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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·because301 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">&lt;xarray.DataArray·&#39;temperature&#39;·(time:·30,·latitude:·180,·longitude:·180)&gt;</span>306 <span·class="go">&lt;xarray.DataArray·&#39;temperature&#39;·(time:·30,·latitude:·180,·longitude:·180)&gt;</span>
307 <span·class="go">dask.array&lt;open_dataset-a94180edfd9e3550bf55a27876f45d80temperature,·shape=(30,·180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray&gt;</span>307 <span·class="go">dask.array&lt;open_dataset-277162681b3377c87ddac5999bf33daetemperature,·shape=(30,·180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray&gt;</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·to314 <p>Once·you’ve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big·to
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114 You’ll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,114 You’ll·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·because115 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.temperature118 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-a94180edfd9e3550bf55a27876f45d80temperature,·shape=(30,121 dask.array<open_dataset-277162681b3377c87ddac5999bf33daetemperature,·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·...·2015-01-30124 ··*·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·...·173·174·175·176·177·178125 ··*·longitude··(longitude)·int64·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178
126 179126 179
127 ··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5127 ··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5
128 Once·you’ve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big128 Once·you’ve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big
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892 a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of892 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·for893 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·to894 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">&quot;y&quot;</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">&quot;y&quot;</span><span·class="p">))</span>
899 <span·class="gh">Out[60]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff88655e80&gt;]</span>899 <span·class="gh">Out[60]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff689d4fa0&gt;]</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">&quot;y&quot;</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">&quot;y&quot;</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">[&lt;matplotlib.lines.Line2D·at·0xffff886611c0&gt;]</span>901 <span·class="gh">Out[61]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff689df2e0&gt;]</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·names904 <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>·and905 (<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·if907 <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·instead908 variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead
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619 There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an619 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·(using621 func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using
622 “method·chaining”)·instead·of·writing·hard·to·follow·nested·function·calls:622 “method·chaining”)·instead·of·writing·hard·to·follow·nested·function·calls:
623 #·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow623 #·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow
624 #·entirely·from·left·to·right624 #·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·0xffff88655e80>]626 Out[60]:·[<matplotlib.lines.Line2D·at·0xffff689d4fa0>]
  
627 In·[61]:·(ds.temperature.sel(x=0).pipe(lambda·x:·2·*·x).mean("y").pipe627 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·0xffff886611c0>]629 Out[61]:·[<matplotlib.lines.Line2D·at·0xffff689df2e0>]
630 Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names630 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·if632 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·instead633 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·we634 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·variables¶·****636 ****·Renaming·variables¶·****
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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">---&gt;·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">---&gt;·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">&#34;/&#34;</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">&#34;raw&#34;</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">&#34;/&#34;</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">&#34;raw&#34;</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:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;529 <span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
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>
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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 ·····7988 ·····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 Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:92 Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:
93 [3]:93 [3]:
94 ds·=·ds·-·273.1594 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)
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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 ········},
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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">---&gt;·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">---&gt;·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">&#34;/&#34;</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">&#34;raw&#34;</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">&#34;/&#34;</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">&#34;raw&#34;</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:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;567 <span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
568 </pre></div></div>568 </pre></div></div>
569 </div>569 </div>
570 </div>570 </div>
571 <div·class="section"·id="Add-a-lazilly-calculated-vertical-coordinates">571 <div·class="section"·id="Add-a-lazilly-calculated-vertical-coordinates">
572 <h2>Add·a·lazilly·calculated·vertical·coordinates<a·class="headerlink"·href="#Add-a-lazilly-calculated-vertical-coordinates"·title="Permalink·to·this·headline">¶</a></h2>572 <h2>Add·a·lazilly·calculated·vertical·coordinates<a·class="headerlink"·href="#Add-a-lazilly-calculated-vertical-coordinates"·title="Permalink·to·this·headline">¶</a></h2>
573 <p>Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only·evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical·coordinate·can·be·found·(here)[<a·class="reference·external"·href="https://www.myroms.org/wiki/Vertical_S-coordinate">https://www.myroms.org/wiki/Vertical_S-coordinate</a>]</p>573 <p>Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only·evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical·coordinate·can·be·found·(here)[<a·class="reference·external"·href="https://www.myroms.org/wiki/Vertical_S-coordinate">https://www.myroms.org/wiki/Vertical_S-coordinate</a>]</p>
574 <p>In·short,·for·<code·class="docutils·literal·notranslate"><span·class="pre">Vtransform==2</span></code>·as·used·in·this·example,</p>574 <p>In·short,·for·<code·class="docutils·literal·notranslate"><span·class="pre">Vtransform==2</span></code>·as·used·in·this·example,</p>
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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 ·····79129 ·····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·coordinates¶·*****133 *****·Add·a·lazilly·calculated·vertical·coordinates¶·*****
134 Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only134 Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only
135 evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical135 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,
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./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.ipynb.gz
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ROMS_ocean_model.ipynb
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69 ········{69 ········{
70 ············"cell_type":·"code",70 ············"cell_type":·"code",
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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 ····················]
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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",
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./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.html
    
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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">---&gt;·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">---&gt;·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">&#34;/&#34;</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">&#34;raw&#34;</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">&#34;/&#34;</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">&#34;raw&#34;</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:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;561 <span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
562 </pre></div></div>562 </pre></div></div>
563 </div>563 </div>
564 <p>The·function·we·will·apply·is·<code·class="docutils·literal·notranslate"><span·class="pre">np.interp</span></code>·which·expects·1D·numpy·arrays.·This·functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to·make·sure·we·are·not·making·mistakes.</p>564 <p>The·function·we·will·apply·is·<code·class="docutils·literal·notranslate"><span·class="pre">np.interp</span></code>·which·expects·1D·numpy·arrays.·This·functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to·make·sure·we·are·not·making·mistakes.</p>
565 <div·class="nbinput·docutils·container">565 <div·class="nbinput·docutils·container">
566 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:566 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:
567 </pre></div>567 </pre></div>
568 </div>568 </div>
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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 ·····79120 ·····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.·This124 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·to125 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)
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./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.ipynb.gz
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apply_ufunc_vectorize_1d.ipynb
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Similarity: 0.9999510017421602% Differences: {"'cells'": '{2: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: ' '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(5, ' '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: ' '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [5]}}}}}'}
    
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44 ················{44 ················{
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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",
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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">---&gt;·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">---&gt;·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">&#34;/&#34;</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">&#34;raw&#34;</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">&#34;/&#34;</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">&#34;raw&#34;</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:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;561 <span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
562 </pre></div></div>562 </pre></div></div>
563 </div>563 </div>
564 <p>Plot·the·first·timestep:</p>564 <p>Plot·the·first·timestep:</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>[3]:566 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
567 </pre></div>567 </pre></div>
568 </div>568 </div>
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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 ·····79117 ·····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))
  
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Similarity: 0.9998565051020408% Differences: {"'cells'": '{4: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: ' '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(5, ' '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: ' '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [5]}}}}}'}
    
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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"
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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",
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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>
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531 <span·class="ansi-green-fg">---&gt;·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">---&gt;·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">&#34;/&#34;</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">&#34;raw&#34;</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">&#34;/&#34;</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">&#34;raw&#34;</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:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;534 <span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
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>
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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 ·····7989 ·····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:¶·*****93 *****·Now·for·the·heavy·lifting:¶·*****
94 We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·lengths·for94 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·the96 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·using97 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·this98 the·days_in_month·accessor·on·the·time·coordinate.·The·calendar·type,·in·this
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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>
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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>
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84 ·····76·········#·May·want·to·add·an·option·to·remove·it.84 ·····76·········#·May·want·to·add·an·option·to·remove·it.
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87 ·····7987 ·····79
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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)
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Similarity: 0.9998697916666667% Differences: {"'cells'": '{3: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: ' '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(4, ' '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: ' '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [4]}}}}}'}
    
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47 ················}47 ················}
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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":·[
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56 ························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",56 ························"\u001b[0;31mFileNotFoundError\u001b[0m·························Traceback·(most·recent·call·last)",
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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 ············]
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./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.html
    
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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">---&gt;·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">---&gt;·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">&#34;/&#34;</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">&#34;raw&#34;</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">&#34;/&#34;</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">&#34;raw&#34;</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:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;539 <span·class="ansi-red-fg">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
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">---&gt;·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">---&gt;·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>:·[&lt;function·open·at·0xffff721038b0&gt;,·(&#39;https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif&#39;,),·&#39;r&#39;,·()]775 <span·class="ansi-red-fg">KeyError</span>:·[&lt;function·open·at·0xffff787868b0&gt;,·(&#39;https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif&#39;,),·&#39;r&#39;,·()]
  
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>
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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">---&gt;·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">---&gt;·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>
  
894 <span·class="ansi-red-fg">KeyError</span>:·[&lt;function·open·at·0xffff721038b0&gt;,·(&#39;https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif&#39;,),·&#39;r&#39;,·()]894 <span·class="ansi-red-fg">KeyError</span>:·[&lt;function·open·at·0xffff787868b0&gt;,·(&#39;https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif&#39;,),·&#39;r&#39;,·()]
  
895 During·handling·of·the·above·exception,·another·exception·occurred:895 During·handling·of·the·above·exception,·another·exception·occurred:
  
896 <span·class="ansi-red-fg">CPLE_OpenFailedError</span>······················Traceback·(most·recent·call·last)896 <span·class="ansi-red-fg">CPLE_OpenFailedError</span>······················Traceback·(most·recent·call·last)
897 <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>897 <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>
  
898 <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>898 <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>
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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 ·····7993 ·····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·projections¶·*****97 *****·Multiple·plots·and·map·projections¶·*****
98 Control·the·map·projection·parameters·on·multiple·axes98 Control·the·map·projection·parameters·on·multiple·axes
99 This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and99 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]:
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255 /build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py·in255 /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·0xffff721038b0>,·('https://github.com/mapbox/260 KeyError:·[<function·open·at·0xffff787868b0>,·('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__()
  
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374 /build/reproducible-path/python-xarray-0.16.2/xarray/backends/lru_cache.py·in374 /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)
  
379 KeyError:·[<function·open·at·0xffff721038b0>,·('https://github.com/mapbox/379 KeyError:·[<function·open·at·0xffff787868b0>,·('https://github.com/mapbox/
380 rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]380 rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]
  
381 During·handling·of·the·above·exception,·another·exception·occurred:381 During·handling·of·the·above·exception,·another·exception·occurred:
  
382 CPLE_OpenFailedError······················Traceback·(most·recent·call·last)382 CPLE_OpenFailedError······················Traceback·(most·recent·call·last)
383 rasterio/_base.pyx·in·rasterio._base.DatasetBase.__init__()383 rasterio/_base.pyx·in·rasterio._base.DatasetBase.__init__()
  
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Similarity: 0.9998566862824675% Differences: {"'cells'": '{3: {\'outputs\': {0: {\'evalue\': "[Errno 2] No such file or directory: ' '\'/nonexistent/second-build/.xarray_tutorial_data\'", \'traceback\': {insert: [(5, ' '"\\x1b[0;31mFileNotFoundError\\x1b[0m: [Errno 2] No such file or directory: ' '\'/nonexistent/second-build/.xarray_tutorial_data\'")], delete: [5]}}}}, 13: ' '{\'outputs\': {0: {\'traceback\': {insert: [(4, "\\x1b[0;31mKeyError\\x1b[0m: ' '[<function open at 0xffff787868b0>, ' […]
    
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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 ········},
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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·0xffff721038b0>,·('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]",282 ························"\u001b[0;31mKeyError\u001b[0m:·[<function·open·at·0xffff787868b0>,·('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",
289 ························"\nDuring·handling·of·the·above·exception,·another·exception·occurred:\n",289 ························"\nDuring·handling·of·the·above·exception,·another·exception·occurred:\n",
Offset 338, 15 lines modifiedOffset 338, 15 lines modified
338 ····················"evalue":·"'/vsicurl/https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif'·does·not·exist·in·the·file·system,·and·is·not·recognized·as·a·supported·dataset·name.",338 ····················"evalue":·"'/vsicurl/https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif'·does·not·exist·in·the·file·system,·and·is·not·recognized·as·a·supported·dataset·name.",
339 ····················"output_type":·"error",339 ····················"output_type":·"error",
340 ····················"traceback":·[340 ····················"traceback":·[
341 ························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",341 ························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
342 ························"\u001b[0;31mKeyError\u001b[0m··································Traceback·(most·recent·call·last)",342 ························"\u001b[0;31mKeyError\u001b[0m··································Traceback·(most·recent·call·last)",
343 ························"\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",343 ························"\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",
344 ························"\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",344 ························"\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",
345 ························"\u001b[0;31mKeyError\u001b[0m:·[<function·open·at·0xffff721038b0>,·('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]",345 ························"\u001b[0;31mKeyError\u001b[0m:·[<function·open·at·0xffff787868b0>,·('https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif',),·'r',·()]",
346 ························"\nDuring·handling·of·the·above·exception,·another·exception·occurred:\n",346 ························"\nDuring·handling·of·the·above·exception,·another·exception·occurred:\n",
347 ························"\u001b[0;31mCPLE_OpenFailedError\u001b[0m······················Traceback·(most·recent·call·last)",347 ························"\u001b[0;31mCPLE_OpenFailedError\u001b[0m······················Traceback·(most·recent·call·last)",
348 ························"\u001b[0;32mrasterio/_base.pyx\u001b[0m·in·\u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n",348 ························"\u001b[0;32mrasterio/_base.pyx\u001b[0m·in·\u001b[0;36mrasterio._base.DatasetBase.__init__\u001b[0;34m()\u001b[0m\n",
349 ························"\u001b[0;32mrasterio/_shim.pyx\u001b[0m·in·\u001b[0;36mrasterio._shim.open_dataset\u001b[0;34m()\u001b[0m\n",349 ························"\u001b[0;32mrasterio/_shim.pyx\u001b[0m·in·\u001b[0;36mrasterio._shim.open_dataset\u001b[0;34m()\u001b[0m\n",
350 ························"\u001b[0;32mrasterio/_err.pyx\u001b[0m·in·\u001b[0;36mrasterio._err.exc_wrap_pointer\u001b[0;34m()\u001b[0m\n",350 ························"\u001b[0;32mrasterio/_err.pyx\u001b[0m·in·\u001b[0;36mrasterio._err.exc_wrap_pointer\u001b[0;34m()\u001b[0m\n",
351 ························"\u001b[0;31mCPLE_OpenFailedError\u001b[0m:·'/vsicurl/https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif'·does·not·exist·in·the·file·system,·and·is·not·recognized·as·a·supported·dataset·name.",351 ························"\u001b[0;31mCPLE_OpenFailedError\u001b[0m:·'/vsicurl/https://github.com/mapbox/rasterio/raw/master/tests/data/RGB.byte.tif'·does·not·exist·in·the·file·system,·and·is·not·recognized·as·a·supported·dataset·name.",
352 ························"\nDuring·handling·of·the·above·exception,·another·exception·occurred:\n",352 ························"\nDuring·handling·of·the·above·exception,·another·exception·occurred:\n",
39.4 KB
./usr/share/doc/python-xarray-doc/html/examples/weather-data.html
    
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889 </style><pre·class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;889 </style><pre·class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;
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·...·2001-12-31892 ··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31
893 ··*·location··(location)·&lt;U2·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;893 ··*·location··(location)·&lt;U2·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;
894 Data·variables:894 Data·variables:
895 ····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544895 ····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-55d7df46-8caa-4dbc-bfdb-b945c1c937ee'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-55d7df46-8caa-4dbc-bfdb-b945c1c937ee'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·d2a1d32c3958c41076002acfc71f85a4816e1173cad852c46f8ddc507b83e2f9·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;,·&#x27;2000-01-02T00:00:00.000000000&#x27;,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-142ffa1e-4ed9-4430-ac6a-e9e3ca7bffaa'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-142ffa1e-4ed9-4430-ac6a-e9e3ca7bffaa'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·246b4b1ddaff508c027a580c729944f4a91173d9dcea8287a035761b05521238·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;,·&#x27;2000-01-02T00:00:00.000000000&#x27;,
897 ·······&#x27;2000-01-03T00:00:00.000000000&#x27;,·...,·&#x27;2001-12-29T00:00:00.000000000&#x27;,897 ·······&#x27;2000-01-03T00:00:00.000000000&#x27;,·...,·&#x27;2001-12-29T00:00:00.000000000&#x27;,
898 ·······&#x27;2001-12-30T00:00:00.000000000&#x27;,·&#x27;2001-12-31T00:00:00.000000000&#x27;],898 ·······&#x27;2001-12-30T00:00:00.000000000&#x27;,·&#x27;2001-12-31T00:00:00.000000000&#x27;],
899 ······dtype=&#x27;datetime64[ns]&#x27;)</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'>&lt;U2</div><div·class='xr-var-preview·xr-preview'>&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;</div><input·id='attrs-8a3971ef-ea13-4504-bc7a-a95e8489e6ce'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-8a3971ef-ea13-4504-bc7a-a95e8489e6ce'·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:·2954cd33d38bed27e0a80800a1c3d9476eb068b279be1200a6efce09bb5d1d6b·...·]'·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=&#x27;datetime64[ns]&#x27;)</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'>&lt;U2</div><div·class='xr-var-preview·xr-preview'>&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;</div><input·id='attrs-3f8c8605-8383-4602-9dcc-e7b2e33f47ca'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-3f8c8605-8383-4602-9dcc-e7b2e33f47ca'·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:·9b305180817a3f9d02a33df9b206422fa94f7cd43be310840f673ff0dfdd4a27·...·]'·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-e287d23f-09e5-4d25-82cd-82792c2daf3c'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-e287d23f-09e5-4d25-82cd-82792c2daf3c'·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:·fd19265c70455258ca4acd84fa65e10d4a71eab027427860d274bd05018b107e·...·]'·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-a8f3bade-265b-477f-99ea-d9b109ec62ae'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-a8f3bade-265b-477f-99ea-d9b109ec62ae'·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:·aabf0b7c1f8331779d1049cda9e0210385be57077e7d776f9fcc0d38639e31b4·...·]'·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-65e8b8b5-c0cb-4d3d-989d-b7062c57b65b'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-65e8b8b5-c0cb-4d3d-989d-b7062c57b65b'·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-5412efa1-1569-4488-8c9b-8aa72f1a86c9'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-5412efa1-1569-4488-8c9b-8aa72f1a86c9'·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 modifiedOffset 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>
1119 &lt;seaborn.axisgrid.PairGrid·at·0xffff965173a0&gt;1119 &lt;seaborn.axisgrid.PairGrid·at·0xffff9745ecd0&gt;
1120 </pre></div></div>1120 </pre></div></div>
1121 </div>1121 </div>
1122 <div·class="nboutput·nblast·docutils·container">1122 <div·class="nboutput·nblast·docutils·container">
1123 <div·class="prompt·empty·docutils·container">1123 <div·class="prompt·empty·docutils·container">
1124 </div>1124 </div>
1125 <div·class="output_area·docutils·container">1125 <div·class="output_area·docutils·container">
1126 <img·alt="../_images/examples_weather-data_9_1.png"·src="../_images/examples_weather-data_9_1.png"·/>1126 <img·alt="../_images/examples_weather-data_9_1.png"·src="../_images/examples_weather-data_9_1.png"·/>
Offset 1507, 26 lines modifiedOffset 1507, 26 lines modified
1507 ·······[0.········,·0.········,·0.········],1507 ·······[0.········,·0.········,·0.········],
1508 ·······[0.········,·0.········,·0.········],1508 ·······[0.········,·0.········,·0.········],
1509 ·······[0.········,·0.01612903,·0.········],1509 ·······[0.········,·0.01612903,·0.········],
1510 ·······[0.33333333,·0.35······,·0.23333333],1510 ·······[0.33333333,·0.35······,·0.23333333],
1511 ·······[0.93548387,·0.85483871,·0.82258065]])1511 ·······[0.93548387,·0.85483871,·0.82258065]])
1512 Coordinates:1512 Coordinates:
1513 ··*·location··(location)·&lt;U2·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;1513 ··*·location··(location)·&lt;U2·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;
1514 ··*·month·····(month)·int64·1·2·3·4·5·6·7·8·9·10·11·12</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.DataArray</div><div·class='xr-array-name'>'tmin'</div><ul·class='xr-dim-list'><li><span·class='xr-has-index'>month</span>:·12</li><li><span·class='xr-has-index'>location</span>:·3</li></ul></div><ul·class='xr-sections'><li·class='xr-section-item'><div·class='xr-array-wrap'><input·id='section-70e2af0f-f58c-4841-8891-d6161207a1c9'·class='xr-array-in'·type='checkbox'·checked><label·for='section-70e2af0f-f58c-4841-8891-d6161207a1c9'·title='Show/hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-array-preview·xr-preview'><span>0.9516·0.8871·0.9355·0.8421·0.7193·...·0.2333·0.9355·0.8548·0.8226</span></div><div·class='xr-array-data'><pre>array([[0.9516129·,·0.88709677,·0.93548387],1514 ··*·month·····(month)·int64·1·2·3·4·5·6·7·8·9·10·11·12</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.DataArray</div><div·class='xr-array-name'>'tmin'</div><ul·class='xr-dim-list'><li><span·class='xr-has-index'>month</span>:·12</li><li><span·class='xr-has-index'>location</span>:·3</li></ul></div><ul·class='xr-sections'><li·class='xr-section-item'><div·class='xr-array-wrap'><input·id='section-1b3fdce8-1269-4251-a0ec-970ba5f78c6b'·class='xr-array-in'·type='checkbox'·checked><label·for='section-1b3fdce8-1269-4251-a0ec-970ba5f78c6b'·title='Show/hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-array-preview·xr-preview'><span>0.9516·0.8871·0.9355·0.8421·0.7193·...·0.2333·0.9355·0.8548·0.8226</span></div><div·class='xr-array-data'><pre>array([[0.9516129·,·0.88709677,·0.93548387],
1515 ·······[0.84210526,·0.71929825,·0.77192982],1515 ·······[0.84210526,·0.71929825,·0.77192982],
1516 ·······[0.24193548,·0.12903226,·0.16129032],1516 ·······[0.24193548,·0.12903226,·0.16129032],
1517 ·······[0.········,·0.········,·0.········],1517 ·······[0.········,·0.········,·0.········],
1518 ·······[0.········,·0.········,·0.········],1518 ·······[0.········,·0.········,·0.········],
1519 ·······[0.········,·0.········,·0.········],1519 ·······[0.········,·0.········,·0.········],
1520 ·······[0.········,·0.········,·0.········],1520 ·······[0.········,·0.········,·0.········],
1521 ·······[0.········,·0.········,·0.········],1521 ·······[0.········,·0.········,·0.········],
1522 ·······[0.········,·0.········,·0.········],1522 ·······[0.········,·0.········,·0.········],
1523 ·······[0.········,·0.01612903,·0.········],1523 ·······[0.········,·0.01612903,·0.········],
1524 ·······[0.33333333,·0.35······,·0.23333333],1524 ·······[0.33333333,·0.35······,·0.23333333],
1525 ·······[0.93548387,·0.85483871,·0.82258065]])</pre></div></div></li><li·class='xr-section-item'><input·id='section-7407a4db-2f14-445a-b6cd-b7964f6b91a9'·class='xr-section-summary-in'·type='checkbox'··checked><label·for='section-7407a4db-2f14-445a-b6cd-b7964f6b91a9'·class='xr-section-summary'·>Coordinates:·<span>(2)</span></label><div·class='xr-section-inline-details'><[·...·truncated·by·diffoscope;·len:·2215,·SHA:·49ede3cf9905f59a1c5765d85e12cd9eb36b619ef9b5d2ad13be979904b73ba8·...·]'·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>1525 ·······[0.93548387,·0.85483871,·0.82258065]])</pre></div></div></li><li·class='xr-section-item'><input·id='section-2e31d36d-feee-43bf-9269-2b9e65f972c3'·class='xr-section-summary-in'·type='checkbox'··checked><label·for='section-2e31d36d-feee-43bf-9269-2b9e65f972c3'·class='xr-section-summary'·>Coordinates:·<span>(2)</span></label><div·class='xr-section-inline-details'><[·...·truncated·by·diffoscope;·len:·2215,·SHA:·e06122438fc4aa3be9747a52ff5aff8e546ed47562dc15e3d6f5b3f2e69fe932·...·]'·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>
1526 </div>1526 </div>
1527 <div·class="nbinput·docutils·container">1527 <div·class="nbinput·docutils·container">
1528 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[7]:1528 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[7]:
1529 </pre></div>1529 </pre></div>
1530 </div>1530 </div>
1531 <div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre>1531 <div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre>
1532 <span></span><span·class="n">freeze</span><span·class="o">.</span><span·class="n">to_pandas</span><span·class="p">()</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>1532 <span></span><span·class="n">freeze</span><span·class="o">.</span><span·class="n">to_pandas</span><span·class="p">()</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
Offset 2025, 18 lines modifiedOffset 2025, 18 lines modified
2025 Dimensions:·······(location:·3,·time:·731)2025 Dimensions:·······(location:·3,·time:·731)
2026 Coordinates:2026 Coordinates:
2027 ··*·time··········(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-312027 ··*·time··········(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31
2028 ··*·location······(location)·object·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;2028 ··*·location······(location)·object·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;
2029 ····month·········(time)·int64·1·1·1·1·1·1·1·1·1·...·12·12·12·12·12·12·12·12·122029 ····month·········(time)·int64·1·1·1·1·1·1·1·1·1·...·12·12·12·12·12·12·12·12·12
2030 Data·variables:2030 Data·variables:
2031 ····some_missing··(time,·location)·float64·nan·nan·nan·...·2.063·-1.346·-4.5442031 ····some_missing··(time,·location)·float64·nan·nan·nan·...·2.063·-1.346·-4.544
2032 ····filled········(time,·location)·float64·-5.163·-4.216·...·-1.346·-4.544</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-f6495779-46c9-48d1-97d1-0d0d3475bc4a'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-f6495779-46c9-48d1-97d1-0d0d3475bc4a'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·d89c11dfb386ce18731ea4dd5949355768465ace7e874f2f352337d043e5201f·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;,·&#x27;2000-01-02T00:00:00.000000000&#x27;,2032 ····filled········(time,·location)·float64·-5.163·-4.216·...·-1.346·-4.544</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-956d458f-665d-4a7a-89e0-3e2a6a3e179b'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-956d458f-665d-4a7a-89e0-3e2a6a3e179b'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·3d08c1599adcb41208cfe7a376324c4e3e74d083e4459666f22daf1e1993e4c2·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;,·&#x27;2000-01-02T00:00:00.000000000&#x27;,
2033 ·······&#x27;2000-01-03T00:00:00.000000000&#x27;,·...,·&#x27;2001-12-29T00:00:00.000000000&#x27;,2033 ·······&#x27;2000-01-03T00:00:00.000000000&#x27;,·...,·&#x27;2001-12-29T00:00:00.000000000&#x27;,
2034 ·······&#x27;2001-12-30T00:00:00.000000000&#x27;,·&#x27;2001-12-31T00:00:00.000000000&#x27;],2034 ·······&#x27;2001-12-30T00:00:00.000000000&#x27;,·&#x27;2001-12-31T00:00:00.000000000&#x27;],
2035 ······dtype=&#x27;datetime64[ns]&#x27;)</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'>object</div><div·class='xr-var-preview·xr-preview'>&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;</div><input·id='attrs-a204bc87-93ee-4059-a7f9-c28539b9b153'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-a204bc87-93ee-4059-a7f9-c28539b9b153'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1100,·SHA:·0d3fade4bcd0fd1b5ea18e9b02d70f18dff5f1c296d500324d591ebddbc7965c·...·]'·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([·1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,2035 ······dtype=&#x27;datetime64[ns]&#x27;)</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'>object</div><div·class='xr-var-preview·xr-preview'>&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;</div><input·id='attrs-096a1be7-9f9c-4aed-94d7-04e999103ee4'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-096a1be7-9f9c-4aed-94d7-04e999103ee4'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1100,·SHA:·6e5fa43cfc6b1a2829e6f42661efb1c96bd5f0f1cf1ce5eaac7969040bda94a3·...·]'·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([·1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,
2036 ········1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··2,··2,··2,2036 ········1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··2,··2,··2,
2037 ········2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,2037 ········2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,
2038 ········2,··2,··2,··2,··2,··2,··2,··2,··2,··3,··3,··3,··3,··3,··3,··3,··3,2038 ········2,··2,··2,··2,··2,··2,··2,··2,··2,··3,··3,··3,··3,··3,··3,··3,··3,
2039 ········3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,2039 ········3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,
2040 ········3,··3,··3,··3,··3,··3,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,2040 ········3,··3,··3,··3,··3,··3,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,
2041 ········4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,2041 ········4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,
2042 ········4,··4,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,2042 ········4,··4,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,
Offset 2068, 27 lines modifiedOffset 2068, 27 lines modified
2068 ········8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··9,··9,··9,2068 ········8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··9,··9,··9,
2069 ········9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,2069 ········9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,
2070 ········9,··9,··9,··9,··9,··9,··9,··9,··9,··9,·10,·10,·10,·10,·10,·10,·10,2070 ········9,··9,··9,··9,··9,··9,··9,··9,··9,··9,·10,·10,·10,·10,·10,·10,·10,
2071 ·······10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,2071 ·······10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,
2072 ·······10,·10,·10,·10,·10,·10,·10,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,2072 ·······10,·10,·10,·10,·10,·10,·10,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,
2073 ·······11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,2073 ·······11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,
2074 ·······11,·11,·11,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,2074 ·······11,·11,·11,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,
2075 ·······12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-6cdffb64-c5c4-4ab6-8c53-f1376627313d'·class='xr-section-summary-in'·type='checkbox'··checked><label·for='section-6cdffb64-c5c4-4ab6-8c53-f1376627313d'·class='xr-section-summary'·>Data·variables:·<span>(2)</span></label><div·class='xr-section-inline-details[·...·truncated·by·diffoscope;·len:·737,·SHA:·0ceff56fcefe6061563ddcb7e792155e87073d748e931517c7eeda0fb563f41f·...·]'·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([[·········nan,··········nan,··········nan],2075 ·······12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-bb363f93-6314-4da9-b770-6f04c797f033'·class='xr-section-summary-in'·type='checkbox'··checked><label·for='section-bb363f93-6314-4da9-b770-6f04c797f033'·class='xr-section-summary'·>Data·variables:·<span>(2)</span></label><div·class='xr-section-inline-details[·...·truncated·by·diffoscope;·len:·737,·SHA:·5c049520e93f8c1b813be97884339037d3df8784566cf45b449e5cfa0fd33f95·...·]'·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([[·········nan,··········nan,··········nan],
2076 ·······[·········nan,··········nan,··········nan],2076 ·······[·········nan,··········nan,··········nan],
2077 ·······[·········nan,··········nan,··········nan],2077 ·······[·········nan,··········nan,··········nan],
2078 ·······...,2078 ·······...,
2079 ·······[·-5.34723825,·-13.37459826,··-4.93221199],2079 ·······[·-5.34723825,·-13.37459826,··-4.93221199],
2080 ·······[·-2.67283594,··-5.18072141,··-4.11567869],2080 ·······[·-2.67283594,··-5.18072141,··-4.11567869],
2081 ·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>filled</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>-5.163·-4.216·...·-1.346·-4.544</div><input·id='attrs-09486c20-b8ed-42d9-a552-6f7eeac9fc33'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-09486c20-b8ed-42d9-a552-6f7eeac9fc33'·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:·10bce9d4af9e8099c552b18bcd29b898c963ca3b70f3c5bf21bba69adbcdfc05·...·]'·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([[·-5.16274935,··-4.21616663,··-4.68137385],2081 ·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>filled</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>-5.163·-4.216·...·-1.346·-4.544</div><input·id='attrs-f8d92454-61bb-4571-bd34-c1ca3e056519'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-f8d92454-61bb-4571-bd34-c1ca3e056519'·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:·2b736be94199fe08e6ed62db515c65b038dad2c41e100936a049f79f2648bd0b·...·]'·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([[·-5.16274935,··-4.21616663,··-4.68137385],
2082 ·······[·-5.16274935,··-4.21616663,··-4.68137385],2082 ·······[·-5.16274935,··-4.21616663,··-4.68137385],
2083 ·······[·-5.16274935,··-4.21616663,··-4.68137385],2083 ·······[·-5.16274935,··-4.21616663,··-4.68137385],
2084 ·······...,2084 ·······...,
2085 ·······[·-5.34723825,·-13.37459826,··-4.93221199],2085 ·······[·-5.34723825,·-13.37459826,··-4.93221199],
2086 ·······[·-2.67283594,··-5.18072141,··-4.11567869],2086 ·······[·-2.67283594,··-5.18072141,··-4.11567869],
2087 ·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-aa8f8195-bd2f-4509-b475-03ffc1d4b865'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-aa8f8195-bd2f-4509-b475-03ffc1d4b865'·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>2087 ·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-0496a124-c104-4ffb-a62e-4b13228c8166'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-0496a124-c104-4ffb-a62e-4b13228c8166'·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>
2088 </div>2088 </div>
2089 <div·class="nbinput·docutils·container">2089 <div·class="nbinput·docutils·container">
2090 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[12]:2090 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[12]:
2091 </pre></div>2091 </pre></div>
2092 </div>2092 </div>
2093 <div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre>2093 <div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre>
2094 <span></span><span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">both</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="s2">&quot;2000&quot;</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">&quot;location&quot;</span><span·class="p">)</span><span·class="o">.</span><span·class="n">reset_coords</span><span·class="p">(</span><span·class="n">drop</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span><span·class="o">.</span><span·class="n">to_dataframe</span><span·class="p">()</span>2094 <span></span><span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">both</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="s2">&quot;2000&quot;</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">&quot;location&quot;</span><span·class="p">)</span><span·class="o">.</span><span·class="n">reset_coords</span><span·class="p">(</span><span·class="n">drop</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span><span·class="o">.</span><span·class="n">to_dataframe</span><span·class="p">()</span>
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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·seaborn¶·****191 ****·Visualize·using·seaborn¶·****
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·0xffff965173a0>195 <seaborn.axisgrid.PairGrid·at·0xffff9745ecd0>
196 [../_images/examples_weather-data_9_1.png]196 [../_images/examples_weather-data_9_1.png]
197 *****·Probability·of·freeze·by·calendar·month¶·*****197 *****·Probability·of·freeze·by·calendar·month¶·*****
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 freeze200 freeze
201 [6]:201 [6]:
  
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Similarity: 0.999984729458033% Differences: {"'cells'": '{1: {\'outputs\': {0: {\'data\': {\'text/html\': {insert: [(358, " 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-142ffa1e-4ed9-4430-ac6a-e9e3ca7bffaa' " "class='xr-section-summary-in' type='checkbox' disabled ><label " […]
    
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377 ····························"</style><pre·class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",377 ····························"</style><pre·class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
378 ····························"Dimensions:···(location:·3,·time:·731)\n",378 ····························"Dimensions:···(location:·3,·time:·731)\n",
379 ····························"Coordinates:\n",379 ····························"Coordinates:\n",
380 ····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",380 ····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",
381 ····························"··*·location··(location)·&lt;U2·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;\n",381 ····························"··*·location··(location)·&lt;U2·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;\n",
382 ····························"Data·variables:\n",382 ····························"Data·variables:\n",
383 ····························"····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544\n",383 ····························"····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544\n",
384 ····························"····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-55d7df46-8caa-4dbc-bfdb-b945c1c937ee'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-55d7df46-8caa-4dbc-bfdb-b945c1c937ee'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·d2a1d32c3958c41076002acfc71f85a4816e1173cad852c46f8ddc507b83e2f9·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;,·&#x27;2000-01-02T00:00:00.000000000&#x27;,\n",384 ····························"····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-142ffa1e-4ed9-4430-ac6a-e9e3ca7bffaa'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-142ffa1e-4ed9-4430-ac6a-e9e3ca7bffaa'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·246b4b1ddaff508c027a580c729944f4a91173d9dcea8287a035761b05521238·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;,·&#x27;2000-01-02T00:00:00.000000000&#x27;,\n",
385 ····························"·······&#x27;2000-01-03T00:00:00.000000000&#x27;,·...,·&#x27;2001-12-29T00:00:00.000000000&#x27;,\n",385 ····························"·······&#x27;2000-01-03T00:00:00.000000000&#x27;,·...,·&#x27;2001-12-29T00:00:00.000000000&#x27;,\n",
386 ····························"·······&#x27;2001-12-30T00:00:00.000000000&#x27;,·&#x27;2001-12-31T00:00:00.000000000&#x27;],\n",386 ····························"·······&#x27;2001-12-30T00:00:00.000000000&#x27;,·&#x27;2001-12-31T00:00:00.000000000&#x27;],\n",
387 ····························"······dtype=&#x27;datetime64[ns]&#x27;)</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'>&lt;U2</div><div·class='xr-var-preview·xr-preview'>&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;</div><input·id='attrs-8a3971ef-ea13-4504-bc7a-a95e8489e6ce'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-8a3971ef-ea13-4504-bc7a-a95e8489e6ce'·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:·2954cd33d38bed27e0a80800a1c3d9476eb068b279be1200a6efce09bb5d1d6b·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],\n",387 ····························"······dtype=&#x27;datetime64[ns]&#x27;)</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'>&lt;U2</div><div·class='xr-var-preview·xr-preview'>&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;</div><input·id='attrs-3f8c8605-8383-4602-9dcc-e7b2e33f47ca'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-3f8c8605-8383-4602-9dcc-e7b2e33f47ca'·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:·9b305180817a3f9d02a33df9b206422fa94f7cd43be310840f673ff0dfdd4a27·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],\n",
388 ····························"·······[·-9.34115662,··-6.55807323,···0.13203714],\n",388 ····························"·······[·-9.34115662,··-6.55807323,···0.13203714],\n",
389 ····························"·······[-12.13971902,··-6.14641918,··-1.06187252],\n",389 ····························"·······[-12.13971902,··-6.14641918,··-1.06187252],\n",
390 ····························"·······...,\n",390 ····························"·······...,\n",
391 ····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",391 ····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",
392 ····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",392 ····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",
393 ····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-e287d23f-09e5-4d25-82cd-82792c2daf3c'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-e287d23f-09e5-4d25-82cd-82792c2daf3c'·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:·fd19265c70455258ca4acd84fa65e10d4a71eab027427860d274bd05018b107e·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],\n",393 ····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-a8f3bade-265b-477f-99ea-d9b109ec62ae'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-a8f3bade-265b-477f-99ea-d9b109ec62ae'·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:·aabf0b7c1f8331779d1049cda9e0210385be57077e7d776f9fcc0d38639e31b4·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],\n",
394 ····························"·······[·0.44785582,··6.37271154,··4.8434966·],\n",394 ····························"·······[·0.44785582,··6.37271154,··4.8434966·],\n",
395 ····························"·······[·5.32269851,··6.25176289,··5.98033045],\n",395 ····························"·······[·5.32269851,··6.25176289,··5.98033045],\n",
396 ····························"·······...,\n",396 ····························"·······...,\n",
397 ····························"·······[·6.73078492,··7.74795302,··8.04569651],\n",397 ····························"·······[·6.73078492,··7.74795302,··8.04569651],\n",
398 ····························"·······[·6.46376911,··6.31695352,··1.55799171],\n",398 ····························"·······[·6.46376911,··6.31695352,··1.55799171],\n",
399 ····························"·······[·6.63593435,··3.34271537,··3.80527925]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-65e8b8b5-c0cb-4d3d-989d-b7062c57b65b'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-65e8b8b5-c0cb-4d3d-989d-b7062c57b65b'·class='xr-section-summary'··title='Expand/collapse·section'>Attributes:·<span>(0)</span></label><div·class='xr-section-inline-details'></div><div·class='xr-section-details'><dl·class='xr-attrs'></dl></div></li></ul></div></div>"399 ····························"·······[·6.63593435,··3.34271537,··3.80527925]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-5412efa1-1569-4488-8c9b-8aa72f1a86c9'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-5412efa1-1569-4488-8c9b-8aa72f1a86c9'·class='xr-section-summary'··title='Expand/collapse·section'>Attributes:·<span>(0)</span></label><div·class='xr-section-inline-details'></div><div·class='xr-section-details'><dl·class='xr-attrs'></dl></div></li></ul></div></div>"
400 ························],400 ························],
401 ························"text/plain":·[401 ························"text/plain":·[
402 ····························"<xarray.Dataset>\n",402 ····························"<xarray.Dataset>\n",
403 ····························"Dimensions:···(location:·3,·time:·731)\n",403 ····························"Dimensions:···(location:·3,·time:·731)\n",
404 ····························"Coordinates:\n",404 ····························"Coordinates:\n",
405 ····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",405 ····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",
406 ····························"··*·location··(location)·<U2·'IA'·'IN'·'IL'\n",406 ····························"··*·location··(location)·<U2·'IA'·'IN'·'IL'\n",
Offset 711, 15 lines modifiedOffset 711, 15 lines modified
711 ····················"start_time":·"2020-01-27T15:47:37.202479Z"711 ····················"start_time":·"2020-01-27T15:47:37.202479Z"
712 ················}712 ················}
713 ············},713 ············},
714 ············"outputs":·[714 ············"outputs":·[
715 ················{715 ················{
716 ····················"data":·{716 ····················"data":·{
717 ························"text/plain":·[717 ························"text/plain":·[
718 ····························"<seaborn.axisgrid.PairGrid·at·0xffff965173a0>"718 ····························"<seaborn.axisgrid.PairGrid·at·0xffff9745ecd0>"
719 ························]719 ························]
720 ····················},720 ····················},
721 ····················"execution_count":·5,721 ····················"execution_count":·5,
722 ····················"metadata":·{},722 ····················"metadata":·{},
723 ····················"output_type":·"execute_result"723 ····················"output_type":·"execute_result"
724 ················},724 ················},
725 ················{725 ················{
Offset 1121, 26 lines modifiedOffset 1121, 26 lines modified
1121 ····························"·······[0.········,·0.········,·0.········],\n",1121 ····························"·······[0.········,·0.········,·0.········],\n",
1122 ····························"·······[0.········,·0.········,·0.········],\n",1122 ····························"·······[0.········,·0.········,·0.········],\n",
1123 ····························"·······[0.········,·0.01612903,·0.········],\n",1123 ····························"·······[0.········,·0.01612903,·0.········],\n",
1124 ····························"·······[0.33333333,·0.35······,·0.23333333],\n",1124 ····························"·······[0.33333333,·0.35······,·0.23333333],\n",
1125 ····························"·······[0.93548387,·0.85483871,·0.82258065]])\n",1125 ····························"·······[0.93548387,·0.85483871,·0.82258065]])\n",
1126 ····························"Coordinates:\n",1126 ····························"Coordinates:\n",
1127 ····························"··*·location··(location)·&lt;U2·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;\n",1127 ····························"··*·location··(location)·&lt;U2·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;\n",
1128 ····························"··*·month·····(month)·int64·1·2·3·4·5·6·7·8·9·10·11·12</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.DataArray</div><div·class='xr-array-name'>'tmin'</div><ul·class='xr-dim-list'><li><span·class='xr-has-index'>month</span>:·12</li><li><span·class='xr-has-index'>location</span>:·3</li></ul></div><ul·class='xr-sections'><li·class='xr-section-item'><div·class='xr-array-wrap'><input·id='section-70e2af0f-f58c-4841-8891-d6161207a1c9'·class='xr-array-in'·type='checkbox'·checked><label·for='section-70e2af0f-f58c-4841-8891-d6161207a1c9'·title='Show/hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-array-preview·xr-preview'><span>0.9516·0.8871·0.9355·0.8421·0.7193·...·0.2333·0.9355·0.8548·0.8226</span></div><div·class='xr-array-data'><pre>array([[0.9516129·,·0.88709677,·0.93548387],\n",1128 ····························"··*·month·····(month)·int64·1·2·3·4·5·6·7·8·9·10·11·12</pre><div·class='xr-wrap'·hidden><div·class='xr-header'><div·class='xr-obj-type'>xarray.DataArray</div><div·class='xr-array-name'>'tmin'</div><ul·class='xr-dim-list'><li><span·class='xr-has-index'>month</span>:·12</li><li><span·class='xr-has-index'>location</span>:·3</li></ul></div><ul·class='xr-sections'><li·class='xr-section-item'><div·class='xr-array-wrap'><input·id='section-1b3fdce8-1269-4251-a0ec-970ba5f78c6b'·class='xr-array-in'·type='checkbox'·checked><label·for='section-1b3fdce8-1269-4251-a0ec-970ba5f78c6b'·title='Show/hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-array-preview·xr-preview'><span>0.9516·0.8871·0.9355·0.8421·0.7193·...·0.2333·0.9355·0.8548·0.8226</span></div><div·class='xr-array-data'><pre>array([[0.9516129·,·0.88709677,·0.93548387],\n",
1129 ····························"·······[0.84210526,·0.71929825,·0.77192982],\n",1129 ····························"·······[0.84210526,·0.71929825,·0.77192982],\n",
1130 ····························"·······[0.24193548,·0.12903226,·0.16129032],\n",1130 ····························"·······[0.24193548,·0.12903226,·0.16129032],\n",
1131 ····························"·······[0.········,·0.········,·0.········],\n",1131 ····························"·······[0.········,·0.········,·0.········],\n",
1132 ····························"·······[0.········,·0.········,·0.········],\n",1132 ····························"·······[0.········,·0.········,·0.········],\n",
1133 ····························"·······[0.········,·0.········,·0.········],\n",1133 ····························"·······[0.········,·0.········,·0.········],\n",
1134 ····························"·······[0.········,·0.········,·0.········],\n",1134 ····························"·······[0.········,·0.········,·0.········],\n",
1135 ····························"·······[0.········,·0.········,·0.········],\n",1135 ····························"·······[0.········,·0.········,·0.········],\n",
1136 ····························"·······[0.········,·0.········,·0.········],\n",1136 ····························"·······[0.········,·0.········,·0.········],\n",
1137 ····························"·······[0.········,·0.01612903,·0.········],\n",1137 ····························"·······[0.········,·0.01612903,·0.········],\n",
1138 ····························"·······[0.33333333,·0.35······,·0.23333333],\n",1138 ····························"·······[0.33333333,·0.35······,·0.23333333],\n",
1139 ····························"·······[0.93548387,·0.85483871,·0.82258065]])</pre></div></div></li><li·class='xr-section-item'><input·id='section-7407a4db-2f14-445a-b6cd-b7964f6b91a9'·class='xr-section-summary-in'·type='checkbox'··checked><label·for='section-7407a4db-2f14-445a-b6cd-b7964f6b91a9'·class='xr-section-summary'·>Coordinates:·<span>(2)</span></label><div·class='xr-section-inline-details'><[·...·truncated·by·diffoscope;·len:·2215,·SHA:·49ede3cf9905f59a1c5765d85e12cd9eb36b619ef9b5d2ad13be979904b73ba8·...·]'·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>"1139 ····························"·······[0.93548387,·0.85483871,·0.82258065]])</pre></div></div></li><li·class='xr-section-item'><input·id='section-2e31d36d-feee-43bf-9269-2b9e65f972c3'·class='xr-section-summary-in'·type='checkbox'··checked><label·for='section-2e31d36d-feee-43bf-9269-2b9e65f972c3'·class='xr-section-summary'·>Coordinates:·<span>(2)</span></label><div·class='xr-section-inline-details'><[·...·truncated·by·diffoscope;·len:·2215,·SHA:·e06122438fc4aa3be9747a52ff5aff8e546ed47562dc15e3d6f5b3f2e69fe932·...·]'·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>"
1140 ························],1140 ························],
1141 ························"text/plain":·[1141 ························"text/plain":·[
1142 ····························"<xarray.DataArray·'tmin'·(month:·12,·location:·3)>\n",1142 ····························"<xarray.DataArray·'tmin'·(month:·12,·location:·3)>\n",
1143 ····························"array([[0.9516129·,·0.88709677,·0.93548387],\n",1143 ····························"array([[0.9516129·,·0.88709677,·0.93548387],\n",
1144 ····························"·······[0.84210526,·0.71929825,·0.77192982],\n",1144 ····························"·······[0.84210526,·0.71929825,·0.77192982],\n",
1145 ····························"·······[0.24193548,·0.12903226,·0.16129032],\n",1145 ····························"·······[0.24193548,·0.12903226,·0.16129032],\n",
1146 ····························"·······[0.········,·0.········,·0.········],\n",1146 ····························"·······[0.········,·0.········,·0.········],\n",
Offset 1760, 18 lines modifiedOffset 1760, 18 lines modified
1760 ····························"Dimensions:·······(location:·3,·time:·731)\n",1760 ····························"Dimensions:·······(location:·3,·time:·731)\n",
1761 ····························"Coordinates:\n",1761 ····························"Coordinates:\n",
1762 ····························"··*·time··········(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",1762 ····························"··*·time··········(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",
1763 ····························"··*·location······(location)·object·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;\n",1763 ····························"··*·location······(location)·object·&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;\n",
1764 ····························"····month·········(time)·int64·1·1·1·1·1·1·1·1·1·...·12·12·12·12·12·12·12·12·12\n",1764 ····························"····month·········(time)·int64·1·1·1·1·1·1·1·1·1·...·12·12·12·12·12·12·12·12·12\n",
1765 ····························"Data·variables:\n",1765 ····························"Data·variables:\n",
1766 ····························"····some_missing··(time,·location)·float64·nan·nan·nan·...·2.063·-1.346·-4.544\n",1766 ····························"····some_missing··(time,·location)·float64·nan·nan·nan·...·2.063·-1.346·-4.544\n",
1767 ····························"····filled········(time,·location)·float64·-5.163·-4.216·...·-1.346·-4.544</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-f6495779-46c9-48d1-97d1-0d0d3475bc4a'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-f6495779-46c9-48d1-97d1-0d0d3475bc4a'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·d89c11dfb386ce18731ea4dd5949355768465ace7e874f2f352337d043e5201f·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;,·&#x27;2000-01-02T00:00:00.000000000&#x27;,\n",1767 ····························"····filled········(time,·location)·float64·-5.163·-4.216·...·-1.346·-4.544</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-956d458f-665d-4a7a-89e0-3e2a6a3e179b'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-956d458f-665d-4a7a-89e0-3e2a6a3e179b'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·3d08c1599adcb41208cfe7a376324c4e3e74d083e4459666f22daf1e1993e4c2·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;,·&#x27;2000-01-02T00:00:00.000000000&#x27;,\n",
1768 ····························"·······&#x27;2000-01-03T00:00:00.000000000&#x27;,·...,·&#x27;2001-12-29T00:00:00.000000000&#x27;,\n",1768 ····························"·······&#x27;2000-01-03T00:00:00.000000000&#x27;,·...,·&#x27;2001-12-29T00:00:00.000000000&#x27;,\n",
1769 ····························"·······&#x27;2001-12-30T00:00:00.000000000&#x27;,·&#x27;2001-12-31T00:00:00.000000000&#x27;],\n",1769 ····························"·······&#x27;2001-12-30T00:00:00.000000000&#x27;,·&#x27;2001-12-31T00:00:00.000000000&#x27;],\n",
1770 ····························"······dtype=&#x27;datetime64[ns]&#x27;)</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'>object</div><div·class='xr-var-preview·xr-preview'>&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;</div><input·id='attrs-a204bc87-93ee-4059-a7f9-c28539b9b153'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-a204bc87-93ee-4059-a7f9-c28539b9b153'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1100,·SHA:·0d3fade4bcd0fd1b5ea18e9b02d70f18dff5f1c296d500324d591ebddbc7965c·...·]'·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([·1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,\n",1770 ····························"······dtype=&#x27;datetime64[ns]&#x27;)</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'>object</div><div·class='xr-var-preview·xr-preview'>&#x27;IA&#x27;·&#x27;IN&#x27;·&#x27;IL&#x27;</div><input·id='attrs-096a1be7-9f9c-4aed-94d7-04e999103ee4'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-096a1be7-9f9c-4aed-94d7-04e999103ee4'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1100,·SHA:·6e5fa43cfc6b1a2829e6f42661efb1c96bd5f0f1cf1ce5eaac7969040bda94a3·...·]'·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([·1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,\n",
1771 ····························"········1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··2,··2,··2,\n",1771 ····························"········1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··1,··2,··2,··2,\n",
1772 ····························"········2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,\n",1772 ····························"········2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,··2,\n",
1773 ····························"········2,··2,··2,··2,··2,··2,··2,··2,··2,··3,··3,··3,··3,··3,··3,··3,··3,\n",1773 ····························"········2,··2,··2,··2,··2,··2,··2,··2,··2,··3,··3,··3,··3,··3,··3,··3,··3,\n",
1774 ····························"········3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,\n",1774 ····························"········3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,··3,\n",
1775 ····························"········3,··3,··3,··3,··3,··3,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,\n",1775 ····························"········3,··3,··3,··3,··3,··3,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,\n",
1776 ····························"········4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,\n",1776 ····························"········4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,··4,\n",
1777 ····························"········4,··4,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,\n",1777 ····························"········4,··4,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,··5,\n",
Offset 1803, 27 lines modifiedOffset 1803, 27 lines modified
1803 ····························"········8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··9,··9,··9,\n",1803 ····························"········8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··8,··9,··9,··9,\n",
1804 ····························"········9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,\n",1804 ····························"········9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,··9,\n",
1805 ····························"········9,··9,··9,··9,··9,··9,··9,··9,··9,··9,·10,·10,·10,·10,·10,·10,·10,\n",1805 ····························"········9,··9,··9,··9,··9,··9,··9,··9,··9,··9,·10,·10,·10,·10,·10,·10,·10,\n",
1806 ····························"·······10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,\n",1806 ····························"·······10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,·10,\n",
1807 ····························"·······10,·10,·10,·10,·10,·10,·10,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,\n",1807 ····························"·······10,·10,·10,·10,·10,·10,·10,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,\n",
1808 ····························"·······11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,\n",1808 ····························"·······11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,·11,\n",
1809 ····························"·······11,·11,·11,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,\n",1809 ····························"·······11,·11,·11,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,\n",
1810 ····························"·······12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-6cdffb64-c5c4-4ab6-8c53-f1376627313d'·class='xr-section-summary-in'·type='checkbox'··checked><label·for='section-6cdffb64-c5c4-4ab6-8c53-f1376627313d'·class='xr-section-summary'·>Data·variables:·<span>(2)</span></label><div·class='xr-section-inline-details[·...·truncated·by·diffoscope;·len:·737,·SHA:·0ceff56fcefe6061563ddcb7e792155e87073d748e931517c7eeda0fb563f41f·...·]'·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([[·········nan,··········nan,··········nan],\n",1810 ····························"·······12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12,·12])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-bb363f93-6314-4da9-b770-6f04c797f033'·class='xr-section-summary-in'·type='checkbox'··checked><label·for='section-bb363f93-6314-4da9-b770-6f04c797f033'·class='xr-section-summary'·>Data·variables:·<span>(2)</span></label><div·class='xr-section-inline-details[·...·truncated·by·diffoscope;·len:·737,·SHA:·5c049520e93f8c1b813be97884339037d3df8784566cf45b449e5cfa0fd33f95·...·]'·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([[·········nan,··········nan,··········nan],\n",
1811 ····························"·······[·········nan,··········nan,··········nan],\n",1811 ····························"·······[·········nan,··········nan,··········nan],\n",
1812 ····························"·······[·········nan,··········nan,··········nan],\n",1812 ····························"·······[·········nan,··········nan,··········nan],\n",
1813 ····························"·······...,\n",1813 ····························"·······...,\n",
1814 ····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",1814 ····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",
1815 ····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",1815 ····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",
1816 ····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>filled</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>-5.163·-4.216·...·-1.346·-4.544</div><input·id='attrs-09486c20-b8ed-42d9-a552-6f7eeac9fc33'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-09486c20-b8ed-42d9-a552-6f7eeac9fc33'·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:·10bce9d4af9e8099c552b18bcd29b898c963ca3b70f3c5bf21bba69adbcdfc05·...·]'·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([[·-5.16274935,··-4.21616663,··-4.68137385],\n",1816 ····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>filled</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>-5.163·-4.216·...·-1.346·-4.544</div><input·id='attrs-f8d92454-61bb-4571-bd34-c1ca3e056519'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-f8d92454-61bb-4571-bd34-c1ca3e056519'·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:·2b736be94199fe08e6ed62db515c65b038dad2c41e100936a049f79f2648bd0b·...·]'·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([[·-5.16274935,··-4.21616663,··-4.68137385],\n",
1817 ····························"·······[·-5.16274935,··-4.21616663,··-4.68137385],\n",1817 ····························"·······[·-5.16274935,··-4.21616663,··-4.68137385],\n",
1818 ····························"·······[·-5.16274935,··-4.21616663,··-4.68137385],\n",1818 ····························"·······[·-5.16274935,··-4.21616663,··-4.68137385],\n",
1819 ····························"·······...,\n",1819 ····························"·······...,\n",
1820 ····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",1820 ····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",
1821 ····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",1821 ····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",
1822 ····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-aa8f8195-bd2f-4509-b475-03ffc1d4b865'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-aa8f8195-bd2f-4509-b475-03ffc1d4b865'·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>"1822 ····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-0496a124-c104-4ffb-a62e-4b13228c8166'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-0496a124-c104-4ffb-a62e-4b13228c8166'·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>"
1823 ························],1823 ························],
1824 ························"text/plain":·[1824 ························"text/plain":·[
1825 ····························"<xarray.Dataset>\n",1825 ····························"<xarray.Dataset>\n",
1826 ····························"Dimensions:·······(location:·3,·time:·731)\n",1826 ····························"Dimensions:·······(location:·3,·time:·731)\n",
1827 ····························"Coordinates:\n",1827 ····························"Coordinates:\n",
1828 ····························"··*·time··········(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",1828 ····························"··*·time··········(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",
1829 ····························"··*·location······(location)·object·'IA'·'IN'·'IL'\n",1829 ····························"··*·location······(location)·object·'IA'·'IN'·'IL'\n",
4.5 KB
./usr/share/doc/python-xarray-doc/html/indexing.html
    
Offset 875, 15 lines modifiedOffset 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">---&gt;·</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">---&gt;·</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">&quot;/&quot;</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">&quot;raw&quot;</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">&quot;/&quot;</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">&quot;raw&quot;</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:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;881 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
  
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">&quot;empty&quot;</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">&quot;time&quot;</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">&quot;empty&quot;</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">&quot;time&quot;</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">&lt;</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">&gt;</span>·<span·class="ow">in</span>·<span·class="o">&lt;</span><span·class="n">module</span><span·class="o">&gt;</span>886 <span·class="o">&lt;</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">&gt;</span>·<span·class="ow">in</span>·<span·class="o">&lt;</span><span·class="n">module</span><span·class="o">&gt;</span>
887 <span·class="ne">----&gt;·</span><span·class="mi">1</span>·<span·class="n">ds</span><span·class="p">[</span><span·class="s2">&quot;empty&quot;</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">&quot;time&quot;</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">----&gt;·</span><span·class="mi">1</span>·<span·class="n">ds</span><span·class="p">[</span><span·class="s2">&quot;empty&quot;</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">&quot;time&quot;</span><span·class="p">),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>
830 B
html2text {}
    
Offset 563, 15 lines modifiedOffset 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 ·····79567 ·····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·dataarray571 #·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>
3.12 KB
./usr/share/doc/python-xarray-doc/html/internals.html
    
Offset 431, 18 lines modifiedOffset 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">---&gt;·</span><span·class="mi">78</span><span·class="s2">·············_os.mkdir(longdir)</span>434 <span·class="ne">---&gt;·</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·=·&quot;/&quot;.join((github_url,·&quot;raw&quot;,·branch,·fullname))</span>436 <span·class="g·g-Whitespace">·····</span><span·class="mi">80</span><span·class="s2">·········url·=·&quot;/&quot;.join((github_url,·&quot;raw&quot;,·branch,·fullname))</span>
  
437 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;437 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
  
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">&quot;rasm.zarr&quot;</span><span·class="p">,</span>·<span·class="n">mode</span><span·class="o">=</span><span·class="s2">&quot;w&quot;</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">&quot;rasm.zarr&quot;</span><span·class="p">,</span>·<span·class="n">mode</span><span·class="o">=</span><span·class="s2">&quot;w&quot;</span><span·class="p">)</span>
439 <span·class="gh">Out[5]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff575fca00&gt;</span>439 <span·class="gh">Out[5]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff58045520&gt;</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">&quot;rasm.zarr&quot;</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">&quot;rasm.zarr&quot;</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>
794 B
html2text {}
    
Offset 225, 19 lines modifiedOffset 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 ·····79229 ·····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·0xffff575fca00>234 Out[5]:·<xarray.backends.zarr.ZarrStore·at·0xffff58045520>
  
235 In·[6]:·import·zarr235 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 /
10.4 KB
./usr/share/doc/python-xarray-doc/html/interpolation.html
    
Offset 408, 24 lines modifiedOffset 408, 24 lines modified
408 <span·class="gp">···....:·</span>····<span·class="n">np</span><span·class="o">.</span><span·class="n">sin</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">pi</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)),</span>408 <span·class="gp">···....:·</span>····<span·class="n">np</span><span·class="o">.</span><span·class="n">sin</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">pi</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)),</span>
409 <span·class="gp">···....:·</span>····<span·class="n">dims</span><span·class="o">=</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>409 <span·class="gp">···....:·</span>····<span·class="n">dims</span><span·class="o">=</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>
410 <span·class="gp">···....:·</span>····<span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)},</span>410 <span·class="gp">···....:·</span>····<span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)},</span>
411 <span·class="gp">···....:·</span><span·class="p">)</span>411 <span·class="gp">···....:·</span><span·class="p">)</span>
412 <span·class="gp">···....:·</span>412 <span·class="gp">···....:·</span>
  
413 <span·class="gp">In·[17]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="s2">&quot;o&quot;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">&quot;original&quot;</span><span·class="p">)</span>413 <span·class="gp">In·[17]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="s2">&quot;o&quot;</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">&quot;original&quot;</span><span·class="p">)</span>
414 <span·class="gh">Out[17]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff57588b80&gt;]</span>414 <span·class="gh">Out[17]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff4077d280&gt;]</span>
  
415 <span·class="gp">In·[18]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">))</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">&quot;linear·(default)&quot;</span><span·class="p">)</span>415 <span·class="gp">In·[18]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">))</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">&quot;linear·(default)&quot;</span><span·class="p">)</span>
416 <span·class="gh">Out[18]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff57581550&gt;]</span>416 <span·class="gh">Out[18]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff40798400&gt;]</span>
  
417 <span·class="gp">In·[19]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">),</span>·<span·class="n">method</span><span·class="o">=</span><span·class="s2">&quot;cubic&quot;</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">&quot;cubic&quot;</span><span·class="p">)</span>417 <span·class="gp">In·[19]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">),</span>·<span·class="n">method</span><span·class="o">=</span><span·class="s2">&quot;cubic&quot;</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">&quot;cubic&quot;</span><span·class="p">)</span>
418 <span·class="gh">Out[19]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff57593400&gt;]</span>418 <span·class="gh">Out[19]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff407980a0&gt;]</span>
  
419 <span·class="gp">In·[20]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>419 <span·class="gp">In·[20]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
420 <span·class="gh">Out[20]:·</span><span·class="go">&lt;matplotlib.legend.Legend·at·0xffff57525fd0&gt;</span>420 <span·class="gh">Out[20]:·</span><span·class="go">&lt;matplotlib.legend.Legend·at·0xffff40782490&gt;</span>
421 </pre></div>421 </pre></div>
422 </div>422 </div>
423 <a·class="reference·internal·image-reference"·href="_images/interpolation_sample1.png"><img·alt="_images/interpolation_sample1.png"·src="_images/interpolation_sample1.png"·style="width:·4in;"·/></a>423 <a·class="reference·internal·image-reference"·href="_images/interpolation_sample1.png"><img·alt="_images/interpolation_sample1.png"·src="_images/interpolation_sample1.png"·style="width:·4in;"·/></a>
424 <p>Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.</p>424 <p>Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.</p>
425 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·fill·0·for·the·outside·of·the·original·coordinates.</span>425 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·fill·0·for·the·outside·of·the·original·coordinates.</span>
426 <span·class="gp">In·[21]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mf">1.5</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">),</span>·<span·class="n">kwargs</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;fill_value&quot;</span><span·class="p">:</span>·<span·class="mf">0.0</span><span·class="p">})</span>426 <span·class="gp">In·[21]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mf">1.5</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">),</span>·<span·class="n">kwargs</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;fill_value&quot;</span><span·class="p">:</span>·<span·class="mf">0.0</span><span·class="p">})</span>
427 <span·class="gh">Out[21]:·</span><span·class="go"></span>427 <span·class="gh">Out[21]:·</span><span·class="go"></span>
Offset 611, 15 lines modifiedOffset 611, 15 lines modified
611 <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>611 <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>
612 <span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>612 <span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>
613 <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>613 <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>
614 <span·class="ne">---&gt;·</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>614 <span·class="ne">---&gt;·</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>
615 <span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·615 <span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·
616 <span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">&quot;/&quot;</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">&quot;raw&quot;</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>616 <span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">&quot;/&quot;</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">&quot;raw&quot;</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>
  
617 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;617 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
  
618 <span·class="gp">In·[45]:·</span><span·class="n">fig</span><span·class="p">,</span>·<span·class="n">axes</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">(</span><span·class="n">ncols</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">))</span>618 <span·class="gp">In·[45]:·</span><span·class="n">fig</span><span·class="p">,</span>·<span·class="n">axes</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">(</span><span·class="n">ncols</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">))</span>
  
619 <span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">])</span>619 <span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">])</span>
620 <span·class="gt">---------------------------------------------------------------------------</span>620 <span·class="gt">---------------------------------------------------------------------------</span>
621 <span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)621 <span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)
622 <span·class="o">&lt;</span><span·class="n">ipython</span><span·class="o">-</span><span·class="nb">input</span><span·class="o">-</span><span·class="mi">46</span><span·class="o">-</span><span·class="n">cb8f083667be</span><span·class="o">&gt;</span>·<span·class="ow">in</span>·<span·class="o">&lt;</span><span·class="n">module</span><span·class="o">&gt;</span>622 <span·class="o">&lt;</span><span·class="n">ipython</span><span·class="o">-</span><span·class="nb">input</span><span·class="o">-</span><span·class="mi">46</span><span·class="o">-</span><span·class="n">cb8f083667be</span><span·class="o">&gt;</span>·<span·class="ow">in</span>·<span·class="o">&lt;</span><span·class="n">module</span><span·class="o">&gt;</span>
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html2text {}
    
Offset 202, 26 lines modifiedOffset 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·0xffff57588b80>]208 Out[17]:·[<matplotlib.lines.Line2D·at·0xffff4077d280>]
  
209 In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear209 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·0xffff57581550>]211 Out[18]:·[<matplotlib.lines.Line2D·at·0xffff40798400>]
  
212 In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line212 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·0xffff57593400>]214 Out[19]:·[<matplotlib.lines.Line2D·at·0xffff407980a0>]
  
215 In·[20]:·plt.legend()215 In·[20]:·plt.legend()
216 Out[20]:·<matplotlib.legend.Legend·at·0xffff57525fd0>216 Out[20]:·<matplotlib.legend.Legend·at·0xffff40782490>
217 [_images/interpolation_sample1.png]217 [_images/interpolation_sample1.png]
218 Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.218 Additional·keyword·arguments·can·be·passed·to·scipy’s·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 modifiedOffset 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 ·····79394 ·····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)
19.3 KB
./usr/share/doc/python-xarray-doc/html/io.html
    
Offset 1059, 15 lines modifiedOffset 1059, 15 lines modified
1059 <span·class="gp">···....:·</span>········<span·class="s2">&quot;y&quot;</span><span·class="p">:</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">&quot;2000-01-01&quot;</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">),</span>1059 <span·class="gp">···....:·</span>········<span·class="s2">&quot;y&quot;</span><span·class="p">:</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">&quot;2000-01-01&quot;</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">),</span>
1060 <span·class="gp">···....:·</span>········<span·class="s2">&quot;z&quot;</span><span·class="p">:</span>·<span·class="p">(</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="nb">list</span><span·class="p">(</span><span·class="s2">&quot;abcd&quot;</span><span·class="p">)),</span>1060 <span·class="gp">···....:·</span>········<span·class="s2">&quot;z&quot;</span><span·class="p">:</span>·<span·class="p">(</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="nb">list</span><span·class="p">(</span><span·class="s2">&quot;abcd&quot;</span><span·class="p">)),</span>
1061 <span·class="gp">···....:·</span>····<span·class="p">},</span>1061 <span·class="gp">···....:·</span>····<span·class="p">},</span>
1062 <span·class="gp">···....:·</span><span·class="p">)</span>1062 <span·class="gp">···....:·</span><span·class="p">)</span>
1063 <span·class="gp">···....:·</span>1063 <span·class="gp">···....:·</span>
  
1064 <span·class="gp">In·[39]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">&quot;path/to/directory.zarr&quot;</span><span·class="p">)</span>1064 <span·class="gp">In·[39]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">&quot;path/to/directory.zarr&quot;</span><span·class="p">)</span>
1065 <span·class="gh">Out[39]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff57542040&gt;</span>1065 <span·class="gh">Out[39]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff4074e1c0&gt;</span>
1066 </pre></div>1066 </pre></div>
1067 </div>1067 </div>
1068 <p>(The·suffix·<code·class="docutils·literal·notranslate"><span·class="pre">.zarr</span></code>·is·optional–just·a·reminder·that·a·zarr·store·lives1068 <p>(The·suffix·<code·class="docutils·literal·notranslate"><span·class="pre">.zarr</span></code>·is·optional–just·a·reminder·that·a·zarr·store·lives
1069 there.)·If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr1069 there.)·If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr
1070 store·is·already·present·at·that·path,·an·error·will·be·raised,·preventing·it1070 store·is·already·present·at·that·path,·an·error·will·be·raised,·preventing·it
1071 from·being·overwritten.·To·override·this·behavior·and·overwrite·an·existing1071 from·being·overwritten.·To·override·this·behavior·and·overwrite·an·existing
1072 store,·add·<code·class="docutils·literal·notranslate"><span·class="pre">mode='w'</span></code>·when·invoking·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">to_zarr()</span></code>.</p>1072 store,·add·<code·class="docutils·literal·notranslate"><span·class="pre">mode='w'</span></code>·when·invoking·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">to_zarr()</span></code>.</p>
Offset 1113, 15 lines modifiedOffset 1113, 15 lines modified
1113 These·options·can·be·passed·to·the·<code·class="docutils·literal·notranslate"><span·class="pre">to_zarr</span></code>·method·as·variable·encoding.1113 These·options·can·be·passed·to·the·<code·class="docutils·literal·notranslate"><span·class="pre">to_zarr</span></code>·method·as·variable·encoding.
1114 For·example:</p>1114 For·example:</p>
1115 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[42]:·</span><span·class="kn">import</span>·<span·class="nn">zarr</span>1115 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[42]:·</span><span·class="kn">import</span>·<span·class="nn">zarr</span>
  
1116 <span·class="gp">In·[43]:·</span><span·class="n">compressor</span>·<span·class="o">=</span>·<span·class="n">zarr</span><span·class="o">.</span><span·class="n">Blosc</span><span·class="p">(</span><span·class="n">cname</span><span·class="o">=</span><span·class="s2">&quot;zstd&quot;</span><span·class="p">,</span>·<span·class="n">clevel</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">shuffle</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)</span>1116 <span·class="gp">In·[43]:·</span><span·class="n">compressor</span>·<span·class="o">=</span>·<span·class="n">zarr</span><span·class="o">.</span><span·class="n">Blosc</span><span·class="p">(</span><span·class="n">cname</span><span·class="o">=</span><span·class="s2">&quot;zstd&quot;</span><span·class="p">,</span>·<span·class="n">clevel</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">shuffle</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)</span>
  
1117 <span·class="gp">In·[44]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">&quot;foo.zarr&quot;</span><span·class="p">,</span>·<span·class="n">encoding</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;foo&quot;</span><span·class="p">:</span>·<span·class="p">{</span><span·class="s2">&quot;compressor&quot;</span><span·class="p">:</span>·<span·class="n">compressor</span><span·class="p">}})</span>1117 <span·class="gp">In·[44]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">&quot;foo.zarr&quot;</span><span·class="p">,</span>·<span·class="n">encoding</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;foo&quot;</span><span·class="p">:</span>·<span·class="p">{</span><span·class="s2">&quot;compressor&quot;</span><span·class="p">:</span>·<span·class="n">compressor</span><span·class="p">}})</span>
1118 <span·class="gh">Out[44]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff57542400&gt;</span>1118 <span·class="gh">Out[44]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff4074e520&gt;</span>
1119 </pre></div>1119 </pre></div>
1120 </div>1120 </div>
1121 <div·class="admonition·note">1121 <div·class="admonition·note">
1122 <p·class="admonition-title">Note</p>1122 <p·class="admonition-title">Note</p>
1123 <p>Not·all·native·zarr·compression·and·filtering·options·have·been·tested·with1123 <p>Not·all·native·zarr·compression·and·filtering·options·have·been·tested·with
1124 xarray.</p>1124 xarray.</p>
1125 </div>1125 </div>
Offset 1182, 28 lines modifiedOffset 1182, 28 lines modified
1182 <span·class="gp">···....:·</span>········<span·class="s2">&quot;y&quot;</span><span·class="p">:</span>·<span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">],</span>1182 <span·class="gp">···....:·</span>········<span·class="s2">&quot;y&quot;</span><span·class="p">:</span>·<span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">],</span>
1183 <span·class="gp">···....:·</span>········<span·class="s2">&quot;t&quot;</span><span·class="p">:</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">&quot;2001-01-01&quot;</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">),</span>1183 <span·class="gp">···....:·</span>········<span·class="s2">&quot;t&quot;</span><span·class="p">:</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">&quot;2001-01-01&quot;</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">),</span>
1184 <span·class="gp">···....:·</span>····<span·class="p">},</span>1184 <span·class="gp">···....:·</span>····<span·class="p">},</span>
1185 <span·class="gp">···....:·</span><span·class="p">)</span>1185 <span·class="gp">···....:·</span><span·class="p">)</span>
1186 <span·class="gp">···....:·</span>1186 <span·class="gp">···....:·</span>
  
1187 <span·class="gp">In·[46]:·</span><span·class="n">ds1</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">&quot;path/to/directory.zarr&quot;</span><span·class="p">)</span>1187 <span·class="gp">In·[46]:·</span><span·class="n">ds1</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">&quot;path/to/directory.zarr&quot;</span><span·class="p">)</span>
1188 <span·class="gh">Out[46]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff57542d60&gt;</span>1188 <span·class="gh">Out[46]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff4074ee80&gt;</span>
  
1189 <span·class="gp">In·[47]:·</span><span·class="n">ds2</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span>1189 <span·class="gp">In·[47]:·</span><span·class="n">ds2</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span>
1190 <span·class="gp">···....:·</span>····<span·class="p">{</span><span·class="s2">&quot;foo&quot;</span><span·class="p">:</span>·<span·class="p">((</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="s2">&quot;y&quot;</span><span·class="p">,</span>·<span·class="s2">&quot;t&quot;</span><span·class="p">),</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">rand</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">))},</span>1190 <span·class="gp">···....:·</span>····<span·class="p">{</span><span·class="s2">&quot;foo&quot;</span><span·class="p">:</span>·<span·class="p">((</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="s2">&quot;y&quot;</span><span·class="p">,</span>·<span·class="s2">&quot;t&quot;</span><span·class="p">),</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">rand</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">))},</span>
1191 <span·class="gp">···....:·</span>····<span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span>1191 <span·class="gp">···....:·</span>····<span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span>
1192 <span·class="gp">···....:·</span>········<span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="p">[</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">20</span><span·class="p">,</span>·<span·class="mi">30</span><span·class="p">,</span>·<span·class="mi">40</span><span·class="p">],</span>1192 <span·class="gp">···....:·</span>········<span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="p">[</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">20</span><span·class="p">,</span>·<span·class="mi">30</span><span·class="p">,</span>·<span·class="mi">40</span><span·class="p">],</span>
1193 <span·class="gp">···....:·</span>········<span·class="s2">&quot;y&quot;</span><span·class="p">:</span>·<span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">],</span>1193 <span·class="gp">···....:·</span>········<span·class="s2">&quot;y&quot;</span><span·class="p">:</span>·<span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">],</span>
1194 <span·class="gp">···....:·</span>········<span·class="s2">&quot;t&quot;</span><span·class="p">:</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">&quot;2001-01-03&quot;</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">),</span>1194 <span·class="gp">···....:·</span>········<span·class="s2">&quot;t&quot;</span><span·class="p">:</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">&quot;2001-01-03&quot;</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">),</span>
1195 <span·class="gp">···....:·</span>····<span·class="p">},</span>1195 <span·class="gp">···....:·</span>····<span·class="p">},</span>
1196 <span·class="gp">···....:·</span><span·class="p">)</span>1196 <span·class="gp">···....:·</span><span·class="p">)</span>
1197 <span·class="gp">···....:·</span>1197 <span·class="gp">···....:·</span>
  
1198 <span·class="gp">In·[48]:·</span><span·class="n">ds2</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">&quot;path/to/directory.zarr&quot;</span><span·class="p">,</span>·<span·class="n">append_dim</span><span·class="o">=</span><span·class="s2">&quot;t&quot;</span><span·class="p">)</span>1198 <span·class="gp">In·[48]:·</span><span·class="n">ds2</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">&quot;path/to/directory.zarr&quot;</span><span·class="p">,</span>·<span·class="n">append_dim</span><span·class="o">=</span><span·class="s2">&quot;t&quot;</span><span·class="p">)</span>
1199 <span·class="gh">Out[48]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff57542ee0&gt;</span>1199 <span·class="gh">Out[48]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff4074efa0&gt;</span>
1200 </pre></div>1200 </pre></div>
1201 </div>1201 </div>
1202 <p>Finally,·you·can·use·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>·to·write·to·limited·regions·of·existing·arrays1202 <p>Finally,·you·can·use·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>·to·write·to·limited·regions·of·existing·arrays
1203 in·an·existing·Zarr·store.·This·is·a·good·option·for·writing·data·in·parallel1203 in·an·existing·Zarr·store.·This·is·a·good·option·for·writing·data·in·parallel
1204 from·independent·processes.</p>1204 from·independent·processes.</p>
1205 <p>To·scale·this·up·to·writing·large·datasets,·the·first·step·is·creating·an1205 <p>To·scale·this·up·to·writing·large·datasets,·the·first·step·is·creating·an
1206 initial·Zarr·store·without·writing·all·of·its·array·data.·This·can·be·done·by1206 initial·Zarr·store·without·writing·all·of·its·array·data.·This·can·be·done·by
Offset 1218, 33 lines modifiedOffset 1218, 33 lines modified
  
1218 <span·class="gp">In·[51]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">({</span><span·class="s2">&quot;foo&quot;</span><span·class="p">:</span>·<span·class="p">(</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="n">dummies</span><span·class="p">)})</span>1218 <span·class="gp">In·[51]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">({</span><span·class="s2">&quot;foo&quot;</span><span·class="p">:</span>·<span·class="p">(</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="n">dummies</span><span·class="p">)})</span>
  
1219 <span·class="gp">In·[52]:·</span><span·class="n">path</span>·<span·class="o">=</span>·<span·class="s2">&quot;path/to/directory.zarr&quot;</span>1219 <span·class="gp">In·[52]:·</span><span·class="n">path</span>·<span·class="o">=</span>·<span·class="s2">&quot;path/to/directory.zarr&quot;</span>
  
1220 <span·class="go">#·Now·we·write·the·metadata·without·computing·any·array·values</span>1220 <span·class="go">#·Now·we·write·the·metadata·without·computing·any·array·values</span>
1221 <span·class="gp">In·[53]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="n">path</span><span·class="p">,</span>·<span·class="n">compute</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">consolidated</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span>1221 <span·class="gp">In·[53]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="n">path</span><span·class="p">,</span>·<span·class="n">compute</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">,</span>·<span·class="n">consolidated</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">)</span>
1222 <span·class="gh">Out[53]:·</span><span·class="go">Delayed(&#39;_finalize_store-03d2aeb5-469e-4639-96ca-4f833ed6b714&#39;)</span>1222 <span·class="gh">Out[53]:·</span><span·class="go">Delayed(&#39;_finalize_store-aa004604-7456-43e7-a304-cbd78eb3f262&#39;)</span>
1223 </pre></div>1223 </pre></div>
1224 </div>1224 </div>
1225 <p>Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that1225 <p>Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that
1226 can·be·filled·out·by·subsequent·calls·to·<code·class="docutils·literal·notranslate"><span·class="pre">to_zarr</span></code>.·The·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>·provides·a1226 can·be·filled·out·by·subsequent·calls·to·<code·class="docutils·literal·notranslate"><span·class="pre">to_zarr</span></code>.·The·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>·provides·a
1227 mapping·from·dimension·names·to·Python·<code·class="docutils·literal·notranslate"><span·class="pre">slice</span></code>·objects·indicating·where·the1227 mapping·from·dimension·names·to·Python·<code·class="docutils·literal·notranslate"><span·class="pre">slice</span></code>·objects·indicating·where·the
1228 data·should·be·written·(in·index·space,·not·coordinate·space),·e.g.,</p>1228 data·should·be·written·(in·index·space,·not·coordinate·space),·e.g.,</p>
1229 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·For·convenience,·we&#39;ll·slice·a·single·dataset,·but·in·the·real·use-case</span>1229 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·For·convenience,·we&#39;ll·slice·a·single·dataset,·but·in·the·real·use-case</span>
1230 <span·class="go">#·we·would·create·them·separately,·possibly·even·from·separate·processes.</span>1230 <span·class="go">#·we·would·create·them·separately,·possibly·even·from·separate·processes.</span>
1231 <span·class="gp">In·[54]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">({</span><span·class="s2">&quot;foo&quot;</span><span·class="p">:</span>·<span·class="p">(</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">30</span><span·class="p">))})</span>1231 <span·class="gp">In·[54]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">({</span><span·class="s2">&quot;foo&quot;</span><span·class="p">:</span>·<span·class="p">(</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">30</span><span·class="p">))})</span>
  
1232 <span·class="gp">In·[55]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">))</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="n">path</span><span·class="p">,</span>·<span·class="n">region</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="nb">slice</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)})</span>1232 <span·class="gp">In·[55]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">))</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="n">path</span><span·class="p">,</span>·<span·class="n">region</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="nb">slice</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)})</span>
1233 <span·class="gh">Out[55]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff5752cc40&gt;</span>1233 <span·class="gh">Out[55]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff4074eac0&gt;</span>
  
1234 <span·class="gp">In·[56]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">20</span><span·class="p">))</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="n">path</span><span·class="p">,</span>·<span·class="n">region</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="nb">slice</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">20</span><span·class="p">)})</span>1234 <span·class="gp">In·[56]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">20</span><span·class="p">))</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="n">path</span><span·class="p">,</span>·<span·class="n">region</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="nb">slice</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">,</span>·<span·class="mi">20</span><span·class="p">)})</span>
1235 <span·class="gh">Out[56]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff57542ca0&gt;</span>1235 <span·class="gh">Out[56]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff4074e700&gt;</span>
  
1236 <span·class="gp">In·[57]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="mi">30</span><span·class="p">))</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="n">path</span><span·class="p">,</span>·<span·class="n">region</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="nb">slice</span><span·class="p">(</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="mi">30</span><span·class="p">)})</span>1236 <span·class="gp">In·[57]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="mi">30</span><span·class="p">))</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="n">path</span><span·class="p">,</span>·<span·class="n">region</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="nb">slice</span><span·class="p">(</span><span·class="mi">20</span><span·class="p">,</span>·<span·class="mi">30</span><span·class="p">)})</span>
1237 <span·class="gh">Out[57]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff886f31c0&gt;</span>1237 <span·class="gh">Out[57]:·</span><span·class="go">&lt;xarray.backends.zarr.ZarrStore·at·0xffff68a71340&gt;</span>
1238 </pre></div>1238 </pre></div>
1239 </div>1239 </div>
1240 <p>Concurrent·writes·with·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>·are·safe·as·long·as·they·modify·distinct1240 <p>Concurrent·writes·with·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>·are·safe·as·long·as·they·modify·distinct
1241 chunks·in·the·underlying·Zarr·arrays·(or·use·an·appropriate·<code·class="docutils·literal·notranslate"><span·class="pre">lock</span></code>).</p>1241 chunks·in·the·underlying·Zarr·arrays·(or·use·an·appropriate·<code·class="docutils·literal·notranslate"><span·class="pre">lock</span></code>).</p>
1242 <p>As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,1242 <p>As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,
1243 if·you·set·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>·then·<em>all</em>·variables·included·in·a·Dataset·must·have1243 if·you·set·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>·then·<em>all</em>·variables·included·in·a·Dataset·must·have
1244 dimensions·included·in·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>.·Other·variables·(typically·coordinates)1244 dimensions·included·in·<code·class="docutils·literal·notranslate"><span·class="pre">region</span></code>.·Other·variables·(typically·coordinates)
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Offset 762, 15 lines modifiedOffset 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·0xffff57542040>768 Out[39]:·<xarray.backends.zarr.ZarrStore·at·0xffff4074e1c0>
769 (The·suffix·.zarr·is·optional–just·a·reminder·that·a·zarr·store·lives·there.)769 (The·suffix·.zarr·is·optional–just·a·reminder·that·a·zarr·store·lives·there.)
770 If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already770 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·being771 present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being
772 overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add772 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·with774 To·store·variable·length·strings,·convert·them·to·object·arrays·first·with
775 dtype=object.775 dtype=object.
Offset 806, 15 lines modifiedOffset 806, 15 lines modified
806 zarr.·These·are·described·in·the·zarr_documentation.·These·options·can·be806 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·zarr808 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·0xffff57542400>811 Out[44]:·<xarray.backends.zarr.ZarrStore·at·0xffff4074e520>
812 Note812 Note
813 Not·all·native·zarr·compression·and·filtering·options·have·been·tested·with813 Not·all·native·zarr·compression·and·filtering·options·have·been·tested·with
814 xarray.814 xarray.
815 ****·Consolidated·Metadata¶·****815 ****·Consolidated·Metadata¶·****
816 Xarray·needs·to·read·all·of·the·zarr·metadata·when·it·opens·a·dataset.·In·some816 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·can817 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·object818 introduce·significant·overhead,·because·two·separate·HTTP·calls·to·the·object
Offset 854, 28 lines modifiedOffset 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·0xffff57542d60>860 Out[46]:·<xarray.backends.zarr.ZarrStore·at·0xffff4074ee80>
  
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·0xffff57542ee0>871 Out[48]:·<xarray.backends.zarr.ZarrStore·at·0xffff4074efa0>
872 Finally,·you·can·use·region·to·write·to·limited·regions·of·existing·arrays·in872 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·from873 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·an875 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·by876 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·calling877 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 modifiedOffset 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·values889 #·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-03d2aeb5-469e-4639-96ca-4f833ed6b714')891 Out[53]:·Delayed('_finalize_store-aa004604-7456-43e7-a304-cbd78eb3f262')
892 Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that892 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·mapping893 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·should894 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-case896 #·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·0xffff5752cc40>900 Out[55]:·<xarray.backends.zarr.ZarrStore·at·0xffff4074eac0>
  
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·0xffff57542ca0>902 Out[56]:·<xarray.backends.zarr.ZarrStore·at·0xffff4074e700>
  
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·0xffff886f31c0>904 Out[57]:·<xarray.backends.zarr.ZarrStore·at·0xffff68a71340>
905 Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks905 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·dimensions908 if·you·set·region·then·all·variables·included·in·a·Dataset·must·have·dimensions
909 included·in·region.·Other·variables·(typically·coordinates)·need·to·be909 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·cfgrib¶·*****911 *****·GRIB·format·via·cfgrib¶·*****
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Offset 326, 15 lines modifiedOffset 326, 15 lines modified
326 <span·class="nn">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ni">open_dataset</span><span·class="nt">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>326 <span·class="nn">/build/reproducible-path/python-xarray-0.16.2/xarray/tutorial.py</span>·in·<span·class="ni">open_dataset</span><span·class="nt">(name,·cache,·cache_dir,·github_url,·branch,·**kws)</span>
327 <span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>327 <span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>
328 <span·class="g·g-Whitespace">·····</span><span·class="mi">77</span>·········<span·class="k">if</span>·<span·class="ow">not</span>·<span·class="n">_os</span><span·class="o">.</span><span·class="n">path</span><span·class="o">.</span><span·class="n">isdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">):</span>328 <span·class="g·g-Whitespace">·····</span><span·class="mi">77</span>·········<span·class="k">if</span>·<span·class="ow">not</span>·<span·class="n">_os</span><span·class="o">.</span><span·class="n">path</span><span·class="o">.</span><span·class="n">isdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">):</span>
329 <span·class="ne">---&gt;·</span><span·class="mi">78</span>·············<span·class="n">_os</span><span·class="o">.</span><span·class="n">mkdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">)</span>329 <span·class="ne">---&gt;·</span><span·class="mi">78</span>·············<span·class="n">_os</span><span·class="o">.</span><span·class="n">mkdir</span><span·class="p">(</span><span·class="n">longdir</span><span·class="p">)</span>
330 <span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·330 <span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·
331 <span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">&quot;/&quot;</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">&quot;raw&quot;</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>331 <span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">&quot;/&quot;</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">&quot;raw&quot;</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>
  
332 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;332 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
  
333 <span·class="gp">In·[6]:·</span><span·class="n">airtemps</span>333 <span·class="gp">In·[6]:·</span><span·class="n">airtemps</span>
334 <span·class="gt">---------------------------------------------------------------------------</span>334 <span·class="gt">---------------------------------------------------------------------------</span>
335 <span·class="ne">NameError</span><span·class="g·g-Whitespace">·································</span>Traceback·(most·recent·call·last)335 <span·class="ne">NameError</span><span·class="g·g-Whitespace">·································</span>Traceback·(most·recent·call·last)
336 <span·class="o">&lt;</span><span·class="n">ipython</span><span·class="o">-</span><span·class="nb">input</span><span·class="o">-</span><span·class="mi">6</span><span·class="o">-</span><span·class="n">eb57b540ddce</span><span·class="o">&gt;</span>·<span·class="ow">in</span>·<span·class="o">&lt;</span><span·class="n">module</span><span·class="o">&gt;</span>336 <span·class="o">&lt;</span><span·class="n">ipython</span><span·class="o">-</span><span·class="nb">input</span><span·class="o">-</span><span·class="mi">6</span><span·class="o">-</span><span·class="n">eb57b540ddce</span><span·class="o">&gt;</span>·<span·class="ow">in</span>·<span·class="o">&lt;</span><span·class="n">module</span><span·class="o">&gt;</span>
337 <span·class="ne">----&gt;·</span><span·class="mi">1</span>·<span·class="n">airtemps</span>337 <span·class="ne">----&gt;·</span><span·class="mi">1</span>·<span·class="n">airtemps</span>
  
Offset 852, 15 lines modifiedOffset 852, 15 lines modified
852 <span·class="ne">--&gt;·</span><span·class="mi">171</span>·········<span·class="n">ref_var</span>·<span·class="o">=</span>·<span·class="n">variables</span><span·class="p">[</span><span·class="n">ref_name</span><span·class="p">]</span>852 <span·class="ne">--&gt;·</span><span·class="mi">171</span>·········<span·class="n">ref_var</span>·<span·class="o">=</span>·<span·class="n">variables</span><span·class="p">[</span><span·class="n">ref_name</span><span·class="p">]</span>
853 <span·class="g·g-Whitespace">····</span><span·class="mi">172</span>·853 <span·class="g·g-Whitespace">····</span><span·class="mi">172</span>·
854 <span·class="g·g-Whitespace">····</span><span·class="mi">173</span>·····<span·class="k">if</span>·<span·class="n">var_name</span>·<span·class="ow">is</span>·<span·class="kc">None</span><span·class="p">:</span>854 <span·class="g·g-Whitespace">····</span><span·class="mi">173</span>·····<span·class="k">if</span>·<span·class="n">var_name</span>·<span·class="ow">is</span>·<span·class="kc">None</span><span·class="p">:</span>
  
855 <span·class="ne">KeyError</span>:·&#39;lat&#39;855 <span·class="ne">KeyError</span>:·&#39;lat&#39;
  
856 <span·class="gp">In·[51]:·</span><span·class="n">b</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>856 <span·class="gp">In·[51]:·</span><span·class="n">b</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
857 <span·class="gh">Out[51]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff56f524c0&gt;]</span>857 <span·class="gh">Out[51]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff40184d00&gt;]</span>
858 </pre></div>858 </pre></div>
859 </div>859 </div>
860 <a·class="reference·internal·image-reference"·href="_images/plotting_nonuniform_coords.png"><img·alt="_images/plotting_nonuniform_coords.png"·src="_images/plotting_nonuniform_coords.png"·style="width:·4in;"·/></a>860 <a·class="reference·internal·image-reference"·href="_images/plotting_nonuniform_coords.png"><img·alt="_images/plotting_nonuniform_coords.png"·src="_images/plotting_nonuniform_coords.png"·style="width:·4in;"·/></a>
861 </div>861 </div>
862 <div·class="section"·id="calling-matplotlib">862 <div·class="section"·id="calling-matplotlib">
863 <h4>Calling·Matplotlib<a·class="headerlink"·href="#calling-matplotlib"·title="Permalink·to·this·headline">¶</a></h4>863 <h4>Calling·Matplotlib<a·class="headerlink"·href="#calling-matplotlib"·title="Permalink·to·this·headline">¶</a></h4>
864 <p>Since·this·is·a·thin·wrapper·around·matplotlib,·all·the·functionality·of864 <p>Since·this·is·a·thin·wrapper·around·matplotlib,·all·the·functionality·of
Offset 1314, 56 lines modifiedOffset 1314, 56 lines modified
1314 <span·class="go">Data·variables:</span>1314 <span·class="go">Data·variables:</span>
1315 <span·class="go">····A········(x,·y,·z,·w)·float64·-0.104·0.02719·-0.0425·...·-0.1175·-0.0183</span>1315 <span·class="go">····A········(x,·y,·z,·w)·float64·-0.104·0.02719·-0.0425·...·-0.1175·-0.0183</span>
1316 <span·class="go">····B········(x,·y,·z,·w)·float64·0.0·0.0·0.0·0.0·...·1.369·1.408·1.387·1.417</span>1316 <span·class="go">····B········(x,·y,·z,·w)·float64·0.0·0.0·0.0·0.0·...·1.369·1.408·1.387·1.417</span>
1317 </pre></div>1317 </pre></div>
1318 </div>1318 </div>
1319 <p>Suppose·we·want·to·scatter·<code·class="docutils·literal·notranslate"><span·class="pre">A</span></code>·against·<code·class="docutils·literal·notranslate"><span·class="pre">B</span></code></p>1319 <p>Suppose·we·want·to·scatter·<code·class="docutils·literal·notranslate"><span·class="pre">A</span></code>·against·<code·class="docutils·literal·notranslate"><span·class="pre">B</span></code></p>
1320 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[95]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">)</span>1320 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[95]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">)</span>
1321 <span·class="gh">Out[95]:·</span><span·class="go">&lt;matplotlib.collections.PathCollection·at·0xffff570bd760&gt;</span>1321 <span·class="gh">Out[95]:·</span><span·class="go">&lt;matplotlib.collections.PathCollection·at·0xffff402f9580&gt;</span>
1322 </pre></div>1322 </pre></div>
1323 </div>1323 </div>
1324 <img·alt="_images/ds_simple_scatter.png"·src="_images/ds_simple_scatter.png"·/>1324 <img·alt="_images/ds_simple_scatter.png"·src="_images/ds_simple_scatter.png"·/>
1325 <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">hue</span></code>·kwarg·lets·you·vary·the·color·by·variable·value</p>1325 <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">hue</span></code>·kwarg·lets·you·vary·the·color·by·variable·value</p>
1326 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[96]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">,</span>·<span·class="n">hue</span><span·class="o">=</span><span·class="s2">&quot;w&quot;</span><span·class="p">)</span>1326 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[96]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">,</span>·<span·class="n">hue</span><span·class="o">=</span><span·class="s2">&quot;w&quot;</span><span·class="p">)</span>
1327 <span·class="gh">Out[96]:·</span><span·class="go"></span>1327 <span·class="gh">Out[96]:·</span><span·class="go"></span>
 1328 <span·class="go">[&lt;matplotlib.collections.PathCollection·at·0xffff682bbe80&gt;,</span>
1328 <span·class="go">[&lt;matplotlib.collections.PathCollection·at·0xffff6c7d9760&gt;,</span>1329 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff688c7100&gt;,</span>
1329 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff6c7d9f70&gt;,</span>1330 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff6acc2df0&gt;,</span>
1330 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff6c3df6d0&gt;,</span> 
1331 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff57521cd0&gt;]</span>1331 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff6812a580&gt;]</span>
1332 </pre></div>1332 </pre></div>
1333 </div>1333 </div>
1334 <img·alt="_images/ds_hue_scatter.png"·src="_images/ds_hue_scatter.png"·/>1334 <img·alt="_images/ds_hue_scatter.png"·src="_images/ds_hue_scatter.png"·/>
1335 <p>When·<code·class="docutils·literal·notranslate"><span·class="pre">hue</span></code>·is·specified,·a·colorbar·is·added·for·numeric·<code·class="docutils·literal·notranslate"><span·class="pre">hue</span></code>·DataArrays·by1335 <p>When·<code·class="docutils·literal·notranslate"><span·class="pre">hue</span></code>·is·specified,·a·colorbar·is·added·for·numeric·<code·class="docutils·literal·notranslate"><span·class="pre">hue</span></code>·DataArrays·by
1336 default·and·a·legend·is·added·for·non-numeric·<code·class="docutils·literal·notranslate"><span·class="pre">hue</span></code>·DataArrays·(as·above).1336 default·and·a·legend·is·added·for·non-numeric·<code·class="docutils·literal·notranslate"><span·class="pre">hue</span></code>·DataArrays·(as·above).
1337 You·can·force·a·legend·instead·of·a·colorbar·by·setting·<code·class="docutils·literal·notranslate"><span·class="pre">hue_style='discrete'</span></code>.1337 You·can·force·a·legend·instead·of·a·colorbar·by·setting·<code·class="docutils·literal·notranslate"><span·class="pre">hue_style='discrete'</span></code>.
1338 Additionally,·the·boolean·kwarg·<code·class="docutils·literal·notranslate"><span·class="pre">add_guide</span></code>·can·be·used·to·prevent·the·display·of·a·legend·or·colorbar·(as·appropriate).</p>1338 Additionally,·the·boolean·kwarg·<code·class="docutils·literal·notranslate"><span·class="pre">add_guide</span></code>·can·be·used·to·prevent·the·display·of·a·legend·or·colorbar·(as·appropriate).</p>
1339 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[97]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">assign</span><span·class="p">(</span><span·class="n">w</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">])</span>1339 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[97]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">assign</span><span·class="p">(</span><span·class="n">w</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">])</span>
  
1340 <span·class="gp">In·[98]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">,</span>·<span·class="n">hue</span><span·class="o">=</span><span·class="s2">&quot;w&quot;</span><span·class="p">,</span>·<span·class="n">hue_style</span><span·class="o">=</span><span·class="s2">&quot;discrete&quot;</span><span·class="p">)</span>1340 <span·class="gp">In·[98]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">,</span>·<span·class="n">hue</span><span·class="o">=</span><span·class="s2">&quot;w&quot;</span><span·class="p">,</span>·<span·class="n">hue_style</span><span·class="o">=</span><span·class="s2">&quot;discrete&quot;</span><span·class="p">)</span>
1341 <span·class="gh">Out[98]:·</span><span·class="go"></span>1341 <span·class="gh">Out[98]:·</span><span·class="go"></span>
1342 <span·class="go">[&lt;matplotlib.collections.PathCollection·at·0xffff6c08c6a0&gt;,</span>1342 <span·class="go">[&lt;matplotlib.collections.PathCollection·at·0xffff68277040&gt;,</span>
1343 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff6c0e0250&gt;,</span>1343 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff582932b0&gt;,</span>
1344 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff6c076b50&gt;,</span>1344 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff5836ff10&gt;,</span>
1345 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff6c0b6af0&gt;]</span>1345 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff690cc430&gt;]</span>
1346 </pre></div>1346 </pre></div>
1347 </div>1347 </div>
1348 <img·alt="_images/ds_discrete_legend_hue_scatter.png"·src="_images/ds_discrete_legend_hue_scatter.png"·/>1348 <img·alt="_images/ds_discrete_legend_hue_scatter.png"·src="_images/ds_discrete_legend_hue_scatter.png"·/>
1349 <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">markersize</span></code>·kwarg·lets·you·vary·the·point’s·size·by·variable·value.·You·can·additionally·pass·<code·class="docutils·literal·notranslate"><span·class="pre">size_norm</span></code>·to·control·how·the·variable’s·values·are·mapped·to·point·sizes.</p>1349 <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">markersize</span></code>·kwarg·lets·you·vary·the·point’s·size·by·variable·value.·You·can·additionally·pass·<code·class="docutils·literal·notranslate"><span·class="pre">size_norm</span></code>·to·control·how·the·variable’s·values·are·mapped·to·point·sizes.</p>
1350 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[99]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">,</span>·<span·class="n">hue</span><span·class="o">=</span><span·class="s2">&quot;z&quot;</span><span·class="p">,</span>·<span·class="n">hue_style</span><span·class="o">=</span><span·class="s2">&quot;discrete&quot;</span><span·class="p">,</span>·<span·class="n">markersize</span><span·class="o">=</span><span·class="s2">&quot;z&quot;</span><span·class="p">)</span>1350 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[99]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">,</span>·<span·class="n">hue</span><span·class="o">=</span><span·class="s2">&quot;z&quot;</span><span·class="p">,</span>·<span·class="n">hue_style</span><span·class="o">=</span><span·class="s2">&quot;discrete&quot;</span><span·class="p">,</span>·<span·class="n">markersize</span><span·class="o">=</span><span·class="s2">&quot;z&quot;</span><span·class="p">)</span>
1351 <span·class="gh">Out[99]:·</span><span·class="go"></span>1351 <span·class="gh">Out[99]:·</span><span·class="go"></span>
1352 <span·class="go">[&lt;matplotlib.collections.PathCollection·at·0xffff56f20520&gt;,</span>1352 <span·class="go">[&lt;matplotlib.collections.PathCollection·at·0xffff585f61c0&gt;,</span>
1353 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff57555970&gt;,</span>1353 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff40241640&gt;,</span>
1354 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff56f8dc70&gt;,</span>1354 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff68d013a0&gt;,</span>
1355 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff570e7760&gt;]</span>1355 <span·class="go">·&lt;matplotlib.collections.PathCollection·at·0xffff40241e80&gt;]</span>
1356 </pre></div>1356 </pre></div>
1357 </div>1357 </div>
1358 <img·alt="_images/ds_hue_size_scatter.png"·src="_images/ds_hue_size_scatter.png"·/>1358 <img·alt="_images/ds_hue_size_scatter.png"·src="_images/ds_hue_size_scatter.png"·/>
1359 <p>Faceting·is·also·possible</p>1359 <p>Faceting·is·also·possible</p>
1360 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[100]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">,</span>·<span·class="n">col</span><span·class="o">=</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="n">row</span><span·class="o">=</span><span·class="s2">&quot;z&quot;</span><span·class="p">,</span>·<span·class="n">hue</span><span·class="o">=</span><span·class="s2">&quot;w&quot;</span><span·class="p">,</span>·<span·class="n">hue_style</span><span·class="o">=</span><span·class="s2">&quot;discrete&quot;</span><span·class="p">)</span>1360 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[100]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">scatter</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">&quot;A&quot;</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">&quot;B&quot;</span><span·class="p">,</span>·<span·class="n">col</span><span·class="o">=</span><span·class="s2">&quot;x&quot;</span><span·class="p">,</span>·<span·class="n">row</span><span·class="o">=</span><span·class="s2">&quot;z&quot;</span><span·class="p">,</span>·<span·class="n">hue</span><span·class="o">=</span><span·class="s2">&quot;w&quot;</span><span·class="p">,</span>·<span·class="n">hue_style</span><span·class="o">=</span><span·class="s2">&quot;discrete&quot;</span><span·class="p">)</span>
1361 <span·class="gh">Out[100]:·</span><span·class="go">&lt;xarray.plot.facetgrid.FacetGrid·at·0xffff56f5dd30&gt;</span>1361 <span·class="gh">Out[100]:·</span><span·class="go">&lt;xarray.plot.facetgrid.FacetGrid·at·0xffff40100160&gt;</span>
1362 </pre></div>1362 </pre></div>
1363 </div>1363 </div>
1364 <img·alt="_images/ds_facet_scatter.png"·src="_images/ds_facet_scatter.png"·/>1364 <img·alt="_images/ds_facet_scatter.png"·src="_images/ds_facet_scatter.png"·/>
1365 <p>For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data·variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities·of·<code·class="docutils·literal·notranslate"><span·class="pre">seaborn</span></code>.</p>1365 <p>For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data·variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities·of·<code·class="docutils·literal·notranslate"><span·class="pre">seaborn</span></code>.</p>
1366 </div>1366 </div>
1367 <div·class="section"·id="maps">1367 <div·class="section"·id="maps">
1368 <span·id="plot-maps"></span><h2>Maps<a·class="headerlink"·href="#maps"·title="Permalink·to·this·headline">¶</a></h2>1368 <span·id="plot-maps"></span><h2>Maps<a·class="headerlink"·href="#maps"·title="Permalink·to·this·headline">¶</a></h2>
Offset 1380, 15 lines modifiedOffset 1380, 15 lines modified
1380 <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>1380 <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>
1381 <span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>1381 <span·class="g·g-Whitespace">·····</span><span·class="mi">76</span>·········<span·class="c1">#·May·want·to·add·an·option·to·remove·it.</span>
1382 <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>1382 <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>
1383 <span·class="ne">---&gt;·</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>1383 <span·class="ne">---&gt;·</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>
1384 <span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·1384 <span·class="g·g-Whitespace">·····</span><span·class="mi">79</span>·
1385 <span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">&quot;/&quot;</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">&quot;raw&quot;</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>1385 <span·class="g·g-Whitespace">·····</span><span·class="mi">80</span>·········<span·class="n">url</span>·<span·class="o">=</span>·<span·class="s2">&quot;/&quot;</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">&quot;raw&quot;</span><span·class="p">,</span>·<span·class="n">branch</span><span·class="p">,</span>·<span·class="n">fullname</span><span·class="p">))</span>
  
1386 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/first-build/.xarray_tutorial_data&#39;1386 <span·class="ne">FileNotFoundError</span>:·[Errno·2]·No·such·file·or·directory:·&#39;/nonexistent/second-build/.xarray_tutorial_data&#39;
  
1387 <span·class="gp">In·[103]:·</span><span·class="n">p</span>·<span·class="o">=</span>·<span·class="n">air</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span>1387 <span·class="gp">In·[103]:·</span><span·class="n">p</span>·<span·class="o">=</span>·<span·class="n">air</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span>
1388 <span·class="gp">···.....:·</span>····<span·class="n">subplot_kws</span><span·class="o">=</span><span·class="nb">dict</span><span·class="p">(</span><span·class="n">projection</span><span·class="o">=</span><span·class="n">ccrs</span><span·class="o">.</span><span·class="n">Orthographic</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">80</span><span·class="p">,</span>·<span·class="mi">35</span><span·class="p">),</span>·<span·class="n">facecolor</span><span·class="o">=</span><span·class="s2">&quot;gray&quot;</span><span·class="p">),</span>1388 <span·class="gp">···.....:·</span>····<span·class="n">subplot_kws</span><span·class="o">=</span><span·class="nb">dict</span><span·class="p">(</span><span·class="n">projection</span><span·class="o">=</span><span·class="n">ccrs</span><span·class="o">.</span><span·class="n">Orthographic</span><span·class="p">(</span><span·class="o">-</span><span·class="mi">80</span><span·class="p">,</span>·<span·class="mi">35</span><span·class="p">),</span>·<span·class="n">facecolor</span><span·class="o">=</span><span·class="s2">&quot;gray&quot;</span><span·class="p">),</span>
1389 <span·class="gp">···.....:·</span>····<span·class="n">transform</span><span·class="o">=</span><span·class="n">ccrs</span><span·class="o">.</span><span·class="n">PlateCarree</span><span·class="p">(),</span>1389 <span·class="gp">···.....:·</span>····<span·class="n">transform</span><span·class="o">=</span><span·class="n">ccrs</span><span·class="o">.</span><span·class="n">PlateCarree</span><span·class="p">(),</span>
1390 <span·class="gp">···.....:·</span><span·class="p">)</span>1390 <span·class="gp">···.....:·</span><span·class="p">)</span>
1391 <span·class="gp">···.....:·</span>1391 <span·class="gp">···.....:·</span>
1392 <span·class="gt">---------------------------------------------------------------------------</span>1392 <span·class="gt">---------------------------------------------------------------------------</span>
Offset 1472, 24 lines modifiedOffset 1472, 24 lines modified
1472 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[109]:·</span><span·class="kn">import</span>·<span·class="nn">xarray.plot</span>·<span·class="k">as</span>·<span·class="nn">xplt</span>1472 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[109]:·</span><span·class="kn">import</span>·<span·class="nn">xarray.plot</span>·<span·class="k">as</span>·<span·class="nn">xplt</span>
  
1473 <span·class="gp">In·[110]:·</span><span·class="n">da</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">DataArray</span><span·class="p">(</span><span·class="nb">range</span><span·class="p">(</span><span·class="mi">5</span><span·class="p">))</span>1473 <span·class="gp">In·[110]:·</span><span·class="n">da</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">DataArray</span><span·class="p">(</span><span·class="nb">range</span><span·class="p">(</span><span·class="mi">5</span><span·class="p">))</span>
  
1474 <span·class="gp">In·[111]:·</span><span·class="n">fig</span><span·class="p">,</span>·<span·class="n">axes</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">(</span><span·class="n">ncols</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">nrows</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)</span>1474 <span·class="gp">In·[111]:·</span><span·class="n">fig</span><span·class="p">,</span>·<span·class="n">axes</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">subplots</span><span·class="p">(</span><span·class="n">ncols</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">nrows</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)</span>
  
1475 <span·class="gp">In·[112]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">])</span>1475 <span·class="gp">In·[112]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">])</span>
1476 <span·class="gh">Out[112]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff56cea4f0&gt;]</span>1476 <span·class="gh">Out[112]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff2b6d8df0&gt;]</span>
  
1477 <span·class="gp">In·[113]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">])</span>1477 <span·class="gp">In·[113]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">])</span>
1478 <span·class="gh">Out[113]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff6c0ef160&gt;]</span>1478 <span·class="gh">Out[113]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff82dc2af0&gt;]</span>
  
1479 <span·class="gp">In·[114]:·</span><span·class="n">xplt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">da</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">])</span>1479 <span·class="gp">In·[114]:·</span><span·class="n">xplt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">da</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">])</span>
1480 <span·class="gh">Out[114]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff56cd5e80&gt;]</span>1480 <span·class="gh">Out[114]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff2b6d8430&gt;]</span>
  
1481 <span·class="gp">In·[115]:·</span><span·class="n">xplt</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">da</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">])</span>1481 <span·class="gp">In·[115]:·</span><span·class="n">xplt</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">da</span><span·class="p">,</span>·<span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">])</span>
1482 <span·class="gh">Out[115]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff56cd5940&gt;]</span>1482 <span·class="gh">Out[115]:·</span><span·class="go">[&lt;matplotlib.lines.Line2D·at·0xffff2b663dc0&gt;]</span>
  
1483 <span·class="gp">In·[116]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span>1483 <span·class="gp">In·[116]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">tight_layout</span><span·class="p">()</span>
  
1484 <span·class="gp">In·[117]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">draw</span><span·class="p">()</span>1484 <span·class="gp">In·[117]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">draw</span><span·class="p">()</span>
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Offset 121, 15 lines modifiedOffset 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 ·····79125 ·····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]:·airtemps129 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·airtemps133 ---->·1·airtemps
Offset 588, 15 lines modifiedOffset 588, 15 lines modified
588 -->·171·········ref_var·=·variables[ref_name]588 -->·171·········ref_var·=·variables[ref_name]
589 ····172589 ····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·0xffff56f524c0>]593 Out[51]:·[<matplotlib.lines.Line2D·at·0xffff40184d00>]
594 [_images/plotting_nonuniform_coords.png]594 [_images/plotting_nonuniform_coords.png]
595 ***·Calling·Matplotlib¶·***595 ***·Calling·Matplotlib¶·***
596 Since·this·is·a·thin·wrapper·around·matplotlib,·all·the·functionality·of596 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 modifiedOffset 984, 53 lines modified
984 ··*·z········(z)·int64·0·1·2·3984 ··*·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·-0.0183987 ····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·...·1.369·1.408·1.387·1.417988 ····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·B989 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·0xffff570bd760>991 Out[95]:·<matplotlib.collections.PathCollection·at·0xffff402f9580>
992 [_images/ds_simple_scatter.png]992 [_images/ds_simple_scatter.png]
993 The·hue·kwarg·lets·you·vary·the·color·by·variable·value993 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·0xffff682bbe80>,
996 [<matplotlib.collections.PathCollection·at·0xffff6c7d9760>,997 ·<matplotlib.collections.PathCollection·at·0xffff688c7100>,
997 ·<matplotlib.collections.PathCollection·at·0xffff6c7d9f70>,998 ·<matplotlib.collections.PathCollection·at·0xffff6acc2df0>,
998 ·<matplotlib.collections.PathCollection·at·0xffff6c3df6d0>, 
999 ·<matplotlib.collections.PathCollection·at·0xffff57521cd0>]999 ·<matplotlib.collections.PathCollection·at·0xffff6812a580>]
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·by1001 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).·You1002 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·of1004 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·0xffff6c08c6a0>,1009 [<matplotlib.collections.PathCollection·at·0xffff68277040>,
1010 ·<matplotlib.collections.PathCollection·at·0xffff6c0e0250>,1010 ·<matplotlib.collections.PathCollection·at·0xffff582932b0>,
1011 ·<matplotlib.collections.PathCollection·at·0xffff6c076b50>,1011 ·<matplotlib.collections.PathCollection·at·0xffff5836ff10>,
1012 ·<matplotlib.collections.PathCollection·at·0xffff6c0b6af0>]1012 ·<matplotlib.collections.PathCollection·at·0xffff690cc430>]
1013 [_images/ds_discrete_legend_hue_scatter.png]1013 [_images/ds_discrete_legend_hue_scatter.png]
1014 The·markersize·kwarg·lets·you·vary·the·point’s·size·by·variable·value.·You1014 The·markersize·kwarg·lets·you·vary·the·point’s·size·by·variable·value.·You
1015 can·additionally·pass·size_norm·to·control·how·the·variable’s·values·are1015 can·additionally·pass·size_norm·to·control·how·the·variable’s·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·0xffff56f20520>,1020 [<matplotlib.collections.PathCollection·at·0xffff585f61c0>,
1021 ·<matplotlib.collections.PathCollection·at·0xffff57555970>,1021 ·<matplotlib.collections.PathCollection·at·0xffff40241640>,
1022 ·<matplotlib.collections.PathCollection·at·0xffff56f8dc70>,1022 ·<matplotlib.collections.PathCollection·at·0xffff68d013a0>,
1023 ·<matplotlib.collections.PathCollection·at·0xffff570e7760>]1023 ·<matplotlib.collections.PathCollection·at·0xffff40241e80>]
1024 [_images/ds_hue_size_scatter.png]1024 [_images/ds_hue_size_scatter.png]
1025 Faceting·is·also·possible1025 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·0xffff56f5dd30>1028 Out[100]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff40100160>
1029 [_images/ds_facet_scatter.png]1029 [_images/ds_facet_scatter.png]
1030 For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data1030 For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data
1031 variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities1031 variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities
1032 of·seaborn.1032 of·seaborn.
1033 *****·Maps¶·*****1033 *****·Maps¶·*****
1034 To·follow·this·section·you’ll·need·to·have·Cartopy·installed·and·working.1034 To·follow·this·section·you’ll·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 modifiedOffset 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 ·····791050 ·····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 modifiedOffset 1131, 24 lines modified
1131 In·[109]:·import·xarray.plot·as·xplt1131 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·0xffff56cea4f0>]1135 Out[112]:·[<matplotlib.lines.Line2D·at·0xffff2b6d8df0>]
  
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·0xffff6c0ef160>]1137 Out[113]:·[<matplotlib.lines.Line2D·at·0xffff82dc2af0>]
  
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·0xffff56cd5e80>]1139 Out[114]:·[<matplotlib.lines.Line2D·at·0xffff2b6d8430>]
  
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·0xffff56cd5940>]1141 Out[115]:·[<matplotlib.lines.Line2D·at·0xffff2b663dc0>]
  
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]
1145 Here·the·output·is·the·same.·Since·the·data·is·1·dimensional·the·line·plot·was1145 Here·the·output·is·the·same.·Since·the·data·is·1·dimensional·the·line·plot·was
1146 used.1146 used.
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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">&lt;matplotlib.collections.QuadMesh·at·0xffff567e1e50&gt;</span>505 <span·class="gh">Out[37]:·</span><span·class="go">&lt;matplotlib.collections.QuadMesh·at·0xffff2b1f8610&gt;</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>
741 B
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304 ·······[0.787,·0.···,·1.199]])304 ·······[0.787,·0.···,·1.199]])
305 Coordinates:305 Coordinates:
306 ··*·x········(x)·int64·10·20306 ··*·x········(x)·int64·10·20
307 Dimensions·without·coordinates:·y307 Dimensions·without·coordinates:·y
308 *****·Plotting¶·*****308 *****·Plotting¶·*****
309 Visualizing·your·datasets·is·quick·and·convenient:309 Visualizing·your·datasets·is·quick·and·convenient:
310 In·[37]:·data.plot()310 In·[37]:·data.plot()
311 Out[37]:·<matplotlib.collections.QuadMesh·at·0xffff567e1e50>311 Out[37]:·<matplotlib.collections.QuadMesh·at·0xffff2b1f8610>
312 [_images/plotting_quick_overview.png]312 [_images/plotting_quick_overview.png]
313 Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata313 Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata
314 attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see314 attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see
315 Plotting.315 Plotting.
316 *****·pandas¶·*****316 *****·pandas¶·*****
317 Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the317 Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the
318 to_series(),·to_dataframe()·and·to_xarray()·methods:318 to_series(),·to_dataframe()·and·to_xarray()·methods:
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76 ········"03642301":·4,76 ········"03642301":·4,
77 ········"037":·17,77 ········"037":·17,
78 ········"037369":·17,78 ········"037369":·17,
79 ········"03736932":·17,79 ········"03736932":·17,
80 ········"0379266750948":·26,80 ········"0379266750948":·26,
81 ········"038":·22,81 ········"038":·22,
82 ········"039":·29,82 ········"039":·29,
83 ········"03d2aeb5":·26, 
84 ········"03e":·26,83 ········"03e":·26,
85 ········"03t00":·[6,·7,·17],84 ········"03t00":·[6,·7,·17],
86 ········"040347":·17,85 ········"040347":·17,
87 ········"041":·7,86 ········"041":·7,
88 ········"0417827":·26,87 ········"0417827":·26,
89 ········"041782729805":·26,88 ········"041782729805":·26,
90 ········"0425":·28,89 ········"0425":·28,
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153 ········"0c0dc80c25a9":·6,152 ········"0c0dc80c25a9":·6,
154 ········"0e8985178ccc":·26,153 ········"0e8985178ccc":·26,
155 ········"0eb806e38f7f":·[14,·15],154 ········"0eb806e38f7f":·[14,·15],
156 ········"0f41191e8013":·28,155 ········"0f41191e8013":·28,
157 ········"0th":·[6,·22],156 ········"0th":·[6,·22],
158 ········"0x0l":·36,157 ········"0x0l":·36,
159 ········"0xffff5679fc10":·36,158 ········"0xffff2a3553d0":·36,
160 ········"0xffff567e1e50":·29,159 ········"0xffff2b1f8610":·29,
161 ········"0xffff56882160":·28, 
162 ········"0xffff56882400":·28, 
163 ········"0xffff56882460":·28, 
164 ········"0xffff568825b0":·28,160 ········"0xffff2b292220":·28,
165 ········"0xffff56882670":·28, 
166 ········"0xffff5695ad30":·28, 
167 ········"0xffff5695ad60":·28, 
168 ········"0xffff56c54dc0":·28, 
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171 ········"0xffff56cd5e80":·28, 
172 ········"0xffff56cea4f0":·28, 
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174 ········"0xffff56d273a0":·28, 
175 ········"0xffff56f20520":·28, 
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177 ········"0xffff56f5dd30":·28, 
178 ········"0xffff56f8dc70":·28, 
179 ········"0xffff570bd760":·28, 
180 ········"0xffff570e7760":·28, 
181 ········"0xffff570f30a0":·28, 
182 ········"0xffff57521cd0":·28, 
183 ········"0xffff57525280":·28,161 ········"0xffff2b292b80":·28,
 162 ········"0xffff2b292be0":·28,
184 ········"0xffff57525fd0":·25,163 ········"0xffff2b292d30":·28,
 164 ········"0xffff2b292df0":·28,
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 166 ········"0xffff2b3ac790":·28,
185 ········"0xffff5752cc40":·26,167 ········"0xffff2b3acc70":·28,
 168 ········"0xffff2b663dc0":·28,
 169 ········"0xffff2b6d8430":·28,
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186 ········"0xffff57542040":·26,174 ········"0xffff40184d00":·28,
187 ········"0xffff57542400":·26,175 ········"0xffff40241640":·28,
 176 ········"0xffff40241e80":·28,
 177 ········"0xffff402ea850":·28,
 178 ········"0xffff402f9580":·28,
188 ········"0xffff57542ca0":·26,179 ········"0xffff4074e1c0":·26,
189 ········"0xffff57542d60":·26,180 ········"0xffff4074e520":·26,
 181 ········"0xffff4074e700":·26,
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190 ········"0xffff57542ee0":·26,183 ········"0xffff4074ee80":·26,
191 ········"0xffff57555970":·28,184 ········"0xffff4074efa0":·26,
192 ········"0xffff57581550":·25,185 ········"0xffff4077d280":·25,
193 ········"0xffff57588b80":·25,186 ········"0xffff40782490":·25,
 187 ········"0xffff407980a0":·25,
194 ········"0xffff57593400":·25,188 ········"0xffff40798400":·25,
195 ········"0xffff575fca00":·24,189 ········"0xffff58045520":·24,
196 ········"0xffff6c076b50":·28,190 ········"0xffff582932b0":·28,
197 ········"0xffff6c08c6a0":·28,191 ········"0xffff582934f0":·28,
198 ········"0xffff6c0b6af0":·28, 
199 ········"0xffff6c0e0250":·28, 
200 ········"0xffff6c0ef160":·28, 
201 ········"0xffff6c3a67f0":·28,192 ········"0xffff58293af0":·28,
 193 ········"0xffff5836ff10":·28,
 194 ········"0xffff58589b20":·28,
 195 ········"0xffff585f61c0":·28,
 196 ········"0xffff6812a580":·28,
 197 ········"0xffff68277040":·28,
 198 ········"0xffff682bbe80":·28,
 199 ········"0xffff688c7100":·28,
 200 ········"0xffff689d4fa0":·7,
 201 ········"0xffff689df2e0":·7,
 202 ········"0xffff68a71340":·26,
 203 ········"0xffff68d013a0":·28,
 204 ········"0xffff690cc430":·28,
202 ········"0xffff6c3df6d0":·28,205 ········"0xffff6acc2df0":·28,
203 ········"0xffff6c7d9760":·28, 
204 ········"0xffff6c7d9f70":·28, 
205 ········"0xffff721038b0":·16,206 ········"0xffff787868b0":·16,
 207 ········"0xffff82dc2af0":·28,
 208 ········"0xffff82de7610":·28,
 209 ········"0xffff82ef1d90":·28,
 210 ········"0xffff82f86130":·28,
206 ········"0xffff88655e80":·7,211 ········"0xffff82f865e0":·28,
207 ········"0xffff886611c0":·7, 
208 ········"0xffff886f31c0":·26,212 ········"0xffff82fd67c0":·28,
209 ········"0xffff965173a0":·17,213 ········"0xffff9745ecd0":·17,
210 ········"0xffffae3e6c70":·28, 
211 ········"0xffffae50ca30":·28, 
212 ········"0xffffae50cf10":·28, 
213 ········"0xffffae57e3d0":·28, 
214 ········"0xffffae57ea00":·28, 
215 ········"100":·[3,·4,·6,·11,·12,·22,·25,·26,·28,·31,·36],214 ········"100":·[3,·4,·6,·11,·12,·22,·25,·26,·28,·31,·36],
216 ········"1000":·[6,·36],215 ········"1000":·[6,·36],
217 ········"100000":·6,216 ········"100000":·6,
218 ········"1000x1000":·6,217 ········"1000x1000":·6,
219 ········"1003":·4,218 ········"1003":·4,
220 ········"101":·[4,·22,·28,·36],219 ········"101":·[4,·22,·28,·36],
221 ········"101985":·26,220 ········"101985":·26,
Offset 522, 14 lines modifiedOffset 521, 15 lines modified
522 ········"2748":·10,521 ········"2748":·10,
523 ········"27483458":·4,522 ········"27483458":·4,
524 ········"2749":·10,523 ········"2749":·10,
525 ········"275":·[7,·16,·22],524 ········"275":·[7,·16,·22],
526 ········"276":·29,525 ········"276":·29,
527 ········"2762":·29,526 ········"2762":·29,
528 ········"276232":·29,527 ········"276232":·29,
 528 ········"277162681b3377c87ddac5999bf33daetemperatur":·6,
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Offset 4447, 15 lines modifiedOffset 4447, 15 lines modified
4447 <li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.where</span></code>·method·for·masking·xray·objects·according4447 <li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.where</span></code>·method·for·masking·xray·objects·according
4448 to·some·criteria.·This·works·particularly·well·with·multi-dimensional·data:</p>4448 to·some·criteria.·This·works·particularly·well·with·multi-dimensional·data:</p>
4449 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[44]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xray</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span><span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">),</span>·<span·class="s2">&quot;y&quot;</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">)})</span>4449 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[44]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xray</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span><span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">&quot;x&quot;</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">),</span>·<span·class="s2">&quot;y&quot;</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">)})</span>
  
4450 <span·class="gp">In·[45]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">&quot;distance&quot;</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">sqrt</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">x</span>·<span·class="o">**</span>·<span·class="mi">2</span>·<span·class="o">+</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">y</span>·<span·class="o">**</span>·<span·class="mi">2</span><span·class="p">)</span>4450 <span·class="gp">In·[45]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">&quot;distance&quot;</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">sqrt</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">x</span>·<span·class="o">**</span>·<span·class="mi">2</span>·<span·class="o">+</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">y</span>·<span·class="o">**</span>·<span·class="mi">2</span><span·class="p">)</span>
  
4451 <span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span><span·class="o">.</span><span·class="n">where</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span>·<span·class="o">&lt;</span>·<span·class="mi">100</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>4451 <span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span><span·class="o">.</span><span·class="n">where</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span>·<span·class="o">&lt;</span>·<span·class="mi">100</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
4452 <span·class="gh">Out[46]:·</span><span·class="go">&lt;matplotlib.collections.QuadMesh·at·0xffff5679fc10&gt;</span>4452 <span·class="gh">Out[46]:·</span><span·class="go">&lt;matplotlib.collections.QuadMesh·at·0xffff2a3553d0&gt;</span>
4453 </pre></div>4453 </pre></div>
4454 </div>4454 </div>
4455 <a·class="reference·internal·image-reference"·href="_images/where_example.png"><img·alt="_images/where_example.png"·src="_images/where_example.png"·style="width:·4in;·height:·4in;"·/></a>4455 <a·class="reference·internal·image-reference"·href="_images/where_example.png"><img·alt="_images/where_example.png"·src="_images/where_example.png"·style="width:·4in;·height:·4in;"·/></a>
4456 </li>4456 </li>
4457 <li><p>Added·new·methods·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.diff</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.diff</span></code>4457 <li><p>Added·new·methods·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.diff</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.diff</span></code>
4458 for·finite·difference·calculations·along·a·given·axis.</p></li>4458 for·finite·difference·calculations·along·a·given·axis.</p></li>
4459 <li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.to_masked_array</span></code>·convenience·method·for4459 <li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.to_masked_array</span></code>·convenience·method·for
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2957 ····*·New·xray.Dataset.where·method·for·masking·xray·objects·according·to·some2957 ····*·New·xray.Dataset.where·method·for·masking·xray·objects·according·to·some
2958 ······criteria.·This·works·particularly·well·with·multi-dimensional·data:2958 ······criteria.·This·works·particularly·well·with·multi-dimensional·data:
2959 ······In·[44]:·ds·=·xray.Dataset(coords={"x":·range(100),·"y":·range(100)})2959 ······In·[44]:·ds·=·xray.Dataset(coords={"x":·range(100),·"y":·range(100)})
  
2960 ······In·[45]:·ds["distance"]·=·np.sqrt(ds.x·**·2·+·ds.y·**·2)2960 ······In·[45]:·ds["distance"]·=·np.sqrt(ds.x·**·2·+·ds.y·**·2)
  
2961 ······In·[46]:·ds.distance.where(ds.distance·<·100).plot()2961 ······In·[46]:·ds.distance.where(ds.distance·<·100).plot()
2962 ······Out[46]:·<matplotlib.collections.QuadMesh·at·0xffff5679fc10>2962 ······Out[46]:·<matplotlib.collections.QuadMesh·at·0xffff2a3553d0>
2963 ······[_images/where_example.png]2963 ······[_images/where_example.png]
2964 ····*·Added·new·methods·xray.DataArray.diff·and·xray.Dataset.diff·for·finite2964 ····*·Added·new·methods·xray.DataArray.diff·and·xray.Dataset.diff·for·finite
2965 ······difference·calculations·along·a·given·axis.2965 ······difference·calculations·along·a·given·axis.
2966 ····*·New·xray.DataArray.to_masked_array·convenience·method·for·returning·a2966 ····*·New·xray.DataArray.to_masked_array·convenience·method·for·returning·a
2967 ······numpy.ma.MaskedArray.2967 ······numpy.ma.MaskedArray.
2968 ······In·[47]:·da·=·xray.DataArray(np.random.random_sample(size=(5,·4)))2968 ······In·[47]:·da·=·xray.DataArray(np.random.random_sample(size=(5,·4)))