span·class="n">delayed_obj</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">to_netcdf</span><span·class="p">(</span><span·class="s2">"manipulated-example-data.nc"</span><span·class="p">,</span>·<span·class="n">compute</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span>	325	<span·class="gp">In·[6]:·</span><span·class="n">delayed_obj</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">to_netcdf</span><span·class="p">(</span><span·class="s2">"manipulated-example-data.nc"</span><span·class="p">,</span>·<span·class="n">compute</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span>

326	<span·class="gp">In·[7]:·</span><span·class="k">with</span>·<span·class="n">ProgressBar</span><span·class="p">():</span>	326	<span·class="gp">In·[7]:·</span><span·class="k">with</span>·<span·class="n">ProgressBar</span><span·class="p">():</span>
327	<span·class="gp">···...:·</span>····<span·class="n">results</span>·<span·class="o">=</span>·<span·class="n">delayed_obj</span><span·class="o">.</span><span·class="n">compute</span><span·class="p">()</span>	327	<span·class="gp">···...:·</span>····<span·class="n">results</span>·<span·class="o">=</span>·<span·class="n">delayed_obj</span><span·class="o">.</span><span·class="n">compute</span><span·class="p">()</span>
328	<span·class="gp">···...:·</span>	328	<span·class="gp">···...:·</span>

329	<span·class="go">[········································]·\|·0%·Completed·\|··0.0s</span>	329	<span·class="go">[········································]·\|·0%·Completed·\|··0.0s</span>
		330	<span·class="go">[#####···································]·\|·12%·Completed·\|··0.1s</span>
		331	<span·class="go">[##########······························]·\|·25%·Completed·\|··0.2s</span>
		332	<span·class="go">[##########······························]·\|·25%·Completed·\|··0.3s</span>
		333	<span·class="go">[####################····················]·\|·50%·Completed·\|··0.5s</span>
330	<span·class="go">[########################################]·\|·100%·Completed·\|··0.1s</span>	334	<span·class="go">[########################################]·\|·100%·Completed·\|··0.6s</span>
331	</pre></div>	335	</pre></div>
332	</div>	336	</div>
333	<div·class="admonition·note">	337	<div·class="admonition·note">
334	<p·class="admonition-title">Note</p>	338	<p·class="admonition-title">Note</p>
335	<p>When·using·Dask’s·distributed·scheduler·to·write·NETCDF4·files,	339	<p>When·using·Dask’s·distributed·scheduler·to·write·NETCDF4·files,
336	it·may·be·necessary·to·set·the·environment·variable·<cite>HDF5_USE_FILE_LOCKING=FALSE</cite>	340	it·may·be·necessary·to·set·the·environment·variable·<cite>HDF5_USE_FILE_LOCKING=FALSE</cite>
337	to·avoid·competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that	341	to·avoid·competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that


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·0x7~~f17~~c~~68f4b8~~0>]</span>	899	<span·class="gh">Out[60]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x7efccf0708b0>]</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·0x7f17c69010d0>]</span>	901	<span·class="gh">Out[61]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x7efccf070bb0>]</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 619, 19 lines modified		Offset 619, 19 lines modified
619	There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an	619	There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an
620	external·function·(e.g.,·ds.pipe(func))·instead·of·simply·calling·it·(e.g.,	620	external·function·(e.g.,·ds.pipe(func))·instead·of·simply·calling·it·(e.g.,
621	func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using	621	func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using
622	âmethod·chainingâ)·instead·of·writing·hard·to·follow·nested·function·calls:	622	âmethod·chainingâ)·instead·of·writing·hard·to·follow·nested·function·calls:
623	#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow	623	#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow
624	#·entirely·from·left·to·right	624	#·entirely·from·left·to·right
625	In·[60]:·plt.plot((2·*·ds.temperature.sel(x=0)).mean("y"))	625	In·[60]:·plt.plot((2·*·ds.temperature.sel(x=0)).mean("y"))
626	Out[60]:·[<matplotlib.lines.Line2D·at·0x7~~f17~~c~~68f4b8~~0>]	626	Out[60]:·[<matplotlib.lines.Line2D·at·0x7efccf0708b0>]

627	In·[61]:·(ds.temperature.sel(x=0).pipe(lambda·x:·2·*·x).mean("y").pipe	627	In·[61]:·(ds.temperature.sel(x=0).pipe(lambda·x:·2·*·x).mean("y").pipe
628	(plt.plot))	628	(plt.plot))
629	Out[61]:·[<matplotlib.lines.Line2D·at·0x7f17c69010d0>]	629	Out[61]:·[<matplotlib.lines.Line2D·at·0x7efccf070bb0>]
630	Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names	630	Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names
631	(DataFrame.pipe·and·DataFrame.assign).	631	(DataFrame.pipe·and·DataFrame.assign).
632	With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if	632	With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if
633	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead	633	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead
634	of·mutating·existing·objects·often·results·in·easier·to·understand·code,·so·we	634	of·mutating·existing·objects·often·results·in·easier·to·understand·code,·so·we
635	encourage·using·this·approach.	635	encourage·using·this·approach.
636	**·Renaming·variablesÂ¶·**	636	**·Renaming·variablesÂ¶·**


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 84, 15 lines modified		Offset 84, 15 lines modified
84	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	84	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
85	·····76·········#·May·want·to·add·an·option·to·remove·it.	85	·····76·········#·May·want·to·add·an·option·to·remove·it.
86	·····77·········if·not·_os.path.isdir(longdir):	86	·····77·········if·not·_os.path.isdir(longdir):
87	--->·78·············_os.mkdir(longdir)	87	--->·78·············_os.mkdir(longdir)
88	·····79	88	·····79
89	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	89	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

90	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	90	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
91	build/.xarray_tutorial_data'	91	build/.xarray_tutorial_data'
92	Letâs·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:	92	Letâs·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:
93	[3]:	93	[3]:
94	ds·=·ds·-·273.15	94	ds·=·ds·-·273.15
95	ds.t2m[0].plot(cmap=plt.cm.coolwarm)	95	ds.t2m[0].plot(cmap=plt.cm.coolwarm)
96	---------------------------------------------------------------------------	96	---------------------------------------------------------------------------
97	NameError·································Traceback·(most·recent·call·last)	97	NameError·································Traceback·(most·recent·call·last)


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>


Offset 125, 15 lines modified		Offset 125, 15 lines modified
125	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	125	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
126	·····76·········#·May·want·to·add·an·option·to·remove·it.	126	·····76·········#·May·want·to·add·an·option·to·remove·it.
127	·····77·········if·not·_os.path.isdir(longdir):	127	·····77·········if·not·_os.path.isdir(longdir):
128	--->·78·············_os.mkdir(longdir)	128	--->·78·············_os.mkdir(longdir)
129	·····79	129	·····79
130	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	130	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

131	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	131	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
132	build/.xarray_tutorial_data'	132	build/.xarray_tutorial_data'
133	***·Add·a·lazilly·calculated·vertical·coordinatesÂ¶·***	133	***·Add·a·lazilly·calculated·vertical·coordinatesÂ¶·***
134	Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only	134	Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only
135	evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical	135	evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical
136	coordinate·can·be·found·(here)[https://www.myroms.org/wiki/Vertical_S-	136	coordinate·can·be·found·(here)[https://www.myroms.org/wiki/Vertical_S-
137	coordinate]	137	coordinate]
138	In·short,·for·Vtransform==2·as·used·in·this·example,	138	In·short,·for·Vtransform==2·as·used·in·this·example,


Offset 69, 22 lines modified		Offset 69, 22 lines modified
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 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>
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770	<span·class="ansi-green-intense-fg·ansi-bold">····200</span>·············<span·class="ansi-green-fg">except</span>·KeyError<span·class="ansi-blue-fg">:</span>	770	<span·class="ansi-green-intense-fg·ansi-bold">····200</span>·············<span·class="ansi-green-fg">except</span>·KeyError<span·class="ansi-blue-fg">:</span>

771	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py</span>·in·<span·class="ansi-cyan-fg">__getitem__</span><span·class="ansi-blue-fg">(self,·key)</span>	771	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py</span>·in·<span·class="ansi-cyan-fg">__getitem__</span><span·class="ansi-blue-fg">(self,·key)</span>
772	<span·class="ansi-green-intense-fg·ansi-bold">·····52</span>·········<span·class="ansi-green-fg">with</span>·self<span·class="ansi-blue-fg">.</span>_lock<span·class="ansi-blue-fg">:</span>	772	<span·class="ansi-green-intense-fg·ansi-bold">·····52</span>·········<span·class="ansi-green-fg">with</span>·self<span·class="ansi-blue-fg">.</span>_lock<span·class="ansi-blue-fg">:</span>
773	<span·class="ansi-green-fg">--->·53</span><span·class="ansi-red-fg">·············</span>value·<span·class="ansi-blue-fg">=</span>·self<span·class="ansi-blue-fg">.</span>_cache<span·class="ansi-blue-fg">[</span>key<span·class="ansi-blue-fg">]</span>	773	<span·class="ansi-green-fg">--->·53</span><span·class="ansi-red-fg">·············</span>value·<span·class="ansi-blue-fg">=</span>·self<span·class="ansi-blue-fg">.</span>_cache<span·class="ansi-blue-fg">[</span>key<span·class="ansi-blue-fg">]</span>
774	<span·class="ansi-green-intense-fg·ansi-bold">·····54</span>·············self<span·class="ansi-blue-fg">.</span>_cache<span·class="ansi-blue-fg">.</span>move_to_end<span·class="ansi-blue-fg">(</span>key<span·class="ansi-blue-fg">)</span>	774	<span·class="ansi-green-intense-fg·ansi-bold">·····54</span>·············self<span·class="ansi-blue-fg">.</span>_cache<span·class="ansi-blue-fg">.</span>move_to_end<span·class="ansi-blue-fg">(</span>key<span·class="ansi-blue-fg">)</span>

775	<span·class="ansi-red-fg">KeyError</span>:·[<function·open·at·0x7f~~c61f756~~430>,·('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]	775	<span·class="ansi-red-fg">KeyError</span>:·[<function·open·at·0x7f69d4222430>,·('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]

776	During·handling·of·the·above·exception,·another·exception·occurred:	776	During·handling·of·the·above·exception,·another·exception·occurred:

777	<span·class="ansi-red-fg">CPLE_HttpResponseError</span>····················Traceback·(most·recent·call·last)	777	<span·class="ansi-red-fg">CPLE_HttpResponseError</span>····················Traceback·(most·recent·call·last)
778	<span·class="ansi-green-fg">rasterio/_base.pyx</span>·in·<span·class="ansi-cyan-fg">rasterio._base.DatasetBase.__init__</span><span·class="ansi-blue-fg">()</span>	778	<span·class="ansi-green-fg">rasterio/_base.pyx</span>·in·<span·class="ansi-cyan-fg">rasterio._base.DatasetBase.__init__</span><span·class="ansi-blue-fg">()</span>

779	<span·class="ansi-green-fg">rasterio/_shim.pyx</span>·in·<span·class="ansi-cyan-fg">rasterio._shim.open_dataset</span><span·class="ansi-blue-fg">()</span>	779	<span·class="ansi-green-fg">rasterio/_shim.pyx</span>·in·<span·class="ansi-cyan-fg">rasterio._shim.open_dataset</span><span·class="ansi-blue-fg">()</span>
Offset 889, 15 lines modified		Offset 889, 15 lines modified
889	<span·class="ansi-green-intense-fg·ansi-bold">····200</span>·············<span·class="ansi-green-fg">except</span>·KeyError<span·class="ansi-blue-fg">:</span>	889	<span·class="ansi-green-intense-fg·ansi-bold">····200</span>·············<span·class="ansi-green-fg">except</span>·KeyError<span·class="ansi-blue-fg">:</span>

890	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py</span>·in·<span·class="ansi-cyan-fg">__getitem__</span><span·class="ansi-blue-fg">(self,·key)</span>	890	<span·class="ansi-green-fg">/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py</span>·in·<span·class="ansi-cyan-fg">__getitem__</span><span·class="ansi-blue-fg">(self,·key)</span>
891	<span·class="ansi-green-intense-fg·ansi-bold">·····52</span>·········<span·class="ansi-green-fg">with</span>·self<span·class="ansi-blue-fg">.</span>_lock<span·class="ansi-blue-fg">:</span>	891	<span·class="ansi-green-intense-fg·ansi-bold">·····52</span>·········<span·class="ansi-green-fg">with</span>·self<span·class="ansi-blue-fg">.</span>_lock<span·class="ansi-blue-fg">:</span>
892	<span·class="ansi-green-fg">--->·53</span><span·class="ansi-red-fg">·············</span>value·<span·class="ansi-blue-fg">=</span>·self<span·class="ansi-blue-fg">.</span>_cache<span·class="ansi-blue-fg">[</span>key<span·class="ansi-blue-fg">]</span>	892	<span·class="ansi-green-fg">--->·53</span><span·class="ansi-red-fg">·············</span>value·<span·class="ansi-blue-fg">=</span>·self<span·class="ansi-blue-fg">.</span>_cache<span·class="ansi-blue-fg">[</span>key<span·class="ansi-blue-fg">]</span>
893	<span·class="ansi-green-intense-fg·ansi-bold">·····54</span>·············self<span·class="ansi-blue-fg">.</span>_cache<span·class="ansi-blue-fg">.</span>move_to_end<span·class="ansi-blue-fg">(</span>key<span·class="ansi-blue-fg">)</span>	893	<span·class="ansi-green-intense-fg·ansi-bold">·····54</span>·············self<span·class="ansi-blue-fg">.</span>_cache<span·class="ansi-blue-fg">.</span>move_to_end<span·class="ansi-blue-fg">(</span>key<span·class="ansi-blue-fg">)</span>


Offset 89, 15 lines modified		Offset 89, 15 lines modified
89	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	89	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
90	·····76·········#·May·want·to·add·an·option·to·remove·it.	90	·····76·········#·May·want·to·add·an·option·to·remove·it.
91	·····77·········if·not·_os.path.isdir(longdir):	91	·····77·········if·not·_os.path.isdir(longdir):
92	--->·78·············_os.mkdir(longdir)	92	--->·78·············_os.mkdir(longdir)
93	·····79	93	·····79
94	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	94	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

95	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	95	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
96	build/.xarray_tutorial_data'	96	build/.xarray_tutorial_data'
97	***·Multiple·plots·and·map·projectionsÂ¶·***	97	***·Multiple·plots·and·map·projectionsÂ¶·***
98	Control·the·map·projection·parameters·on·multiple·axes	98	Control·the·map·projection·parameters·on·multiple·axes
99	This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and	99	This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and
100	aspect·ratio.	100	aspect·ratio.
101	For·more·details·see·this_discussion·on·github.	101	For·more·details·see·this_discussion·on·github.
102	[3]:	102	[3]:
Offset 255, 15 lines modified		Offset 255, 15 lines modified

255	/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py·in	255	/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py·in
256	__getitem__(self,·key)	256	__getitem__(self,·key)
257	·····52·········with·self._lock:	257	·····52·········with·self._lock:
258	--->·53·············value·=·self._cache[key]	258	--->·53·············value·=·self._cache[key]
259	·····54·············self._cache.move_to_end(key)	259	·····54·············self._cache.move_to_end(key)

260	KeyError:·[<function·open·at·0x7f~~c61f756~~430>,·('https://github.com/mapbox/	260	KeyError:·[<function·open·at·0x7f69d4222430>,·('https://github.com/mapbox/
261	rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]	261	rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]

262	During·handling·of·the·above·exception,·another·exception·occurred:	262	During·handling·of·the·above·exception,·another·exception·occurred:

263	CPLE_HttpResponseError····················Traceback·(most·recent·call·last)	263	CPLE_HttpResponseError····················Traceback·(most·recent·call·last)
264	rasterio/_base.pyx·in·rasterio._base.DatasetBase.__init__()	264	rasterio/_base.pyx·in·rasterio._base.DatasetBase.__init__()

Offset 374, 15 lines modified		Offset 374, 15 lines modified

374	/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py·in	374	/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py·in
375	__getitem__(self,·key)	375	__getitem__(self,·key)
376	·····52·········with·self._lock:	376	·····52·········with·self._lock:
377	--->·53·············value·=·self._cache[key]	377	--->·53·············value·=·self._cache[key]
378	·····54·············self._cache.move_to_end(key)	378	·····54·············self._cache.move_to_end(key)


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 275, 15 lines modified		Offset 275, 15 lines modified
275	····················"evalue":·"CURL·error:·Could·not·resolve·host:·github.com",	275	····················"evalue":·"CURL·error:·Could·not·resolve·host:·github.com",
276	····················"output_type":·"error",	276	····················"output_type":·"error",
277	····················"traceback":·[	277	····················"traceback":·[
278	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	278	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
279	························"\u001b[0;31mKeyError\u001b[0m··································Traceback·(most·recent·call·last)",	279	························"\u001b[0;31mKeyError\u001b[0m··································Traceback·(most·recent·call·last)",
280	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/backends/file_manager.py\u001b[0m·in·\u001b[0;36m_acquire_with_cache_info\u001b[0;34m(self,·needs_lock)\u001b[0m\n\u001b[1;32m····198\u001b[0m·············\u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-->·199\u001b[0;31m·················\u001b[0mfile\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_key\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····200\u001b[0m·············\u001b[0;32mexcept\u001b[0m·\u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	280	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/backends/file_manager.py\u001b[0m·in·\u001b[0;36m_acquire_with_cache_info\u001b[0;34m(self,·needs_lock)\u001b[0m\n\u001b[1;32m····198\u001b[0m·············\u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-->·199\u001b[0;31m·················\u001b[0mfile\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_key\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····200\u001b[0m·············\u001b[0;32mexcept\u001b[0m·\u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
281	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py\u001b[0m·in·\u001b[0;36m__getitem__\u001b[0;34m(self,·key)\u001b[0m\n\u001b[1;32m·····52\u001b[0m·········\u001b[0;32mwith\u001b[0m·\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·53\u001b[0;31m·············\u001b[0mvalue\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\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·····54\u001b[0m·············\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmove_to_end\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",	281	························"\u001b[0;32m/build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py\u001b[0m·in·\u001b[0;36m__getitem__\u001b[0;34m(self,·key)\u001b[0m\n\u001b[1;32m·····52\u001b[0m·········\u001b[0;32mwith\u001b[0m·\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--->·53\u001b[0;31m·············\u001b[0mvalue\u001b[0m·\u001b[0;34m=\u001b[0m·\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\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·····54\u001b[0m·············\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmove_to_end\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
282	························"\u001b[0;31mKeyError\u001b[0m:·[<function·open·at·0x7f~~c61f756~~430>,·('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]",	282	························"\u001b[0;31mKeyError\u001b[0m:·[<function·open·at·0x7f69d4222430>,·('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]",
283	························"\nDuring·handling·of·the·above·exception,·another·exception·occurred:\n",	283	························"\nDuring·handling·of·the·above·exception,·another·exception·occurred:\n",
284	························"\u001b[0;31mCPLE_HttpResponseError\u001b[0m····················Traceback·(most·recent·call·last)",	284	························"\u001b[0;31mCPLE_HttpResponseError\u001b[0m····················Traceback·(most·recent·call·last)",
285	························"\u001b[0;32mrasterio/_base.pyx\u001b[0m·in·\u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n",	285	························"\u001b[0;32mrasterio/_base.pyx\u001b[0m·in·\u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n",
286	························"\u001b[0;32mrasterio/_shim.pyx\u001b[0m·in·\u001b[0;36mrasterio._shim.open_dataset\u001b[0;34m()\u001b[0m\n",	286	························"\u001b[0;32mrasterio/_shim.pyx\u001b[0m·in·\u001b[0;36mrasterio._shim.open_dataset\u001b[0;34m()\u001b[0m\n",
287	························"\u001b[0;32mrasterio/_err.pyx\u001b[0m·in·\u001b[0;36mrasterio._err.exc_wrap_pointer\u001b[0;34m()\u001b[0m\n",	287	························"\u001b[0;32mrasterio/_err.pyx\u001b[0m·in·\u001b[0;36mrasterio._err.exc_wrap_pointer\u001b[0;34m()\u001b[0m\n",
288	························"\u001b[0;31mCPLE_HttpResponseError\u001b[0m:·CURL·error:·Could·not·resolve·host:·github.com",	288	························"\u001b[0;31mCPLE_HttpResponseError\u001b[0m:·CURL·error:·Could·not·resolve·host:·github.com",


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-~~9cdfe4a~~5-00db-42b~~c-9~~a~~80-c20~~c9c33c~~337~~'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~9cdfe4a~~5-00db-42b~~c-9~~a~~80-c20~~c9c33c~~337~~'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·203~~c3b2272f3e~~7~~cebb1eb~~4a0b306952~~94de8~~5c45~~10fbd~~470~~40a~~fd506ea~~cb1468~~·...·]'·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-eaae6895-2edb-4b32-ac1d-3eca631cba24'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-eaae6895-2edb-4b32-ac1d-3eca631cba24'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·37651f47dd8704da498483dd9a2da93d505f222447500e17dfdaa0217a69cd43·...·]'·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-~~f1c9a239~~-~~c158~~-4~~3ea~~-8f7d-c~~6331ececdfa~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~f1c9a239~~-~~c158~~-4~~3ea~~-8f7d-c~~6331ececdfa~~'·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:·f7b~~357f33dd215~~f6a5~~24546~~19c~~2a65b~~a59c8~~ce93a6c5af7554e~~d46008~~11a6037~~·...·]'·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-8e0e00f3-3904-4651-afd2-c91c346b3f19'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-8e0e00f3-3904-4651-afd2-c91c346b3f19'·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:·20a9bcb462014aae4f2d587813a1ec00c18a2b81a07e7bb13061a2d683f6129f·...·]'·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-cb5~~bfa79~~-~~7dd0~~-4~~b85~~-8~~d1d~~-e~~f0d7~~f~~498~~9b7'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-cb5~~bfa79~~-~~7dd0~~-4~~b85~~-8~~d1d~~-e~~f0d7~~f~~498~~9b7'·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:·~~98555~~4~~33a9~~cb~~26f34~~d5~~87d1409~~e371~~01583~~37a2f8~~59cf880aa4ab7~~09~~44ba9bd7~~·...·]'·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-825980a6-e8ec-4563-88e6-e2afff36e902'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-825980a6-e8ec-4563-88e6-e2afff36e902'·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:·70db8024271fc79ab5d962376ceb1cc9923c1283ca06e206d1f909b1fd86358b·...·]'·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-~~7d8b0a~~12-~~2cb6~~-4~~a3d~~-8906-~~4a2bea9ce41c~~'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~7d8b0a~~12-~~2cb6~~-4~~a3d~~-8906-~~4a2bea9ce41c~~'·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-0f614d1b-1f65-496c-bc08-3d6ac9325d35'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-0f614d1b-1f65-496c-bc08-3d6ac9325d35'·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 1112, 15 lines modified		Offset 1112, 15 lines modified
1112	</div>	1112	</div>
1113	<div·class="nboutput·docutils·container">	1113	<div·class="nboutput·docutils·container">
1114	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:	1114	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:
1115	</pre></div>	1115	</pre></div>
1116	</div>	1116	</div>
1117	<div·class="output_area·docutils·container">	1117	<div·class="output_area·docutils·container">
1118	<div·class="highlight"><pre>	1118	<div·class="highlight"><pre>


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>


Offset 116, 15 lines modified		Offset 116, 15 lines modified
116	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	116	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
117	·····76·········#·May·want·to·add·an·option·to·remove·it.	117	·····76·········#·May·want·to·add·an·option·to·remove·it.
118	·····77·········if·not·_os.path.isdir(longdir):	118	·····77·········if·not·_os.path.isdir(longdir):
119	--->·78·············_os.mkdir(longdir)	119	--->·78·············_os.mkdir(longdir)
120	·····79	120	·····79
121	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	121	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

122	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	122	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
123	build/.xarray_tutorial_data'	123	build/.xarray_tutorial_data'
124	The·function·we·will·apply·is·np.interp·which·expects·1D·numpy·arrays.·This	124	The·function·we·will·apply·is·np.interp·which·expects·1D·numpy·arrays.·This
125	functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to	125	functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to
126	make·sure·we·are·not·making·mistakes.	126	make·sure·we·are·not·making·mistakes.
127	[2]:	127	[2]:
128	newlat·=·np.linspace(15,·75,·100)	128	newlat·=·np.linspace(15,·75,·100)
129	air.interp(lat=newlat)	129	air.interp(lat=newlat)


Offset 39, 23 lines modified		Offset 39, 23 lines modified
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 113, 15 lines modified		Offset 113, 15 lines modified
113	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	113	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
114	·····76·········#·May·want·to·add·an·option·to·remove·it.	114	·····76·········#·May·want·to·add·an·option·to·remove·it.
115	·····77·········if·not·_os.path.isdir(longdir):	115	·····77·········if·not·_os.path.isdir(longdir):
116	--->·78·············_os.mkdir(longdir)	116	--->·78·············_os.mkdir(longdir)
117	·····79	117	·····79
118	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	118	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

119	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	119	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
120	build/.xarray_tutorial_data'	120	build/.xarray_tutorial_data'
121	Plot·the·first·timestep:	121	Plot·the·first·timestep:
122	[3]:	122	[3]:
123	projection·=·ccrs.LambertConformal(central_longitude=-95,·central_latitude=45)	123	projection·=·ccrs.LambertConformal(central_longitude=-95,·central_latitude=45)

124	f,·ax·=·plt.subplots(subplot_kw=dict(projection=projection))	124	f,·ax·=·plt.subplots(subplot_kw=dict(projection=projection))


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 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 85, 15 lines modified		Offset 85, 15 lines modified
85	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	85	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
86	·····76·········#·May·want·to·add·an·option·to·remove·it.	86	·····76·········#·May·want·to·add·an·option·to·remove·it.
87	·····77·········if·not·_os.path.isdir(longdir):	87	·····77·········if·not·_os.path.isdir(longdir):
88	--->·78·············_os.mkdir(longdir)	88	--->·78·············_os.mkdir(longdir)
89	·····79	89	·····79
90	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	90	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

91	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	91	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
92	build/.xarray_tutorial_data'	92	build/.xarray_tutorial_data'
93	***·Now·for·the·heavy·lifting:Â¶·***	93	***·Now·for·the·heavy·lifting:Â¶·***
94	We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·lengths·for	94	We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·lengths·for
95	each·monthly·data·record·-·calculate·weights·using·groupby('time.season')	95	each·monthly·data·record·-·calculate·weights·using·groupby('time.season')
96	Finally,·we·just·need·to·multiply·our·weights·by·the·Dataset·and·sum·allong·the	96	Finally,·we·just·need·to·multiply·our·weights·by·the·Dataset·and·sum·allong·the
97	time·dimension.·Creating·a·DataArray·for·the·month·length·is·as·easy·as·using	97	time·dimension.·Creating·a·DataArray·for·the·month·length·is·as·easy·as·using
98	the·days_in_month·accessor·on·the·time·coordinate.·The·calendar·type,·in·this	98	the·days_in_month·accessor·on·the·time·coordinate.·The·calendar·type,·in·this


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 83, 15 lines modified		Offset 83, 15 lines modified
83	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	83	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
84	·····76·········#·May·want·to·add·an·option·to·remove·it.	84	·····76·········#·May·want·to·add·an·option·to·remove·it.
85	·····77·········if·not·_os.path.isdir(longdir):	85	·····77·········if·not·_os.path.isdir(longdir):
86	--->·78·············_os.mkdir(longdir)	86	--->·78·············_os.mkdir(longdir)
87	·····79	87	·····79
88	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	88	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

89	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	89	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
90	build/.xarray_tutorial_data'	90	build/.xarray_tutorial_data'
91	In·this·example,·the·logical·coordinates·are·x·and·y,·while·the·physical	91	In·this·example,·the·logical·coordinates·are·x·and·y,·while·the·physical
92	coordinates·are·xc·and·yc,·which·represent·the·latitudes·and·longitude·of·the	92	coordinates·are·xc·and·yc,·which·represent·the·latitudes·and·longitude·of·the
93	data.	93	data.
94	[3]:	94	[3]:
95	print(ds.xc.attrs)	95	print(ds.xc.attrs)
96	print(ds.yc.attrs)	96	print(ds.yc.attrs)


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 188, 15 lines modified		Offset 188, 15 lines modified
188	[4]:	188	[4]:
189	<AxesSubplot:xlabel='time'>	189	<AxesSubplot:xlabel='time'>
190	[../_images/examples_weather-data_7_1.png]	190	[../_images/examples_weather-data_7_1.png]
191	**·Visualize·using·seabornÂ¶·**	191	**·Visualize·using·seabornÂ¶·**
192	[5]:	192	[5]:
193	sns.pairplot(df.reset_index(),·vars=ds.data_vars)	193	sns.pairplot(df.reset_index(),·vars=ds.data_vars)
194	[5]:	194	[5]:
195	<seaborn.axisgrid.PairGrid·at·0x7f791~~c55f~~970>	195	<seaborn.axisgrid.PairGrid·at·0x7f61b6479370>
196	[../_images/examples_weather-data_9_1.png]	196	[../_images/examples_weather-data_9_1.png]
197	***·Probability·of·freeze·by·calendar·monthÂ¶·***	197	***·Probability·of·freeze·by·calendar·monthÂ¶·***
198	[6]:	198	[6]:
199	freeze·=·(ds["tmin"]·<=·0).groupby("time.month").mean("time")	199	freeze·=·(ds["tmin"]·<=·0).groupby("time.month").mean("time")
200	freeze	200	freeze
201	[6]:	201	[6]:


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 563, 15 lines modified		Offset 563, 15 lines modified
563	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	563	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
564	·····76·········#·May·want·to·add·an·option·to·remove·it.	564	·····76·········#·May·want·to·add·an·option·to·remove·it.
565	·····77·········if·not·_os.path.isdir(longdir):	565	·····77·········if·not·_os.path.isdir(longdir):
566	--->·78·············_os.mkdir(longdir)	566	--->·78·············_os.mkdir(longdir)
567	·····79	567	·····79
568	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	568	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

569	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	569	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
570	build/.xarray_tutorial_data'	570	build/.xarray_tutorial_data'

571	#·add·an·empty·2D·dataarray	571	#·add·an·empty·2D·dataarray
572	In·[54]:·ds["empty"]·=·xr.full_like(ds.air.mean("time"),·fill_value=0)	572	In·[54]:·ds["empty"]·=·xr.full_like(ds.air.mean("time"),·fill_value=0)
573	---------------------------------------------------------------------------	573	---------------------------------------------------------------------------
574	AttributeError····························Traceback·(most·recent·call·last)	574	AttributeError····························Traceback·(most·recent·call·last)
575	<ipython-input-54-6709edaff03d>·in·<module>	575	<ipython-input-54-6709edaff03d>·in·<module>


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·0x7~~f17~~9~~4790ee~~0></span>	439	<span·class="gh">Out[5]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0x7efc98f04a00></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 225, 19 lines modified		Offset 225, 19 lines modified
225	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	225	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
226	·····76·········#·May·want·to·add·an·option·to·remove·it.	226	·····76·········#·May·want·to·add·an·option·to·remove·it.
227	·····77·········if·not·_os.path.isdir(longdir):	227	·····77·········if·not·_os.path.isdir(longdir):
228	--->·78·············_os.mkdir(longdir)	228	--->·78·············_os.mkdir(longdir)
229	·····79	229	·····79
230	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	230	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

231	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	231	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
232	build/.xarray_tutorial_data'	232	build/.xarray_tutorial_data'

233	In·[5]:·ds.to_zarr("rasm.zarr",·mode="w")	233	In·[5]:·ds.to_zarr("rasm.zarr",·mode="w")
234	Out[5]:·<xarray.backends.zarr.ZarrStore·at·0x7~~f17~~9~~4790ee~~0>	234	Out[5]:·<xarray.backends.zarr.ZarrStore·at·0x7efc98f04a00>

235	In·[6]:·import·zarr	235	In·[6]:·import·zarr

236	In·[7]:·zgroup·=·zarr.open("rasm.zarr")	236	In·[7]:·zgroup·=·zarr.open("rasm.zarr")

237	In·[8]:·print(zgroup.tree())	237	In·[8]:·print(zgroup.tree())
238	/	238	/


Offset 202, 26 lines modified		Offset 202, 26 lines modified
202	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),	202	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),
203	···....:·····dims="x",	203	···....:·····dims="x",
204	···....:·····coords={"x":·np.linspace(0,·1,·10)},	204	···....:·····coords={"x":·np.linspace(0,·1,·10)},
205	···....:·)	205	···....:·)
206	···....:	206	···....:

207	In·[17]:·da.plot.line("o",·label="original")	207	In·[17]:·da.plot.line("o",·label="original")
208	Out[17]:·[<matplotlib.lines.Line2D·at·0x7~~f17~~b82~~e73a~~0>]	208	Out[17]:·[<matplotlib.lines.Line2D·at·0x7efcb821ea60>]

209	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear	209	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear
210	(default)")	210	(default)")
211	Out[18]:·[<matplotlib.lines.Line2D·at·0x7f17c68~~bc58~~0>]	211	Out[18]:·[<matplotlib.lines.Line2D·at·0x7efcb81fdbe0>]

212	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line	212	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line
213	(label="cubic")	213	(label="cubic")
214	Out[19]:·[<matplotlib.lines.Line2D·at·0x7~~f17~~b83~~9416~~0>]	214	Out[19]:·[<matplotlib.lines.Line2D·at·0x7efcb8313310>]

215	In·[20]:·plt.legend()	215	In·[20]:·plt.legend()
216	Out[20]:·<matplotlib.legend.Legend·at·0x7~~f17~~9~~471~~ca60>	216	Out[20]:·<matplotlib.legend.Legend·at·0x7efc98e8ce50>
217	[_images/interpolation_sample1.png]	217	[_images/interpolation_sample1.png]
218	Additional·keyword·arguments·can·be·passed·to·scipyâs·functions.	218	Additional·keyword·arguments·can·be·passed·to·scipyâs·functions.
219	#·fill·0·for·the·outside·of·the·original·coordinates.	219	#·fill·0·for·the·outside·of·the·original·coordinates.
220	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})	220	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})
221	Out[21]:	221	Out[21]:
222	<xarray.DataArray·(x:·10)>	222	<xarray.DataArray·(x:·10)>
223	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,	223	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,
Offset 390, 15 lines modified		Offset 390, 15 lines modified
390	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	390	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
391	·····76·········#·May·want·to·add·an·option·to·remove·it.	391	·····76·········#·May·want·to·add·an·option·to·remove·it.
392	·····77·········if·not·_os.path.isdir(longdir):	392	·····77·········if·not·_os.path.isdir(longdir):
393	--->·78·············_os.mkdir(longdir)	393	--->·78·············_os.mkdir(longdir)
394	·····79	394	·····79
395	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	395	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

396	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	396	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
397	build/.xarray_tutorial_data'	397	build/.xarray_tutorial_data'

398	In·[45]:·fig,·axes·=·plt.subplots(ncols=2,·figsize=(10,·4))	398	In·[45]:·fig,·axes·=·plt.subplots(ncols=2,·figsize=(10,·4))

399	In·[46]:·ds.air.plot(ax=axes[0])	399	In·[46]:·ds.air.plot(ax=axes[0])
400	---------------------------------------------------------------------------	400	---------------------------------------------------------------------------
401	AttributeError····························Traceback·(most·recent·call·last)	401	AttributeError····························Traceback·(most·recent·call·last)
Offset 560, 15 lines modified		Offset 560, 15 lines modified
560	····766·········invalid·=·indexers.keys()·-·set(dims)	560	····766·········invalid·=·indexers.keys()·-·set(dims)
561	····767·········if·invalid:	561	····767·········if·invalid:
562	-->·768·············raise·ValueError(	562	-->·768·············raise·ValueError(
563	····769·················f"dimensions·{invalid}·do·not·exist.·Expected·one·or	563	····769·················f"dimensions·{invalid}·do·not·exist.·Expected·one·or
564	more·of·{dims}"	564	more·of·{dims}"
565	····770·············)	565	····770·············)

566	ValueError:·dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of	566	ValueError:·dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of
567	Frozen(SortedKeysDict({'longitude':·50,·'latitude':·50}))	567	Frozen(SortedKeysDict({'longitude':·50,·'latitude':·50}))

568	In·[63]:·dsi.air.plot(ax=axes[1])	568	In·[63]:·dsi.air.plot(ax=axes[1])
569	---------------------------------------------------------------------------	569	---------------------------------------------------------------------------
570	NameError·································Traceback·(most·recent·call·last)	570	NameError·································Traceback·(most·recent·call·last)
571	<ipython-input-63-433e5c8b0d13>·in·<module>	571	<ipython-input-63-433e5c8b0d13>·in·<module>
572	---->·1·dsi.air.plot(ax=axes[1])	572	---->·1·dsi.air.plot(ax=axes[1])


Offset 762, 15 lines modified		Offset 762, 15 lines modified
762	···....:·········"y":·pd.date_range("2000-01-01",·periods=5),	762	···....:·········"y":·pd.date_range("2000-01-01",·periods=5),
763	···....:·········"z":·("x",·list("abcd")),	763	···....:·········"z":·("x",·list("abcd")),
764	···....:·····},	764	···....:·····},
765	···....:·)	765	···....:·)
766	···....:	766	···....:

767	In·[39]:·ds.to_zarr("path/to/directory.zarr")	767	In·[39]:·ds.to_zarr("path/to/directory.zarr")
768	Out[39]:·<xarray.backends.zarr.ZarrStore·at·0x7~~f17~~b8~~526d6~~0>	768	Out[39]:·<xarray.backends.zarr.ZarrStore·at·0x7efcb84d8e20>
769	(The·suffix·.zarr·is·optionalâjust·a·reminder·that·a·zarr·store·lives·there.)	769	(The·suffix·.zarr·is·optionalâjust·a·reminder·that·a·zarr·store·lives·there.)
770	If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already	770	If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already
771	present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being	771	present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being
772	overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add	772	overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add
773	mode='w'·when·invoking·to_zarr().	773	mode='w'·when·invoking·to_zarr().
774	To·store·variable·length·strings,·convert·them·to·object·arrays·first·with	774	To·store·variable·length·strings,·convert·them·to·object·arrays·first·with
775	dtype=object.	775	dtype=object.
Offset 806, 15 lines modified		Offset 806, 15 lines modified
806	zarr.·These·are·described·in·the·zarr_documentation.·These·options·can·be	806	zarr.·These·are·described·in·the·zarr_documentation.·These·options·can·be
807	passed·to·the·to_zarr·method·as·variable·encoding.·For·example:	807	passed·to·the·to_zarr·method·as·variable·encoding.·For·example:
808	In·[42]:·import·zarr	808	In·[42]:·import·zarr

809	In·[43]:·compressor·=·zarr.Blosc(cname="zstd",·clevel=3,·shuffle=2)	809	In·[43]:·compressor·=·zarr.Blosc(cname="zstd",·clevel=3,·shuffle=2)

810	In·[44]:·ds.to_zarr("foo.zarr",·encoding={"foo":·{"compressor":·compressor}})	810	In·[44]:·ds.to_zarr("foo.zarr",·encoding={"foo":·{"compressor":·compressor}})
811	Out[44]:·<xarray.backends.zarr.ZarrStore·at·0x7~~f17b~~8~~526be~~0>	811	Out[44]:·<xarray.backends.zarr.ZarrStore·at·0x7efc98b44160>
812	Note	812	Note
813	Not·all·native·zarr·compression·and·filtering·options·have·been·tested·with	813	Not·all·native·zarr·compression·and·filtering·options·have·been·tested·with
814	xarray.	814	xarray.
815	**·Consolidated·MetadataÂ¶·**	815	**·Consolidated·MetadataÂ¶·**
816	Xarray·needs·to·read·all·of·the·zarr·metadata·when·it·opens·a·dataset.·In·some	816	Xarray·needs·to·read·all·of·the·zarr·metadata·when·it·opens·a·dataset.·In·some
817	storage·mediums,·such·as·with·cloud·object·storage·(e.g.·amazon·S3),·this·can	817	storage·mediums,·such·as·with·cloud·object·storage·(e.g.·amazon·S3),·this·can
818	introduce·significant·overhead,·because·two·separate·HTTP·calls·to·the·object	818	introduce·significant·overhead,·because·two·separate·HTTP·calls·to·the·object
Offset 854, 28 lines modified		Offset 854, 28 lines modified
854	···....:·········"y":·[1,·2,·3,·4,·5],	854	···....:·········"y":·[1,·2,·3,·4,·5],
855	···....:·········"t":·pd.date_range("2001-01-01",·periods=2),	855	···....:·········"t":·pd.date_range("2001-01-01",·periods=2),
856	···....:·····},	856	···....:·····},
857	···....:·)	857	···....:·)
858	···....:	858	···....:

859	In·[46]:·ds1.to_zarr("path/to/directory.zarr")	859	In·[46]:·ds1.to_zarr("path/to/directory.zarr")
860	Out[46]:·<xarray.backends.zarr.ZarrStore·at·0x7~~f17~~9~~43d39a~~0>	860	Out[46]:·<xarray.backends.zarr.ZarrStore·at·0x7efc98b44b80>

861	In·[47]:·ds2·=·xr.Dataset(	861	In·[47]:·ds2·=·xr.Dataset(
862	···....:·····{"foo":·(("x",·"y",·"t"),·np.random.rand(4,·5,·2))},	862	···....:·····{"foo":·(("x",·"y",·"t"),·np.random.rand(4,·5,·2))},
863	···....:·····coords={	863	···....:·····coords={
864	···....:·········"x":·[10,·20,·30,·40],	864	···....:·········"x":·[10,·20,·30,·40],
865	···....:·········"y":·[1,·2,·3,·4,·5],	865	···....:·········"y":·[1,·2,·3,·4,·5],
866	···....:·········"t":·pd.date_range("2001-01-03",·periods=2),	866	···....:·········"t":·pd.date_range("2001-01-03",·periods=2),
867	···....:·····},	867	···....:·····},
868	···....:·)	868	···....:·)
869	···....:	869	···....:

870	In·[48]:·ds2.to_zarr("path/to/directory.zarr",·append_dim="t")	870	In·[48]:·ds2.to_zarr("path/to/directory.zarr",·append_dim="t")
871	Out[48]:·<xarray.backends.zarr.ZarrStore·at·0x7~~f17~~9~~43d3ca~~0>	871	Out[48]:·<xarray.backends.zarr.ZarrStore·at·0x7efc98b44e80>
872	Finally,·you·can·use·region·to·write·to·limited·regions·of·existing·arrays·in	872	Finally,·you·can·use·region·to·write·to·limited·regions·of·existing·arrays·in
873	an·existing·Zarr·store.·This·is·a·good·option·for·writing·data·in·parallel·from	873	an·existing·Zarr·store.·This·is·a·good·option·for·writing·data·in·parallel·from
874	independent·processes.	874	independent·processes.
875	To·scale·this·up·to·writing·large·datasets,·the·first·step·is·creating·an	875	To·scale·this·up·to·writing·large·datasets,·the·first·step·is·creating·an
876	initial·Zarr·store·without·writing·all·of·its·array·data.·This·can·be·done·by	876	initial·Zarr·store·without·writing·all·of·its·array·data.·This·can·be·done·by
877	first·creating·a·Dataset·with·dummy·values·stored·in·dask,·and·then·calling	877	first·creating·a·Dataset·with·dummy·values·stored·in·dask,·and·then·calling
878	to_zarr·with·compute=False·to·write·only·metadata·(including·attrs)·to·Zarr:	878	to_zarr·with·compute=False·to·write·only·metadata·(including·attrs)·to·Zarr:
Offset 887, 31 lines modified		Offset 887, 31 lines modified

887	In·[51]:·ds·=·xr.Dataset({"foo":·("x",·dummies)})	887	In·[51]:·ds·=·xr.Dataset({"foo":·("x",·dummies)})

888	In·[52]:·path·=·"path/to/directory.zarr"	888	In·[52]:·path·=·"path/to/directory.zarr"

889	#·Now·we·write·the·metadata·without·computing·any·array·values	889	#·Now·we·write·the·metadata·without·computing·any·array·values
890	In·[53]:·ds.to_zarr(path,·compute=False,·consolidated=True)	890	In·[53]:·ds.to_zarr(path,·compute=False,·consolidated=True)
891	Out[53]:·Delayed('_finalize_store-~~5970da0b~~-59ba-4~~e87~~-~~b447~~-~~ef1~~4~~ea7753~~5e')	891	Out[53]:·Delayed('_finalize_store-1ac9b38d-06bc-4b61-add6-789d405806f5')
892	Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that	892	Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that
893	can·be·filled·out·by·subsequent·calls·to·to_zarr.·The·region·provides·a·mapping	893	can·be·filled·out·by·subsequent·calls·to·to_zarr.·The·region·provides·a·mapping
894	from·dimension·names·to·Python·slice·objects·indicating·where·the·data·should	894	from·dimension·names·to·Python·slice·objects·indicating·where·the·data·should
895	be·written·(in·index·space,·not·coordinate·space),·e.g.,	895	be·written·(in·index·space,·not·coordinate·space),·e.g.,
896	#·For·convenience,·we'll·slice·a·single·dataset,·but·in·the·real·use-case	896	#·For·convenience,·we'll·slice·a·single·dataset,·but·in·the·real·use-case
897	#·we·would·create·them·separately,·possibly·even·from·separate·processes.	897	#·we·would·create·them·separately,·possibly·even·from·separate·processes.
898	In·[54]:·ds·=·xr.Dataset({"foo":·("x",·np.arange(30))})	898	In·[54]:·ds·=·xr.Dataset({"foo":·("x",·np.arange(30))})

899	In·[55]:·ds.isel(x=slice(0,·10)).to_zarr(path,·region={"x":·slice(0,·10)})	899	In·[55]:·ds.isel(x=slice(0,·10)).to_zarr(path,·region={"x":·slice(0,·10)})
900	Out[55]:·<xarray.backends.zarr.ZarrStore·at·0x7~~f17~~9~~43d3b2~~0>	900	Out[55]:·<xarray.backends.zarr.ZarrStore·at·0x7efc98b44fa0>

901	In·[56]:·ds.isel(x=slice(10,·20)).to_zarr(path,·region={"x":·slice(10,·20)})	901	In·[56]:·ds.isel(x=slice(10,·20)).to_zarr(path,·region={"x":·slice(10,·20)})
902	Out[56]:·<xarray.backends.zarr.ZarrStore·at·0x7~~f17~~9~~43d364~~0>	902	Out[56]:·<xarray.backends.zarr.ZarrStore·at·0x7efc98b447c0>

903	In·[57]:·ds.isel(x=slice(20,·30)).to_zarr(path,·region={"x":·slice(20,·30)})	903	In·[57]:·ds.isel(x=slice(20,·30)).to_zarr(path,·region={"x":·slice(20,·30)})
904	Out[57]:·<xarray.backends.zarr.ZarrStore·at·0x7~~f17~~c~~6992~~220>	904	Out[57]:·<xarray.backends.zarr.ZarrStore·at·0x7efccf1082e0>
905	Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks	905	Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks
906	in·the·underlying·Zarr·arrays·(or·use·an·appropriate·lock).	906	in·the·underlying·Zarr·arrays·(or·use·an·appropriate·lock).
907	As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,	907	As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,
908	if·you·set·region·then·all·variables·included·in·a·Dataset·must·have·dimensions	908	if·you·set·region·then·all·variables·included·in·a·Dataset·must·have·dimensions
909	included·in·region.·Other·variables·(typically·coordinates)·need·to·be	909	included·in·region.·Other·variables·(typically·coordinates)·need·to·be
910	explicitly·dropped·and/or·written·in·a·separate·calls·to·to_zarr·with·mode='a'.	910	explicitly·dropped·and/or·written·in·a·separate·calls·to·to_zarr·with·mode='a'.
911	***·GRIB·format·via·cfgribÂ¶·***	911	***·GRIB·format·via·cfgribÂ¶·***


Offset 121, 15 lines modified		Offset 121, 15 lines modified
121	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	121	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
122	·····76·········#·May·want·to·add·an·option·to·remove·it.	122	·····76·········#·May·want·to·add·an·option·to·remove·it.
123	·····77·········if·not·_os.path.isdir(longdir):	123	·····77·········if·not·_os.path.isdir(longdir):
124	--->·78·············_os.mkdir(longdir)	124	--->·78·············_os.mkdir(longdir)
125	·····79	125	·····79
126	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	126	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

127	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	127	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
128	build/.xarray_tutorial_data'	128	build/.xarray_tutorial_data'

129	In·[6]:·airtemps	129	In·[6]:·airtemps
130	---------------------------------------------------------------------------	130	---------------------------------------------------------------------------
131	NameError·································Traceback·(most·recent·call·last)	131	NameError·································Traceback·(most·recent·call·last)
132	<ipython-input-6-eb57b540ddce>·in·<module>	132	<ipython-input-6-eb57b540ddce>·in·<module>
133	---->·1·airtemps	133	---->·1·airtemps
Offset 588, 15 lines modified		Offset 588, 15 lines modified
588	-->·171·········ref_var·=·variables[ref_name]	588	-->·171·········ref_var·=·variables[ref_name]
589	····172	589	····172
590	····173·····if·var_name·is·None:	590	····173·····if·var_name·is·None:

591	KeyError:·'lat'	591	KeyError:·'lat'

592	In·[51]:·b.plot()	592	In·[51]:·b.plot()
593	Out[51]:·[<matplotlib.lines.Line2D·at·0x7~~f17~~9~~4214b2~~0>]	593	Out[51]:·[<matplotlib.lines.Line2D·at·0x7efc989a6070>]
594	[_images/plotting_nonuniform_coords.png]	594	[_images/plotting_nonuniform_coords.png]
595	*·Calling·MatplotlibÂ¶·*	595	*·Calling·MatplotlibÂ¶·*
596	Since·this·is·a·thin·wrapper·around·matplotlib,·all·the·functionality·of	596	Since·this·is·a·thin·wrapper·around·matplotlib,·all·the·functionality·of
597	matplotlib·is·available.	597	matplotlib·is·available.
598	In·[52]:·air2d.plot(cmap=plt.cm.Blues)	598	In·[52]:·air2d.plot(cmap=plt.cm.Blues)
599	---------------------------------------------------------------------------	599	---------------------------------------------------------------------------
600	NameError·································Traceback·(most·recent·call·last)	600	NameError·································Traceback·(most·recent·call·last)
Offset 984, 53 lines modified		Offset 984, 53 lines modified
984	··*·z········(z)·int64·0·1·2·3	984	··*·z········(z)·int64·0·1·2·3
985	··*·w········(w)·<U5·'one'·'two'·'three'·'five'	985	··*·w········(w)·<U5·'one'·'two'·'three'·'five'
986	Data·variables:	986	Data·variables:
987	····A········(x,·y,·z,·w)·float64·-0.104·0.02719·-0.0425·...·-0.1175·-0.0183	987	····A········(x,·y,·z,·w)·float64·-0.104·0.02719·-0.0425·...·-0.1175·-0.0183
988	····B········(x,·y,·z,·w)·float64·0.0·0.0·0.0·0.0·...·1.369·1.408·1.387·1.417	988	····B········(x,·y,·z,·w)·float64·0.0·0.0·0.0·0.0·...·1.369·1.408·1.387·1.417
989	Suppose·we·want·to·scatter·A·against·B	989	Suppose·we·want·to·scatter·A·against·B
990	In·[95]:·ds.plot.scatter(x="A",·y="B")	990	In·[95]:·ds.plot.scatter(x="A",·y="B")
991	Out[95]:·<matplotlib.collections.PathCollection·at·0x7~~f17~~9~~41ecbb~~0>	991	Out[95]:·<matplotlib.collections.PathCollection·at·0x7efc98b2a070>
992	[_images/ds_simple_scatter.png]	992	[_images/ds_simple_scatter.png]
993	The·hue·kwarg·lets·you·vary·the·color·by·variable·value	993	The·hue·kwarg·lets·you·vary·the·color·by·variable·value
994	In·[96]:·ds.plot.scatter(x="A",·y="B",·hue="w")	994	In·[96]:·ds.plot.scatter(x="A",·y="B",·hue="w")
995	Out[96]:	995	Out[96]:
996	[<matplotlib.collections.PathCollection·at·0x7~~f17b85~~221c0>,	996	[<matplotlib.collections.PathCollection·at·0x7efccf42bdc0>,
997	·<matplotlib.collections.PathCollection·at·0x7~~f17b86ad28~~0>,	997	·<matplotlib.collections.PathCollection·at·0x7efccf38e9a0>,
998	·<matplotlib.collections.PathCollection·at·0x7~~f17~~c~~414519~~0>,	998	·<matplotlib.collections.PathCollection·at·0x7efccf0ea250>,
999	·<matplotlib.collections.PathCollection·at·0x7~~f17c69d4c7~~0>]	999	·<matplotlib.collections.PathCollection·at·0x7efcb878e1f0>]
1000	[_images/ds_hue_scatter.png]	1000	[_images/ds_hue_scatter.png]
1001	When·hue·is·specified,·a·colorbar·is·added·for·numeric·hue·DataArrays·by	1001	When·hue·is·specified,·a·colorbar·is·added·for·numeric·hue·DataArrays·by
1002	default·and·a·legend·is·added·for·non-numeric·hue·DataArrays·(as·above).·You	1002	default·and·a·legend·is·added·for·non-numeric·hue·DataArrays·(as·above).·You
1003	can·force·a·legend·instead·of·a·colorbar·by·setting·hue_style='discrete'.	1003	can·force·a·legend·instead·of·a·colorbar·by·setting·hue_style='discrete'.
1004	Additionally,·the·boolean·kwarg·add_guide·can·be·used·to·prevent·the·display·of	1004	Additionally,·the·boolean·kwarg·add_guide·can·be·used·to·prevent·the·display·of
1005	a·legend·or·colorbar·(as·appropriate).	1005	a·legend·or·colorbar·(as·appropriate).
1006	In·[97]:·ds·=·ds.assign(w=[1,·2,·3,·5])	1006	In·[97]:·ds·=·ds.assign(w=[1,·2,·3,·5])

1007	In·[98]:·ds.plot.scatter(x="A",·y="B",·hue="w",·hue_style="discrete")	1007	In·[98]:·ds.plot.scatter(x="A",·y="B",·hue="w",·hue_style="discrete")
1008	Out[98]:	1008	Out[98]:
1009	[<matplotlib.collections.PathCollection·at·0x7~~f17~~b8~~15f25~~0>,	1009	[<matplotlib.collections.PathCollection·at·0x7efcb8780b80>,
		1010	·<matplotlib.collections.PathCollection·at·0x7efcb8783940>,
1010	·<matplotlib.collections.PathCollection·at·0x7~~f17~~b815fd30>,	1011	·<matplotlib.collections.PathCollection·at·0x7efcb819cfd0>,
1011	·<matplotlib.collections.PathCollection·at·0x7f17c4014ee0>,
1012	·<matplotlib.collections.PathCollection·at·0x7~~f17~~b81~~dc9~~d0>]	1012	·<matplotlib.collections.PathCollection·at·0x7efcb81fd0d0>]
1013	[_images/ds_discrete_legend_hue_scatter.png]	1013	[_images/ds_discrete_legend_hue_scatter.png]
1014	The·markersize·kwarg·lets·you·vary·the·pointâs·size·by·variable·value.·You	1014	The·markersize·kwarg·lets·you·vary·the·pointâs·size·by·variable·value.·You
1015	can·additionally·pass·size_norm·to·control·how·the·variableâs·values·are	1015	can·additionally·pass·size_norm·to·control·how·the·variableâs·values·are
1016	mapped·to·point·sizes.	1016	mapped·to·point·sizes.
1017	In·[99]:·ds.plot.scatter(x="A",·y="B",·hue="z",·hue_style="discrete",	1017	In·[99]:·ds.plot.scatter(x="A",·y="B",·hue="z",·hue_style="discrete",
1018	markersize="z")	1018	markersize="z")
1019	Out[99]:	1019	Out[99]:
1020	[<matplotlib.collections.PathCollection·at·0x7~~f17~~941df790>,	1020	[<matplotlib.collections.PathCollection·at·0x7efc98adfa30>,
		1021	·<matplotlib.collections.PathCollection·at·0x7efc989070a0>,
		1022	·<matplotlib.collections.PathCollection·at·0x7efc98927d30>,
1021	·<matplotlib.collections.PathCollection·at·0x7~~f17~~b8~~2e722~~0>,	1023	·<matplotlib.collections.PathCollection·at·0x7efcb83135e0>]
1022	·<matplotlib.collections.PathCollection·at·0x7f17b82e7490>,
1023	·<matplotlib.collections.PathCollection·at·0x7f17dcf54c10>]
1024	[_images/ds_hue_size_scatter.png]	1024	[_images/ds_hue_size_scatter.png]
1025	Faceting·is·also·possible	1025	Faceting·is·also·possible
1026	In·[100]:·ds.plot.scatter(x="A",·y="B",·col="x",·row="z",·hue="w",	1026	In·[100]:·ds.plot.scatter(x="A",·y="B",·col="x",·row="z",·hue="w",
1027	hue_style="discrete")	1027	hue_style="discrete")
1028	Out[100]:·<xarray.plot.facetgrid.FacetGrid·at·0x7~~f17c6a9037~~0>	1028	Out[100]:·<xarray.plot.facetgrid.FacetGrid·at·0x7efc988b2a00>
1029	[_images/ds_facet_scatter.png]	1029	[_images/ds_facet_scatter.png]
1030	For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data	1030	For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data
1031	variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities	1031	variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities
1032	of·seaborn.	1032	of·seaborn.
1033	***·MapsÂ¶·***	1033	***·MapsÂ¶·***
1034	To·follow·this·section·youâll·need·to·have·Cartopy·installed·and·working.	1034	To·follow·this·section·youâll·need·to·have·Cartopy·installed·and·working.
1035	This·script·will·plot·the·air·temperature·on·a·map.	1035	This·script·will·plot·the·air·temperature·on·a·map.
Offset 1046, 15 lines modified		Offset 1046, 15 lines modified
1046	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)	1046	open_dataset(name,·cache,·cache_dir,·github_url,·branch,·**kws)
1047	·····76·········#·May·want·to·add·an·option·to·remove·it.	1047	·····76·········#·May·want·to·add·an·option·to·remove·it.
1048	·····77·········if·not·_os.path.isdir(longdir):	1048	·····77·········if·not·_os.path.isdir(longdir):
1049	--->·78·············_os.mkdir(longdir)	1049	--->·78·············_os.mkdir(longdir)
1050	·····79	1050	·····79
1051	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))	1051	·····80·········url·=·"/".join((github_url,·"raw",·branch,·fullname))

1052	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	1052	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
1053	build/.xarray_tutorial_data'	1053	build/.xarray_tutorial_data'

1054	In·[103]:·p·=·air.isel(time=0).plot(	1054	In·[103]:·p·=·air.isel(time=0).plot(
1055	···.....:·····subplot_kws=dict(projection=ccrs.Orthographic(-80,·35),	1055	···.....:·····subplot_kws=dict(projection=ccrs.Orthographic(-80,·35),
1056	facecolor="gray"),	1056	facecolor="gray"),
1057	···.....:·····transform=ccrs.PlateCarree(),	1057	···.....:·····transform=ccrs.PlateCarree(),
1058	···.....:·)	1058	···.....:·)
Offset 1131, 24 lines modified		Offset 1131, 24 lines modified
1131	In·[109]:·import·xarray.plot·as·xplt	1131	In·[109]:·import·xarray.plot·as·xplt

1132	In·[110]:·da·=·xr.DataArray(range(5))	1132	In·[110]:·da·=·xr.DataArray(range(5))

1133	In·[111]:·fig,·axes·=·plt.subplots(ncols=2,·nrows=2)	1133	In·[111]:·fig,·axes·=·plt.subplots(ncols=2,·nrows=2)

1134	In·[112]:·da.plot(ax=axes[0,·0])	1134	In·[112]:·da.plot(ax=axes[0,·0])
1135	Out[112]:·[<matplotlib.lines.Line2D·at·0x7f~~177f~~73~~84f~~0>]	1135	Out[112]:·[<matplotlib.lines.Line2D·at·0x7efc9867d130>]

1136	In·[113]:·da.plot.line(ax=axes[0,·1])	1136	In·[113]:·da.plot.line(ax=axes[0,·1])
1137	Out[113]:·[<matplotlib.lines.Line2D·at·0x7~~f17~~b8~~26264~~0>]	1137	Out[113]:·[<matplotlib.lines.Line2D·at·0x7efcb81dc280>]

1138	In·[114]:·xplt.plot(da,·ax=axes[1,·0])	1138	In·[114]:·xplt.plot(da,·ax=axes[1,·0])
1139	Out[114]:·[<matplotlib.lines.Line2D·at·0x7~~f177f~~73~~8c1~~0>]	1139	Out[114]:·[<matplotlib.lines.Line2D·at·0x7efc98732f70>]

1140	In·[115]:·xplt.line(da,·ax=axes[1,·1])	1140	In·[115]:·xplt.line(da,·ax=axes[1,·1])
1141	Out[115]:·[<matplotlib.lines.Line2D·at·0x7~~f177f~~73~~84c~~0>]	1141	Out[115]:·[<matplotlib.lines.Line2D·at·0x7efc987328b0>]

1142	In·[116]:·plt.tight_layout()	1142	In·[116]:·plt.tight_layout()

1143	In·[117]:·plt.draw()	1143	In·[117]:·plt.draw()
1144	[_images/plotting_ways_to_use.png]	1144	[_images/plotting_ways_to_use.png]
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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·0x7~~f177f~~2~~78a3~~0></span>	505	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0x7efc982377c0></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>